FileBase 20160307--9--12.14.2016-12.38 ElecNo 3 UseFeatures 11111111111111111111111111111100001 DropLastNFeatures 0 UseDistributional 0 MaskStarts 500 MinClusters 2 MaxClusters 12 MaxPossibleClusters 1000 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 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 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0.rc3-3-geed5 Setting RAM limit to total physical memory, 62.82 GB. Expected memory usage by array (largest first): Array LogP will use between 2.17 and 3.26 GB. - 8 bytes per element (scalar), 145910000 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.07 and 0.10 GB. - 8 bytes per element (scalar), 4523210 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.03 GB. - 2 bytes per element (data_int), 4523210 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.01 and 0.02 GB. - 8 bytes per element (scalar), 961000 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Array Masks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 4523210 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.01 GB. - 1 bytes per element (char), 4523210 elements when full. - Memory usage scales as nPoints*nDims. Note that nPoints=145910, nDims=31, MaxPossibleClusters=1000 Total memory usage will be between 2.29 and 3.43 GB. RAM limit is set at 62.82 GB. ---------------------------------------------------------- Loaded 145910 data points of dimension 31. MEMO: A lower score indicates a better clustering Starting from 2 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 2 initial classes randomly. Iteration 0F (1.484105 sec): 2 clusters Score: Raw -11438437.420620 + Penalty 3139.156752 = -11435298.263868 nChanged 283 Iteration 1Q (1.824987 sec): 2 clusters Score: Raw -11441781.746602 + Penalty 3139.156752 = -11438642.589850 nChanged 99 Iteration 2Q (2.179823 sec): 2 clusters Score: Raw -11441874.906917 + Penalty 3139.156752 = -11438735.750165 nChanged 21 Iteration 3Q (2.486690 sec): 2 clusters Score: Raw -11441879.056463 + Penalty 3139.156752 = -11438739.899711 nChanged 1 Iteration 4Q (2.771180 sec): 2 clusters Score: Raw -11441879.124613 + Penalty 3139.156752 = -11438739.967861 nChanged 0 Iteration 5F (3.092815 sec): 2 clusters Score: Raw -11441879.124613 + Penalty 3139.156752 = -11438739.967861 nChanged 0 Compute initial score before splitting: Score: Raw -11441879.124613 + Penalty 3139.156752 = -11438739.967861 Trying to split cluster 1 (145506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3.650429 sec): 2 clusters Score: Raw -11444660.855539 + Penalty 3138.424767 = -11441522.430772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4.159374 sec): 3 clusters Score: Raw -11354402.956730 + Penalty 6276.849534 = -11348126.107196 nChanged 70362 SP:Iteration 1F (4.668709 sec): 3 clusters Score: Raw -11574777.313405 + Penalty 6276.849534 = -11568500.463872 nChanged 30159 SP:Iteration 2F (5.177770 sec): 3 clusters Score: Raw -11649362.956222 + Penalty 6276.849534 = -11643086.106689 nChanged 7442 SP:Iteration 3F (5.655456 sec): 3 clusters Score: Raw -11652684.487024 + Penalty 6276.849534 = -11646407.637490 nChanged 1770 SP:Iteration 4Q (6.131293 sec): 3 clusters Score: Raw -11653056.494399 + Penalty 6276.849534 = -11646779.644865 nChanged 751 SP:Iteration 5Q (6.628037 sec): 3 clusters Score: Raw -11653157.356969 + Penalty 6276.849534 = -11646880.507435 nChanged 436 SP:Iteration 6Q (7.075625 sec): 3 clusters Score: Raw -11653197.444455 + Penalty 6276.849534 = -11646920.594921 nChanged 293 SP:Iteration 7Q (7.518676 sec): 3 clusters Score: Raw -11653216.521131 + Penalty 6276.849534 = -11646939.671597 nChanged 187 SP:Iteration 8Q (7.956812 sec): 3 clusters Score: Raw -11653225.227622 + Penalty 6276.849534 = -11646948.378088 nChanged 138 SP:Iteration 9Q (8.406425 sec): 3 clusters Score: Raw -11653230.574805 + Penalty 6276.849534 = -11646953.725271 nChanged 101 SP:Iteration 10Q (8.874183 sec): 3 clusters Score: Raw -11653233.688210 + Penalty 6276.849534 = -11646956.838677 nChanged 69 SP:Iteration 11Q (9.293643 sec): 3 clusters Score: Raw -11653235.344335 + Penalty 6276.849534 = -11646958.494801 nChanged 36 SP:Iteration 12Q (9.735072 sec): 3 clusters Score: Raw -11653236.079025 + Penalty 6276.849534 = -11646959.229491 nChanged 28 SP:Iteration 13Q (10.187329 sec): 3 clusters Score: Raw -11653236.518773 + Penalty 6276.849534 = -11646959.669239 nChanged 18 SP:Iteration 14Q (10.627582 sec): 3 clusters Score: Raw -11653236.801569 + Penalty 6276.849534 = -11646959.952036 nChanged 4 SP:Iteration 15Q (11.074312 sec): 3 clusters Score: Raw -11653236.844155 + Penalty 6276.849534 = -11646959.994621 nChanged 2 SP:Iteration 16Q (11.555830 sec): 3 clusters Score: Raw -11653236.861841 + Penalty 6276.849534 = -11646960.012308 nChanged 3 SP:Iteration 17Q (11.977899 sec): 3 clusters Score: Raw -11653236.897106 + Penalty 6276.849534 = -11646960.047572 nChanged 4 SP:Iteration 18Q (12.432489 sec): 3 clusters Score: Raw -11653236.950620 + Penalty 6276.849534 = -11646960.101087 nChanged 6 SP:Iteration 19Q (12.855502 sec): 3 clusters Score: Raw -11653237.024931 + Penalty 6276.849534 = -11646960.175397 nChanged 0 SP:Iteration 20F (13.309626 sec): 3 clusters Score: Raw -11653237.024931 + Penalty 6276.849534 = -11646960.175397 nChanged 0 Score: Raw -11650455.294005 + Penalty 6278.313504 = -11644176.980501 Splitting cluster 1 changes total score from -11438739.967861 to -11644176.980501 So it's getting split into cluster 2. Iteration 6F (14.296051 sec): 3 clusters Score: Raw -11662438.509893 + Penalty 6278.313504 = -11656160.196389 nChanged 370 Iteration 7Q (14.722648 sec): 3 clusters Score: Raw -11663509.502528 + Penalty 6278.313504 = -11657231.189024 nChanged 650 Iteration 8Q (15.147703 sec): 3 clusters Score: Raw -11663615.529961 + Penalty 6278.313504 = -11657337.216458 nChanged 486 Iteration 9Q (15.626644 sec): 3 clusters Score: Raw -11663666.048068 + Penalty 6278.313504 = -11657387.734564 nChanged 328 Iteration 10Q (16.062614 sec): 3 clusters Score: Raw -11663691.396067 + Penalty 6278.313504 = -11657413.082563 nChanged 203 Iteration 11Q (16.548303 sec): 3 clusters Score: Raw -11663701.670511 + Penalty 6278.313504 = -11657423.357008 nChanged 120 Iteration 12Q (16.968505 sec): 3 clusters Score: Raw -11663705.852502 + Penalty 6278.313504 = -11657427.538998 nChanged 70 Iteration 13Q (17.383359 sec): 3 clusters Score: Raw -11663707.547898 + Penalty 6278.313504 = -11657429.234394 nChanged 42 Iteration 14Q (17.802631 sec): 3 clusters Score: Raw -11663708.392767 + Penalty 6278.313504 = -11657430.079263 nChanged 28 Iteration 15Q (18.277092 sec): 3 clusters Score: Raw -11663708.916552 + Penalty 6278.313504 = -11657430.603048 nChanged 30 Iteration 16Q (18.778231 sec): 3 clusters Score: Raw -11663709.462716 + Penalty 6278.313504 = -11657431.149212 nChanged 19 Iteration 17Q (19.199211 sec): 3 clusters Score: Raw -11663709.774892 + Penalty 6278.313504 = -11657431.461389 nChanged 15 Iteration 18Q (19.622437 sec): 3 clusters Score: Raw -11663709.981116 + Penalty 6278.313504 = -11657431.667613 nChanged 10 Iteration 19Q (20.045473 sec): 3 clusters Score: Raw -11663710.100996 + Penalty 6278.313504 = -11657431.787492 nChanged 3 Writing temp clu file Because OldScore, -11657431.667613, is greater than current (better) Score,-11657431.787492 Compute initial score before splitting: Score: Raw -11663710.100996 + Penalty 6278.313504 = -11657431.787492 Trying to split cluster 1 (116366 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (20.555035 sec): 2 clusters Score: Raw -9688475.463980 + Penalty 3079.426858 = -9685396.037122 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (20.940212 sec): 3 clusters Score: Raw -9613693.472045 + Penalty 6158.853717 = -9607534.618329 nChanged 55327 SP:Iteration 1F (21.345137 sec): 3 clusters Score: Raw -9649515.873076 + Penalty 6158.853717 = -9643357.019359 nChanged 8489 SP:Iteration 2F (21.741277 sec): 3 clusters Score: Raw -9660420.244764 + Penalty 6158.853717 = -9654261.391047 nChanged 12770 SP:Iteration 3F (22.132999 sec): 3 clusters Score: Raw -9682280.544464 + Penalty 6158.853717 = -9676121.690747 nChanged 14525 SP:Iteration 4F (22.536571 sec): 3 clusters Score: Raw -9702858.787671 + Penalty 6158.853717 = -9696699.933955 nChanged 10814 SP:Iteration 5F (22.953722 sec): 3 clusters Score: Raw -9711580.277625 + Penalty 6158.853717 = -9705421.423909 nChanged 6032 SP:Iteration 6F (23.327022 sec): 3 clusters Score: Raw -9714372.590922 + Penalty 6158.853717 = -9708213.737205 nChanged 3488 SP:Iteration 7Q (23.729342 sec): 3 clusters Score: Raw -9715495.630633 + Penalty 6158.853717 = -9709336.776916 nChanged 2336 SP:Iteration 8Q (24.133340 sec): 3 clusters Score: Raw -9716061.737038 + Penalty 6158.853717 = -9709902.883321 nChanged 1784 SP:Iteration 9Q (24.587599 sec): 3 clusters Score: Raw -9716413.160743 + Penalty 6158.853717 = -9710254.307027 nChanged 1453 SP:Iteration 10Q (25.014748 sec): 3 clusters Score: Raw -9716659.407332 + Penalty 6158.853717 = -9710500.553616 nChanged 1300 SP:Iteration 11Q (25.437468 sec): 3 clusters Score: Raw -9716855.337652 + Penalty 6158.853717 = -9710696.483936 nChanged 1164 SP:Iteration 12Q (25.880268 sec): 3 clusters Score: Raw -9717020.171057 + Penalty 6158.853717 = -9710861.317340 nChanged 1027 SP:Iteration 13Q (26.279023 sec): 3 clusters Score: Raw -9717153.852888 + Penalty 6158.853717 = -9710994.999171 nChanged 925 SP:Iteration 14Q (26.677864 sec): 3 clusters Score: Raw -9717266.260033 + Penalty 6158.853717 = -9711107.406317 nChanged 879 SP:Iteration 15Q (27.074647 sec): 3 clusters Score: Raw -9717369.090433 + Penalty 6158.853717 = -9711210.236716 nChanged 857 SP:Iteration 16Q (27.469765 sec): 3 clusters Score: Raw -9717463.732077 + Penalty 6158.853717 = -9711304.878360 nChanged 779 SP:Iteration 17Q (27.867316 sec): 3 clusters Score: Raw -9717545.634988 + Penalty 6158.853717 = -9711386.781272 nChanged 759 SP:Iteration 18Q (28.264632 sec): 3 clusters Score: Raw -9717622.651125 + Penalty 6158.853717 = -9711463.797409 nChanged 662 SP:Iteration 19Q (28.675175 sec): 3 clusters Score: Raw -9717684.084039 + Penalty 6158.853717 = -9711525.230322 nChanged 607 SP:Iteration 20F (29.079194 sec): 3 clusters Score: Raw -9717739.483709 + Penalty 6158.853717 = -9711580.629992 nChanged 580 SP:Iteration 21Q (29.478905 sec): 3 clusters Score: Raw -9717788.405946 + Penalty 6158.853717 = -9711629.552229 nChanged 530 SP:Iteration 22Q (29.896892 sec): 3 clusters Score: Raw -9717830.902179 + Penalty 6158.853717 = -9711672.048463 nChanged 510 SP:Iteration 23Q (30.291298 sec): 3 clusters Score: Raw -9717870.477417 + Penalty 6158.853717 = -9711711.623700 nChanged 481 SP:Iteration 24Q (30.688015 sec): 3 clusters Score: Raw -9717907.909816 + Penalty 6158.853717 = -9711749.056100 nChanged 450 SP:Iteration 25Q (31.109174 sec): 3 clusters Score: Raw -9717942.756213 + Penalty 6158.853717 = -9711783.902496 nChanged 453 SP:Iteration 26Q (31.504653 sec): 3 clusters Score: Raw -9717976.424173 + Penalty 6158.853717 = -9711817.570457 nChanged 397 SP:Iteration 27Q (31.901395 sec): 3 clusters Score: Raw -9718004.459528 + Penalty 6158.853717 = -9711845.605811 nChanged 359 SP:Iteration 28Q (32.356248 sec): 3 clusters Score: Raw -9718028.989965 + Penalty 6158.853717 = -9711870.136248 nChanged 360 SP:Iteration 29Q (32.755150 sec): 3 clusters Score: Raw -9718055.724522 + Penalty 6158.853717 = -9711896.870806 nChanged 366 SP:Iteration 30Q (33.188681 sec): 3 clusters Score: Raw -9718082.880946 + Penalty 6158.853717 = -9711924.027230 nChanged 351 SP:Iteration 31Q (33.646388 sec): 3 clusters Score: Raw -9718107.742447 + Penalty 6158.853717 = -9711948.888730 nChanged 356 SP:Iteration 32Q (34.090606 sec): 3 clusters Score: Raw -9718133.704765 + Penalty 6158.853717 = -9711974.851048 nChanged 371 SP:Iteration 33Q (34.513054 sec): 3 clusters Score: Raw -9718160.365818 + Penalty 6158.853717 = -9712001.512101 nChanged 358 SP:Iteration 34Q (34.887627 sec): 3 clusters Score: Raw -9718185.499773 + Penalty 6158.853717 = -9712026.646056 nChanged 346 SP:Iteration 35Q (35.251865 sec): 3 clusters Score: Raw -9718210.243709 + Penalty 6158.853717 = -9712051.389993 nChanged 326 SP:Iteration 36Q (35.640843 sec): 3 clusters Score: Raw -9718234.686117 + Penalty 6158.853717 = -9712075.832401 nChanged 332 SP:Iteration 37Q (36.033918 sec): 3 clusters Score: Raw -9718259.857642 + Penalty 6158.853717 = -9712101.003925 nChanged 308 SP:Iteration 38Q (36.427596 sec): 3 clusters Score: Raw -9718281.715321 + Penalty 6158.853717 = -9712122.861605 nChanged 291 SP:Iteration 39Q (36.817938 sec): 3 clusters Score: Raw -9718301.223187 + Penalty 6158.853717 = -9712142.369470 nChanged 275 SP:Iteration 40F (37.244867 sec): 3 clusters Score: Raw -9718317.660994 + Penalty 6158.853717 = -9712158.807277 nChanged 252 SP:Iteration 41Q (37.639480 sec): 3 clusters Score: Raw -9718333.098163 + Penalty 6158.853717 = -9712174.244447 nChanged 227 SP:Iteration 42Q (38.071110 sec): 3 clusters Score: Raw -9718347.498871 + Penalty 6158.853717 = -9712188.645154 nChanged 218 SP:Iteration 43Q (38.463488 sec): 3 clusters Score: Raw -9718360.911720 + Penalty 6158.853717 = -9712202.058004 nChanged 205 SP:Iteration 44Q (38.856602 sec): 3 clusters Score: Raw -9718371.457673 + Penalty 6158.853717 = -9712212.603956 nChanged 175 SP:Iteration 45Q (39.251643 sec): 3 clusters Score: Raw -9718379.833754 + Penalty 6158.853717 = -9712220.980037 nChanged 183 SP:Iteration 46Q (39.644204 sec): 3 clusters Score: Raw -9718389.868729 + Penalty 6158.853717 = -9712231.015012 nChanged 192 SP:Iteration 47Q (40.061843 sec): 3 clusters Score: Raw -9718400.844730 + Penalty 6158.853717 = -9712241.991013 nChanged 207 SP:Iteration 48Q (40.451846 sec): 3 clusters Score: Raw -9718411.678191 + Penalty 6158.853717 = -9712252.824474 nChanged 199 SP:Iteration 49Q (40.868156 sec): 3 clusters Score: Raw -9718423.290324 + Penalty 6158.853717 = -9712264.436607 nChanged 204 SP:Iteration 50Q (41.285334 sec): 3 clusters Score: Raw -9718434.887607 + Penalty 6158.853717 = -9712276.033890 nChanged 210 SP:Iteration 51Q (41.679753 sec): 3 clusters Score: Raw -9718445.605869 + Penalty 6158.853717 = -9712286.752153 nChanged 195 SP:Iteration 52Q (42.091441 sec): 3 clusters Score: Raw -9718455.927728 + Penalty 6158.853717 = -9712297.074011 nChanged 184 SP:Iteration 53Q (42.509568 sec): 3 clusters Score: Raw -9718464.902294 + Penalty 6158.853717 = -9712306.048577 nChanged 176 SP:Iteration 54Q (42.943653 sec): 3 clusters Score: Raw -9718473.523493 + Penalty 6158.853717 = -9712314.669776 nChanged 181 SP:Iteration 55Q (43.340671 sec): 3 clusters Score: Raw -9718483.468387 + Penalty 6158.853717 = -9712324.614671 nChanged 181 SP:Iteration 56Q (43.734166 sec): 3 clusters Score: Raw -9718493.812959 + Penalty 6158.853717 = -9712334.959242 nChanged 175 SP:Iteration 57Q (44.132153 sec): 3 clusters Score: Raw -9718504.058122 + Penalty 6158.853717 = -9712345.204406 nChanged 159 SP:Iteration 58Q (44.581381 sec): 3 clusters Score: Raw -9718513.032270 + Penalty 6158.853717 = -9712354.178553 nChanged 153 SP:Iteration 59Q (44.947935 sec): 3 clusters Score: Raw -9718521.675572 + Penalty 6158.853717 = -9712362.821855 nChanged 158 SP:Iteration 60F (45.346633 sec): 3 clusters Score: Raw -9718531.326960 + Penalty 6158.853717 = -9712372.473243 nChanged 165 SP:Iteration 61Q (45.739651 sec): 3 clusters Score: Raw -9718540.187634 + Penalty 6158.853717 = -9712381.333918 nChanged 164 SP:Iteration 62Q (46.124770 sec): 3 clusters Score: Raw -9718548.220310 + Penalty 6158.853717 = -9712389.366593 nChanged 143 SP:Iteration 63Q (46.519022 sec): 3 clusters Score: Raw -9718556.337875 + Penalty 6158.853717 = -9712397.484158 nChanged 137 SP:Iteration 64Q (46.914485 sec): 3 clusters Score: Raw -9718563.807756 + Penalty 6158.853717 = -9712404.954039 nChanged 133 SP:Iteration 65Q (47.342442 sec): 3 clusters Score: Raw -9718571.366247 + Penalty 6158.853717 = -9712412.512530 nChanged 128 SP:Iteration 66Q (47.759163 sec): 3 clusters Score: Raw -9718577.677927 + Penalty 6158.853717 = -9712418.824210 nChanged 125 SP:Iteration 67Q (48.130384 sec): 3 clusters Score: Raw -9718583.675378 + Penalty 6158.853717 = -9712424.821661 nChanged 114 SP:Iteration 68Q (48.520754 sec): 3 clusters Score: Raw -9718588.420098 + Penalty 6158.853717 = -9712429.566381 nChanged 82 SP:Iteration 69Q (48.909432 sec): 3 clusters Score: Raw -9718592.144361 + Penalty 6158.853717 = -9712433.290644 nChanged 78 SP:Iteration 70Q (49.303322 sec): 3 clusters Score: Raw -9718595.424742 + Penalty 6158.853717 = -9712436.571026 nChanged 66 SP:Iteration 71Q (49.716151 sec): 3 clusters Score: Raw -9718597.851679 + Penalty 6158.853717 = -9712438.997962 nChanged 61 SP:Iteration 72Q (50.121196 sec): 3 clusters Score: Raw -9718600.306557 + Penalty 6158.853717 = -9712441.452841 nChanged 62 SP:Iteration 73Q (50.512632 sec): 3 clusters Score: Raw -9718603.139845 + Penalty 6158.853717 = -9712444.286128 nChanged 61 SP:Iteration 74Q (50.907581 sec): 3 clusters Score: Raw -9718605.839795 + Penalty 6158.853717 = -9712446.986078 nChanged 66 SP:Iteration 75Q (51.324770 sec): 3 clusters Score: Raw -9718609.289601 + Penalty 6158.853717 = -9712450.435885 nChanged 73 SP:Iteration 76Q (51.734086 sec): 3 clusters Score: Raw -9718612.184200 + Penalty 6158.853717 = -9712453.330484 nChanged 62 SP:Iteration 77Q (52.149997 sec): 3 clusters Score: Raw -9718614.577909 + Penalty 6158.853717 = -9712455.724192 nChanged 51 SP:Iteration 78Q (52.544212 sec): 3 clusters Score: Raw -9718616.379368 + Penalty 6158.853717 = -9712457.525651 nChanged 38 SP:Iteration 79Q (52.964651 sec): 3 clusters Score: Raw -9718617.607092 + Penalty 6158.853717 = -9712458.753375 nChanged 41 SP:Iteration 80F (53.393504 sec): 3 clusters Score: Raw -9718619.177667 + Penalty 6158.853717 = -9712460.323950 nChanged 34 SP:Iteration 81Q (53.808726 sec): 3 clusters Score: Raw -9718620.192266 + Penalty 6158.853717 = -9712461.338549 nChanged 29 SP:Iteration 82Q (54.205232 sec): 3 clusters Score: Raw -9718621.054246 + Penalty 6158.853717 = -9712462.200529 nChanged 26 SP:Iteration 83Q (54.611637 sec): 3 clusters Score: Raw -9718621.864364 + Penalty 6158.853717 = -9712463.010648 nChanged 29 SP:Iteration 84Q (55.020857 sec): 3 clusters Score: Raw -9718622.677492 + Penalty 6158.853717 = -9712463.823776 nChanged 25 SP:Iteration 85Q (55.413486 sec): 3 clusters Score: Raw -9718623.429291 + Penalty 6158.853717 = -9712464.575574 nChanged 23 SP:Iteration 86Q (55.804293 sec): 3 clusters Score: Raw -9718624.141798 + Penalty 6158.853717 = -9712465.288081 nChanged 26 SP:Iteration 87Q (56.199060 sec): 3 clusters Score: Raw -9718624.992753 + Penalty 6158.853717 = -9712466.139036 nChanged 27 SP:Iteration 88Q (56.595209 sec): 3 clusters Score: Raw -9718625.671783 + Penalty 6158.853717 = -9712466.818066 nChanged 25 SP:Iteration 89Q (57.016774 sec): 3 clusters Score: Raw -9718626.147375 + Penalty 6158.853717 = -9712467.293658 nChanged 19 SP:Iteration 90Q (57.424128 sec): 3 clusters Score: Raw -9718626.516240 + Penalty 6158.853717 = -9712467.662523 nChanged 8 SP:Iteration 91Q (57.821415 sec): 3 clusters Score: Raw -9718626.671000 + Penalty 6158.853717 = -9712467.817284 nChanged 7 SP:Iteration 92Q (58.240440 sec): 3 clusters Score: Raw -9718626.784615 + Penalty 6158.853717 = -9712467.930898 nChanged 5 SP:Iteration 93Q (58.642755 sec): 3 clusters Score: Raw -9718626.872957 + Penalty 6158.853717 = -9712468.019241 nChanged 7 SP:Iteration 94Q (59.038831 sec): 3 clusters Score: Raw -9718627.037148 + Penalty 6158.853717 = -9712468.183431 nChanged 9 SP:Iteration 95Q (59.438189 sec): 3 clusters Score: Raw -9718627.161942 + Penalty 6158.853717 = -9712468.308225 nChanged 3 SP:Iteration 96Q (59.832731 sec): 3 clusters Score: Raw -9718627.206422 + Penalty 6158.853717 = -9712468.352705 nChanged 3 SP:Iteration 97Q (60.230441 sec): 3 clusters Score: Raw -9718627.234629 + Penalty 6158.853717 = -9712468.380913 nChanged 4 SP:Iteration 98Q (60.643771 sec): 3 clusters Score: Raw -9718627.282493 + Penalty 6158.853717 = -9712468.428777 nChanged 2 SP:Iteration 99Q (61.066833 sec): 3 clusters Score: Raw -9718627.309337 + Penalty 6158.853717 = -9712468.455621 nChanged 0 SP:Iteration 100F (61.492924 sec): 3 clusters Score: Raw -9718627.309337 + Penalty 6158.853717 = -9712468.455621 nChanged 0 Score: Raw -11693861.979606 + Penalty 9417.470256 = -11684444.509351 Splitting cluster 1 changes total score from -11657431.787492 to -11684444.509351 So it's getting split into cluster 3. Trying to split cluster 2 (29523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (62.330556 sec): 2 clusters Score: Raw -2048918.675491 + Penalty 2717.332173 = -2046201.343317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (62.485824 sec): 3 clusters Score: Raw -2031816.958479 + Penalty 5434.664347 = -2026382.294132 nChanged 13428 SP:Iteration 1F (62.662742 sec): 3 clusters Score: Raw -2045617.957558 + Penalty 5434.664347 = -2040183.293211 nChanged 4338 SP:Iteration 2F (62.911513 sec): 3 clusters Score: Raw -2053722.351906 + Penalty 5434.664347 = -2048287.687559 nChanged 3598 SP:Iteration 3F (63.128885 sec): 3 clusters Score: Raw -2058181.049398 + Penalty 5434.664347 = -2052746.385051 nChanged 2214 SP:Iteration 4F (63.338276 sec): 3 clusters Score: Raw -2060261.798942 + Penalty 5434.664347 = -2054827.134595 nChanged 1439 SP:Iteration 5Q (63.472286 sec): 3 clusters Score: Raw -2061529.277860 + Penalty 5434.664347 = -2056094.613513 nChanged 1098 SP:Iteration 6Q (63.613490 sec): 3 clusters Score: Raw -2062489.009831 + Penalty 5434.664347 = -2057054.345484 nChanged 965 SP:Iteration 7Q (63.793563 sec): 3 clusters Score: Raw -2063439.903012 + Penalty 5434.664347 = -2058005.238665 nChanged 937 SP:Iteration 8Q (63.941320 sec): 3 clusters Score: Raw -2064319.961056 + Penalty 5434.664347 = -2058885.296709 nChanged 815 SP:Iteration 9Q (64.079499 sec): 3 clusters Score: Raw -2065057.671171 + Penalty 5434.664347 = -2059623.006824 nChanged 649 SP:Iteration 10Q (64.258650 sec): 3 clusters Score: Raw -2065671.339139 + Penalty 5434.664347 = -2060236.674792 nChanged 548 SP:Iteration 11Q (64.400300 sec): 3 clusters Score: Raw -2066151.450679 + Penalty 5434.664347 = -2060716.786332 nChanged 460 SP:Iteration 12Q (64.530093 sec): 3 clusters Score: Raw -2066514.601351 + Penalty 5434.664347 = -2061079.937004 nChanged 361 SP:Iteration 13Q (64.758745 sec): 3 clusters Score: Raw -2066760.748494 + Penalty 5434.664347 = -2061326.084147 nChanged 265 SP:Iteration 14Q (64.937192 sec): 3 clusters Score: Raw -2067069.039244 + Penalty 5434.664347 = -2061634.374897 nChanged 203 SP:Iteration 15Q (65.101847 sec): 3 clusters Score: Raw -2067316.797824 + Penalty 5434.664347 = -2061882.133477 nChanged 227 SP:Iteration 16Q (65.244845 sec): 3 clusters Score: Raw -2067620.592212 + Penalty 5434.664347 = -2062185.927865 nChanged 218 SP:Iteration 17Q (65.376019 sec): 3 clusters Score: Raw -2067891.863725 + Penalty 5434.664347 = -2062457.199378 nChanged 221 SP:Iteration 18Q (65.549406 sec): 3 clusters Score: Raw -2068158.418345 + Penalty 5434.664347 = -2062723.753998 nChanged 187 SP:Iteration 19Q (65.691002 sec): 3 clusters Score: Raw -2068431.884187 + Penalty 5434.664347 = -2062997.219841 nChanged 215 SP:Iteration 20F (65.826056 sec): 3 clusters Score: Raw -2069126.603271 + Penalty 5434.664347 = -2063691.938924 nChanged 286 SP:Iteration 21Q (66.001493 sec): 3 clusters Score: Raw -2070120.003126 + Penalty 5434.664347 = -2064685.338779 nChanged 470 SP:Iteration 22Q (66.137363 sec): 3 clusters Score: Raw -2070674.250372 + Penalty 5434.664347 = -2065239.586025 nChanged 397 SP:Iteration 23Q (66.256371 sec): 3 clusters Score: Raw -2070968.682364 + Penalty 5434.664347 = -2065534.018017 nChanged 333 SP:Iteration 24Q (66.423336 sec): 3 clusters Score: Raw -2071178.192604 + Penalty 5434.664347 = -2065743.528257 nChanged 271 SP:Iteration 25Q (66.571143 sec): 3 clusters Score: Raw -2071323.439169 + Penalty 5434.664347 = -2065888.774822 nChanged 246 SP:Iteration 26Q (66.708273 sec): 3 clusters Score: Raw -2071420.301921 + Penalty 5434.664347 = -2065985.637575 nChanged 196 SP:Iteration 27Q (66.821744 sec): 3 clusters Score: Raw -2071492.056482 + Penalty 5434.664347 = -2066057.392136 nChanged 143 SP:Iteration 28Q (66.995556 sec): 3 clusters Score: Raw -2071539.283525 + Penalty 5434.664347 = -2066104.619178 nChanged 110 SP:Iteration 29Q (67.141043 sec): 3 clusters Score: Raw -2071565.025168 + Penalty 5434.664347 = -2066130.360821 nChanged 87 SP:Iteration 30Q (67.281821 sec): 3 clusters Score: Raw -2071587.887359 + Penalty 5434.664347 = -2066153.223012 nChanged 79 SP:Iteration 31Q (67.398621 sec): 3 clusters Score: Raw -2071600.741441 + Penalty 5434.664347 = -2066166.077094 nChanged 69 SP:Iteration 32Q (67.563922 sec): 3 clusters Score: Raw -2071611.782434 + Penalty 5434.664347 = -2066177.118087 nChanged 57 SP:Iteration 33Q (67.705259 sec): 3 clusters Score: Raw -2071619.193013 + Penalty 5434.664347 = -2066184.528666 nChanged 41 SP:Iteration 34Q (67.846705 sec): 3 clusters Score: Raw -2071623.268617 + Penalty 5434.664347 = -2066188.604270 nChanged 32 SP:Iteration 35Q (67.960768 sec): 3 clusters Score: Raw -2071626.354198 + Penalty 5434.664347 = -2066191.689851 nChanged 26 SP:Iteration 36Q (68.127292 sec): 3 clusters Score: Raw -2071628.527220 + Penalty 5434.664347 = -2066193.862873 nChanged 21 SP:Iteration 37Q (68.268573 sec): 3 clusters Score: Raw -2071630.371364 + Penalty 5434.664347 = -2066195.707017 nChanged 22 SP:Iteration 38Q (68.406297 sec): 3 clusters Score: Raw -2071632.407049 + Penalty 5434.664347 = -2066197.742702 nChanged 19 SP:Iteration 39Q (68.517912 sec): 3 clusters Score: Raw -2071634.280317 + Penalty 5434.664347 = -2066199.615970 nChanged 23 SP:Iteration 40F (68.700904 sec): 3 clusters Score: Raw -2071655.312992 + Penalty 5434.664347 = -2066220.648645 nChanged 37 SP:Iteration 41Q (68.844793 sec): 3 clusters Score: Raw -2071669.578923 + Penalty 5434.664347 = -2066234.914576 nChanged 40 SP:Iteration 42Q (68.985148 sec): 3 clusters Score: Raw -2071675.707705 + Penalty 5434.664347 = -2066241.043358 nChanged 29 SP:Iteration 43Q (69.110003 sec): 3 clusters Score: Raw -2071679.506106 + Penalty 5434.664347 = -2066244.841759 nChanged 17 SP:Iteration 44Q (69.288447 sec): 3 clusters Score: Raw -2071681.061477 + Penalty 5434.664347 = -2066246.397130 nChanged 16 SP:Iteration 45Q (69.428593 sec): 3 clusters Score: Raw -2071682.412487 + Penalty 5434.664347 = -2066247.748140 nChanged 11 SP:Iteration 46Q (69.544945 sec): 3 clusters Score: Raw -2071683.044762 + Penalty 5434.664347 = -2066248.380415 nChanged 9 SP:Iteration 47Q (69.717103 sec): 3 clusters Score: Raw -2071683.683019 + Penalty 5434.664347 = -2066249.018672 nChanged 3 SP:Iteration 48Q (69.869338 sec): 3 clusters Score: Raw -2071683.904578 + Penalty 5434.664347 = -2066249.240231 nChanged 2 SP:Iteration 49Q (70.012677 sec): 3 clusters Score: Raw -2071685.247183 + Penalty 5434.664347 = -2066250.582836 nChanged 6 SP:Iteration 50Q (70.178889 sec): 3 clusters Score: Raw -2071686.009997 + Penalty 5434.664347 = -2066251.345650 nChanged 10 SP:Iteration 51Q (70.341912 sec): 3 clusters Score: Raw -2071686.609690 + Penalty 5434.664347 = -2066251.945343 nChanged 5 SP:Iteration 52Q (70.451915 sec): 3 clusters Score: Raw -2071686.887809 + Penalty 5434.664347 = -2066252.223462 nChanged 3 SP:Iteration 53Q (70.615500 sec): 3 clusters Score: Raw -2071687.146288 + Penalty 5434.664347 = -2066252.481941 nChanged 4 SP:Iteration 54Q (70.757873 sec): 3 clusters Score: Raw -2071687.523344 + Penalty 5434.664347 = -2066252.858997 nChanged 3 SP:Iteration 55Q (70.901884 sec): 3 clusters Score: Raw -2071687.668234 + Penalty 5434.664347 = -2066253.003887 nChanged 4 SP:Iteration 56Q (71.077389 sec): 3 clusters Score: Raw -2071687.915445 + Penalty 5434.664347 = -2066253.251099 nChanged 4 SP:Iteration 57Q (71.215727 sec): 3 clusters Score: Raw -2071688.198710 + Penalty 5434.664347 = -2066253.534363 nChanged 1 SP:Iteration 58Q (71.349094 sec): 3 clusters Score: Raw -2071688.308669 + Penalty 5434.664347 = -2066253.644322 nChanged 2 SP:Iteration 59Q (71.516944 sec): 3 clusters Score: Raw -2071688.590761 + Penalty 5434.664347 = -2066253.926414 nChanged 0 SP:Iteration 60F (71.670910 sec): 3 clusters Score: Raw -2071688.590761 + Penalty 5434.664347 = -2066253.926414 nChanged 0 Score: Raw -11716631.894877 + Penalty 12556.627008 = -11704075.267869 Splitting cluster 2 changes total score from -11657431.787492 to -11704075.267869 So it's getting split into cluster 4. Iteration 20F (73.433741 sec): 5 clusters Score: Raw -11721508.513050 + Penalty 12556.627008 = -11708951.886042 nChanged 3911 Iteration 21Q (74.083377 sec): 5 clusters Score: Raw -11723030.342486 + Penalty 12556.627008 = -11710473.715478 nChanged 1762 Iteration 22Q (74.781105 sec): 5 clusters Score: Raw -11723512.421589 + Penalty 12556.627008 = -11710955.794581 nChanged 1245 Iteration 23Q (75.428002 sec): 5 clusters Score: Raw -11723841.908391 + Penalty 12556.627008 = -11711285.281384 nChanged 1113 Iteration 24Q (76.100734 sec): 5 clusters Score: Raw -11724108.324457 + Penalty 12556.627008 = -11711551.697450 nChanged 1001 Iteration 25Q (76.796125 sec): 5 clusters Score: Raw -11724360.348875 + Penalty 12556.627008 = -11711803.721868 nChanged 1028 Iteration 26Q (77.481434 sec): 5 clusters Score: Raw -11724600.237725 + Penalty 12556.627008 = -11712043.610718 nChanged 1044 Iteration 27Q (78.141534 sec): 5 clusters Score: Raw -11724810.749975 + Penalty 12556.627008 = -11712254.122967 nChanged 975 Iteration 28Q (78.826198 sec): 5 clusters Score: Raw -11724990.542970 + Penalty 12556.627008 = -11712433.915962 nChanged 959 Iteration 29Q (79.465193 sec): 5 clusters Score: Raw -11725160.906954 + Penalty 12556.627008 = -11712604.279947 nChanged 934 Iteration 30Q (80.158119 sec): 5 clusters Score: Raw -11725319.057648 + Penalty 12556.627008 = -11712762.430641 nChanged 931 Iteration 31Q (80.797719 sec): 5 clusters Score: Raw -11725465.577262 + Penalty 12556.627008 = -11712908.950254 nChanged 904 Iteration 32Q (81.492544 sec): 5 clusters Score: Raw -11725600.218045 + Penalty 12556.627008 = -11713043.591038 nChanged 884 Iteration 33Q (82.134562 sec): 5 clusters Score: Raw -11725726.139537 + Penalty 12556.627008 = -11713169.512529 nChanged 864 Iteration 34Q (82.852291 sec): 5 clusters Score: Raw -11725839.442188 + Penalty 12556.627008 = -11713282.815181 nChanged 837 Iteration 35Q (83.518805 sec): 5 clusters Score: Raw -11725949.795060 + Penalty 12556.627008 = -11713393.168052 nChanged 843 Iteration 36Q (84.206520 sec): 5 clusters Score: Raw -11726056.258210 + Penalty 12556.627008 = -11713499.631203 nChanged 875 Iteration 37Q (84.846358 sec): 5 clusters Score: Raw -11726166.447124 + Penalty 12556.627008 = -11713609.820117 nChanged 831 Iteration 38Q (85.531756 sec): 5 clusters Score: Raw -11726265.308447 + Penalty 12556.627008 = -11713708.681440 nChanged 824 Iteration 39Q (86.171726 sec): 5 clusters Score: Raw -11726360.776933 + Penalty 12556.627008 = -11713804.149926 nChanged 839 Iteration 40F (87.037031 sec): 5 clusters Score: Raw -11726471.998876 + Penalty 12556.627008 = -11713915.371868 nChanged 840 Iteration 41Q (87.691245 sec): 5 clusters Score: Raw -11726584.449059 + Penalty 12556.627008 = -11714027.822051 nChanged 838 Iteration 42Q (88.371078 sec): 5 clusters Score: Raw -11726689.155351 + Penalty 12556.627008 = -11714132.528343 nChanged 850 Iteration 43Q (89.023951 sec): 5 clusters Score: Raw -11726788.232174 + Penalty 12556.627008 = -11714231.605167 nChanged 844 Iteration 44Q (89.702010 sec): 5 clusters Score: Raw -11726883.535628 + Penalty 12556.627008 = -11714326.908621 nChanged 863 Iteration 45Q (90.446579 sec): 5 clusters Score: Raw -11726986.559414 + Penalty 12556.627008 = -11714429.932406 nChanged 900 Iteration 46Q (91.154176 sec): 5 clusters Score: Raw -11727094.071158 + Penalty 12556.627008 = -11714537.444151 nChanged 960 Iteration 47Q (91.856010 sec): 5 clusters Score: Raw -11727214.735849 + Penalty 12556.627008 = -11714658.108841 nChanged 970 Iteration 48Q (92.507695 sec): 5 clusters Score: Raw -11727334.706134 + Penalty 12556.627008 = -11714778.079127 nChanged 971 Iteration 49Q (93.217111 sec): 5 clusters Score: Raw -11727456.552358 + Penalty 12556.627008 = -11714899.925351 nChanged 984 Iteration 50Q (93.912693 sec): 5 clusters Score: Raw -11727579.542622 + Penalty 12556.627008 = -11715022.915614 nChanged 1021 Iteration 51Q (94.564499 sec): 5 clusters Score: Raw -11727704.672015 + Penalty 12556.627008 = -11715148.045007 nChanged 987 Iteration 52Q (95.393687 sec): 5 clusters Score: Raw -11727823.567200 + Penalty 12556.627008 = -11715266.940192 nChanged 991 Iteration 53Q (96.240338 sec): 5 clusters Score: Raw -11727943.450379 + Penalty 12556.627008 = -11715386.823371 nChanged 1030 Iteration 54Q (97.068928 sec): 5 clusters Score: Raw -11728076.768982 + Penalty 12556.627008 = -11715520.141974 nChanged 1044 Iteration 55Q (97.851528 sec): 5 clusters Score: Raw -11728213.628259 + Penalty 12556.627008 = -11715657.001252 nChanged 1073 Iteration 56Q (98.675492 sec): 5 clusters Score: Raw -11728355.134747 + Penalty 12556.627008 = -11715798.507740 nChanged 1096 Iteration 57Q (99.553869 sec): 5 clusters Score: Raw -11728498.594782 + Penalty 12556.627008 = -11715941.967774 nChanged 1090 Iteration 58Q (100.446278 sec): 5 clusters Score: Raw -11728637.290562 + Penalty 12556.627008 = -11716080.663555 nChanged 1091 Writing temp clu file Because OldScore, -11715941.967774, is greater than current (better) Score,-11716080.663555 Compute initial score before splitting: Score: Raw -11728637.290562 + Penalty 12556.627008 = -11716080.663555 Trying to split cluster 1 (49364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (100.778713 sec): 2 clusters Score: Raw -4239822.639067 + Penalty 2853.041847 = -4236969.597220 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.065642 sec): 3 clusters Score: Raw -4209525.872905 + Penalty 5706.083694 = -4203819.789211 nChanged 22527 SP:Iteration 1F (101.320528 sec): 3 clusters Score: Raw -4222289.674996 + Penalty 5706.083694 = -4216583.591302 nChanged 2731 SP:Iteration 2F (101.553801 sec): 3 clusters Score: Raw -4223792.761914 + Penalty 5706.083694 = -4218086.678220 nChanged 3242 SP:Iteration 3F (101.812938 sec): 3 clusters Score: Raw -4226215.794287 + Penalty 5706.083694 = -4220509.710594 nChanged 3966 SP:Iteration 4F (102.096492 sec): 3 clusters Score: Raw -4230034.880618 + Penalty 5706.083694 = -4224328.796925 nChanged 4589 SP:Iteration 5F (102.336390 sec): 3 clusters Score: Raw -4234642.213061 + Penalty 5706.083694 = -4228936.129367 nChanged 4240 SP:Iteration 6F (102.605836 sec): 3 clusters Score: Raw -4238112.952167 + Penalty 5706.083694 = -4232406.868473 nChanged 3113 SP:Iteration 7F (102.852769 sec): 3 clusters Score: Raw -4239923.322465 + Penalty 5706.083694 = -4234217.238772 nChanged 2021 SP:Iteration 8Q (103.121836 sec): 3 clusters Score: Raw -4240780.179385 + Penalty 5706.083694 = -4235074.095692 nChanged 1359 SP:Iteration 9Q (103.332750 sec): 3 clusters Score: Raw -4241209.485171 + Penalty 5706.083694 = -4235503.401478 nChanged 958 SP:Iteration 10Q (103.582204 sec): 3 clusters Score: Raw -4241437.636076 + Penalty 5706.083694 = -4235731.552382 nChanged 678 SP:Iteration 11Q (103.774485 sec): 3 clusters Score: Raw -4241565.009238 + Penalty 5706.083694 = -4235858.925544 nChanged 540 SP:Iteration 12Q (103.990280 sec): 3 clusters Score: Raw -4241659.592848 + Penalty 5706.083694 = -4235953.509154 nChanged 457 SP:Iteration 13Q (104.289503 sec): 3 clusters Score: Raw -4241728.306347 + Penalty 5706.083694 = -4236022.222653 nChanged 365 SP:Iteration 14Q (104.556188 sec): 3 clusters Score: Raw -4241778.351649 + Penalty 5706.083694 = -4236072.267956 nChanged 261 SP:Iteration 15Q (104.823491 sec): 3 clusters Score: Raw -4241809.674937 + Penalty 5706.083694 = -4236103.591244 nChanged 252 SP:Iteration 16Q (105.115963 sec): 3 clusters Score: Raw -4241839.408204 + Penalty 5706.083694 = -4236133.324510 nChanged 255 SP:Iteration 17Q (105.392975 sec): 3 clusters Score: Raw -4241868.965905 + Penalty 5706.083694 = -4236162.882212 nChanged 221 SP:Iteration 18Q (105.649805 sec): 3 clusters Score: Raw -4241889.942429 + Penalty 5706.083694 = -4236183.858735 nChanged 194 SP:Iteration 19Q (105.907257 sec): 3 clusters Score: Raw -4241907.486151 + Penalty 5706.083694 = -4236201.402457 nChanged 160 SP:Iteration 20F (106.151690 sec): 3 clusters Score: Raw -4241922.522596 + Penalty 5706.083694 = -4236216.438902 nChanged 156 SP:Iteration 21Q (106.431982 sec): 3 clusters Score: Raw -4241937.878875 + Penalty 5706.083694 = -4236231.795182 nChanged 169 SP:Iteration 22Q (106.709628 sec): 3 clusters Score: Raw -4241955.942328 + Penalty 5706.083694 = -4236249.858634 nChanged 173 SP:Iteration 23Q (106.968887 sec): 3 clusters Score: Raw -4241972.290743 + Penalty 5706.083694 = -4236266.207050 nChanged 170 SP:Iteration 24Q (107.246237 sec): 3 clusters Score: Raw -4241988.790155 + Penalty 5706.083694 = -4236282.706461 nChanged 162 SP:Iteration 25Q (107.523517 sec): 3 clusters Score: Raw -4242004.801471 + Penalty 5706.083694 = -4236298.717777 nChanged 163 SP:Iteration 26Q (107.785515 sec): 3 clusters Score: Raw -4242022.320874 + Penalty 5706.083694 = -4236316.237181 nChanged 174 SP:Iteration 27Q (108.103512 sec): 3 clusters Score: Raw -4242041.526105 + Penalty 5706.083694 = -4236335.442411 nChanged 183 SP:Iteration 28Q (108.391254 sec): 3 clusters Score: Raw -4242062.736093 + Penalty 5706.083694 = -4236356.652399 nChanged 196 SP:Iteration 29Q (108.673877 sec): 3 clusters Score: Raw -4242087.342501 + Penalty 5706.083694 = -4236381.258807 nChanged 213 SP:Iteration 30Q (108.942487 sec): 3 clusters Score: Raw -4242116.218902 + Penalty 5706.083694 = -4236410.135209 nChanged 213 SP:Iteration 31Q (109.184074 sec): 3 clusters Score: Raw -4242142.415354 + Penalty 5706.083694 = -4236436.331661 nChanged 203 SP:Iteration 32Q (109.471695 sec): 3 clusters Score: Raw -4242164.821337 + Penalty 5706.083694 = -4236458.737643 nChanged 182 SP:Iteration 33Q (109.757557 sec): 3 clusters Score: Raw -4242186.471500 + Penalty 5706.083694 = -4236480.387806 nChanged 180 SP:Iteration 34Q (110.029447 sec): 3 clusters Score: Raw -4242208.797049 + Penalty 5706.083694 = -4236502.713355 nChanged 177 SP:Iteration 35Q (110.342789 sec): 3 clusters Score: Raw -4242228.655341 + Penalty 5706.083694 = -4236522.571647 nChanged 167 SP:Iteration 36Q (110.568651 sec): 3 clusters Score: Raw -4242248.859458 + Penalty 5706.083694 = -4236542.775764 nChanged 169 SP:Iteration 37Q (110.859867 sec): 3 clusters Score: Raw -4242270.406915 + Penalty 5706.083694 = -4236564.323221 nChanged 165 SP:Iteration 38Q (111.109696 sec): 3 clusters Score: Raw -4242289.634966 + Penalty 5706.083694 = -4236583.551273 nChanged 170 SP:Iteration 39Q (111.398202 sec): 3 clusters Score: Raw -4242312.778437 + Penalty 5706.083694 = -4236606.694744 nChanged 174 SP:Iteration 40F (111.737369 sec): 3 clusters Score: Raw -4242336.122818 + Penalty 5706.083694 = -4236630.039124 nChanged 172 SP:Iteration 41Q (112.027182 sec): 3 clusters Score: Raw -4242364.862603 + Penalty 5706.083694 = -4236658.778909 nChanged 176 SP:Iteration 42Q (112.321100 sec): 3 clusters Score: Raw -4242395.350833 + Penalty 5706.083694 = -4236689.267140 nChanged 171 SP:Iteration 43Q (112.585913 sec): 3 clusters Score: Raw -4242420.571460 + Penalty 5706.083694 = -4236714.487766 nChanged 160 SP:Iteration 44Q (112.850067 sec): 3 clusters Score: Raw -4242439.059894 + Penalty 5706.083694 = -4236732.976200 nChanged 138 SP:Iteration 45Q (113.104105 sec): 3 clusters Score: Raw -4242457.061627 + Penalty 5706.083694 = -4236750.977934 nChanged 142 SP:Iteration 46Q (113.374800 sec): 3 clusters Score: Raw -4242477.994219 + Penalty 5706.083694 = -4236771.910525 nChanged 152 SP:Iteration 47Q (113.565451 sec): 3 clusters Score: Raw -4242499.103420 + Penalty 5706.083694 = -4236793.019726 nChanged 153 SP:Iteration 48Q (113.830135 sec): 3 clusters Score: Raw -4242520.091653 + Penalty 5706.083694 = -4236814.007960 nChanged 150 SP:Iteration 49Q (114.087061 sec): 3 clusters Score: Raw -4242537.665849 + Penalty 5706.083694 = -4236831.582155 nChanged 143 SP:Iteration 50Q (114.361643 sec): 3 clusters Score: Raw -4242555.455171 + Penalty 5706.083694 = -4236849.371477 nChanged 152 SP:Iteration 51Q (114.672715 sec): 3 clusters Score: Raw -4242575.857399 + Penalty 5706.083694 = -4236869.773706 nChanged 153 SP:Iteration 52Q (114.949077 sec): 3 clusters Score: Raw -4242596.756027 + Penalty 5706.083694 = -4236890.672333 nChanged 123 SP:Iteration 53Q (115.216432 sec): 3 clusters Score: Raw -4242614.235749 + Penalty 5706.083694 = -4236908.152055 nChanged 114 SP:Iteration 54Q (115.469017 sec): 3 clusters Score: Raw -4242629.619541 + Penalty 5706.083694 = -4236923.535847 nChanged 130 SP:Iteration 55Q (115.742606 sec): 3 clusters Score: Raw -4242647.529866 + Penalty 5706.083694 = -4236941.446172 nChanged 121 SP:Iteration 56Q (115.961870 sec): 3 clusters Score: Raw -4242663.769300 + Penalty 5706.083694 = -4236957.685606 nChanged 114 SP:Iteration 57Q (116.187855 sec): 3 clusters Score: Raw -4242676.778854 + Penalty 5706.083694 = -4236970.695160 nChanged 105 SP:Iteration 58Q (116.403040 sec): 3 clusters Score: Raw -4242688.869343 + Penalty 5706.083694 = -4236982.785650 nChanged 107 SP:Iteration 59Q (116.638700 sec): 3 clusters Score: Raw -4242701.829139 + Penalty 5706.083694 = -4236995.745445 nChanged 90 SP:Iteration 60F (116.843995 sec): 3 clusters Score: Raw -4242713.111602 + Penalty 5706.083694 = -4237007.027909 nChanged 103 SP:Iteration 61Q (117.098279 sec): 3 clusters Score: Raw -4242725.417408 + Penalty 5706.083694 = -4237019.333715 nChanged 86 SP:Iteration 62Q (117.335563 sec): 3 clusters Score: Raw -4242734.465104 + Penalty 5706.083694 = -4237028.381410 nChanged 70 SP:Iteration 63Q (117.570715 sec): 3 clusters Score: Raw -4242743.342473 + Penalty 5706.083694 = -4237037.258779 nChanged 70 SP:Iteration 64Q (117.799542 sec): 3 clusters Score: Raw -4242753.367779 + Penalty 5706.083694 = -4237047.284085 nChanged 75 SP:Iteration 65Q (118.055495 sec): 3 clusters Score: Raw -4242762.802029 + Penalty 5706.083694 = -4237056.718335 nChanged 79 SP:Iteration 66Q (118.310665 sec): 3 clusters Score: Raw -4242772.983960 + Penalty 5706.083694 = -4237066.900266 nChanged 74 SP:Iteration 67Q (118.563547 sec): 3 clusters Score: Raw -4242782.706736 + Penalty 5706.083694 = -4237076.623043 nChanged 64 SP:Iteration 68Q (118.778806 sec): 3 clusters Score: Raw -4242790.750035 + Penalty 5706.083694 = -4237084.666341 nChanged 59 SP:Iteration 69Q (119.024021 sec): 3 clusters Score: Raw -4242797.352768 + Penalty 5706.083694 = -4237091.269074 nChanged 50 SP:Iteration 70Q (119.266625 sec): 3 clusters Score: Raw -4242803.147165 + Penalty 5706.083694 = -4237097.063471 nChanged 48 SP:Iteration 71Q (119.528027 sec): 3 clusters Score: Raw -4242808.631091 + Penalty 5706.083694 = -4237102.547397 nChanged 55 SP:Iteration 72Q (119.741512 sec): 3 clusters Score: Raw -4242816.034530 + Penalty 5706.083694 = -4237109.950837 nChanged 58 SP:Iteration 73Q (119.948533 sec): 3 clusters Score: Raw -4242822.828454 + Penalty 5706.083694 = -4237116.744760 nChanged 61 SP:Iteration 74Q (120.160994 sec): 3 clusters Score: Raw -4242831.958626 + Penalty 5706.083694 = -4237125.874932 nChanged 63 SP:Iteration 75Q (120.356454 sec): 3 clusters Score: Raw -4242841.255511 + Penalty 5706.083694 = -4237135.171817 nChanged 66 SP:Iteration 76Q (120.567406 sec): 3 clusters Score: Raw -4242849.716888 + Penalty 5706.083694 = -4237143.633194 nChanged 58 SP:Iteration 77Q (120.778796 sec): 3 clusters Score: Raw -4242856.080101 + Penalty 5706.083694 = -4237149.996408 nChanged 52 SP:Iteration 78Q (121.004213 sec): 3 clusters Score: Raw -4242862.211901 + Penalty 5706.083694 = -4237156.128208 nChanged 53 SP:Iteration 79Q (121.236938 sec): 3 clusters Score: Raw -4242868.066480 + Penalty 5706.083694 = -4237161.982787 nChanged 52 SP:Iteration 80F (121.465496 sec): 3 clusters Score: Raw -4242874.273263 + Penalty 5706.083694 = -4237168.189569 nChanged 56 SP:Iteration 81Q (121.693265 sec): 3 clusters Score: Raw -4242882.161121 + Penalty 5706.083694 = -4237176.077427 nChanged 53 SP:Iteration 82Q (121.925868 sec): 3 clusters Score: Raw -4242887.632550 + Penalty 5706.083694 = -4237181.548857 nChanged 30 SP:Iteration 83Q (122.147353 sec): 3 clusters Score: Raw -4242890.409221 + Penalty 5706.083694 = -4237184.325528 nChanged 25 SP:Iteration 84Q (122.368735 sec): 3 clusters Score: Raw -4242892.370962 + Penalty 5706.083694 = -4237186.287268 nChanged 18 SP:Iteration 85Q (122.629018 sec): 3 clusters Score: Raw -4242893.783385 + Penalty 5706.083694 = -4237187.699691 nChanged 19 SP:Iteration 86Q (122.877765 sec): 3 clusters Score: Raw -4242895.406519 + Penalty 5706.083694 = -4237189.322825 nChanged 18 SP:Iteration 87Q (123.124266 sec): 3 clusters Score: Raw -4242896.696763 + Penalty 5706.083694 = -4237190.613070 nChanged 16 SP:Iteration 88Q (123.335520 sec): 3 clusters Score: Raw -4242897.836446 + Penalty 5706.083694 = -4237191.752752 nChanged 18 SP:Iteration 89Q (123.539097 sec): 3 clusters Score: Raw -4242899.073881 + Penalty 5706.083694 = -4237192.990187 nChanged 13 SP:Iteration 90Q (123.717323 sec): 3 clusters Score: Raw -4242899.815726 + Penalty 5706.083694 = -4237193.732033 nChanged 10 SP:Iteration 91Q (123.963228 sec): 3 clusters Score: Raw -4242901.258271 + Penalty 5706.083694 = -4237195.174577 nChanged 16 SP:Iteration 92Q (124.198747 sec): 3 clusters Score: Raw -4242902.804413 + Penalty 5706.083694 = -4237196.720720 nChanged 17 SP:Iteration 93Q (124.436153 sec): 3 clusters Score: Raw -4242903.867648 + Penalty 5706.083694 = -4237197.783955 nChanged 8 SP:Iteration 94Q (124.672979 sec): 3 clusters Score: Raw -4242904.319872 + Penalty 5706.083694 = -4237198.236178 nChanged 6 SP:Iteration 95Q (124.901099 sec): 3 clusters Score: Raw -4242904.652610 + Penalty 5706.083694 = -4237198.568916 nChanged 4 SP:Iteration 96Q (125.102868 sec): 3 clusters Score: Raw -4242904.895722 + Penalty 5706.083694 = -4237198.812029 nChanged 6 SP:Iteration 97Q (125.355828 sec): 3 clusters Score: Raw -4242905.171233 + Penalty 5706.083694 = -4237199.087539 nChanged 3 SP:Iteration 98Q (125.542747 sec): 3 clusters Score: Raw -4242905.336220 + Penalty 5706.083694 = -4237199.252527 nChanged 4 SP:Iteration 99Q (125.878588 sec): 3 clusters Score: Raw -4242905.612896 + Penalty 5706.083694 = -4237199.529203 nChanged 6 SP:Iteration 100F (126.140876 sec): 3 clusters Score: Raw -4242906.338442 + Penalty 5706.083694 = -4237200.254748 nChanged 11 SP:Iteration 101Q (126.332610 sec): 3 clusters Score: Raw -4242907.296504 + Penalty 5706.083694 = -4237201.212811 nChanged 12 SP:Iteration 102Q (126.631041 sec): 3 clusters Score: Raw -4242908.120037 + Penalty 5706.083694 = -4237202.036344 nChanged 6 SP:Iteration 103Q (126.889336 sec): 3 clusters Score: Raw -4242908.469657 + Penalty 5706.083694 = -4237202.385963 nChanged 4 SP:Iteration 104Q (127.194445 sec): 3 clusters Score: Raw -4242908.731937 + Penalty 5706.083694 = -4237202.648243 nChanged 6 SP:Iteration 105Q (127.472360 sec): 3 clusters Score: Raw -4242909.307080 + Penalty 5706.083694 = -4237203.223386 nChanged 6 SP:Iteration 106Q (127.737512 sec): 3 clusters Score: Raw -4242909.880670 + Penalty 5706.083694 = -4237203.796977 nChanged 9 SP:Iteration 107Q (127.970380 sec): 3 clusters Score: Raw -4242910.430519 + Penalty 5706.083694 = -4237204.346826 nChanged 6 SP:Iteration 108Q (128.184987 sec): 3 clusters Score: Raw -4242911.008321 + Penalty 5706.083694 = -4237204.924627 nChanged 10 SP:Iteration 109Q (128.415052 sec): 3 clusters Score: Raw -4242911.707568 + Penalty 5706.083694 = -4237205.623874 nChanged 7 SP:Iteration 110Q (128.608988 sec): 3 clusters Score: Raw -4242912.368024 + Penalty 5706.083694 = -4237206.284330 nChanged 9 SP:Iteration 111Q (128.831599 sec): 3 clusters Score: Raw -4242913.041338 + Penalty 5706.083694 = -4237206.957645 nChanged 13 SP:Iteration 112Q (129.044679 sec): 3 clusters Score: Raw -4242914.312817 + Penalty 5706.083694 = -4237208.229124 nChanged 16 SP:Iteration 113Q (129.278955 sec): 3 clusters Score: Raw -4242915.157891 + Penalty 5706.083694 = -4237209.074197 nChanged 7 SP:Iteration 114Q (129.504584 sec): 3 clusters Score: Raw -4242915.607006 + Penalty 5706.083694 = -4237209.523312 nChanged 5 SP:Iteration 115Q (129.787799 sec): 3 clusters Score: Raw -4242916.079964 + Penalty 5706.083694 = -4237209.996271 nChanged 6 SP:Iteration 116Q (130.010272 sec): 3 clusters Score: Raw -4242916.504530 + Penalty 5706.083694 = -4237210.420836 nChanged 5 SP:Iteration 117Q (130.244659 sec): 3 clusters Score: Raw -4242916.845548 + Penalty 5706.083694 = -4237210.761854 nChanged 4 SP:Iteration 118Q (130.483394 sec): 3 clusters Score: Raw -4242916.988047 + Penalty 5706.083694 = -4237210.904354 nChanged 0 SP:Iteration 119F (130.754328 sec): 3 clusters Score: Raw -4242916.988047 + Penalty 5706.083694 = -4237210.904354 nChanged 0 Score: Raw -11731809.193053 + Penalty 15695.783759 = -11716113.409293 Splitting cluster 1 changes total score from -11716080.663555 to -11716113.409293 So it's getting split into cluster 5. Trying to split cluster 2 (18978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (131.939864 sec): 2 clusters Score: Raw -1298352.881634 + Penalty 2600.673423 = -1295752.208211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (132.121311 sec): 3 clusters Score: Raw -1287755.114389 + Penalty 5201.346846 = -1282553.767544 nChanged 8508 SP:Iteration 1F (132.276025 sec): 3 clusters Score: Raw -1299494.528393 + Penalty 5201.346846 = -1294293.181547 nChanged 3497 SP:Iteration 2F (132.431634 sec): 3 clusters Score: Raw -1308648.200522 + Penalty 5201.346846 = -1303446.853676 nChanged 2287 SP:Iteration 3F (132.590235 sec): 3 clusters Score: Raw -1311343.740491 + Penalty 5201.346846 = -1306142.393645 nChanged 875 SP:Iteration 4Q (132.759528 sec): 3 clusters Score: Raw -1311781.130107 + Penalty 5201.346846 = -1306579.783261 nChanged 355 SP:Iteration 5Q (132.887700 sec): 3 clusters Score: Raw -1311895.271229 + Penalty 5201.346846 = -1306693.924384 nChanged 187 SP:Iteration 6Q (133.046340 sec): 3 clusters Score: Raw -1311948.949273 + Penalty 5201.346846 = -1306747.602427 nChanged 143 SP:Iteration 7Q (133.221959 sec): 3 clusters Score: Raw -1311987.595851 + Penalty 5201.346846 = -1306786.249005 nChanged 117 SP:Iteration 8Q (133.378462 sec): 3 clusters Score: Raw -1312014.567520 + Penalty 5201.346846 = -1306813.220674 nChanged 78 SP:Iteration 9Q (133.565645 sec): 3 clusters Score: Raw -1312029.461475 + Penalty 5201.346846 = -1306828.114630 nChanged 69 SP:Iteration 10Q (133.730338 sec): 3 clusters Score: Raw -1312046.224242 + Penalty 5201.346846 = -1306844.877396 nChanged 78 SP:Iteration 11Q (133.902414 sec): 3 clusters Score: Raw -1312065.625471 + Penalty 5201.346846 = -1306864.278626 nChanged 71 SP:Iteration 12Q (134.077914 sec): 3 clusters Score: Raw -1312080.962931 + Penalty 5201.346846 = -1306879.616085 nChanged 67 SP:Iteration 13Q (134.282197 sec): 3 clusters Score: Raw -1312096.521001 + Penalty 5201.346846 = -1306895.174156 nChanged 63 SP:Iteration 14Q (134.430145 sec): 3 clusters Score: Raw -1312115.201783 + Penalty 5201.346846 = -1306913.854937 nChanged 76 SP:Iteration 15Q (134.589297 sec): 3 clusters Score: Raw -1312138.477019 + Penalty 5201.346846 = -1306937.130174 nChanged 79 SP:Iteration 16Q (134.747560 sec): 3 clusters Score: Raw -1312156.218970 + Penalty 5201.346846 = -1306954.872124 nChanged 66 SP:Iteration 17Q (134.896329 sec): 3 clusters Score: Raw -1312169.669092 + Penalty 5201.346846 = -1306968.322246 nChanged 73 SP:Iteration 18Q (135.102851 sec): 3 clusters Score: Raw -1312188.727956 + Penalty 5201.346846 = -1306987.381111 nChanged 80 SP:Iteration 19Q (135.261539 sec): 3 clusters Score: Raw -1312209.098726 + Penalty 5201.346846 = -1307007.751880 nChanged 76 SP:Iteration 20F (135.418128 sec): 3 clusters Score: Raw -1312229.471192 + Penalty 5201.346846 = -1307028.124347 nChanged 94 SP:Iteration 21Q (135.581219 sec): 3 clusters Score: Raw -1312254.563124 + Penalty 5201.346846 = -1307053.216279 nChanged 114 SP:Iteration 22Q (135.787447 sec): 3 clusters Score: Raw -1312281.978480 + Penalty 5201.346846 = -1307080.631634 nChanged 95 SP:Iteration 23Q (135.939799 sec): 3 clusters Score: Raw -1312301.405288 + Penalty 5201.346846 = -1307100.058442 nChanged 79 SP:Iteration 24Q (136.094664 sec): 3 clusters Score: Raw -1312318.152766 + Penalty 5201.346846 = -1307116.805920 nChanged 78 SP:Iteration 25Q (136.229590 sec): 3 clusters Score: Raw -1312336.150088 + Penalty 5201.346846 = -1307134.803242 nChanged 70 SP:Iteration 26Q (136.407796 sec): 3 clusters Score: Raw -1312353.486218 + Penalty 5201.346846 = -1307152.139373 nChanged 67 SP:Iteration 27Q (136.594354 sec): 3 clusters Score: Raw -1312369.275391 + Penalty 5201.346846 = -1307167.928546 nChanged 70 SP:Iteration 28Q (136.751332 sec): 3 clusters Score: Raw -1312383.827574 + Penalty 5201.346846 = -1307182.480728 nChanged 68 SP:Iteration 29Q (136.918265 sec): 3 clusters Score: Raw -1312396.269162 + Penalty 5201.346846 = -1307194.922316 nChanged 46 SP:Iteration 30Q (137.075054 sec): 3 clusters Score: Raw -1312404.408700 + Penalty 5201.346846 = -1307203.061854 nChanged 32 SP:Iteration 31Q (137.256398 sec): 3 clusters Score: Raw -1312410.032507 + Penalty 5201.346846 = -1307208.685661 nChanged 38 SP:Iteration 32Q (137.416078 sec): 3 clusters Score: Raw -1312418.241302 + Penalty 5201.346846 = -1307216.894456 nChanged 41 SP:Iteration 33Q (137.566314 sec): 3 clusters Score: Raw -1312426.575686 + Penalty 5201.346846 = -1307225.228840 nChanged 42 SP:Iteration 34Q (137.686246 sec): 3 clusters Score: Raw -1312435.150479 + Penalty 5201.346846 = -1307233.803634 nChanged 34 SP:Iteration 35Q (137.793188 sec): 3 clusters Score: Raw -1312442.021511 + Penalty 5201.346846 = -1307240.674666 nChanged 35 SP:Iteration 36Q (137.910353 sec): 3 clusters Score: Raw -1312447.467566 + Penalty 5201.346846 = -1307246.120720 nChanged 17 SP:Iteration 37Q (138.036034 sec): 3 clusters Score: Raw -1312449.527868 + Penalty 5201.346846 = -1307248.181022 nChanged 18 SP:Iteration 38Q (138.152201 sec): 3 clusters Score: Raw -1312451.528888 + Penalty 5201.346846 = -1307250.182043 nChanged 11 SP:Iteration 39Q (138.331401 sec): 3 clusters Score: Raw -1312452.660337 + Penalty 5201.346846 = -1307251.313491 nChanged 7 SP:Iteration 40F (138.505701 sec): 3 clusters Score: Raw -1312453.320764 + Penalty 5201.346846 = -1307251.973919 nChanged 4 SP:Iteration 41Q (138.699885 sec): 3 clusters Score: Raw -1312453.766907 + Penalty 5201.346846 = -1307252.420061 nChanged 6 SP:Iteration 42Q (138.906405 sec): 3 clusters Score: Raw -1312454.691282 + Penalty 5201.346846 = -1307253.344437 nChanged 12 SP:Iteration 43Q (138.988595 sec): 3 clusters Score: Raw -1312456.342962 + Penalty 5201.346846 = -1307254.996117 nChanged 13 SP:Iteration 44Q (139.174506 sec): 3 clusters Score: Raw -1312458.494953 + Penalty 5201.346846 = -1307257.148108 nChanged 12 SP:Iteration 45Q (139.336107 sec): 3 clusters Score: Raw -1312460.417051 + Penalty 5201.346846 = -1307259.070206 nChanged 10 SP:Iteration 46Q (139.496054 sec): 3 clusters Score: Raw -1312462.382671 + Penalty 5201.346846 = -1307261.035825 nChanged 18 SP:Iteration 47Q (139.634887 sec): 3 clusters Score: Raw -1312466.204827 + Penalty 5201.346846 = -1307264.857982 nChanged 17 SP:Iteration 48Q (139.801065 sec): 3 clusters Score: Raw -1312467.878674 + Penalty 5201.346846 = -1307266.531829 nChanged 14 SP:Iteration 49Q (139.979456 sec): 3 clusters Score: Raw -1312469.496519 + Penalty 5201.346846 = -1307268.149673 nChanged 10 SP:Iteration 50Q (140.185371 sec): 3 clusters Score: Raw -1312470.548156 + Penalty 5201.346846 = -1307269.201310 nChanged 8 SP:Iteration 51Q (140.372710 sec): 3 clusters Score: Raw -1312471.390986 + Penalty 5201.346846 = -1307270.044140 nChanged 4 SP:Iteration 52Q (140.506813 sec): 3 clusters Score: Raw -1312471.712260 + Penalty 5201.346846 = -1307270.365414 nChanged 4 SP:Iteration 53Q (140.717957 sec): 3 clusters Score: Raw -1312472.167613 + Penalty 5201.346846 = -1307270.820768 nChanged 7 SP:Iteration 54Q (140.886618 sec): 3 clusters Score: Raw -1312472.915040 + Penalty 5201.346846 = -1307271.568194 nChanged 5 SP:Iteration 55Q (141.102916 sec): 3 clusters Score: Raw -1312473.388452 + Penalty 5201.346846 = -1307272.041606 nChanged 5 SP:Iteration 56Q (141.302834 sec): 3 clusters Score: Raw -1312474.070959 + Penalty 5201.346846 = -1307272.724113 nChanged 6 SP:Iteration 57Q (141.479084 sec): 3 clusters Score: Raw -1312474.824379 + Penalty 5201.346846 = -1307273.477534 nChanged 3 SP:Iteration 58Q (141.636474 sec): 3 clusters Score: Raw -1312475.297249 + Penalty 5201.346846 = -1307273.950403 nChanged 4 SP:Iteration 59Q (141.803594 sec): 3 clusters Score: Raw -1312475.658367 + Penalty 5201.346846 = -1307274.311522 nChanged 2 SP:Iteration 60F (141.962595 sec): 3 clusters Score: Raw -1312475.755295 + Penalty 5201.346846 = -1307274.408450 nChanged 2 SP:Iteration 61Q (142.146512 sec): 3 clusters Score: Raw -1312475.863310 + Penalty 5201.346846 = -1307274.516465 nChanged 1 SP:Iteration 62Q (142.351653 sec): 3 clusters Score: Raw -1312475.968497 + Penalty 5201.346846 = -1307274.621651 nChanged 2 SP:Iteration 63Q (142.570252 sec): 3 clusters Score: Raw -1312476.154173 + Penalty 5201.346846 = -1307274.807327 nChanged 1 SP:Iteration 64Q (142.724640 sec): 3 clusters Score: Raw -1312476.246916 + Penalty 5201.346846 = -1307274.900070 nChanged 0 SP:Iteration 65F (142.937171 sec): 3 clusters Score: Raw -1312476.246916 + Penalty 5201.346846 = -1307274.900070 nChanged 0 Score: Raw -11745932.558335 + Penalty 18834.940511 = -11727097.617823 Splitting cluster 2 changes total score from -11716080.663555 to -11727097.617823 So it's getting split into cluster 6. Trying to split cluster 3 (64102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (144.679224 sec): 2 clusters Score: Raw -5324299.896954 + Penalty 2922.012943 = -5321377.884011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (145.090189 sec): 3 clusters Score: Raw -5284414.222978 + Penalty 5844.025885 = -5278570.197092 nChanged 29978 SP:Iteration 1F (145.437564 sec): 3 clusters Score: Raw -5304749.698511 + Penalty 5844.025885 = -5298905.672625 nChanged 5769 SP:Iteration 2F (145.802681 sec): 3 clusters Score: Raw -5311997.447503 + Penalty 5844.025885 = -5306153.421618 nChanged 7054 SP:Iteration 3F (146.153355 sec): 3 clusters Score: Raw -5320435.593911 + Penalty 5844.025885 = -5314591.568026 nChanged 6357 SP:Iteration 4F (146.507683 sec): 3 clusters Score: Raw -5325966.266235 + Penalty 5844.025885 = -5320122.240349 nChanged 4339 SP:Iteration 5F (146.807770 sec): 3 clusters Score: Raw -5328524.554835 + Penalty 5844.025885 = -5322680.528950 nChanged 2752 SP:Iteration 6Q (147.090292 sec): 3 clusters Score: Raw -5329678.077826 + Penalty 5844.025885 = -5323834.051940 nChanged 1870 SP:Iteration 7Q (147.390387 sec): 3 clusters Score: Raw -5330315.653187 + Penalty 5844.025885 = -5324471.627302 nChanged 1477 SP:Iteration 8Q (147.688545 sec): 3 clusters Score: Raw -5330799.537204 + Penalty 5844.025885 = -5324955.511318 nChanged 1468 SP:Iteration 9Q (147.992228 sec): 3 clusters Score: Raw -5331269.518750 + Penalty 5844.025885 = -5325425.492865 nChanged 1472 SP:Iteration 10Q (148.303041 sec): 3 clusters Score: Raw -5331713.214097 + Penalty 5844.025885 = -5325869.188211 nChanged 1431 SP:Iteration 11Q (148.612628 sec): 3 clusters Score: Raw -5332121.575313 + Penalty 5844.025885 = -5326277.549427 nChanged 1415 SP:Iteration 12Q (148.905520 sec): 3 clusters Score: Raw -5332530.694167 + Penalty 5844.025885 = -5326686.668282 nChanged 1459 SP:Iteration 13Q (149.219779 sec): 3 clusters Score: Raw -5332974.367244 + Penalty 5844.025885 = -5327130.341358 nChanged 1439 SP:Iteration 14Q (149.503693 sec): 3 clusters Score: Raw -5333416.266308 + Penalty 5844.025885 = -5327572.240422 nChanged 1440 SP:Iteration 15Q (149.818040 sec): 3 clusters Score: Raw -5333879.811946 + Penalty 5844.025885 = -5328035.786061 nChanged 1432 SP:Iteration 16Q (150.151421 sec): 3 clusters Score: Raw -5334359.613195 + Penalty 5844.025885 = -5328515.587309 nChanged 1377 SP:Iteration 17Q (150.442697 sec): 3 clusters Score: Raw -5334831.186663 + Penalty 5844.025885 = -5328987.160778 nChanged 1334 SP:Iteration 18Q (150.747837 sec): 3 clusters Score: Raw -5335301.468679 + Penalty 5844.025885 = -5329457.442794 nChanged 1288 SP:Iteration 19Q (151.015801 sec): 3 clusters Score: Raw -5335751.228642 + Penalty 5844.025885 = -5329907.202756 nChanged 1150 SP:Iteration 20F (151.210143 sec): 3 clusters Score: Raw -5336159.392675 + Penalty 5844.025885 = -5330315.366790 nChanged 1042 SP:Iteration 21Q (151.521254 sec): 3 clusters Score: Raw -5336524.692861 + Penalty 5844.025885 = -5330680.666975 nChanged 891 SP:Iteration 22Q (151.803479 sec): 3 clusters Score: Raw -5336822.565528 + Penalty 5844.025885 = -5330978.539642 nChanged 757 SP:Iteration 23Q (152.119722 sec): 3 clusters Score: Raw -5337049.863965 + Penalty 5844.025885 = -5331205.838080 nChanged 611 SP:Iteration 24Q (152.364368 sec): 3 clusters Score: Raw -5337208.914856 + Penalty 5844.025885 = -5331364.888971 nChanged 497 SP:Iteration 25Q (152.657789 sec): 3 clusters Score: Raw -5337317.803936 + Penalty 5844.025885 = -5331473.778051 nChanged 413 SP:Iteration 26Q (152.901872 sec): 3 clusters Score: Raw -5337388.792777 + Penalty 5844.025885 = -5331544.766892 nChanged 291 SP:Iteration 27Q (153.182114 sec): 3 clusters Score: Raw -5337431.941200 + Penalty 5844.025885 = -5331587.915314 nChanged 259 SP:Iteration 28Q (153.484052 sec): 3 clusters Score: Raw -5337469.273194 + Penalty 5844.025885 = -5331625.247309 nChanged 186 SP:Iteration 29Q (153.853824 sec): 3 clusters Score: Raw -5337491.281594 + Penalty 5844.025885 = -5331647.255709 nChanged 151 SP:Iteration 30Q (154.167628 sec): 3 clusters Score: Raw -5337505.237388 + Penalty 5844.025885 = -5331661.211502 nChanged 115 SP:Iteration 31Q (154.467697 sec): 3 clusters Score: Raw -5337513.984055 + Penalty 5844.025885 = -5331669.958170 nChanged 82 SP:Iteration 32Q (154.710383 sec): 3 clusters Score: Raw -5337519.457363 + Penalty 5844.025885 = -5331675.431477 nChanged 57 SP:Iteration 33Q (154.939268 sec): 3 clusters Score: Raw -5337523.144506 + Penalty 5844.025885 = -5331679.118620 nChanged 44 SP:Iteration 34Q (155.217378 sec): 3 clusters Score: Raw -5337525.594612 + Penalty 5844.025885 = -5331681.568727 nChanged 23 SP:Iteration 35Q (155.458255 sec): 3 clusters Score: Raw -5337526.583227 + Penalty 5844.025885 = -5331682.557342 nChanged 16 SP:Iteration 36Q (155.671183 sec): 3 clusters Score: Raw -5337527.323057 + Penalty 5844.025885 = -5331683.297172 nChanged 14 SP:Iteration 37Q (155.949634 sec): 3 clusters Score: Raw -5337528.211665 + Penalty 5844.025885 = -5331684.185779 nChanged 15 SP:Iteration 38Q (156.272635 sec): 3 clusters Score: Raw -5337529.660296 + Penalty 5844.025885 = -5331685.634410 nChanged 20 SP:Iteration 39Q (156.554019 sec): 3 clusters Score: Raw -5337530.719616 + Penalty 5844.025885 = -5331686.693730 nChanged 15 SP:Iteration 40F (156.870849 sec): 3 clusters Score: Raw -5337531.588880 + Penalty 5844.025885 = -5331687.562994 nChanged 17 SP:Iteration 41Q (157.184094 sec): 3 clusters Score: Raw -5337532.365545 + Penalty 5844.025885 = -5331688.339660 nChanged 13 SP:Iteration 42Q (157.470643 sec): 3 clusters Score: Raw -5337532.736593 + Penalty 5844.025885 = -5331688.710707 nChanged 6 SP:Iteration 43Q (157.775257 sec): 3 clusters Score: Raw -5337532.998169 + Penalty 5844.025885 = -5331688.972284 nChanged 7 SP:Iteration 44Q (158.062954 sec): 3 clusters Score: Raw -5337533.225958 + Penalty 5844.025885 = -5331689.200072 nChanged 4 SP:Iteration 45Q (158.423022 sec): 3 clusters Score: Raw -5337533.332864 + Penalty 5844.025885 = -5331689.306979 nChanged 2 SP:Iteration 46Q (158.706627 sec): 3 clusters Score: Raw -5337533.392141 + Penalty 5844.025885 = -5331689.366256 nChanged 2 SP:Iteration 47Q (159.024219 sec): 3 clusters Score: Raw -5337533.490213 + Penalty 5844.025885 = -5331689.464328 nChanged 2 SP:Iteration 48Q (159.307588 sec): 3 clusters Score: Raw -5337533.530184 + Penalty 5844.025885 = -5331689.504299 nChanged 0 SP:Iteration 49F (159.620471 sec): 3 clusters Score: Raw -5337533.530184 + Penalty 5844.025885 = -5331689.504299 nChanged 0 Score: Raw -11759166.191565 + Penalty 21974.097263 = -11737192.094302 Splitting cluster 3 changes total score from -11716080.663555 to -11737192.094302 So it's getting split into cluster 7. Trying to split cluster 4 (13450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (161.421736 sec): 2 clusters Score: Raw -1043379.873916 + Penalty 2509.777878 = -1040870.096038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (161.618021 sec): 3 clusters Score: Raw -1036071.275673 + Penalty 5019.555755 = -1031051.719918 nChanged 5758 SP:Iteration 1F (161.736834 sec): 3 clusters Score: Raw -1040233.230437 + Penalty 5019.555755 = -1035213.674681 nChanged 1425 SP:Iteration 2F (161.878760 sec): 3 clusters Score: Raw -1042067.817111 + Penalty 5019.555755 = -1037048.261355 nChanged 1416 SP:Iteration 3F (162.006855 sec): 3 clusters Score: Raw -1043771.533479 + Penalty 5019.555755 = -1038751.977724 nChanged 1226 SP:Iteration 4F (162.153313 sec): 3 clusters Score: Raw -1045027.857858 + Penalty 5019.555755 = -1040008.302102 nChanged 862 SP:Iteration 5F (162.310702 sec): 3 clusters Score: Raw -1045859.483689 + Penalty 5019.555755 = -1040839.927933 nChanged 704 SP:Iteration 6F (162.472300 sec): 3 clusters Score: Raw -1046445.652649 + Penalty 5019.555755 = -1041426.096893 nChanged 491 SP:Iteration 7Q (162.605804 sec): 3 clusters Score: Raw -1046790.266618 + Penalty 5019.555755 = -1041770.710863 nChanged 360 SP:Iteration 8Q (162.749051 sec): 3 clusters Score: Raw -1047036.511391 + Penalty 5019.555755 = -1042016.955635 nChanged 304 SP:Iteration 9Q (162.894320 sec): 3 clusters Score: Raw -1047285.496216 + Penalty 5019.555755 = -1042265.940461 nChanged 271 SP:Iteration 10Q (163.057196 sec): 3 clusters Score: Raw -1047529.061893 + Penalty 5019.555755 = -1042509.506138 nChanged 242 SP:Iteration 11Q (163.203848 sec): 3 clusters Score: Raw -1047768.434589 + Penalty 5019.555755 = -1042748.878833 nChanged 238 SP:Iteration 12Q (163.354015 sec): 3 clusters Score: Raw -1048012.240525 + Penalty 5019.555755 = -1042992.684770 nChanged 234 SP:Iteration 13Q (163.538234 sec): 3 clusters Score: Raw -1048304.812566 + Penalty 5019.555755 = -1043285.256811 nChanged 246 SP:Iteration 14Q (163.683476 sec): 3 clusters Score: Raw -1048688.086379 + Penalty 5019.555755 = -1043668.530624 nChanged 218 SP:Iteration 15Q (163.831904 sec): 3 clusters Score: Raw -1049020.899883 + Penalty 5019.555755 = -1044001.344128 nChanged 182 SP:Iteration 16Q (163.995036 sec): 3 clusters Score: Raw -1049189.774586 + Penalty 5019.555755 = -1044170.218831 nChanged 138 SP:Iteration 17Q (164.144766 sec): 3 clusters Score: Raw -1049239.560294 + Penalty 5019.555755 = -1044220.004538 nChanged 91 SP:Iteration 18Q (164.311668 sec): 3 clusters Score: Raw -1049259.615534 + Penalty 5019.555755 = -1044240.059779 nChanged 72 SP:Iteration 19Q (164.429428 sec): 3 clusters Score: Raw -1049275.117469 + Penalty 5019.555755 = -1044255.561714 nChanged 55 SP:Iteration 20F (164.599728 sec): 3 clusters Score: Raw -1049285.204896 + Penalty 5019.555755 = -1044265.649140 nChanged 43 SP:Iteration 21Q (164.741251 sec): 3 clusters Score: Raw -1049292.647036 + Penalty 5019.555755 = -1044273.091280 nChanged 36 SP:Iteration 22Q (164.894087 sec): 3 clusters Score: Raw -1049299.546465 + Penalty 5019.555755 = -1044279.990709 nChanged 40 SP:Iteration 23Q (165.029330 sec): 3 clusters Score: Raw -1049307.587646 + Penalty 5019.555755 = -1044288.031891 nChanged 48 SP:Iteration 24Q (165.164625 sec): 3 clusters Score: Raw -1049317.671121 + Penalty 5019.555755 = -1044298.115366 nChanged 50 SP:Iteration 25Q (165.309014 sec): 3 clusters Score: Raw -1049327.519312 + Penalty 5019.555755 = -1044307.963556 nChanged 41 SP:Iteration 26Q (165.441444 sec): 3 clusters Score: Raw -1049335.396851 + Penalty 5019.555755 = -1044315.841096 nChanged 38 SP:Iteration 27Q (165.569491 sec): 3 clusters Score: Raw -1049342.070351 + Penalty 5019.555755 = -1044322.514596 nChanged 31 SP:Iteration 28Q (165.712977 sec): 3 clusters Score: Raw -1049347.707328 + Penalty 5019.555755 = -1044328.151573 nChanged 30 SP:Iteration 29Q (165.846981 sec): 3 clusters Score: Raw -1049353.129134 + Penalty 5019.555755 = -1044333.573379 nChanged 31 SP:Iteration 30Q (165.998852 sec): 3 clusters Score: Raw -1049359.345767 + Penalty 5019.555755 = -1044339.790012 nChanged 33 SP:Iteration 31Q (166.159736 sec): 3 clusters Score: Raw -1049366.784194 + Penalty 5019.555755 = -1044347.228439 nChanged 40 SP:Iteration 32Q (166.300221 sec): 3 clusters Score: Raw -1049374.177307 + Penalty 5019.555755 = -1044354.621551 nChanged 33 SP:Iteration 33Q (166.473986 sec): 3 clusters Score: Raw -1049380.540744 + Penalty 5019.555755 = -1044360.984989 nChanged 20 SP:Iteration 34Q (166.633451 sec): 3 clusters Score: Raw -1049383.455827 + Penalty 5019.555755 = -1044363.900072 nChanged 20 SP:Iteration 35Q (166.789769 sec): 3 clusters Score: Raw -1049387.003460 + Penalty 5019.555755 = -1044367.447705 nChanged 23 SP:Iteration 36Q (166.942529 sec): 3 clusters Score: Raw -1049391.734405 + Penalty 5019.555755 = -1044372.178650 nChanged 21 SP:Iteration 37Q (167.069909 sec): 3 clusters Score: Raw -1049395.088310 + Penalty 5019.555755 = -1044375.532554 nChanged 15 SP:Iteration 38Q (167.231674 sec): 3 clusters Score: Raw -1049397.421528 + Penalty 5019.555755 = -1044377.865773 nChanged 10 SP:Iteration 39Q (167.413542 sec): 3 clusters Score: Raw -1049399.348020 + Penalty 5019.555755 = -1044379.792265 nChanged 13 SP:Iteration 40F (167.606300 sec): 3 clusters Score: Raw -1049401.661914 + Penalty 5019.555755 = -1044382.106159 nChanged 9 SP:Iteration 41Q (167.733621 sec): 3 clusters Score: Raw -1049403.313824 + Penalty 5019.555755 = -1044383.758069 nChanged 17 SP:Iteration 42Q (167.869098 sec): 3 clusters Score: Raw -1049405.690829 + Penalty 5019.555755 = -1044386.135074 nChanged 10 SP:Iteration 43Q (168.011078 sec): 3 clusters Score: Raw -1049406.910543 + Penalty 5019.555755 = -1044387.354787 nChanged 10 SP:Iteration 44Q (168.151589 sec): 3 clusters Score: Raw -1049407.829508 + Penalty 5019.555755 = -1044388.273753 nChanged 4 SP:Iteration 45Q (168.337099 sec): 3 clusters Score: Raw -1049408.095514 + Penalty 5019.555755 = -1044388.539759 nChanged 5 SP:Iteration 46Q (168.478584 sec): 3 clusters Score: Raw -1049408.398707 + Penalty 5019.555755 = -1044388.842952 nChanged 5 SP:Iteration 47Q (168.612475 sec): 3 clusters Score: Raw -1049408.904234 + Penalty 5019.555755 = -1044389.348479 nChanged 8 SP:Iteration 48Q (168.765071 sec): 3 clusters Score: Raw -1049409.586455 + Penalty 5019.555755 = -1044390.030700 nChanged 7 SP:Iteration 49Q (168.893136 sec): 3 clusters Score: Raw -1049410.363221 + Penalty 5019.555755 = -1044390.807465 nChanged 4 SP:Iteration 50Q (169.065820 sec): 3 clusters Score: Raw -1049410.908104 + Penalty 5019.555755 = -1044391.352348 nChanged 9 SP:Iteration 51Q (169.208532 sec): 3 clusters Score: Raw -1049412.266758 + Penalty 5019.555755 = -1044392.711003 nChanged 10 SP:Iteration 52Q (169.368242 sec): 3 clusters Score: Raw -1049413.988618 + Penalty 5019.555755 = -1044394.432862 nChanged 13 SP:Iteration 53Q (169.510888 sec): 3 clusters Score: Raw -1049415.689451 + Penalty 5019.555755 = -1044396.133696 nChanged 15 SP:Iteration 54Q (169.644638 sec): 3 clusters Score: Raw -1049418.505470 + Penalty 5019.555755 = -1044398.949714 nChanged 20 SP:Iteration 55Q (169.801996 sec): 3 clusters Score: Raw -1049421.725077 + Penalty 5019.555755 = -1044402.169322 nChanged 29 SP:Iteration 56Q (169.941345 sec): 3 clusters Score: Raw -1049426.271302 + Penalty 5019.555755 = -1044406.715547 nChanged 25 SP:Iteration 57Q (170.100333 sec): 3 clusters Score: Raw -1049431.658228 + Penalty 5019.555755 = -1044412.102473 nChanged 24 SP:Iteration 58Q (170.237789 sec): 3 clusters Score: Raw -1049436.460919 + Penalty 5019.555755 = -1044416.905164 nChanged 24 SP:Iteration 59Q (170.413059 sec): 3 clusters Score: Raw -1049440.496075 + Penalty 5019.555755 = -1044420.940319 nChanged 23 SP:Iteration 60F (170.551131 sec): 3 clusters Score: Raw -1049444.710012 + Penalty 5019.555755 = -1044425.154256 nChanged 29 SP:Iteration 61Q (170.712032 sec): 3 clusters Score: Raw -1049450.757047 + Penalty 5019.555755 = -1044431.201292 nChanged 28 SP:Iteration 62Q (170.834170 sec): 3 clusters Score: Raw -1049455.937430 + Penalty 5019.555755 = -1044436.381674 nChanged 24 SP:Iteration 63Q (170.983820 sec): 3 clusters Score: Raw -1049459.821103 + Penalty 5019.555755 = -1044440.265348 nChanged 25 SP:Iteration 64Q (171.124082 sec): 3 clusters Score: Raw -1049463.873365 + Penalty 5019.555755 = -1044444.317610 nChanged 20 SP:Iteration 65Q (171.261924 sec): 3 clusters Score: Raw -1049467.095692 + Penalty 5019.555755 = -1044447.539937 nChanged 16 SP:Iteration 66Q (171.416981 sec): 3 clusters Score: Raw -1049469.056953 + Penalty 5019.555755 = -1044449.501198 nChanged 12 SP:Iteration 67Q (171.540451 sec): 3 clusters Score: Raw -1049470.303731 + Penalty 5019.555755 = -1044450.747975 nChanged 10 SP:Iteration 68Q (171.672944 sec): 3 clusters Score: Raw -1049472.000260 + Penalty 5019.555755 = -1044452.444505 nChanged 16 SP:Iteration 69Q (171.829204 sec): 3 clusters Score: Raw -1049474.931844 + Penalty 5019.555755 = -1044455.376089 nChanged 25 SP:Iteration 70Q (171.935381 sec): 3 clusters Score: Raw -1049479.078555 + Penalty 5019.555755 = -1044459.522799 nChanged 18 SP:Iteration 71Q (172.094947 sec): 3 clusters Score: Raw -1049481.460315 + Penalty 5019.555755 = -1044461.904560 nChanged 16 SP:Iteration 72Q (172.256166 sec): 3 clusters Score: Raw -1049483.244145 + Penalty 5019.555755 = -1044463.688390 nChanged 13 SP:Iteration 73Q (172.429259 sec): 3 clusters Score: Raw -1049484.996960 + Penalty 5019.555755 = -1044465.441204 nChanged 15 SP:Iteration 74Q (172.600182 sec): 3 clusters Score: Raw -1049487.472561 + Penalty 5019.555755 = -1044467.916806 nChanged 17 SP:Iteration 75Q (172.766708 sec): 3 clusters Score: Raw -1049489.825737 + Penalty 5019.555755 = -1044470.269982 nChanged 14 SP:Iteration 76Q (172.910791 sec): 3 clusters Score: Raw -1049491.794905 + Penalty 5019.555755 = -1044472.239150 nChanged 13 SP:Iteration 77Q (173.053971 sec): 3 clusters Score: Raw -1049494.068550 + Penalty 5019.555755 = -1044474.512794 nChanged 12 SP:Iteration 78Q (173.208714 sec): 3 clusters Score: Raw -1049495.942542 + Penalty 5019.555755 = -1044476.386787 nChanged 13 SP:Iteration 79Q (173.350284 sec): 3 clusters Score: Raw -1049497.814115 + Penalty 5019.555755 = -1044478.258360 nChanged 9 SP:Iteration 80F (173.510843 sec): 3 clusters Score: Raw -1049498.987213 + Penalty 5019.555755 = -1044479.431458 nChanged 9 SP:Iteration 81Q (173.622660 sec): 3 clusters Score: Raw -1049500.391347 + Penalty 5019.555755 = -1044480.835592 nChanged 14 SP:Iteration 82Q (173.738069 sec): 3 clusters Score: Raw -1049502.230674 + Penalty 5019.555755 = -1044482.674919 nChanged 7 SP:Iteration 83Q (173.884201 sec): 3 clusters Score: Raw -1049503.622526 + Penalty 5019.555755 = -1044484.066770 nChanged 14 SP:Iteration 84Q (174.054434 sec): 3 clusters Score: Raw -1049505.683151 + Penalty 5019.555755 = -1044486.127395 nChanged 11 SP:Iteration 85Q (174.213955 sec): 3 clusters Score: Raw -1049507.834311 + Penalty 5019.555755 = -1044488.278556 nChanged 17 SP:Iteration 86Q (174.372671 sec): 3 clusters Score: Raw -1049510.367197 + Penalty 5019.555755 = -1044490.811441 nChanged 12 SP:Iteration 87Q (174.517908 sec): 3 clusters Score: Raw -1049512.112740 + Penalty 5019.555755 = -1044492.556985 nChanged 3 SP:Iteration 88Q (174.671497 sec): 3 clusters Score: Raw -1049512.494597 + Penalty 5019.555755 = -1044492.938842 nChanged 7 SP:Iteration 89Q (174.845300 sec): 3 clusters Score: Raw -1049513.744945 + Penalty 5019.555755 = -1044494.189190 nChanged 7 SP:Iteration 90Q (174.970461 sec): 3 clusters Score: Raw -1049514.539479 + Penalty 5019.555755 = -1044494.983723 nChanged 7 SP:Iteration 91Q (175.107895 sec): 3 clusters Score: Raw -1049515.946818 + Penalty 5019.555755 = -1044496.391062 nChanged 12 SP:Iteration 92Q (175.276069 sec): 3 clusters Score: Raw -1049518.106950 + Penalty 5019.555755 = -1044498.551195 nChanged 11 SP:Iteration 93Q (175.448884 sec): 3 clusters Score: Raw -1049520.021332 + Penalty 5019.555755 = -1044500.465576 nChanged 14 SP:Iteration 94Q (175.580912 sec): 3 clusters Score: Raw -1049522.346845 + Penalty 5019.555755 = -1044502.791090 nChanged 14 SP:Iteration 95Q (175.716586 sec): 3 clusters Score: Raw -1049524.751568 + Penalty 5019.555755 = -1044505.195813 nChanged 15 SP:Iteration 96Q (175.878903 sec): 3 clusters Score: Raw -1049526.516307 + Penalty 5019.555755 = -1044506.960552 nChanged 8 SP:Iteration 97Q (176.034662 sec): 3 clusters Score: Raw -1049527.565235 + Penalty 5019.555755 = -1044508.009479 nChanged 7 SP:Iteration 98Q (176.163339 sec): 3 clusters Score: Raw -1049528.572812 + Penalty 5019.555755 = -1044509.017056 nChanged 7 SP:Iteration 99Q (176.304500 sec): 3 clusters Score: Raw -1049529.649681 + Penalty 5019.555755 = -1044510.093926 nChanged 9 SP:Iteration 100F (176.497124 sec): 3 clusters Score: Raw -1049531.034352 + Penalty 5019.555755 = -1044511.478597 nChanged 11 SP:Iteration 101Q (176.647945 sec): 3 clusters Score: Raw -1049532.983612 + Penalty 5019.555755 = -1044513.427856 nChanged 16 SP:Iteration 102Q (176.792707 sec): 3 clusters Score: Raw -1049535.461399 + Penalty 5019.555755 = -1044515.905644 nChanged 13 SP:Iteration 103Q (176.954361 sec): 3 clusters Score: Raw -1049537.634263 + Penalty 5019.555755 = -1044518.078508 nChanged 12 SP:Iteration 104Q (177.116232 sec): 3 clusters Score: Raw -1049539.447598 + Penalty 5019.555755 = -1044519.891842 nChanged 8 SP:Iteration 105Q (177.253719 sec): 3 clusters Score: Raw -1049540.367342 + Penalty 5019.555755 = -1044520.811587 nChanged 7 SP:Iteration 106Q (177.399264 sec): 3 clusters Score: Raw -1049541.254493 + Penalty 5019.555755 = -1044521.698738 nChanged 8 SP:Iteration 107Q (177.571125 sec): 3 clusters Score: Raw -1049542.394199 + Penalty 5019.555755 = -1044522.838444 nChanged 9 SP:Iteration 108Q (177.693473 sec): 3 clusters Score: Raw -1049543.484414 + Penalty 5019.555755 = -1044523.928659 nChanged 10 SP:Iteration 109Q (177.814798 sec): 3 clusters Score: Raw -1049545.135553 + Penalty 5019.555755 = -1044525.579798 nChanged 9 SP:Iteration 110Q (177.976802 sec): 3 clusters Score: Raw -1049547.007013 + Penalty 5019.555755 = -1044527.451258 nChanged 10 SP:Iteration 111Q (178.182383 sec): 3 clusters Score: Raw -1049549.367401 + Penalty 5019.555755 = -1044529.811646 nChanged 14 SP:Iteration 112Q (178.307189 sec): 3 clusters Score: Raw -1049553.249645 + Penalty 5019.555755 = -1044533.693890 nChanged 15 SP:Iteration 113Q (178.445268 sec): 3 clusters Score: Raw -1049556.420503 + Penalty 5019.555755 = -1044536.864748 nChanged 22 SP:Iteration 114Q (178.577546 sec): 3 clusters Score: Raw -1049561.160497 + Penalty 5019.555755 = -1044541.604741 nChanged 23 SP:Iteration 115Q (178.721610 sec): 3 clusters Score: Raw -1049564.667724 + Penalty 5019.555755 = -1044545.111968 nChanged 15 SP:Iteration 116Q (178.868176 sec): 3 clusters Score: Raw -1049566.657574 + Penalty 5019.555755 = -1044547.101819 nChanged 14 SP:Iteration 117Q (178.992759 sec): 3 clusters Score: Raw -1049569.184576 + Penalty 5019.555755 = -1044549.628820 nChanged 11 SP:Iteration 118Q (179.138969 sec): 3 clusters Score: Raw -1049571.525081 + Penalty 5019.555755 = -1044551.969326 nChanged 13 SP:Iteration 119Q (179.277726 sec): 3 clusters Score: Raw -1049573.682997 + Penalty 5019.555755 = -1044554.127242 nChanged 16 SP:Iteration 120F (179.444735 sec): 3 clusters Score: Raw -1049576.647905 + Penalty 5019.555755 = -1044557.092149 nChanged 26 SP:Iteration 121Q (179.629698 sec): 3 clusters Score: Raw -1049582.265044 + Penalty 5019.555755 = -1044562.709289 nChanged 20 SP:Iteration 122Q (179.752746 sec): 3 clusters Score: Raw -1049586.194725 + Penalty 5019.555755 = -1044566.638970 nChanged 23 SP:Iteration 123Q (179.902720 sec): 3 clusters Score: Raw -1049590.735431 + Penalty 5019.555755 = -1044571.179675 nChanged 19 SP:Iteration 124Q (180.110016 sec): 3 clusters Score: Raw -1049593.642021 + Penalty 5019.555755 = -1044574.086266 nChanged 9 SP:Iteration 125Q (180.244768 sec): 3 clusters Score: Raw -1049594.595287 + Penalty 5019.555755 = -1044575.039532 nChanged 4 SP:Iteration 126Q (180.372437 sec): 3 clusters Score: Raw -1049595.404711 + Penalty 5019.555755 = -1044575.848955 nChanged 7 SP:Iteration 127Q (180.530181 sec): 3 clusters Score: Raw -1049596.348597 + Penalty 5019.555755 = -1044576.792842 nChanged 4 SP:Iteration 128Q (180.693441 sec): 3 clusters Score: Raw -1049597.122255 + Penalty 5019.555755 = -1044577.566500 nChanged 5 SP:Iteration 129Q (180.863306 sec): 3 clusters Score: Raw -1049597.958766 + Penalty 5019.555755 = -1044578.403010 nChanged 10 SP:Iteration 130Q (181.061335 sec): 3 clusters Score: Raw -1049599.394436 + Penalty 5019.555755 = -1044579.838681 nChanged 10 SP:Iteration 131Q (181.199099 sec): 3 clusters Score: Raw -1049600.916747 + Penalty 5019.555755 = -1044581.360991 nChanged 4 SP:Iteration 132Q (181.365534 sec): 3 clusters Score: Raw -1049601.480270 + Penalty 5019.555755 = -1044581.924515 nChanged 5 SP:Iteration 133Q (181.542991 sec): 3 clusters Score: Raw -1049602.446986 + Penalty 5019.555755 = -1044582.891230 nChanged 5 SP:Iteration 134Q (181.673035 sec): 3 clusters Score: Raw -1049603.318717 + Penalty 5019.555755 = -1044583.762962 nChanged 3 SP:Iteration 135Q (181.822651 sec): 3 clusters Score: Raw -1049603.627269 + Penalty 5019.555755 = -1044584.071514 nChanged 2 SP:Iteration 136Q (181.964914 sec): 3 clusters Score: Raw -1049603.768028 + Penalty 5019.555755 = -1044584.212273 nChanged 1 SP:Iteration 137Q (182.145151 sec): 3 clusters Score: Raw -1049603.950987 + Penalty 5019.555755 = -1044584.395232 nChanged 2 SP:Iteration 138Q (182.300149 sec): 3 clusters Score: Raw -1049604.189206 + Penalty 5019.555755 = -1044584.633450 nChanged 2 SP:Iteration 139Q (182.453093 sec): 3 clusters Score: Raw -1049604.420347 + Penalty 5019.555755 = -1044584.864592 nChanged 2 SP:Iteration 140F (182.596227 sec): 3 clusters Score: Raw -1049604.733985 + Penalty 5019.555755 = -1044585.178229 nChanged 3 SP:Iteration 141Q (182.759331 sec): 3 clusters Score: Raw -1049605.062242 + Penalty 5019.555755 = -1044585.506487 nChanged 2 SP:Iteration 142Q (182.919388 sec): 3 clusters Score: Raw -1049605.439202 + Penalty 5019.555755 = -1044585.883447 nChanged 4 SP:Iteration 143Q (183.038921 sec): 3 clusters Score: Raw -1049606.147708 + Penalty 5019.555755 = -1044586.591952 nChanged 6 SP:Iteration 144Q (183.177628 sec): 3 clusters Score: Raw -1049607.425465 + Penalty 5019.555755 = -1044587.869710 nChanged 3 SP:Iteration 145Q (183.350792 sec): 3 clusters Score: Raw -1049607.851775 + Penalty 5019.555755 = -1044588.296020 nChanged 3 SP:Iteration 146Q (183.518361 sec): 3 clusters Score: Raw -1049608.706464 + Penalty 5019.555755 = -1044589.150709 nChanged 8 SP:Iteration 147Q (183.663343 sec): 3 clusters Score: Raw -1049610.801837 + Penalty 5019.555755 = -1044591.246082 nChanged 13 SP:Iteration 148Q (183.801814 sec): 3 clusters Score: Raw -1049613.485286 + Penalty 5019.555755 = -1044593.929531 nChanged 10 SP:Iteration 149Q (183.950687 sec): 3 clusters Score: Raw -1049615.124145 + Penalty 5019.555755 = -1044595.568390 nChanged 9 SP:Iteration 150Q (184.098994 sec): 3 clusters Score: Raw -1049616.736778 + Penalty 5019.555755 = -1044597.181023 nChanged 11 SP:Iteration 151Q (184.272406 sec): 3 clusters Score: Raw -1049618.683907 + Penalty 5019.555755 = -1044599.128151 nChanged 11 SP:Iteration 152Q (184.440752 sec): 3 clusters Score: Raw -1049620.488818 + Penalty 5019.555755 = -1044600.933063 nChanged 10 SP:Iteration 153Q (184.617454 sec): 3 clusters Score: Raw -1049621.627092 + Penalty 5019.555755 = -1044602.071336 nChanged 2 SP:Iteration 154Q (184.806969 sec): 3 clusters Score: Raw -1049621.969729 + Penalty 5019.555755 = -1044602.413973 nChanged 1 SP:Iteration 155Q (184.910291 sec): 3 clusters Score: Raw -1049622.100483 + Penalty 5019.555755 = -1044602.544727 nChanged 0 SP:Iteration 156F (185.055636 sec): 3 clusters Score: Raw -1049622.100483 + Penalty 5019.555755 = -1044602.544727 nChanged 0 Score: Raw -11765408.418131 + Penalty 25113.254015 = -11740295.164116 Splitting cluster 4 changes total score from -11716080.663555 to -11740295.164116 So it's getting split into cluster 8. Iteration 59Q (188.749274 sec): 9 clusters Score: Raw -11772796.453089 + Penalty 25113.254015 = -11747683.199074 nChanged 7602 Iteration 60F (190.700078 sec): 9 clusters Score: Raw -11779018.205949 + Penalty 25113.254015 = -11753904.951934 nChanged 6172 Iteration 61Q (192.195769 sec): 9 clusters Score: Raw -11781228.440138 + Penalty 25113.254015 = -11756115.186123 nChanged 3490 Iteration 62Q (193.801339 sec): 9 clusters Score: Raw -11782373.689191 + Penalty 25113.254015 = -11757260.435176 nChanged 2640 Iteration 63Q (195.319838 sec): 9 clusters Score: Raw -11783094.859803 + Penalty 25113.254015 = -11757981.605788 nChanged 2144 Iteration 64Q (196.757277 sec): 9 clusters Score: Raw -11783623.458277 + Penalty 25113.254015 = -11758510.204262 nChanged 1928 Iteration 65Q (198.091880 sec): 9 clusters Score: Raw -11784060.562189 + Penalty 25113.254015 = -11758947.308174 nChanged 1740 Iteration 66Q (199.416368 sec): 9 clusters Score: Raw -11784424.424192 + Penalty 25113.254015 = -11759311.170177 nChanged 1560 Iteration 67Q (200.697579 sec): 9 clusters Score: Raw -11784730.358048 + Penalty 25113.254015 = -11759617.104033 nChanged 1468 Iteration 68Q (201.964208 sec): 9 clusters Score: Raw -11784996.236091 + Penalty 25113.254015 = -11759882.982076 nChanged 1410 Iteration 69Q (203.294366 sec): 9 clusters Score: Raw -11785246.486299 + Penalty 25113.254015 = -11760133.232284 nChanged 1328 Iteration 70Q (204.594035 sec): 9 clusters Score: Raw -11785461.724612 + Penalty 25113.254015 = -11760348.470597 nChanged 1198 Iteration 71Q (205.872759 sec): 9 clusters Score: Raw -11785652.825399 + Penalty 25113.254015 = -11760539.571384 nChanged 1185 Iteration 72Q (207.134432 sec): 9 clusters Score: Raw -11785836.341497 + Penalty 25113.254015 = -11760723.087482 nChanged 1110 Iteration 73Q (208.374464 sec): 9 clusters Score: Raw -11786005.507040 + Penalty 25113.254015 = -11760892.253025 nChanged 1050 Iteration 74Q (209.710243 sec): 9 clusters Score: Raw -11786150.613177 + Penalty 25113.254015 = -11761037.359162 nChanged 1009 Iteration 75Q (210.982894 sec): 9 clusters Score: Raw -11786285.501052 + Penalty 25113.254015 = -11761172.247037 nChanged 944 Iteration 76Q (212.216283 sec): 9 clusters Score: Raw -11786393.297398 + Penalty 25113.254015 = -11761280.043383 nChanged 811 Iteration 77Q (213.477135 sec): 9 clusters Score: Raw -11786485.247410 + Penalty 25113.254015 = -11761371.993395 nChanged 752 Iteration 78Q (214.711016 sec): 9 clusters Score: Raw -11786571.878808 + Penalty 25113.254015 = -11761458.624793 nChanged 752 Iteration 79Q (215.934588 sec): 9 clusters Score: Raw -11786654.073604 + Penalty 25113.254015 = -11761540.819589 nChanged 755 Iteration 80F (217.589889 sec): 9 clusters Score: Raw -11786923.302944 + Penalty 25113.254015 = -11761810.048929 nChanged 911 Iteration 81Q (218.808100 sec): 9 clusters Score: Raw -11787127.535655 + Penalty 25113.254015 = -11762014.281640 nChanged 1022 Iteration 82Q (220.183763 sec): 9 clusters Score: Raw -11787315.639573 + Penalty 25113.254015 = -11762202.385558 nChanged 1038 Iteration 83Q (221.636701 sec): 9 clusters Score: Raw -11787490.431601 + Penalty 25113.254015 = -11762377.177586 nChanged 1023 Iteration 84Q (223.010943 sec): 9 clusters Score: Raw -11787640.426640 + Penalty 25113.254015 = -11762527.172625 nChanged 912 Iteration 85Q (224.373967 sec): 9 clusters Score: Raw -11787771.038147 + Penalty 25113.254015 = -11762657.784132 nChanged 881 Iteration 86Q (225.786263 sec): 9 clusters Score: Raw -11787891.313679 + Penalty 25113.254015 = -11762778.059664 nChanged 819 Iteration 87Q (227.212046 sec): 9 clusters Score: Raw -11787994.684704 + Penalty 25113.254015 = -11762881.430689 nChanged 814 Iteration 88Q (228.703640 sec): 9 clusters Score: Raw -11788093.915783 + Penalty 25113.254015 = -11762980.661767 nChanged 776 Iteration 89Q (230.162736 sec): 9 clusters Score: Raw -11788185.143455 + Penalty 25113.254015 = -11763071.889440 nChanged 735 Iteration 90Q (231.634000 sec): 9 clusters Score: Raw -11788269.693772 + Penalty 25113.254015 = -11763156.439757 nChanged 708 Iteration 91Q (233.016424 sec): 9 clusters Score: Raw -11788344.793273 + Penalty 25113.254015 = -11763231.539258 nChanged 626 Iteration 92Q (234.474451 sec): 9 clusters Score: Raw -11788410.156166 + Penalty 25113.254015 = -11763296.902151 nChanged 618 Iteration 93Q (235.946185 sec): 9 clusters Score: Raw -11788472.139843 + Penalty 25113.254015 = -11763358.885828 nChanged 592 Iteration 94Q (237.357972 sec): 9 clusters Score: Raw -11788532.822687 + Penalty 25113.254015 = -11763419.568672 nChanged 571 Iteration 95Q (238.742578 sec): 9 clusters Score: Raw -11788583.813319 + Penalty 25113.254015 = -11763470.559304 nChanged 530 Iteration 96Q (240.342759 sec): 9 clusters Score: Raw -11788631.761701 + Penalty 25113.254015 = -11763518.507686 nChanged 515 Iteration 97Q (241.759668 sec): 9 clusters Score: Raw -11788684.193122 + Penalty 25113.254015 = -11763570.939107 nChanged 491 Iteration 98Q (243.243233 sec): 9 clusters Score: Raw -11788733.371078 + Penalty 25113.254015 = -11763620.117063 nChanged 499 Writing temp clu file Because OldScore, -11763570.939107, is greater than current (better) Score,-11763620.117063 Compute initial score before splitting: Score: Raw -11788733.371078 + Penalty 25113.254015 = -11763620.117063 Trying to split cluster 1 (17306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (243.491465 sec): 2 clusters Score: Raw -1357190.180969 + Penalty 2576.325455 = -1354613.855515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (243.675062 sec): 3 clusters Score: Raw -1347363.601517 + Penalty 5152.650910 = -1342210.950607 nChanged 7533 SP:Iteration 1F (243.810634 sec): 3 clusters Score: Raw -1351795.954982 + Penalty 5152.650910 = -1346643.304072 nChanged 1342 SP:Iteration 2F (243.997621 sec): 3 clusters Score: Raw -1352739.679428 + Penalty 5152.650910 = -1347587.028518 nChanged 1271 SP:Iteration 3F (244.173540 sec): 3 clusters Score: Raw -1353698.867242 + Penalty 5152.650910 = -1348546.216332 nChanged 1234 SP:Iteration 4F (244.358722 sec): 3 clusters Score: Raw -1354655.295610 + Penalty 5152.650910 = -1349502.644700 nChanged 1147 SP:Iteration 5F (244.506983 sec): 3 clusters Score: Raw -1355436.738457 + Penalty 5152.650910 = -1350284.087547 nChanged 956 SP:Iteration 6F (244.667089 sec): 3 clusters Score: Raw -1356013.355055 + Penalty 5152.650910 = -1350860.704145 nChanged 783 SP:Iteration 7Q (244.829530 sec): 3 clusters Score: Raw -1356430.523300 + Penalty 5152.650910 = -1351277.872391 nChanged 646 SP:Iteration 8Q (245.009636 sec): 3 clusters Score: Raw -1356726.722155 + Penalty 5152.650910 = -1351574.071245 nChanged 512 SP:Iteration 9Q (245.179632 sec): 3 clusters Score: Raw -1356949.675849 + Penalty 5152.650910 = -1351797.024940 nChanged 451 SP:Iteration 10Q (245.332991 sec): 3 clusters Score: Raw -1357148.062591 + Penalty 5152.650910 = -1351995.411681 nChanged 428 SP:Iteration 11Q (245.505555 sec): 3 clusters Score: Raw -1357336.322425 + Penalty 5152.650910 = -1352183.671515 nChanged 402 SP:Iteration 12Q (245.701444 sec): 3 clusters Score: Raw -1357520.734171 + Penalty 5152.650910 = -1352368.083261 nChanged 359 SP:Iteration 13Q (245.847058 sec): 3 clusters Score: Raw -1357670.128719 + Penalty 5152.650910 = -1352517.477810 nChanged 321 SP:Iteration 14Q (246.008663 sec): 3 clusters Score: Raw -1357793.286878 + Penalty 5152.650910 = -1352640.635969 nChanged 280 SP:Iteration 15Q (246.219761 sec): 3 clusters Score: Raw -1357870.017801 + Penalty 5152.650910 = -1352717.366892 nChanged 221 SP:Iteration 16Q (246.379497 sec): 3 clusters Score: Raw -1357923.955091 + Penalty 5152.650910 = -1352771.304181 nChanged 166 SP:Iteration 17Q (246.540265 sec): 3 clusters Score: Raw -1357968.506883 + Penalty 5152.650910 = -1352815.855973 nChanged 181 SP:Iteration 18Q (246.711412 sec): 3 clusters Score: Raw -1358009.854319 + Penalty 5152.650910 = -1352857.203409 nChanged 147 SP:Iteration 19Q (246.872928 sec): 3 clusters Score: Raw -1358040.987907 + Penalty 5152.650910 = -1352888.336997 nChanged 137 SP:Iteration 20F (247.060228 sec): 3 clusters Score: Raw -1358071.893190 + Penalty 5152.650910 = -1352919.242280 nChanged 141 SP:Iteration 21Q (247.161165 sec): 3 clusters Score: Raw -1358099.756518 + Penalty 5152.650910 = -1352947.105609 nChanged 123 SP:Iteration 22Q (247.403335 sec): 3 clusters Score: Raw -1358125.466474 + Penalty 5152.650910 = -1352972.815564 nChanged 127 SP:Iteration 23Q (247.583192 sec): 3 clusters Score: Raw -1358152.586821 + Penalty 5152.650910 = -1352999.935911 nChanged 119 SP:Iteration 24Q (247.788701 sec): 3 clusters Score: Raw -1358178.413646 + Penalty 5152.650910 = -1353025.762736 nChanged 120 SP:Iteration 25Q (247.930297 sec): 3 clusters Score: Raw -1358201.474596 + Penalty 5152.650910 = -1353048.823687 nChanged 111 SP:Iteration 26Q (248.119338 sec): 3 clusters Score: Raw -1358219.005487 + Penalty 5152.650910 = -1353066.354577 nChanged 73 SP:Iteration 27Q (248.286825 sec): 3 clusters Score: Raw -1358231.049551 + Penalty 5152.650910 = -1353078.398641 nChanged 70 SP:Iteration 28Q (248.479734 sec): 3 clusters Score: Raw -1358242.308060 + Penalty 5152.650910 = -1353089.657150 nChanged 66 SP:Iteration 29Q (248.622409 sec): 3 clusters Score: Raw -1358251.614411 + Penalty 5152.650910 = -1353098.963501 nChanged 50 SP:Iteration 30Q (248.794632 sec): 3 clusters Score: Raw -1358257.786024 + Penalty 5152.650910 = -1353105.135114 nChanged 39 SP:Iteration 31Q (248.972180 sec): 3 clusters Score: Raw -1358262.460585 + Penalty 5152.650910 = -1353109.809675 nChanged 35 SP:Iteration 32Q (249.127441 sec): 3 clusters Score: Raw -1358266.618246 + Penalty 5152.650910 = -1353113.967336 nChanged 32 SP:Iteration 33Q (249.278835 sec): 3 clusters Score: Raw -1358270.181497 + Penalty 5152.650910 = -1353117.530587 nChanged 23 SP:Iteration 34Q (249.478376 sec): 3 clusters Score: Raw -1358272.684633 + Penalty 5152.650910 = -1353120.033723 nChanged 18 SP:Iteration 35Q (249.637578 sec): 3 clusters Score: Raw -1358274.521278 + Penalty 5152.650910 = -1353121.870368 nChanged 17 SP:Iteration 36Q (249.779688 sec): 3 clusters Score: Raw -1358276.010642 + Penalty 5152.650910 = -1353123.359733 nChanged 14 SP:Iteration 37Q (249.938159 sec): 3 clusters Score: Raw -1358277.856595 + Penalty 5152.650910 = -1353125.205685 nChanged 18 SP:Iteration 38Q (250.156129 sec): 3 clusters Score: Raw -1358279.662054 + Penalty 5152.650910 = -1353127.011144 nChanged 17 SP:Iteration 39Q (250.283710 sec): 3 clusters Score: Raw -1358281.085978 + Penalty 5152.650910 = -1353128.435068 nChanged 11 SP:Iteration 40F (250.451035 sec): 3 clusters Score: Raw -1358281.899684 + Penalty 5152.650910 = -1353129.248775 nChanged 14 SP:Iteration 41Q (250.605942 sec): 3 clusters Score: Raw -1358283.370652 + Penalty 5152.650910 = -1353130.719742 nChanged 17 SP:Iteration 42Q (250.750570 sec): 3 clusters Score: Raw -1358285.514086 + Penalty 5152.650910 = -1353132.863176 nChanged 15 SP:Iteration 43Q (250.910705 sec): 3 clusters Score: Raw -1358286.999035 + Penalty 5152.650910 = -1353134.348125 nChanged 10 SP:Iteration 44Q (251.061348 sec): 3 clusters Score: Raw -1358287.538010 + Penalty 5152.650910 = -1353134.887100 nChanged 6 SP:Iteration 45Q (251.218225 sec): 3 clusters Score: Raw -1358287.923166 + Penalty 5152.650910 = -1353135.272257 nChanged 6 SP:Iteration 46Q (251.350400 sec): 3 clusters Score: Raw -1358288.377998 + Penalty 5152.650910 = -1353135.727089 nChanged 8 SP:Iteration 47Q (251.508788 sec): 3 clusters Score: Raw -1358289.105124 + Penalty 5152.650910 = -1353136.454215 nChanged 13 SP:Iteration 48Q (251.682763 sec): 3 clusters Score: Raw -1358290.423612 + Penalty 5152.650910 = -1353137.772702 nChanged 15 SP:Iteration 49Q (251.860532 sec): 3 clusters Score: Raw -1358291.758431 + Penalty 5152.650910 = -1353139.107522 nChanged 20 SP:Iteration 50Q (252.027402 sec): 3 clusters Score: Raw -1358293.844927 + Penalty 5152.650910 = -1353141.194018 nChanged 15 SP:Iteration 51Q (252.189025 sec): 3 clusters Score: Raw -1358295.496370 + Penalty 5152.650910 = -1353142.845460 nChanged 13 SP:Iteration 52Q (252.380594 sec): 3 clusters Score: Raw -1358296.879495 + Penalty 5152.650910 = -1353144.228585 nChanged 15 SP:Iteration 53Q (252.542048 sec): 3 clusters Score: Raw -1358298.022146 + Penalty 5152.650910 = -1353145.371236 nChanged 12 SP:Iteration 54Q (252.700239 sec): 3 clusters Score: Raw -1358299.193052 + Penalty 5152.650910 = -1353146.542142 nChanged 15 SP:Iteration 55Q (252.887247 sec): 3 clusters Score: Raw -1358300.464238 + Penalty 5152.650910 = -1353147.813328 nChanged 6 SP:Iteration 56Q (253.026605 sec): 3 clusters Score: Raw -1358300.894055 + Penalty 5152.650910 = -1353148.243146 nChanged 7 SP:Iteration 57Q (253.190472 sec): 3 clusters Score: Raw -1358301.546290 + Penalty 5152.650910 = -1353148.895380 nChanged 9 SP:Iteration 58Q (253.359255 sec): 3 clusters Score: Raw -1358302.206530 + Penalty 5152.650910 = -1353149.555620 nChanged 8 SP:Iteration 59Q (253.516275 sec): 3 clusters Score: Raw -1358303.197448 + Penalty 5152.650910 = -1353150.546538 nChanged 9 SP:Iteration 60F (253.668875 sec): 3 clusters Score: Raw -1358304.348193 + Penalty 5152.650910 = -1353151.697283 nChanged 12 SP:Iteration 61Q (253.820956 sec): 3 clusters Score: Raw -1358305.866064 + Penalty 5152.650910 = -1353153.215154 nChanged 15 SP:Iteration 62Q (253.995549 sec): 3 clusters Score: Raw -1358307.217742 + Penalty 5152.650910 = -1353154.566832 nChanged 12 SP:Iteration 63Q (254.176145 sec): 3 clusters Score: Raw -1358308.544852 + Penalty 5152.650910 = -1353155.893942 nChanged 11 SP:Iteration 64Q (254.305616 sec): 3 clusters Score: Raw -1358309.517323 + Penalty 5152.650910 = -1353156.866413 nChanged 8 SP:Iteration 65Q (254.466682 sec): 3 clusters Score: Raw -1358310.387597 + Penalty 5152.650910 = -1353157.736687 nChanged 12 SP:Iteration 66Q (254.666236 sec): 3 clusters Score: Raw -1358311.632910 + Penalty 5152.650910 = -1353158.982001 nChanged 12 SP:Iteration 67Q (254.847914 sec): 3 clusters Score: Raw -1358312.469231 + Penalty 5152.650910 = -1353159.818321 nChanged 7 SP:Iteration 68Q (255.007164 sec): 3 clusters Score: Raw -1358312.888412 + Penalty 5152.650910 = -1353160.237502 nChanged 3 SP:Iteration 69Q (255.150179 sec): 3 clusters Score: Raw -1358313.291978 + Penalty 5152.650910 = -1353160.641068 nChanged 4 SP:Iteration 70Q (255.305490 sec): 3 clusters Score: Raw -1358313.752281 + Penalty 5152.650910 = -1353161.101371 nChanged 4 SP:Iteration 71Q (255.462320 sec): 3 clusters Score: Raw -1358314.138016 + Penalty 5152.650910 = -1353161.487106 nChanged 5 SP:Iteration 72Q (255.649942 sec): 3 clusters Score: Raw -1358314.666497 + Penalty 5152.650910 = -1353162.015587 nChanged 4 SP:Iteration 73Q (255.827792 sec): 3 clusters Score: Raw -1358314.970726 + Penalty 5152.650910 = -1353162.319816 nChanged 5 SP:Iteration 74Q (255.994177 sec): 3 clusters Score: Raw -1358315.368414 + Penalty 5152.650910 = -1353162.717504 nChanged 6 SP:Iteration 75Q (256.148969 sec): 3 clusters Score: Raw -1358316.000539 + Penalty 5152.650910 = -1353163.349629 nChanged 3 SP:Iteration 76Q (256.326394 sec): 3 clusters Score: Raw -1358316.145722 + Penalty 5152.650910 = -1353163.494812 nChanged 2 SP:Iteration 77Q (256.481152 sec): 3 clusters Score: Raw -1358316.337993 + Penalty 5152.650910 = -1353163.687084 nChanged 6 SP:Iteration 78Q (256.646850 sec): 3 clusters Score: Raw -1358316.834131 + Penalty 5152.650910 = -1353164.183221 nChanged 3 SP:Iteration 79Q (256.787027 sec): 3 clusters Score: Raw -1358317.127273 + Penalty 5152.650910 = -1353164.476364 nChanged 8 SP:Iteration 80F (256.948409 sec): 3 clusters Score: Raw -1358317.845019 + Penalty 5152.650910 = -1353165.194109 nChanged 10 SP:Iteration 81Q (257.144439 sec): 3 clusters Score: Raw -1358318.962945 + Penalty 5152.650910 = -1353166.312035 nChanged 11 SP:Iteration 82Q (257.295557 sec): 3 clusters Score: Raw -1358319.884829 + Penalty 5152.650910 = -1353167.233920 nChanged 10 SP:Iteration 83Q (257.483003 sec): 3 clusters Score: Raw -1358320.806875 + Penalty 5152.650910 = -1353168.155966 nChanged 6 SP:Iteration 84Q (257.671353 sec): 3 clusters Score: Raw -1358321.213663 + Penalty 5152.650910 = -1353168.562753 nChanged 3 SP:Iteration 85Q (257.818759 sec): 3 clusters Score: Raw -1358321.381392 + Penalty 5152.650910 = -1353168.730482 nChanged 2 SP:Iteration 86Q (258.001737 sec): 3 clusters Score: Raw -1358321.523209 + Penalty 5152.650910 = -1353168.872299 nChanged 3 SP:Iteration 87Q (258.206643 sec): 3 clusters Score: Raw -1358322.041709 + Penalty 5152.650910 = -1353169.390799 nChanged 5 SP:Iteration 88Q (258.411302 sec): 3 clusters Score: Raw -1358322.379670 + Penalty 5152.650910 = -1353169.728760 nChanged 2 SP:Iteration 89Q (258.555911 sec): 3 clusters Score: Raw -1358322.470849 + Penalty 5152.650910 = -1353169.819939 nChanged 1 SP:Iteration 90Q (258.722907 sec): 3 clusters Score: Raw -1358322.626404 + Penalty 5152.650910 = -1353169.975494 nChanged 3 SP:Iteration 91Q (258.865482 sec): 3 clusters Score: Raw -1358322.724014 + Penalty 5152.650910 = -1353170.073104 nChanged 4 SP:Iteration 92Q (259.060170 sec): 3 clusters Score: Raw -1358322.974606 + Penalty 5152.650910 = -1353170.323696 nChanged 4 SP:Iteration 93Q (259.226749 sec): 3 clusters Score: Raw -1358323.272539 + Penalty 5152.650910 = -1353170.621629 nChanged 3 SP:Iteration 94Q (259.361006 sec): 3 clusters Score: Raw -1358323.967318 + Penalty 5152.650910 = -1353171.316408 nChanged 6 SP:Iteration 95Q (259.559295 sec): 3 clusters Score: Raw -1358324.382403 + Penalty 5152.650910 = -1353171.731493 nChanged 2 SP:Iteration 96Q (259.738281 sec): 3 clusters Score: Raw -1358324.487395 + Penalty 5152.650910 = -1353171.836485 nChanged 1 SP:Iteration 97Q (259.912139 sec): 3 clusters Score: Raw -1358324.565732 + Penalty 5152.650910 = -1353171.914823 nChanged 4 SP:Iteration 98Q (260.055878 sec): 3 clusters Score: Raw -1358324.903315 + Penalty 5152.650910 = -1353172.252405 nChanged 4 SP:Iteration 99Q (260.231623 sec): 3 clusters Score: Raw -1358325.173221 + Penalty 5152.650910 = -1353172.522311 nChanged 4 SP:Iteration 100F (260.413248 sec): 3 clusters Score: Raw -1358325.433401 + Penalty 5152.650910 = -1353172.782491 nChanged 5 SP:Iteration 101Q (260.592197 sec): 3 clusters Score: Raw -1358325.663930 + Penalty 5152.650910 = -1353173.013020 nChanged 0 SP:Iteration 102F (260.756091 sec): 3 clusters Score: Raw -1358325.663930 + Penalty 5152.650910 = -1353173.013020 nChanged 0 Trying to split cluster 2 (12031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.828578 sec): 2 clusters Score: Raw -874797.749220 + Penalty 2480.343870 = -872317.405350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.996104 sec): 3 clusters Score: Raw -868262.407288 + Penalty 4960.687740 = -863301.719549 nChanged 5074 SP:Iteration 1F (261.144382 sec): 3 clusters Score: Raw -871645.789631 + Penalty 4960.687740 = -866685.101892 nChanged 1154 SP:Iteration 2F (261.284012 sec): 3 clusters Score: Raw -873216.265532 + Penalty 4960.687740 = -868255.577792 nChanged 1216 SP:Iteration 3F (261.455371 sec): 3 clusters Score: Raw -875348.090285 + Penalty 4960.687740 = -870387.402546 nChanged 1275 SP:Iteration 4F (261.609380 sec): 3 clusters Score: Raw -877371.309835 + Penalty 4960.687740 = -872410.622095 nChanged 1098 SP:Iteration 5F (261.735471 sec): 3 clusters Score: Raw -878940.241949 + Penalty 4960.687740 = -873979.554209 nChanged 769 SP:Iteration 6F (261.880292 sec): 3 clusters Score: Raw -879820.660128 + Penalty 4960.687740 = -874859.972389 nChanged 491 SP:Iteration 7Q (262.027848 sec): 3 clusters Score: Raw -880225.915894 + Penalty 4960.687740 = -875265.228154 nChanged 315 SP:Iteration 8Q (262.151968 sec): 3 clusters Score: Raw -880459.758038 + Penalty 4960.687740 = -875499.070299 nChanged 245 SP:Iteration 9Q (262.234191 sec): 3 clusters Score: Raw -880621.375653 + Penalty 4960.687740 = -875660.687913 nChanged 188 SP:Iteration 10Q (262.313665 sec): 3 clusters Score: Raw -880722.627076 + Penalty 4960.687740 = -875761.939336 nChanged 140 SP:Iteration 11Q (262.477135 sec): 3 clusters Score: Raw -880788.704176 + Penalty 4960.687740 = -875828.016436 nChanged 115 SP:Iteration 12Q (262.585944 sec): 3 clusters Score: Raw -880842.884236 + Penalty 4960.687740 = -875882.196496 nChanged 102 SP:Iteration 13Q (262.725247 sec): 3 clusters Score: Raw -880894.005974 + Penalty 4960.687740 = -875933.318235 nChanged 71 SP:Iteration 14Q (262.870693 sec): 3 clusters Score: Raw -880948.651986 + Penalty 4960.687740 = -875987.964247 nChanged 78 SP:Iteration 15Q (263.035172 sec): 3 clusters Score: Raw -881011.965670 + Penalty 4960.687740 = -876051.277930 nChanged 71 SP:Iteration 16Q (263.197484 sec): 3 clusters Score: Raw -881062.008946 + Penalty 4960.687740 = -876101.321207 nChanged 55 SP:Iteration 17Q (263.359398 sec): 3 clusters Score: Raw -881091.113434 + Penalty 4960.687740 = -876130.425695 nChanged 45 SP:Iteration 18Q (263.483987 sec): 3 clusters Score: Raw -881116.747034 + Penalty 4960.687740 = -876156.059295 nChanged 37 SP:Iteration 19Q (263.611250 sec): 3 clusters Score: Raw -881131.203350 + Penalty 4960.687740 = -876170.515610 nChanged 34 SP:Iteration 20F (263.803691 sec): 3 clusters Score: Raw -881182.550095 + Penalty 4960.687740 = -876221.862356 nChanged 38 SP:Iteration 21Q (263.934040 sec): 3 clusters Score: Raw -881258.942994 + Penalty 4960.687740 = -876298.255255 nChanged 70 SP:Iteration 22Q (264.064809 sec): 3 clusters Score: Raw -881369.465763 + Penalty 4960.687740 = -876408.778024 nChanged 81 SP:Iteration 23Q (264.198271 sec): 3 clusters Score: Raw -881459.280838 + Penalty 4960.687740 = -876498.593099 nChanged 72 SP:Iteration 24Q (264.352268 sec): 3 clusters Score: Raw -881501.171202 + Penalty 4960.687740 = -876540.483462 nChanged 35 SP:Iteration 25Q (264.474008 sec): 3 clusters Score: Raw -881511.768930 + Penalty 4960.687740 = -876551.081190 nChanged 20 SP:Iteration 26Q (264.617231 sec): 3 clusters Score: Raw -881516.101883 + Penalty 4960.687740 = -876555.414144 nChanged 8 SP:Iteration 27Q (264.757490 sec): 3 clusters Score: Raw -881517.343858 + Penalty 4960.687740 = -876556.656119 nChanged 1 SP:Iteration 28Q (264.912816 sec): 3 clusters Score: Raw -881517.542134 + Penalty 4960.687740 = -876556.854395 nChanged 0 SP:Iteration 29F (265.081361 sec): 3 clusters Score: Raw -881517.542134 + Penalty 4960.687740 = -876556.854395 nChanged 0 Score: Raw -11795482.645165 + Penalty 28252.410767 = -11767230.234398 Splitting cluster 2 changes total score from -11763620.117063 to -11767230.234398 So it's getting split into cluster 9. Trying to split cluster 3 (64755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (267.605871 sec): 2 clusters Score: Raw -5500825.382892 + Penalty 2924.688676 = -5497900.694216 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (267.903632 sec): 3 clusters Score: Raw -5460189.843381 + Penalty 5849.377352 = -5454340.466029 nChanged 30165 SP:Iteration 1F (268.209954 sec): 3 clusters Score: Raw -5477899.432357 + Penalty 5849.377352 = -5472050.055005 nChanged 3525 SP:Iteration 2F (268.540929 sec): 3 clusters Score: Raw -5479612.943547 + Penalty 5849.377352 = -5473763.566196 nChanged 3815 SP:Iteration 3F (268.875882 sec): 3 clusters Score: Raw -5481661.164738 + Penalty 5849.377352 = -5475811.787387 nChanged 4047 SP:Iteration 4F (269.186828 sec): 3 clusters Score: Raw -5483926.173140 + Penalty 5849.377352 = -5478076.795788 nChanged 3969 SP:Iteration 5F (269.513217 sec): 3 clusters Score: Raw -5485943.441866 + Penalty 5849.377352 = -5480094.064514 nChanged 3484 SP:Iteration 6F (269.830556 sec): 3 clusters Score: Raw -5487453.741521 + Penalty 5849.377352 = -5481604.364170 nChanged 2915 SP:Iteration 7Q (270.150084 sec): 3 clusters Score: Raw -5488575.610363 + Penalty 5849.377352 = -5482726.233011 nChanged 2466 SP:Iteration 8Q (270.491607 sec): 3 clusters Score: Raw -5489410.829667 + Penalty 5849.377352 = -5483561.452315 nChanged 2047 SP:Iteration 9Q (270.826599 sec): 3 clusters Score: Raw -5490029.173142 + Penalty 5849.377352 = -5484179.795790 nChanged 1706 SP:Iteration 10Q (271.153457 sec): 3 clusters Score: Raw -5490474.727617 + Penalty 5849.377352 = -5484625.350265 nChanged 1432 SP:Iteration 11Q (271.477768 sec): 3 clusters Score: Raw -5490830.820847 + Penalty 5849.377352 = -5484981.443495 nChanged 1254 SP:Iteration 12Q (271.809956 sec): 3 clusters Score: Raw -5491110.112880 + Penalty 5849.377352 = -5485260.735528 nChanged 1085 SP:Iteration 13Q (272.149209 sec): 3 clusters Score: Raw -5491334.144739 + Penalty 5849.377352 = -5485484.767387 nChanged 1003 SP:Iteration 14Q (272.438482 sec): 3 clusters Score: Raw -5491524.289066 + Penalty 5849.377352 = -5485674.911715 nChanged 914 SP:Iteration 15Q (272.771114 sec): 3 clusters Score: Raw -5491694.137613 + Penalty 5849.377352 = -5485844.760261 nChanged 828 SP:Iteration 16Q (273.122330 sec): 3 clusters Score: Raw -5491839.711561 + Penalty 5849.377352 = -5485990.334209 nChanged 766 SP:Iteration 17Q (273.437330 sec): 3 clusters Score: Raw -5491976.148319 + Penalty 5849.377352 = -5486126.770967 nChanged 753 SP:Iteration 18Q (273.749147 sec): 3 clusters Score: Raw -5492105.526224 + Penalty 5849.377352 = -5486256.148872 nChanged 704 SP:Iteration 19Q (274.071504 sec): 3 clusters Score: Raw -5492218.418235 + Penalty 5849.377352 = -5486369.040883 nChanged 681 SP:Iteration 20F (274.371532 sec): 3 clusters Score: Raw -5492321.968209 + Penalty 5849.377352 = -5486472.590857 nChanged 648 SP:Iteration 21Q (274.711009 sec): 3 clusters Score: Raw -5492414.567107 + Penalty 5849.377352 = -5486565.189755 nChanged 595 SP:Iteration 22Q (275.024991 sec): 3 clusters Score: Raw -5492492.951294 + Penalty 5849.377352 = -5486643.573942 nChanged 512 SP:Iteration 23Q (275.353102 sec): 3 clusters Score: Raw -5492558.624199 + Penalty 5849.377352 = -5486709.246847 nChanged 499 SP:Iteration 24Q (275.691715 sec): 3 clusters Score: Raw -5492627.766443 + Penalty 5849.377352 = -5486778.389092 nChanged 479 SP:Iteration 25Q (276.012778 sec): 3 clusters Score: Raw -5492692.104418 + Penalty 5849.377352 = -5486842.727066 nChanged 484 SP:Iteration 26Q (276.324687 sec): 3 clusters Score: Raw -5492759.985114 + Penalty 5849.377352 = -5486910.607762 nChanged 531 SP:Iteration 27Q (276.644005 sec): 3 clusters Score: Raw -5492837.054968 + Penalty 5849.377352 = -5486987.677616 nChanged 522 SP:Iteration 28Q (276.972943 sec): 3 clusters Score: Raw -5492917.759957 + Penalty 5849.377352 = -5487068.382605 nChanged 583 SP:Iteration 29Q (277.311600 sec): 3 clusters Score: Raw -5493019.797617 + Penalty 5849.377352 = -5487170.420265 nChanged 643 SP:Iteration 30Q (277.656634 sec): 3 clusters Score: Raw -5493153.782504 + Penalty 5849.377352 = -5487304.405152 nChanged 761 SP:Iteration 31Q (277.969122 sec): 3 clusters Score: Raw -5493339.364767 + Penalty 5849.377352 = -5487489.987415 nChanged 857 SP:Iteration 32Q (278.243368 sec): 3 clusters Score: Raw -5493571.175314 + Penalty 5849.377352 = -5487721.797962 nChanged 987 SP:Iteration 33Q (278.570806 sec): 3 clusters Score: Raw -5493861.590664 + Penalty 5849.377352 = -5488012.213312 nChanged 1061 SP:Iteration 34Q (278.915978 sec): 3 clusters Score: Raw -5494241.980406 + Penalty 5849.377352 = -5488392.603054 nChanged 1212 SP:Iteration 35Q (279.247877 sec): 3 clusters Score: Raw -5494755.210123 + Penalty 5849.377352 = -5488905.832771 nChanged 1410 SP:Iteration 36Q (279.568834 sec): 3 clusters Score: Raw -5495446.427688 + Penalty 5849.377352 = -5489597.050336 nChanged 1480 SP:Iteration 37Q (279.908685 sec): 3 clusters Score: Raw -5496260.058577 + Penalty 5849.377352 = -5490410.681225 nChanged 1449 SP:Iteration 38Q (280.279605 sec): 3 clusters Score: Raw -5497094.132839 + Penalty 5849.377352 = -5491244.755487 nChanged 1333 SP:Iteration 39Q (280.626968 sec): 3 clusters Score: Raw -5497889.674145 + Penalty 5849.377352 = -5492040.296793 nChanged 1257 SP:Iteration 40F (280.954513 sec): 3 clusters Score: Raw -5498695.387993 + Penalty 5849.377352 = -5492846.010641 nChanged 1140 SP:Iteration 41Q (281.265713 sec): 3 clusters Score: Raw -5499381.578764 + Penalty 5849.377352 = -5493532.201413 nChanged 938 SP:Iteration 42Q (281.579100 sec): 3 clusters Score: Raw -5499862.231709 + Penalty 5849.377352 = -5494012.854357 nChanged 809 SP:Iteration 43Q (281.860866 sec): 3 clusters Score: Raw -5500239.259533 + Penalty 5849.377352 = -5494389.882181 nChanged 671 SP:Iteration 44Q (282.167993 sec): 3 clusters Score: Raw -5500529.526013 + Penalty 5849.377352 = -5494680.148661 nChanged 576 SP:Iteration 45Q (282.448147 sec): 3 clusters Score: Raw -5500754.017847 + Penalty 5849.377352 = -5494904.640495 nChanged 506 SP:Iteration 46Q (282.758438 sec): 3 clusters Score: Raw -5500971.562414 + Penalty 5849.377352 = -5495122.185062 nChanged 473 SP:Iteration 47Q (283.080479 sec): 3 clusters Score: Raw -5501170.380058 + Penalty 5849.377352 = -5495321.002707 nChanged 398 SP:Iteration 48Q (283.385880 sec): 3 clusters Score: Raw -5501325.177269 + Penalty 5849.377352 = -5495475.799917 nChanged 314 SP:Iteration 49Q (283.683095 sec): 3 clusters Score: Raw -5501445.975782 + Penalty 5849.377352 = -5495596.598430 nChanged 302 SP:Iteration 50Q (283.963716 sec): 3 clusters Score: Raw -5501571.830681 + Penalty 5849.377352 = -5495722.453329 nChanged 284 SP:Iteration 51Q (284.283044 sec): 3 clusters Score: Raw -5501682.950188 + Penalty 5849.377352 = -5495833.572836 nChanged 238 SP:Iteration 52Q (284.565130 sec): 3 clusters Score: Raw -5501775.103512 + Penalty 5849.377352 = -5495925.726160 nChanged 207 SP:Iteration 53Q (284.860830 sec): 3 clusters Score: Raw -5501834.441964 + Penalty 5849.377352 = -5495985.064612 nChanged 144 SP:Iteration 54Q (285.154100 sec): 3 clusters Score: Raw -5501882.217663 + Penalty 5849.377352 = -5496032.840311 nChanged 141 SP:Iteration 55Q (285.432108 sec): 3 clusters Score: Raw -5501926.109652 + Penalty 5849.377352 = -5496076.732300 nChanged 131 SP:Iteration 56Q (285.750493 sec): 3 clusters Score: Raw -5501961.039752 + Penalty 5849.377352 = -5496111.662401 nChanged 111 SP:Iteration 57Q (285.990383 sec): 3 clusters Score: Raw -5501987.406051 + Penalty 5849.377352 = -5496138.028700 nChanged 87 SP:Iteration 58Q (286.289949 sec): 3 clusters Score: Raw -5502011.299120 + Penalty 5849.377352 = -5496161.921768 nChanged 84 SP:Iteration 59Q (286.568281 sec): 3 clusters Score: Raw -5502032.376592 + Penalty 5849.377352 = -5496182.999240 nChanged 76 SP:Iteration 60F (286.897379 sec): 3 clusters Score: Raw -5502050.789089 + Penalty 5849.377352 = -5496201.411737 nChanged 68 SP:Iteration 61Q (287.170631 sec): 3 clusters Score: Raw -5502069.313117 + Penalty 5849.377352 = -5496219.935765 nChanged 71 SP:Iteration 62Q (287.476913 sec): 3 clusters Score: Raw -5502086.702030 + Penalty 5849.377352 = -5496237.324678 nChanged 69 SP:Iteration 63Q (287.766860 sec): 3 clusters Score: Raw -5502102.435032 + Penalty 5849.377352 = -5496253.057680 nChanged 59 SP:Iteration 64Q (288.028319 sec): 3 clusters Score: Raw -5502114.993033 + Penalty 5849.377352 = -5496265.615681 nChanged 57 SP:Iteration 65Q (288.323236 sec): 3 clusters Score: Raw -5502128.816862 + Penalty 5849.377352 = -5496279.439510 nChanged 61 SP:Iteration 66Q (288.614502 sec): 3 clusters Score: Raw -5502146.247372 + Penalty 5849.377352 = -5496296.870020 nChanged 67 SP:Iteration 67Q (288.920673 sec): 3 clusters Score: Raw -5502168.570069 + Penalty 5849.377352 = -5496319.192717 nChanged 86 SP:Iteration 68Q (289.203494 sec): 3 clusters Score: Raw -5502197.538666 + Penalty 5849.377352 = -5496348.161314 nChanged 87 SP:Iteration 69Q (289.527779 sec): 3 clusters Score: Raw -5502225.189074 + Penalty 5849.377352 = -5496375.811722 nChanged 84 SP:Iteration 70Q (289.814840 sec): 3 clusters Score: Raw -5502249.485961 + Penalty 5849.377352 = -5496400.108609 nChanged 85 SP:Iteration 71Q (290.086075 sec): 3 clusters Score: Raw -5502274.038617 + Penalty 5849.377352 = -5496424.661265 nChanged 75 SP:Iteration 72Q (290.378971 sec): 3 clusters Score: Raw -5502297.629981 + Penalty 5849.377352 = -5496448.252629 nChanged 84 SP:Iteration 73Q (290.690136 sec): 3 clusters Score: Raw -5502319.584285 + Penalty 5849.377352 = -5496470.206933 nChanged 74 SP:Iteration 74Q (290.985767 sec): 3 clusters Score: Raw -5502339.979365 + Penalty 5849.377352 = -5496490.602013 nChanged 65 SP:Iteration 75Q (291.243953 sec): 3 clusters Score: Raw -5502357.298372 + Penalty 5849.377352 = -5496507.921020 nChanged 58 SP:Iteration 76Q (291.511816 sec): 3 clusters Score: Raw -5502372.992689 + Penalty 5849.377352 = -5496523.615338 nChanged 57 SP:Iteration 77Q (291.817991 sec): 3 clusters Score: Raw -5502386.498104 + Penalty 5849.377352 = -5496537.120752 nChanged 45 SP:Iteration 78Q (292.107387 sec): 3 clusters Score: Raw -5502396.950067 + Penalty 5849.377352 = -5496547.572715 nChanged 41 SP:Iteration 79Q (292.398940 sec): 3 clusters Score: Raw -5502406.767959 + Penalty 5849.377352 = -5496557.390607 nChanged 42 SP:Iteration 80F (292.708663 sec): 3 clusters Score: Raw -5502418.430529 + Penalty 5849.377352 = -5496569.053177 nChanged 39 SP:Iteration 81Q (293.020312 sec): 3 clusters Score: Raw -5502427.135035 + Penalty 5849.377352 = -5496577.757683 nChanged 37 SP:Iteration 82Q (293.352832 sec): 3 clusters Score: Raw -5502434.432920 + Penalty 5849.377352 = -5496585.055568 nChanged 32 SP:Iteration 83Q (293.589463 sec): 3 clusters Score: Raw -5502441.148080 + Penalty 5849.377352 = -5496591.770729 nChanged 32 SP:Iteration 84Q (293.856199 sec): 3 clusters Score: Raw -5502448.873564 + Penalty 5849.377352 = -5496599.496212 nChanged 43 SP:Iteration 85Q (294.149021 sec): 3 clusters Score: Raw -5502460.169407 + Penalty 5849.377352 = -5496610.792056 nChanged 57 SP:Iteration 86Q (294.455432 sec): 3 clusters Score: Raw -5502476.069275 + Penalty 5849.377352 = -5496626.691924 nChanged 56 SP:Iteration 87Q (294.728619 sec): 3 clusters Score: Raw -5502492.676384 + Penalty 5849.377352 = -5496643.299032 nChanged 62 SP:Iteration 88Q (295.009849 sec): 3 clusters Score: Raw -5502509.738353 + Penalty 5849.377352 = -5496660.361001 nChanged 61 SP:Iteration 89Q (295.306029 sec): 3 clusters Score: Raw -5502527.158317 + Penalty 5849.377352 = -5496677.780966 nChanged 78 SP:Iteration 90Q (295.617683 sec): 3 clusters Score: Raw -5502548.178450 + Penalty 5849.377352 = -5496698.801098 nChanged 77 SP:Iteration 91Q (295.901329 sec): 3 clusters Score: Raw -5502574.190986 + Penalty 5849.377352 = -5496724.813634 nChanged 83 SP:Iteration 92Q (296.178126 sec): 3 clusters Score: Raw -5502595.954066 + Penalty 5849.377352 = -5496746.576714 nChanged 60 SP:Iteration 93Q (296.475024 sec): 3 clusters Score: Raw -5502612.331574 + Penalty 5849.377352 = -5496762.954222 nChanged 48 SP:Iteration 94Q (296.729898 sec): 3 clusters Score: Raw -5502624.527182 + Penalty 5849.377352 = -5496775.149830 nChanged 40 SP:Iteration 95Q (296.990003 sec): 3 clusters Score: Raw -5502632.009984 + Penalty 5849.377352 = -5496782.632632 nChanged 37 SP:Iteration 96Q (297.258512 sec): 3 clusters Score: Raw -5502639.920596 + Penalty 5849.377352 = -5496790.543245 nChanged 33 SP:Iteration 97Q (297.515191 sec): 3 clusters Score: Raw -5502646.551686 + Penalty 5849.377352 = -5496797.174334 nChanged 29 SP:Iteration 98Q (297.871328 sec): 3 clusters Score: Raw -5502652.255885 + Penalty 5849.377352 = -5496802.878533 nChanged 28 SP:Iteration 99Q (298.143907 sec): 3 clusters Score: Raw -5502657.686610 + Penalty 5849.377352 = -5496808.309258 nChanged 20 SP:Iteration 100F (298.446562 sec): 3 clusters Score: Raw -5502660.698233 + Penalty 5849.377352 = -5496811.320881 nChanged 12 SP:Iteration 101Q (298.787431 sec): 3 clusters Score: Raw -5502662.115994 + Penalty 5849.377352 = -5496812.738642 nChanged 4 SP:Iteration 102Q (299.057501 sec): 3 clusters Score: Raw -5502662.520990 + Penalty 5849.377352 = -5496813.143638 nChanged 4 SP:Iteration 103Q (299.356199 sec): 3 clusters Score: Raw -5502663.639908 + Penalty 5849.377352 = -5496814.262556 nChanged 7 SP:Iteration 104Q (299.641938 sec): 3 clusters Score: Raw -5502664.610251 + Penalty 5849.377352 = -5496815.232899 nChanged 6 SP:Iteration 105Q (299.955577 sec): 3 clusters Score: Raw -5502665.766547 + Penalty 5849.377352 = -5496816.389195 nChanged 9 SP:Iteration 106Q (300.278931 sec): 3 clusters Score: Raw -5502667.554619 + Penalty 5849.377352 = -5496818.177267 nChanged 8 SP:Iteration 107Q (300.567232 sec): 3 clusters Score: Raw -5502668.763520 + Penalty 5849.377352 = -5496819.386168 nChanged 3 SP:Iteration 108Q (300.890972 sec): 3 clusters Score: Raw -5502669.284220 + Penalty 5849.377352 = -5496819.906868 nChanged 6 SP:Iteration 109Q (301.223317 sec): 3 clusters Score: Raw -5502670.424070 + Penalty 5849.377352 = -5496821.046718 nChanged 7 SP:Iteration 110Q (301.516131 sec): 3 clusters Score: Raw -5502671.131008 + Penalty 5849.377352 = -5496821.753656 nChanged 5 SP:Iteration 111Q (301.821993 sec): 3 clusters Score: Raw -5502671.930887 + Penalty 5849.377352 = -5496822.553535 nChanged 5 SP:Iteration 112Q (302.062959 sec): 3 clusters Score: Raw -5502672.699658 + Penalty 5849.377352 = -5496823.322306 nChanged 3 SP:Iteration 113Q (302.415070 sec): 3 clusters Score: Raw -5502673.108564 + Penalty 5849.377352 = -5496823.731213 nChanged 2 SP:Iteration 114Q (302.730693 sec): 3 clusters Score: Raw -5502673.338058 + Penalty 5849.377352 = -5496823.960706 nChanged 1 SP:Iteration 115Q (303.022825 sec): 3 clusters Score: Raw -5502673.423636 + Penalty 5849.377352 = -5496824.046285 nChanged 0 SP:Iteration 116F (303.309794 sec): 3 clusters Score: Raw -5502673.423636 + Penalty 5849.377352 = -5496824.046285 nChanged 0 Trying to split cluster 4 (7682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (303.401259 sec): 2 clusters Score: Raw -572209.780701 + Penalty 2361.911695 = -569847.869006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (303.517367 sec): 3 clusters Score: Raw -568313.373354 + Penalty 4723.823390 = -563589.549964 nChanged 3022 SP:Iteration 1F (303.658139 sec): 3 clusters Score: Raw -570205.021693 + Penalty 4723.823390 = -565481.198303 nChanged 651 SP:Iteration 2F (303.792449 sec): 3 clusters Score: Raw -570747.458263 + Penalty 4723.823390 = -566023.634872 nChanged 565 SP:Iteration 3F (303.906164 sec): 3 clusters Score: Raw -571275.467322 + Penalty 4723.823390 = -566551.643932 nChanged 525 SP:Iteration 4F (304.016335 sec): 3 clusters Score: Raw -571836.918856 + Penalty 4723.823390 = -567113.095466 nChanged 522 SP:Iteration 5F (304.139589 sec): 3 clusters Score: Raw -572435.140627 + Penalty 4723.823390 = -567711.317236 nChanged 513 SP:Iteration 6F (304.277468 sec): 3 clusters Score: Raw -573027.191103 + Penalty 4723.823390 = -568303.367712 nChanged 431 SP:Iteration 7F (304.399109 sec): 3 clusters Score: Raw -573474.759846 + Penalty 4723.823390 = -568750.936456 nChanged 331 SP:Iteration 8Q (304.521735 sec): 3 clusters Score: Raw -573723.800006 + Penalty 4723.823390 = -568999.976616 nChanged 239 SP:Iteration 9Q (304.696234 sec): 3 clusters Score: Raw -573862.558179 + Penalty 4723.823390 = -569138.734788 nChanged 175 SP:Iteration 10Q (304.789774 sec): 3 clusters Score: Raw -573958.282192 + Penalty 4723.823390 = -569234.458801 nChanged 129 SP:Iteration 11Q (304.903393 sec): 3 clusters Score: Raw -574011.503392 + Penalty 4723.823390 = -569287.680002 nChanged 85 SP:Iteration 12Q (305.031809 sec): 3 clusters Score: Raw -574046.792954 + Penalty 4723.823390 = -569322.969564 nChanged 72 SP:Iteration 13Q (305.168776 sec): 3 clusters Score: Raw -574070.645135 + Penalty 4723.823390 = -569346.821745 nChanged 49 SP:Iteration 14Q (305.292840 sec): 3 clusters Score: Raw -574086.844953 + Penalty 4723.823390 = -569363.021563 nChanged 34 SP:Iteration 15Q (305.417140 sec): 3 clusters Score: Raw -574098.596936 + Penalty 4723.823390 = -569374.773545 nChanged 44 SP:Iteration 16Q (305.536037 sec): 3 clusters Score: Raw -574111.494128 + Penalty 4723.823390 = -569387.670737 nChanged 43 SP:Iteration 17Q (305.668134 sec): 3 clusters Score: Raw -574121.589740 + Penalty 4723.823390 = -569397.766349 nChanged 18 SP:Iteration 18Q (305.779264 sec): 3 clusters Score: Raw -574125.254218 + Penalty 4723.823390 = -569401.430828 nChanged 18 SP:Iteration 19Q (305.928524 sec): 3 clusters Score: Raw -574130.262057 + Penalty 4723.823390 = -569406.438667 nChanged 19 SP:Iteration 20F (306.051432 sec): 3 clusters Score: Raw -574135.318301 + Penalty 4723.823390 = -569411.494910 nChanged 14 SP:Iteration 21Q (306.162519 sec): 3 clusters Score: Raw -574137.660230 + Penalty 4723.823390 = -569413.836840 nChanged 6 SP:Iteration 22Q (306.281040 sec): 3 clusters Score: Raw -574139.088132 + Penalty 4723.823390 = -569415.264742 nChanged 7 SP:Iteration 23Q (306.405882 sec): 3 clusters Score: Raw -574140.961367 + Penalty 4723.823390 = -569417.137977 nChanged 5 SP:Iteration 24Q (306.528755 sec): 3 clusters Score: Raw -574142.273689 + Penalty 4723.823390 = -569418.450299 nChanged 3 SP:Iteration 25Q (306.672302 sec): 3 clusters Score: Raw -574143.099633 + Penalty 4723.823390 = -569419.276242 nChanged 3 SP:Iteration 26Q (306.834004 sec): 3 clusters Score: Raw -574143.808686 + Penalty 4723.823390 = -569419.985295 nChanged 3 SP:Iteration 27Q (306.948595 sec): 3 clusters Score: Raw -574144.507059 + Penalty 4723.823390 = -569420.683668 nChanged 3 SP:Iteration 28Q (307.066983 sec): 3 clusters Score: Raw -574144.942450 + Penalty 4723.823390 = -569421.119060 nChanged 4 SP:Iteration 29Q (307.217292 sec): 3 clusters Score: Raw -574145.583740 + Penalty 4723.823390 = -569421.760350 nChanged 7 SP:Iteration 30Q (307.336199 sec): 3 clusters Score: Raw -574147.162263 + Penalty 4723.823390 = -569423.338872 nChanged 7 SP:Iteration 31Q (307.462721 sec): 3 clusters Score: Raw -574149.208241 + Penalty 4723.823390 = -569425.384851 nChanged 6 SP:Iteration 32Q (307.602224 sec): 3 clusters Score: Raw -574150.726979 + Penalty 4723.823390 = -569426.903589 nChanged 8 SP:Iteration 33Q (307.736589 sec): 3 clusters Score: Raw -574152.132993 + Penalty 4723.823390 = -569428.309603 nChanged 2 SP:Iteration 34Q (307.867376 sec): 3 clusters Score: Raw -574152.804767 + Penalty 4723.823390 = -569428.981377 nChanged 5 SP:Iteration 35Q (307.976402 sec): 3 clusters Score: Raw -574153.747499 + Penalty 4723.823390 = -569429.924108 nChanged 3 SP:Iteration 36Q (308.084640 sec): 3 clusters Score: Raw -574154.262597 + Penalty 4723.823390 = -569430.439207 nChanged 4 SP:Iteration 37Q (308.184086 sec): 3 clusters Score: Raw -574154.884625 + Penalty 4723.823390 = -569431.061235 nChanged 1 SP:Iteration 38Q (308.306602 sec): 3 clusters Score: Raw -574155.017189 + Penalty 4723.823390 = -569431.193799 nChanged 1 SP:Iteration 39Q (308.454606 sec): 3 clusters Score: Raw -574155.182070 + Penalty 4723.823390 = -569431.358679 nChanged 1 SP:Iteration 40F (308.549191 sec): 3 clusters Score: Raw -574155.372266 + Penalty 4723.823390 = -569431.548876 nChanged 1 SP:Iteration 41Q (308.663366 sec): 3 clusters Score: Raw -574155.449072 + Penalty 4723.823390 = -569431.625682 nChanged 0 SP:Iteration 42F (308.780820 sec): 3 clusters Score: Raw -574155.449072 + Penalty 4723.823390 = -569431.625682 nChanged 0 Trying to split cluster 5 (20583 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.908889 sec): 2 clusters Score: Raw -1825063.895385 + Penalty 2622.106284 = -1822441.789101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.097559 sec): 3 clusters Score: Raw -1813031.761219 + Penalty 5244.212567 = -1807787.548652 nChanged 9107 SP:Iteration 1F (309.333998 sec): 3 clusters Score: Raw -1818269.379944 + Penalty 5244.212567 = -1813025.167377 nChanged 1433 SP:Iteration 2F (309.512311 sec): 3 clusters Score: Raw -1819020.045947 + Penalty 5244.212567 = -1813775.833380 nChanged 1319 SP:Iteration 3F (309.674497 sec): 3 clusters Score: Raw -1819778.874567 + Penalty 5244.212567 = -1814534.662000 nChanged 1208 SP:Iteration 4F (309.864521 sec): 3 clusters Score: Raw -1820491.243228 + Penalty 5244.212567 = -1815247.030661 nChanged 1156 SP:Iteration 5F (310.005653 sec): 3 clusters Score: Raw -1821245.259669 + Penalty 5244.212567 = -1816001.047102 nChanged 1107 SP:Iteration 6F (310.177640 sec): 3 clusters Score: Raw -1822042.360419 + Penalty 5244.212567 = -1816798.147852 nChanged 1031 SP:Iteration 7F (310.353099 sec): 3 clusters Score: Raw -1822853.629010 + Penalty 5244.212567 = -1817609.416443 nChanged 888 SP:Iteration 8Q (310.538654 sec): 3 clusters Score: Raw -1823560.804008 + Penalty 5244.212567 = -1818316.591441 nChanged 709 SP:Iteration 9Q (310.690297 sec): 3 clusters Score: Raw -1824117.958241 + Penalty 5244.212567 = -1818873.745674 nChanged 561 SP:Iteration 10Q (310.892520 sec): 3 clusters Score: Raw -1824536.392605 + Penalty 5244.212567 = -1819292.180037 nChanged 430 SP:Iteration 11Q (311.052163 sec): 3 clusters Score: Raw -1824798.988384 + Penalty 5244.212567 = -1819554.775817 nChanged 327 SP:Iteration 12Q (311.162409 sec): 3 clusters Score: Raw -1824981.547532 + Penalty 5244.212567 = -1819737.334965 nChanged 275 SP:Iteration 13Q (311.265300 sec): 3 clusters Score: Raw -1825114.932356 + Penalty 5244.212567 = -1819870.719789 nChanged 199 SP:Iteration 14Q (311.453865 sec): 3 clusters Score: Raw -1825207.582929 + Penalty 5244.212567 = -1819963.370362 nChanged 159 SP:Iteration 15Q (311.636613 sec): 3 clusters Score: Raw -1825277.943376 + Penalty 5244.212567 = -1820033.730809 nChanged 145 SP:Iteration 16Q (311.803712 sec): 3 clusters Score: Raw -1825340.485249 + Penalty 5244.212567 = -1820096.272682 nChanged 126 SP:Iteration 17Q (312.022062 sec): 3 clusters Score: Raw -1825402.824393 + Penalty 5244.212567 = -1820158.611825 nChanged 119 SP:Iteration 18Q (312.181780 sec): 3 clusters Score: Raw -1825458.877349 + Penalty 5244.212567 = -1820214.664782 nChanged 85 SP:Iteration 19Q (312.345895 sec): 3 clusters Score: Raw -1825495.490987 + Penalty 5244.212567 = -1820251.278420 nChanged 78 SP:Iteration 20F (312.531423 sec): 3 clusters Score: Raw -1825524.782626 + Penalty 5244.212567 = -1820280.570059 nChanged 59 SP:Iteration 21Q (312.677514 sec): 3 clusters Score: Raw -1825547.042373 + Penalty 5244.212567 = -1820302.829806 nChanged 52 SP:Iteration 22Q (312.822905 sec): 3 clusters Score: Raw -1825567.583963 + Penalty 5244.212567 = -1820323.371396 nChanged 36 SP:Iteration 23Q (312.978450 sec): 3 clusters Score: Raw -1825579.563787 + Penalty 5244.212567 = -1820335.351220 nChanged 37 SP:Iteration 24Q (313.156517 sec): 3 clusters Score: Raw -1825590.642450 + Penalty 5244.212567 = -1820346.429883 nChanged 26 SP:Iteration 25Q (313.332394 sec): 3 clusters Score: Raw -1825599.074024 + Penalty 5244.212567 = -1820354.861457 nChanged 28 SP:Iteration 26Q (313.490201 sec): 3 clusters Score: Raw -1825609.032884 + Penalty 5244.212567 = -1820364.820317 nChanged 19 SP:Iteration 27Q (313.636422 sec): 3 clusters Score: Raw -1825616.643060 + Penalty 5244.212567 = -1820372.430493 nChanged 17 SP:Iteration 28Q (313.817948 sec): 3 clusters Score: Raw -1825622.606955 + Penalty 5244.212567 = -1820378.394388 nChanged 16 SP:Iteration 29Q (313.950992 sec): 3 clusters Score: Raw -1825629.264369 + Penalty 5244.212567 = -1820385.051802 nChanged 15 SP:Iteration 30Q (314.043103 sec): 3 clusters Score: Raw -1825635.508665 + Penalty 5244.212567 = -1820391.296097 nChanged 13 SP:Iteration 31Q (314.206325 sec): 3 clusters Score: Raw -1825640.733910 + Penalty 5244.212567 = -1820396.521343 nChanged 15 SP:Iteration 32Q (314.362328 sec): 3 clusters Score: Raw -1825645.300480 + Penalty 5244.212567 = -1820401.087913 nChanged 12 SP:Iteration 33Q (314.530643 sec): 3 clusters Score: Raw -1825648.655469 + Penalty 5244.212567 = -1820404.442902 nChanged 6 SP:Iteration 34Q (314.691790 sec): 3 clusters Score: Raw -1825649.698275 + Penalty 5244.212567 = -1820405.485708 nChanged 3 SP:Iteration 35Q (314.866597 sec): 3 clusters Score: Raw -1825650.602070 + Penalty 5244.212567 = -1820406.389503 nChanged 3 SP:Iteration 36Q (315.007579 sec): 3 clusters Score: Raw -1825651.363342 + Penalty 5244.212567 = -1820407.150775 nChanged 2 SP:Iteration 37Q (315.161593 sec): 3 clusters Score: Raw -1825652.280151 + Penalty 5244.212567 = -1820408.067584 nChanged 4 SP:Iteration 38Q (315.317773 sec): 3 clusters Score: Raw -1825654.357613 + Penalty 5244.212567 = -1820410.145046 nChanged 4 SP:Iteration 39Q (315.480999 sec): 3 clusters Score: Raw -1825655.811976 + Penalty 5244.212567 = -1820411.599409 nChanged 3 SP:Iteration 40F (315.677611 sec): 3 clusters Score: Raw -1825656.954048 + Penalty 5244.212567 = -1820412.741480 nChanged 4 SP:Iteration 41Q (315.873567 sec): 3 clusters Score: Raw -1825658.911583 + Penalty 5244.212567 = -1820414.699015 nChanged 6 SP:Iteration 42Q (316.037914 sec): 3 clusters Score: Raw -1825660.368426 + Penalty 5244.212567 = -1820416.155859 nChanged 8 SP:Iteration 43Q (316.191596 sec): 3 clusters Score: Raw -1825663.638770 + Penalty 5244.212567 = -1820419.426203 nChanged 8 SP:Iteration 44Q (316.360891 sec): 3 clusters Score: Raw -1825666.031391 + Penalty 5244.212567 = -1820421.818824 nChanged 3 SP:Iteration 45Q (316.525956 sec): 3 clusters Score: Raw -1825667.229724 + Penalty 5244.212567 = -1820423.017157 nChanged 3 SP:Iteration 46Q (316.720524 sec): 3 clusters Score: Raw -1825667.965155 + Penalty 5244.212567 = -1820423.752588 nChanged 0 SP:Iteration 47F (316.880797 sec): 3 clusters Score: Raw -1825667.965155 + Penalty 5244.212567 = -1820423.752588 nChanged 0 Trying to split cluster 6 (3625 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (316.991219 sec): 2 clusters Score: Raw -222522.397874 + Penalty 2163.640926 = -220358.756948 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (317.086883 sec): 3 clusters Score: Raw -220977.219203 + Penalty 4327.281852 = -216649.937351 nChanged 1345 SP:Iteration 1F (317.203121 sec): 3 clusters Score: Raw -222603.777297 + Penalty 4327.281852 = -218276.495446 nChanged 535 SP:Iteration 2F (317.294412 sec): 3 clusters Score: Raw -223905.249699 + Penalty 4327.281852 = -219577.967848 nChanged 438 SP:Iteration 3F (317.336718 sec): 3 clusters Score: Raw -224729.330016 + Penalty 4327.281852 = -220402.048165 nChanged 234 SP:Iteration 4F (317.378888 sec): 3 clusters Score: Raw -225072.756805 + Penalty 4327.281852 = -220745.474954 nChanged 152 SP:Iteration 5Q (317.421245 sec): 3 clusters Score: Raw -225277.928721 + Penalty 4327.281852 = -220950.646870 nChanged 114 SP:Iteration 6Q (317.465451 sec): 3 clusters Score: Raw -225413.605417 + Penalty 4327.281852 = -221086.323565 nChanged 83 SP:Iteration 7Q (317.540664 sec): 3 clusters Score: Raw -225501.822293 + Penalty 4327.281852 = -221174.540442 nChanged 60 SP:Iteration 8Q (317.653943 sec): 3 clusters Score: Raw -225542.135817 + Penalty 4327.281852 = -221214.853965 nChanged 28 SP:Iteration 9Q (317.749537 sec): 3 clusters Score: Raw -225557.478957 + Penalty 4327.281852 = -221230.197106 nChanged 17 SP:Iteration 10Q (317.842725 sec): 3 clusters Score: Raw -225570.127501 + Penalty 4327.281852 = -221242.845650 nChanged 10 SP:Iteration 11Q (317.885731 sec): 3 clusters Score: Raw -225574.722831 + Penalty 4327.281852 = -221247.440979 nChanged 6 SP:Iteration 12Q (318.021094 sec): 3 clusters Score: Raw -225578.166397 + Penalty 4327.281852 = -221250.884545 nChanged 8 SP:Iteration 13Q (318.126818 sec): 3 clusters Score: Raw -225581.317756 + Penalty 4327.281852 = -221254.035905 nChanged 5 SP:Iteration 14Q (318.234362 sec): 3 clusters Score: Raw -225583.469827 + Penalty 4327.281852 = -221256.187975 nChanged 3 SP:Iteration 15Q (318.348349 sec): 3 clusters Score: Raw -225584.710001 + Penalty 4327.281852 = -221257.428149 nChanged 1 SP:Iteration 16Q (318.444156 sec): 3 clusters Score: Raw -225585.361063 + Penalty 4327.281852 = -221258.079212 nChanged 2 SP:Iteration 17Q (318.552189 sec): 3 clusters Score: Raw -225586.310231 + Penalty 4327.281852 = -221259.028380 nChanged 3 SP:Iteration 18Q (318.644433 sec): 3 clusters Score: Raw -225587.609989 + Penalty 4327.281852 = -221260.328138 nChanged 2 SP:Iteration 19Q (318.762452 sec): 3 clusters Score: Raw -225588.557072 + Penalty 4327.281852 = -221261.275220 nChanged 3 SP:Iteration 20F (318.871678 sec): 3 clusters Score: Raw -225591.018715 + Penalty 4327.281852 = -221263.736864 nChanged 5 SP:Iteration 21Q (318.982869 sec): 3 clusters Score: Raw -225592.898736 + Penalty 4327.281852 = -221265.616884 nChanged 1 SP:Iteration 22Q (319.105918 sec): 3 clusters Score: Raw -225593.697199 + Penalty 4327.281852 = -221266.415348 nChanged 1 SP:Iteration 23Q (319.234819 sec): 3 clusters Score: Raw -225595.784109 + Penalty 4327.281852 = -221268.502257 nChanged 3 SP:Iteration 24Q (319.333965 sec): 3 clusters Score: Raw -225597.462153 + Penalty 4327.281852 = -221270.180302 nChanged 4 SP:Iteration 25Q (319.438751 sec): 3 clusters Score: Raw -225600.253113 + Penalty 4327.281852 = -221272.971262 nChanged 6 SP:Iteration 26Q (319.569161 sec): 3 clusters Score: Raw -225602.884243 + Penalty 4327.281852 = -221275.602391 nChanged 2 SP:Iteration 27Q (319.670906 sec): 3 clusters Score: Raw -225603.378724 + Penalty 4327.281852 = -221276.096872 nChanged 0 SP:Iteration 28F (319.779616 sec): 3 clusters Score: Raw -225603.378724 + Penalty 4327.281852 = -221276.096872 nChanged 0 Score: Raw -11798563.626015 + Penalty 31391.567519 = -11767172.058497 Splitting cluster 6 changes total score from -11763620.117063 to -11767172.058497 So it's getting split into cluster 10. Trying to split cluster 7 (10351 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (322.209042 sec): 2 clusters Score: Raw -869532.516018 + Penalty 2440.637341 = -867091.878677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (322.344812 sec): 3 clusters Score: Raw -864065.992504 + Penalty 4881.274682 = -859184.717823 nChanged 4266 SP:Iteration 1F (322.478077 sec): 3 clusters Score: Raw -866518.026599 + Penalty 4881.274682 = -861636.751917 nChanged 834 SP:Iteration 2F (322.594333 sec): 3 clusters Score: Raw -867206.209232 + Penalty 4881.274682 = -862324.934551 nChanged 852 SP:Iteration 3F (322.766716 sec): 3 clusters Score: Raw -868116.560382 + Penalty 4881.274682 = -863235.285700 nChanged 876 SP:Iteration 4F (322.877312 sec): 3 clusters Score: Raw -869045.869157 + Penalty 4881.274682 = -864164.594475 nChanged 824 SP:Iteration 5F (323.016237 sec): 3 clusters Score: Raw -869809.078455 + Penalty 4881.274682 = -864927.803774 nChanged 634 SP:Iteration 6F (323.144919 sec): 3 clusters Score: Raw -870263.953119 + Penalty 4881.274682 = -865382.678438 nChanged 432 SP:Iteration 7Q (323.296687 sec): 3 clusters Score: Raw -870530.330788 + Penalty 4881.274682 = -865649.056106 nChanged 307 SP:Iteration 8Q (323.414878 sec): 3 clusters Score: Raw -870714.029004 + Penalty 4881.274682 = -865832.754323 nChanged 263 SP:Iteration 9Q (323.550359 sec): 3 clusters Score: Raw -870885.728869 + Penalty 4881.274682 = -866004.454187 nChanged 246 SP:Iteration 10Q (323.682313 sec): 3 clusters Score: Raw -871030.794459 + Penalty 4881.274682 = -866149.519778 nChanged 220 SP:Iteration 11Q (323.818583 sec): 3 clusters Score: Raw -871151.514108 + Penalty 4881.274682 = -866270.239427 nChanged 202 SP:Iteration 12Q (323.948640 sec): 3 clusters Score: Raw -871251.231206 + Penalty 4881.274682 = -866369.956525 nChanged 167 SP:Iteration 13Q (324.074518 sec): 3 clusters Score: Raw -871332.738023 + Penalty 4881.274682 = -866451.463341 nChanged 165 SP:Iteration 14Q (324.214548 sec): 3 clusters Score: Raw -871414.640354 + Penalty 4881.274682 = -866533.365672 nChanged 157 SP:Iteration 15Q (324.346948 sec): 3 clusters Score: Raw -871488.579631 + Penalty 4881.274682 = -866607.304950 nChanged 171 SP:Iteration 16Q (324.469533 sec): 3 clusters Score: Raw -871571.646019 + Penalty 4881.274682 = -866690.371337 nChanged 186 SP:Iteration 17Q (324.606170 sec): 3 clusters Score: Raw -871667.688984 + Penalty 4881.274682 = -866786.414302 nChanged 204 SP:Iteration 18Q (324.782008 sec): 3 clusters Score: Raw -871791.588639 + Penalty 4881.274682 = -866910.313958 nChanged 223 SP:Iteration 19Q (324.909176 sec): 3 clusters Score: Raw -871923.302716 + Penalty 4881.274682 = -867042.028034 nChanged 223 SP:Iteration 20F (325.045498 sec): 3 clusters Score: Raw -872055.407828 + Penalty 4881.274682 = -867174.133146 nChanged 217 SP:Iteration 21Q (325.207742 sec): 3 clusters Score: Raw -872182.812929 + Penalty 4881.274682 = -867301.538247 nChanged 192 SP:Iteration 22Q (325.370055 sec): 3 clusters Score: Raw -872288.275348 + Penalty 4881.274682 = -867407.000667 nChanged 192 SP:Iteration 23Q (325.490742 sec): 3 clusters Score: Raw -872395.943705 + Penalty 4881.274682 = -867514.669023 nChanged 197 SP:Iteration 24Q (325.635465 sec): 3 clusters Score: Raw -872505.508699 + Penalty 4881.274682 = -867624.234018 nChanged 169 SP:Iteration 25Q (325.766135 sec): 3 clusters Score: Raw -872598.631104 + Penalty 4881.274682 = -867717.356422 nChanged 159 SP:Iteration 26Q (325.902407 sec): 3 clusters Score: Raw -872674.201651 + Penalty 4881.274682 = -867792.926969 nChanged 149 SP:Iteration 27Q (326.039290 sec): 3 clusters Score: Raw -872736.520179 + Penalty 4881.274682 = -867855.245497 nChanged 127 SP:Iteration 28Q (326.153206 sec): 3 clusters Score: Raw -872790.896027 + Penalty 4881.274682 = -867909.621345 nChanged 114 SP:Iteration 29Q (326.297109 sec): 3 clusters Score: Raw -872831.003753 + Penalty 4881.274682 = -867949.729072 nChanged 74 SP:Iteration 30Q (326.458159 sec): 3 clusters Score: Raw -872854.051967 + Penalty 4881.274682 = -867972.777285 nChanged 64 SP:Iteration 31Q (326.571696 sec): 3 clusters Score: Raw -872873.294333 + Penalty 4881.274682 = -867992.019652 nChanged 49 SP:Iteration 32Q (326.705975 sec): 3 clusters Score: Raw -872884.318108 + Penalty 4881.274682 = -868003.043426 nChanged 41 SP:Iteration 33Q (326.825710 sec): 3 clusters Score: Raw -872892.808867 + Penalty 4881.274682 = -868011.534185 nChanged 21 SP:Iteration 34Q (326.957275 sec): 3 clusters Score: Raw -872896.516985 + Penalty 4881.274682 = -868015.242304 nChanged 17 SP:Iteration 35Q (327.126578 sec): 3 clusters Score: Raw -872899.394181 + Penalty 4881.274682 = -868018.119500 nChanged 15 SP:Iteration 36Q (327.240186 sec): 3 clusters Score: Raw -872901.774551 + Penalty 4881.274682 = -868020.499869 nChanged 12 SP:Iteration 37Q (327.396885 sec): 3 clusters Score: Raw -872903.394639 + Penalty 4881.274682 = -868022.119957 nChanged 11 SP:Iteration 38Q (327.505977 sec): 3 clusters Score: Raw -872904.815151 + Penalty 4881.274682 = -868023.540470 nChanged 11 SP:Iteration 39Q (327.661228 sec): 3 clusters Score: Raw -872906.675398 + Penalty 4881.274682 = -868025.400716 nChanged 11 SP:Iteration 40F (327.793262 sec): 3 clusters Score: Raw -872909.318144 + Penalty 4881.274682 = -868028.043462 nChanged 16 SP:Iteration 41Q (327.911172 sec): 3 clusters Score: Raw -872913.608311 + Penalty 4881.274682 = -868032.333629 nChanged 23 SP:Iteration 42Q (328.040436 sec): 3 clusters Score: Raw -872919.298388 + Penalty 4881.274682 = -868038.023706 nChanged 21 SP:Iteration 43Q (328.176448 sec): 3 clusters Score: Raw -872923.569026 + Penalty 4881.274682 = -868042.294344 nChanged 17 SP:Iteration 44Q (328.304963 sec): 3 clusters Score: Raw -872926.646887 + Penalty 4881.274682 = -868045.372205 nChanged 26 SP:Iteration 45Q (328.433325 sec): 3 clusters Score: Raw -872932.715031 + Penalty 4881.274682 = -868051.440349 nChanged 28 SP:Iteration 46Q (328.596116 sec): 3 clusters Score: Raw -872939.886357 + Penalty 4881.274682 = -868058.611675 nChanged 27 SP:Iteration 47Q (328.725336 sec): 3 clusters Score: Raw -872945.836575 + Penalty 4881.274682 = -868064.561893 nChanged 17 SP:Iteration 48Q (328.856428 sec): 3 clusters Score: Raw -872949.950548 + Penalty 4881.274682 = -868068.675866 nChanged 13 SP:Iteration 49Q (328.998706 sec): 3 clusters Score: Raw -872951.858471 + Penalty 4881.274682 = -868070.583789 nChanged 16 SP:Iteration 50Q (329.136854 sec): 3 clusters Score: Raw -872956.039783 + Penalty 4881.274682 = -868074.765101 nChanged 15 SP:Iteration 51Q (329.272847 sec): 3 clusters Score: Raw -872959.387182 + Penalty 4881.274682 = -868078.112500 nChanged 14 SP:Iteration 52Q (329.413679 sec): 3 clusters Score: Raw -872960.877750 + Penalty 4881.274682 = -868079.603068 nChanged 10 SP:Iteration 53Q (329.533023 sec): 3 clusters Score: Raw -872962.425587 + Penalty 4881.274682 = -868081.150905 nChanged 8 SP:Iteration 54Q (329.686593 sec): 3 clusters Score: Raw -872963.627551 + Penalty 4881.274682 = -868082.352869 nChanged 7 SP:Iteration 55Q (329.791062 sec): 3 clusters Score: Raw -872964.424776 + Penalty 4881.274682 = -868083.150094 nChanged 5 SP:Iteration 56Q (329.939335 sec): 3 clusters Score: Raw -872965.011556 + Penalty 4881.274682 = -868083.736874 nChanged 5 SP:Iteration 57Q (330.070599 sec): 3 clusters Score: Raw -872965.639194 + Penalty 4881.274682 = -868084.364512 nChanged 8 SP:Iteration 58Q (330.202312 sec): 3 clusters Score: Raw -872966.683024 + Penalty 4881.274682 = -868085.408342 nChanged 5 SP:Iteration 59Q (330.331846 sec): 3 clusters Score: Raw -872967.159360 + Penalty 4881.274682 = -868085.884679 nChanged 3 SP:Iteration 60F (330.482920 sec): 3 clusters Score: Raw -872967.579282 + Penalty 4881.274682 = -868086.304601 nChanged 3 SP:Iteration 61Q (330.616827 sec): 3 clusters Score: Raw -872967.936859 + Penalty 4881.274682 = -868086.662177 nChanged 6 SP:Iteration 62Q (330.746612 sec): 3 clusters Score: Raw -872968.767351 + Penalty 4881.274682 = -868087.492669 nChanged 6 SP:Iteration 63Q (330.889807 sec): 3 clusters Score: Raw -872969.781632 + Penalty 4881.274682 = -868088.506951 nChanged 4 SP:Iteration 64Q (331.029627 sec): 3 clusters Score: Raw -872970.410692 + Penalty 4881.274682 = -868089.136010 nChanged 1 SP:Iteration 65Q (331.177413 sec): 3 clusters Score: Raw -872970.484417 + Penalty 4881.274682 = -868089.209735 nChanged 1 SP:Iteration 66Q (331.288685 sec): 3 clusters Score: Raw -872970.658135 + Penalty 4881.274682 = -868089.383453 nChanged 3 SP:Iteration 67Q (331.443490 sec): 3 clusters Score: Raw -872971.031487 + Penalty 4881.274682 = -868089.756805 nChanged 1 SP:Iteration 68Q (331.549711 sec): 3 clusters Score: Raw -872971.298007 + Penalty 4881.274682 = -868090.023325 nChanged 3 SP:Iteration 69Q (331.624262 sec): 3 clusters Score: Raw -872971.628484 + Penalty 4881.274682 = -868090.353803 nChanged 2 SP:Iteration 70Q (331.690934 sec): 3 clusters Score: Raw -872971.965127 + Penalty 4881.274682 = -868090.690445 nChanged 3 SP:Iteration 71Q (331.784248 sec): 3 clusters Score: Raw -872972.260236 + Penalty 4881.274682 = -868090.985554 nChanged 1 SP:Iteration 72Q (331.956432 sec): 3 clusters Score: Raw -872972.322127 + Penalty 4881.274682 = -868091.047445 nChanged 2 SP:Iteration 73Q (332.067817 sec): 3 clusters Score: Raw -872972.607050 + Penalty 4881.274682 = -868091.332368 nChanged 3 SP:Iteration 74Q (332.233780 sec): 3 clusters Score: Raw -872973.061517 + Penalty 4881.274682 = -868091.786835 nChanged 2 SP:Iteration 75Q (332.364385 sec): 3 clusters Score: Raw -872973.331300 + Penalty 4881.274682 = -868092.056618 nChanged 1 SP:Iteration 76Q (332.480920 sec): 3 clusters Score: Raw -872973.434917 + Penalty 4881.274682 = -868092.160236 nChanged 0 SP:Iteration 77F (332.631769 sec): 3 clusters Score: Raw -872973.434917 + Penalty 4881.274682 = -868092.160236 nChanged 0 Score: Raw -11802004.544914 + Penalty 34530.724271 = -11767473.820644 Splitting cluster 7 changes total score from -11763620.117063 to -11767473.820644 So it's getting split into cluster 11. Trying to split cluster 8 (9569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (335.309259 sec): 2 clusters Score: Raw -815997.784760 + Penalty 2419.898972 = -813577.885787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (335.440223 sec): 3 clusters Score: Raw -810868.306625 + Penalty 4839.797944 = -806028.508681 nChanged 4016 SP:Iteration 1F (335.558015 sec): 3 clusters Score: Raw -813126.918434 + Penalty 4839.797944 = -808287.120490 nChanged 706 SP:Iteration 2F (335.689072 sec): 3 clusters Score: Raw -813573.364335 + Penalty 4839.797944 = -808733.566390 nChanged 619 SP:Iteration 3F (335.816781 sec): 3 clusters Score: Raw -813988.584985 + Penalty 4839.797944 = -809148.787041 nChanged 554 SP:Iteration 4F (335.957952 sec): 3 clusters Score: Raw -814352.193855 + Penalty 4839.797944 = -809512.395911 nChanged 485 SP:Iteration 5F (336.082769 sec): 3 clusters Score: Raw -814688.442992 + Penalty 4839.797944 = -809848.645047 nChanged 470 SP:Iteration 6Q (336.213332 sec): 3 clusters Score: Raw -815032.737148 + Penalty 4839.797944 = -810192.939204 nChanged 455 SP:Iteration 7Q (336.359941 sec): 3 clusters Score: Raw -815331.623035 + Penalty 4839.797944 = -810491.825090 nChanged 381 SP:Iteration 8Q (336.485863 sec): 3 clusters Score: Raw -815594.876050 + Penalty 4839.797944 = -810755.078105 nChanged 380 SP:Iteration 9Q (336.618376 sec): 3 clusters Score: Raw -815819.429199 + Penalty 4839.797944 = -810979.631254 nChanged 316 SP:Iteration 10Q (336.743875 sec): 3 clusters Score: Raw -815995.746703 + Penalty 4839.797944 = -811155.948758 nChanged 254 SP:Iteration 11Q (336.866332 sec): 3 clusters Score: Raw -816138.581766 + Penalty 4839.797944 = -811298.783821 nChanged 199 SP:Iteration 12Q (336.982448 sec): 3 clusters Score: Raw -816256.442997 + Penalty 4839.797944 = -811416.645052 nChanged 191 SP:Iteration 13Q (337.116576 sec): 3 clusters Score: Raw -816352.992945 + Penalty 4839.797944 = -811513.195000 nChanged 145 SP:Iteration 14Q (337.247550 sec): 3 clusters Score: Raw -816414.775011 + Penalty 4839.797944 = -811574.977067 nChanged 129 SP:Iteration 15Q (337.355243 sec): 3 clusters Score: Raw -816468.448554 + Penalty 4839.797944 = -811628.650609 nChanged 107 SP:Iteration 16Q (337.490567 sec): 3 clusters Score: Raw -816506.337570 + Penalty 4839.797944 = -811666.539626 nChanged 85 SP:Iteration 17Q (337.636301 sec): 3 clusters Score: Raw -816535.525707 + Penalty 4839.797944 = -811695.727763 nChanged 63 SP:Iteration 18Q (337.762442 sec): 3 clusters Score: Raw -816552.967814 + Penalty 4839.797944 = -811713.169869 nChanged 56 SP:Iteration 19Q (337.895436 sec): 3 clusters Score: Raw -816570.780029 + Penalty 4839.797944 = -811730.982085 nChanged 57 SP:Iteration 20F (338.015117 sec): 3 clusters Score: Raw -816585.996368 + Penalty 4839.797944 = -811746.198423 nChanged 55 SP:Iteration 21Q (338.139819 sec): 3 clusters Score: Raw -816604.578016 + Penalty 4839.797944 = -811764.780071 nChanged 64 SP:Iteration 22Q (338.243261 sec): 3 clusters Score: Raw -816624.286720 + Penalty 4839.797944 = -811784.488776 nChanged 54 SP:Iteration 23Q (338.315908 sec): 3 clusters Score: Raw -816637.037092 + Penalty 4839.797944 = -811797.239147 nChanged 40 SP:Iteration 24Q (338.387601 sec): 3 clusters Score: Raw -816646.082434 + Penalty 4839.797944 = -811806.284489 nChanged 37 SP:Iteration 25Q (338.472252 sec): 3 clusters Score: Raw -816655.320812 + Penalty 4839.797944 = -811815.522868 nChanged 25 SP:Iteration 26Q (338.545380 sec): 3 clusters Score: Raw -816660.046028 + Penalty 4839.797944 = -811820.248084 nChanged 27 SP:Iteration 27Q (338.697352 sec): 3 clusters Score: Raw -816665.438279 + Penalty 4839.797944 = -811825.640334 nChanged 25 SP:Iteration 28Q (338.846549 sec): 3 clusters Score: Raw -816669.951438 + Penalty 4839.797944 = -811830.153494 nChanged 14 SP:Iteration 29Q (338.912867 sec): 3 clusters Score: Raw -816672.142385 + Penalty 4839.797944 = -811832.344441 nChanged 12 SP:Iteration 30Q (339.082241 sec): 3 clusters Score: Raw -816673.734724 + Penalty 4839.797944 = -811833.936779 nChanged 11 SP:Iteration 31Q (339.218383 sec): 3 clusters Score: Raw -816675.232273 + Penalty 4839.797944 = -811835.434328 nChanged 7 SP:Iteration 32Q (339.405751 sec): 3 clusters Score: Raw -816676.225944 + Penalty 4839.797944 = -811836.428000 nChanged 1 SP:Iteration 33Q (339.508276 sec): 3 clusters Score: Raw -816676.319619 + Penalty 4839.797944 = -811836.521674 nChanged 0 SP:Iteration 34F (339.616910 sec): 3 clusters Score: Raw -816676.319619 + Penalty 4839.797944 = -811836.521674 nChanged 0 Iteration 99Q (341.650281 sec): 12 clusters Score: Raw -11804398.583613 + Penalty 34530.724271 = -11769867.859342 nChanged 3634 Iteration 100F (344.311179 sec): 12 clusters Score: Raw -11806876.265666 + Penalty 34530.724271 = -11772345.541395 nChanged 2867 Iteration 101Q (346.419047 sec): 12 clusters Score: Raw -11808210.979118 + Penalty 34530.724271 = -11773680.254848 nChanged 2275 Iteration 102Q (348.495895 sec): 12 clusters Score: Raw -11809012.475566 + Penalty 34530.724271 = -11774481.751295 nChanged 1953 Iteration 103Q (350.303447 sec): 12 clusters Score: Raw -11809552.859631 + Penalty 34530.724271 = -11775022.135360 nChanged 1783 Iteration 104Q (352.019170 sec): 12 clusters Score: Raw -11809980.728750 + Penalty 34530.724271 = -11775450.004479 nChanged 1722 Iteration 105Q (353.633806 sec): 12 clusters Score: Raw -11810354.295870 + Penalty 34530.724271 = -11775823.571599 nChanged 1551 Iteration 106Q (355.248684 sec): 12 clusters Score: Raw -11810665.023666 + Penalty 34530.724271 = -11776134.299395 nChanged 1431 Iteration 107Q (356.863245 sec): 12 clusters Score: Raw -11810920.478211 + Penalty 34530.724271 = -11776389.753940 nChanged 1299 Iteration 108Q (358.455821 sec): 12 clusters Score: Raw -11811139.520210 + Penalty 34530.724271 = -11776608.795939 nChanged 1174 Iteration 109Q (360.043155 sec): 12 clusters Score: Raw -11811326.673524 + Penalty 34530.724271 = -11776795.949253 nChanged 1073 Iteration 110Q (361.590706 sec): 12 clusters Score: Raw -11811486.121977 + Penalty 34530.724271 = -11776955.397707 nChanged 1004 Iteration 111Q (363.142527 sec): 12 clusters Score: Raw -11811629.588099 + Penalty 34530.724271 = -11777098.863828 nChanged 947 Iteration 112Q (364.741602 sec): 12 clusters Score: Raw -11811763.414369 + Penalty 34530.724271 = -11777232.690098 nChanged 870 Iteration 113Q (366.191945 sec): 12 clusters Score: Raw -11811874.913782 + Penalty 34530.724271 = -11777344.189511 nChanged 734 Iteration 114Q (367.767688 sec): 12 clusters Score: Raw -11811956.901052 + Penalty 34530.724271 = -11777426.176782 nChanged 673 Iteration 115Q (369.304865 sec): 12 clusters Score: Raw -11812032.163426 + Penalty 34530.724271 = -11777501.439156 nChanged 624 Iteration 116Q (370.886183 sec): 12 clusters Score: Raw -11812096.179424 + Penalty 34530.724271 = -11777565.455153 nChanged 566 Iteration 117Q (372.504687 sec): 12 clusters Score: Raw -11812151.476526 + Penalty 34530.724271 = -11777620.752255 nChanged 511 Iteration 118Q (374.059110 sec): 12 clusters Score: Raw -11812199.278454 + Penalty 34530.724271 = -11777668.554183 nChanged 453 Iteration 119Q (375.641101 sec): 12 clusters Score: Raw -11812238.003416 + Penalty 34530.724271 = -11777707.279145 nChanged 399 Iteration 120F (377.779319 sec): 12 clusters Score: Raw -11812278.927736 + Penalty 34530.724271 = -11777748.203465 nChanged 363 Iteration 121Q (379.380140 sec): 12 clusters Score: Raw -11812308.581358 + Penalty 34530.724271 = -11777777.857087 nChanged 299 Iteration 122Q (381.017561 sec): 12 clusters Score: Raw -11812330.055855 + Penalty 34530.724271 = -11777799.331585 nChanged 281 Iteration 123Q (382.622839 sec): 12 clusters Score: Raw -11812349.059361 + Penalty 34530.724271 = -11777818.335090 nChanged 246 Iteration 124Q (384.018351 sec): 12 clusters Score: Raw -11812365.613924 + Penalty 34530.724271 = -11777834.889654 nChanged 189 Iteration 125Q (385.599868 sec): 12 clusters Score: Raw -11812377.723017 + Penalty 34530.724271 = -11777846.998746 nChanged 175 Iteration 126Q (387.123458 sec): 12 clusters Score: Raw -11812388.883033 + Penalty 34530.724271 = -11777858.158763 nChanged 165 Iteration 127Q (388.631719 sec): 12 clusters Score: Raw -11812398.799424 + Penalty 34530.724271 = -11777868.075153 nChanged 165 Iteration 128Q (390.212415 sec): 12 clusters Score: Raw -11812407.910960 + Penalty 34530.724271 = -11777877.186690 nChanged 178 Iteration 129Q (391.606127 sec): 12 clusters Score: Raw -11812418.207585 + Penalty 34530.724271 = -11777887.483314 nChanged 154 Iteration 130Q (393.151449 sec): 12 clusters Score: Raw -11812427.559544 + Penalty 34530.724271 = -11777896.835273 nChanged 136 Iteration 131Q (394.824951 sec): 12 clusters Score: Raw -11812435.628305 + Penalty 34530.724271 = -11777904.904034 nChanged 138 Iteration 132Q (396.321426 sec): 12 clusters Score: Raw -11812443.620284 + Penalty 34530.724271 = -11777912.896013 nChanged 108 Iteration 133Q (397.802600 sec): 12 clusters Score: Raw -11812449.006624 + Penalty 34530.724271 = -11777918.282353 nChanged 93 Iteration 134Q (399.356861 sec): 12 clusters Score: Raw -11812453.448356 + Penalty 34530.724271 = -11777922.724085 nChanged 77 Iteration 135Q (400.864344 sec): 12 clusters Score: Raw -11812457.037311 + Penalty 34530.724271 = -11777926.313040 nChanged 63 Iteration 136Q (402.399111 sec): 12 clusters Score: Raw -11812460.362111 + Penalty 34530.724271 = -11777929.637840 nChanged 72 Iteration 137Q (403.911402 sec): 12 clusters Score: Raw -11812464.334174 + Penalty 34530.724271 = -11777933.609904 nChanged 69 Iteration 138Q (405.480858 sec): 12 clusters Score: Raw -11812467.964956 + Penalty 34530.724271 = -11777937.240686 nChanged 60 Writing temp clu file Because OldScore, -11777933.609904, is greater than current (better) Score,-11777937.240686 Compute initial score before splitting: Score: Raw -11812467.964956 + Penalty 34530.724271 = -11777937.240686 Trying to split cluster 1 (14611 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (405.713981 sec): 2 clusters Score: Raw -1141484.223568 + Penalty 2531.635906 = -1138952.587661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (405.868580 sec): 3 clusters Score: Raw -1133409.475118 + Penalty 5063.271813 = -1128346.203305 nChanged 6151 SP:Iteration 1F (405.996618 sec): 3 clusters Score: Raw -1136720.660552 + Penalty 5063.271813 = -1131657.388739 nChanged 872 SP:Iteration 2F (406.152080 sec): 3 clusters Score: Raw -1137105.038605 + Penalty 5063.271813 = -1132041.766792 nChanged 729 SP:Iteration 3Q (406.295089 sec): 3 clusters Score: Raw -1137453.571312 + Penalty 5063.271813 = -1132390.299499 nChanged 698 SP:Iteration 4Q (406.440231 sec): 3 clusters Score: Raw -1137833.822002 + Penalty 5063.271813 = -1132770.550189 nChanged 709 SP:Iteration 5Q (406.564077 sec): 3 clusters Score: Raw -1138255.997884 + Penalty 5063.271813 = -1133192.726071 nChanged 706 SP:Iteration 6Q (406.719023 sec): 3 clusters Score: Raw -1138716.792248 + Penalty 5063.271813 = -1133653.520435 nChanged 727 SP:Iteration 7Q (406.868736 sec): 3 clusters Score: Raw -1139233.407510 + Penalty 5063.271813 = -1134170.135697 nChanged 756 SP:Iteration 8F (407.014773 sec): 3 clusters Score: Raw -1139770.247791 + Penalty 5063.271813 = -1134706.975978 nChanged 750 SP:Iteration 9F (407.159683 sec): 3 clusters Score: Raw -1140313.139535 + Penalty 5063.271813 = -1135249.867722 nChanged 725 SP:Iteration 10Q (407.326642 sec): 3 clusters Score: Raw -1140858.002380 + Penalty 5063.271813 = -1135794.730567 nChanged 656 SP:Iteration 11Q (407.459258 sec): 3 clusters Score: Raw -1141289.901296 + Penalty 5063.271813 = -1136226.629483 nChanged 573 SP:Iteration 12Q (407.632552 sec): 3 clusters Score: Raw -1141643.852648 + Penalty 5063.271813 = -1136580.580835 nChanged 475 SP:Iteration 13Q (407.774312 sec): 3 clusters Score: Raw -1141907.042812 + Penalty 5063.271813 = -1136843.770999 nChanged 368 SP:Iteration 14Q (407.931753 sec): 3 clusters Score: Raw -1142083.410339 + Penalty 5063.271813 = -1137020.138527 nChanged 294 SP:Iteration 15Q (408.095109 sec): 3 clusters Score: Raw -1142220.815028 + Penalty 5063.271813 = -1137157.543215 nChanged 272 SP:Iteration 16Q (408.242745 sec): 3 clusters Score: Raw -1142335.008445 + Penalty 5063.271813 = -1137271.736632 nChanged 224 SP:Iteration 17Q (408.379175 sec): 3 clusters Score: Raw -1142421.816518 + Penalty 5063.271813 = -1137358.544705 nChanged 201 SP:Iteration 18Q (408.557653 sec): 3 clusters Score: Raw -1142496.181506 + Penalty 5063.271813 = -1137432.909693 nChanged 181 SP:Iteration 19Q (408.687537 sec): 3 clusters Score: Raw -1142556.217723 + Penalty 5063.271813 = -1137492.945910 nChanged 148 SP:Iteration 20F (408.840462 sec): 3 clusters Score: Raw -1142607.629465 + Penalty 5063.271813 = -1137544.357652 nChanged 141 SP:Iteration 21Q (409.019442 sec): 3 clusters Score: Raw -1142652.472259 + Penalty 5063.271813 = -1137589.200447 nChanged 118 SP:Iteration 22Q (409.167654 sec): 3 clusters Score: Raw -1142684.054500 + Penalty 5063.271813 = -1137620.782687 nChanged 94 SP:Iteration 23Q (409.326290 sec): 3 clusters Score: Raw -1142705.801147 + Penalty 5063.271813 = -1137642.529335 nChanged 85 SP:Iteration 24Q (409.476472 sec): 3 clusters Score: Raw -1142726.831228 + Penalty 5063.271813 = -1137663.559415 nChanged 75 SP:Iteration 25Q (409.642832 sec): 3 clusters Score: Raw -1142743.920145 + Penalty 5063.271813 = -1137680.648332 nChanged 64 SP:Iteration 26Q (409.777251 sec): 3 clusters Score: Raw -1142761.239218 + Penalty 5063.271813 = -1137697.967405 nChanged 70 SP:Iteration 27Q (409.932715 sec): 3 clusters Score: Raw -1142778.827688 + Penalty 5063.271813 = -1137715.555875 nChanged 74 SP:Iteration 28Q (410.095726 sec): 3 clusters Score: Raw -1142797.616377 + Penalty 5063.271813 = -1137734.344564 nChanged 63 SP:Iteration 29Q (410.265967 sec): 3 clusters Score: Raw -1142811.331983 + Penalty 5063.271813 = -1137748.060170 nChanged 67 SP:Iteration 30Q (410.411723 sec): 3 clusters Score: Raw -1142825.906711 + Penalty 5063.271813 = -1137762.634898 nChanged 67 SP:Iteration 31Q (410.532839 sec): 3 clusters Score: Raw -1142840.973455 + Penalty 5063.271813 = -1137777.701642 nChanged 50 SP:Iteration 32Q (410.674847 sec): 3 clusters Score: Raw -1142850.571201 + Penalty 5063.271813 = -1137787.299388 nChanged 36 SP:Iteration 33Q (410.844707 sec): 3 clusters Score: Raw -1142858.157852 + Penalty 5063.271813 = -1137794.886039 nChanged 35 SP:Iteration 34Q (410.990547 sec): 3 clusters Score: Raw -1142864.802149 + Penalty 5063.271813 = -1137801.530336 nChanged 29 SP:Iteration 35Q (411.155524 sec): 3 clusters Score: Raw -1142870.900940 + Penalty 5063.271813 = -1137807.629127 nChanged 27 SP:Iteration 36Q (411.297800 sec): 3 clusters Score: Raw -1142874.591687 + Penalty 5063.271813 = -1137811.319874 nChanged 22 SP:Iteration 37Q (411.451112 sec): 3 clusters Score: Raw -1142878.367667 + Penalty 5063.271813 = -1137815.095854 nChanged 18 SP:Iteration 38Q (411.598976 sec): 3 clusters Score: Raw -1142880.728254 + Penalty 5063.271813 = -1137817.456441 nChanged 15 SP:Iteration 39Q (411.731397 sec): 3 clusters Score: Raw -1142882.700536 + Penalty 5063.271813 = -1137819.428723 nChanged 10 SP:Iteration 40F (411.873414 sec): 3 clusters Score: Raw -1142883.833274 + Penalty 5063.271813 = -1137820.561461 nChanged 11 SP:Iteration 41Q (412.020606 sec): 3 clusters Score: Raw -1142885.396775 + Penalty 5063.271813 = -1137822.124962 nChanged 12 SP:Iteration 42Q (412.195894 sec): 3 clusters Score: Raw -1142887.733652 + Penalty 5063.271813 = -1137824.461839 nChanged 12 SP:Iteration 43Q (412.353567 sec): 3 clusters Score: Raw -1142889.128634 + Penalty 5063.271813 = -1137825.856821 nChanged 7 SP:Iteration 44Q (412.523357 sec): 3 clusters Score: Raw -1142890.326192 + Penalty 5063.271813 = -1137827.054380 nChanged 5 SP:Iteration 45Q (412.679632 sec): 3 clusters Score: Raw -1142891.095643 + Penalty 5063.271813 = -1137827.823830 nChanged 4 SP:Iteration 46Q (412.849335 sec): 3 clusters Score: Raw -1142891.711889 + Penalty 5063.271813 = -1137828.440076 nChanged 5 SP:Iteration 47Q (413.020678 sec): 3 clusters Score: Raw -1142892.292913 + Penalty 5063.271813 = -1137829.021100 nChanged 7 SP:Iteration 48Q (413.155238 sec): 3 clusters Score: Raw -1142892.950507 + Penalty 5063.271813 = -1137829.678695 nChanged 5 SP:Iteration 49Q (413.319203 sec): 3 clusters Score: Raw -1142893.380355 + Penalty 5063.271813 = -1137830.108542 nChanged 1 SP:Iteration 50Q (413.487471 sec): 3 clusters Score: Raw -1142893.613283 + Penalty 5063.271813 = -1137830.341470 nChanged 3 SP:Iteration 51Q (413.623734 sec): 3 clusters Score: Raw -1142893.824126 + Penalty 5063.271813 = -1137830.552313 nChanged 3 SP:Iteration 52Q (413.789593 sec): 3 clusters Score: Raw -1142894.160477 + Penalty 5063.271813 = -1137830.888664 nChanged 3 SP:Iteration 53Q (413.919016 sec): 3 clusters Score: Raw -1142894.524776 + Penalty 5063.271813 = -1137831.252963 nChanged 2 SP:Iteration 54Q (414.059063 sec): 3 clusters Score: Raw -1142894.750048 + Penalty 5063.271813 = -1137831.478235 nChanged 2 SP:Iteration 55Q (414.205769 sec): 3 clusters Score: Raw -1142894.939527 + Penalty 5063.271813 = -1137831.667714 nChanged 1 SP:Iteration 56Q (414.348709 sec): 3 clusters Score: Raw -1142895.055988 + Penalty 5063.271813 = -1137831.784175 nChanged 0 SP:Iteration 57F (414.484228 sec): 3 clusters Score: Raw -1142895.055988 + Penalty 5063.271813 = -1137831.784175 nChanged 0 Trying to split cluster 2 (14392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (414.589964 sec): 2 clusters Score: Raw -1102662.600866 + Penalty 2527.648933 = -1100134.951933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (414.757011 sec): 3 clusters Score: Raw -1094653.049291 + Penalty 5055.297866 = -1089597.751425 nChanged 6157 SP:Iteration 1F (414.898365 sec): 3 clusters Score: Raw -1098155.732250 + Penalty 5055.297866 = -1093100.434385 nChanged 1068 SP:Iteration 2F (415.063592 sec): 3 clusters Score: Raw -1098786.810961 + Penalty 5055.297866 = -1093731.513096 nChanged 946 SP:Iteration 3F (415.241705 sec): 3 clusters Score: Raw -1099363.125606 + Penalty 5055.297866 = -1094307.827741 nChanged 880 SP:Iteration 4F (415.372184 sec): 3 clusters Score: Raw -1100019.171007 + Penalty 5055.297866 = -1094963.873141 nChanged 888 SP:Iteration 5F (415.514607 sec): 3 clusters Score: Raw -1100801.991447 + Penalty 5055.297866 = -1095746.693582 nChanged 896 SP:Iteration 6F (415.669405 sec): 3 clusters Score: Raw -1101650.896689 + Penalty 5055.297866 = -1096595.598824 nChanged 872 SP:Iteration 7F (415.815416 sec): 3 clusters Score: Raw -1102447.777203 + Penalty 5055.297866 = -1097392.479337 nChanged 797 SP:Iteration 8F (415.953272 sec): 3 clusters Score: Raw -1103168.454956 + Penalty 5055.297866 = -1098113.157090 nChanged 747 SP:Iteration 9F (416.093589 sec): 3 clusters Score: Raw -1103812.256128 + Penalty 5055.297866 = -1098756.958262 nChanged 682 SP:Iteration 10Q (416.232938 sec): 3 clusters Score: Raw -1104304.693330 + Penalty 5055.297866 = -1099249.395465 nChanged 529 SP:Iteration 11Q (416.406325 sec): 3 clusters Score: Raw -1104634.449706 + Penalty 5055.297866 = -1099579.151841 nChanged 422 SP:Iteration 12Q (416.567019 sec): 3 clusters Score: Raw -1104851.199369 + Penalty 5055.297866 = -1099795.901504 nChanged 318 SP:Iteration 13Q (416.709865 sec): 3 clusters Score: Raw -1104982.309895 + Penalty 5055.297866 = -1099927.012029 nChanged 229 SP:Iteration 14Q (416.857248 sec): 3 clusters Score: Raw -1105048.699901 + Penalty 5055.297866 = -1099993.402036 nChanged 135 SP:Iteration 15Q (417.004138 sec): 3 clusters Score: Raw -1105084.813853 + Penalty 5055.297866 = -1100029.515987 nChanged 115 SP:Iteration 16Q (417.163705 sec): 3 clusters Score: Raw -1105112.472125 + Penalty 5055.297866 = -1100057.174260 nChanged 99 SP:Iteration 17Q (417.344578 sec): 3 clusters Score: Raw -1105136.098759 + Penalty 5055.297866 = -1100080.800893 nChanged 82 SP:Iteration 18Q (417.463330 sec): 3 clusters Score: Raw -1105152.929383 + Penalty 5055.297866 = -1100097.631517 nChanged 67 SP:Iteration 19Q (417.641870 sec): 3 clusters Score: Raw -1105165.560933 + Penalty 5055.297866 = -1100110.263067 nChanged 51 SP:Iteration 20F (417.838819 sec): 3 clusters Score: Raw -1105173.902655 + Penalty 5055.297866 = -1100118.604789 nChanged 40 SP:Iteration 21Q (418.004166 sec): 3 clusters Score: Raw -1105180.456377 + Penalty 5055.297866 = -1100125.158511 nChanged 27 SP:Iteration 22Q (418.144047 sec): 3 clusters Score: Raw -1105184.081221 + Penalty 5055.297866 = -1100128.783355 nChanged 18 SP:Iteration 23Q (418.337438 sec): 3 clusters Score: Raw -1105186.562214 + Penalty 5055.297866 = -1100131.264348 nChanged 18 SP:Iteration 24Q (418.448402 sec): 3 clusters Score: Raw -1105188.389187 + Penalty 5055.297866 = -1100133.091322 nChanged 15 SP:Iteration 25Q (418.645443 sec): 3 clusters Score: Raw -1105190.076983 + Penalty 5055.297866 = -1100134.779117 nChanged 13 SP:Iteration 26Q (418.803907 sec): 3 clusters Score: Raw -1105191.333116 + Penalty 5055.297866 = -1100136.035251 nChanged 14 SP:Iteration 27Q (419.011653 sec): 3 clusters Score: Raw -1105193.005667 + Penalty 5055.297866 = -1100137.707802 nChanged 16 SP:Iteration 28Q (419.138566 sec): 3 clusters Score: Raw -1105195.211695 + Penalty 5055.297866 = -1100139.913829 nChanged 17 SP:Iteration 29Q (419.300133 sec): 3 clusters Score: Raw -1105198.053942 + Penalty 5055.297866 = -1100142.756077 nChanged 19 SP:Iteration 30Q (419.454182 sec): 3 clusters Score: Raw -1105200.589769 + Penalty 5055.297866 = -1100145.291903 nChanged 17 SP:Iteration 31Q (419.600154 sec): 3 clusters Score: Raw -1105202.710114 + Penalty 5055.297866 = -1100147.412248 nChanged 12 SP:Iteration 32Q (419.749031 sec): 3 clusters Score: Raw -1105203.898203 + Penalty 5055.297866 = -1100148.600338 nChanged 13 SP:Iteration 33Q (419.892198 sec): 3 clusters Score: Raw -1105205.510661 + Penalty 5055.297866 = -1100150.212795 nChanged 10 SP:Iteration 34Q (420.061701 sec): 3 clusters Score: Raw -1105206.814306 + Penalty 5055.297866 = -1100151.516441 nChanged 6 SP:Iteration 35Q (420.203480 sec): 3 clusters Score: Raw -1105207.280472 + Penalty 5055.297866 = -1100151.982607 nChanged 3 SP:Iteration 36Q (420.331241 sec): 3 clusters Score: Raw -1105207.630600 + Penalty 5055.297866 = -1100152.332734 nChanged 6 SP:Iteration 37Q (420.492141 sec): 3 clusters Score: Raw -1105208.193871 + Penalty 5055.297866 = -1100152.896005 nChanged 2 SP:Iteration 38Q (420.662282 sec): 3 clusters Score: Raw -1105208.414119 + Penalty 5055.297866 = -1100153.116254 nChanged 0 SP:Iteration 39F (420.812185 sec): 3 clusters Score: Raw -1105208.414119 + Penalty 5055.297866 = -1100153.116254 nChanged 0 Score: Raw -11815015.911894 + Penalty 37669.881023 = -11777346.030872 Splitting cluster 2 changes total score from -11777937.240686 to -11777346.030872 So it's not getting split. Trying to split cluster 3 (65336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (423.934814 sec): 2 clusters Score: Raw -5596056.672631 + Penalty 2927.046795 = -5593129.625836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (424.259642 sec): 3 clusters Score: Raw -5555200.407881 + Penalty 5854.093590 = -5549346.314292 nChanged 30299 SP:Iteration 1F (424.600353 sec): 3 clusters Score: Raw -5572864.840894 + Penalty 5854.093590 = -5567010.747304 nChanged 3201 SP:Iteration 2Q (424.897655 sec): 3 clusters Score: Raw -5574091.689064 + Penalty 5854.093590 = -5568237.595474 nChanged 3323 SP:Iteration 3F (425.206974 sec): 3 clusters Score: Raw -5575549.075524 + Penalty 5854.093590 = -5569694.981934 nChanged 3617 SP:Iteration 4F (425.522175 sec): 3 clusters Score: Raw -5577438.223734 + Penalty 5854.093590 = -5571584.130144 nChanged 4050 SP:Iteration 5F (425.831356 sec): 3 clusters Score: Raw -5579878.575748 + Penalty 5854.093590 = -5574024.482159 nChanged 4377 SP:Iteration 6F (426.160350 sec): 3 clusters Score: Raw -5582854.448151 + Penalty 5854.093590 = -5577000.354561 nChanged 4463 SP:Iteration 7F (426.493847 sec): 3 clusters Score: Raw -5586063.867782 + Penalty 5854.093590 = -5580209.774192 nChanged 3861 SP:Iteration 8F (426.808803 sec): 3 clusters Score: Raw -5588962.668151 + Penalty 5854.093590 = -5583108.574562 nChanged 3198 SP:Iteration 9Q (427.150425 sec): 3 clusters Score: Raw -5591488.264870 + Penalty 5854.093590 = -5585634.171281 nChanged 2420 SP:Iteration 10Q (427.475025 sec): 3 clusters Score: Raw -5593530.489551 + Penalty 5854.093590 = -5587676.395961 nChanged 1591 SP:Iteration 11Q (427.755017 sec): 3 clusters Score: Raw -5595079.280618 + Penalty 5854.093590 = -5589225.187029 nChanged 992 SP:Iteration 12Q (428.060806 sec): 3 clusters Score: Raw -5596137.272303 + Penalty 5854.093590 = -5590283.178713 nChanged 689 SP:Iteration 13Q (428.351677 sec): 3 clusters Score: Raw -5596853.310374 + Penalty 5854.093590 = -5590999.216785 nChanged 506 SP:Iteration 14Q (428.645893 sec): 3 clusters Score: Raw -5597314.204201 + Penalty 5854.093590 = -5591460.110611 nChanged 357 SP:Iteration 15Q (428.913283 sec): 3 clusters Score: Raw -5597560.647480 + Penalty 5854.093590 = -5591706.553891 nChanged 273 SP:Iteration 16Q (429.205998 sec): 3 clusters Score: Raw -5597698.094267 + Penalty 5854.093590 = -5591844.000678 nChanged 191 SP:Iteration 17Q (429.458066 sec): 3 clusters Score: Raw -5597762.328776 + Penalty 5854.093590 = -5591908.235187 nChanged 124 SP:Iteration 18Q (429.710772 sec): 3 clusters Score: Raw -5597793.246267 + Penalty 5854.093590 = -5591939.152677 nChanged 82 SP:Iteration 19Q (429.956563 sec): 3 clusters Score: Raw -5597808.184125 + Penalty 5854.093590 = -5591954.090536 nChanged 49 SP:Iteration 20F (430.302959 sec): 3 clusters Score: Raw -5597815.738120 + Penalty 5854.093590 = -5591961.644531 nChanged 26 SP:Iteration 21Q (430.588463 sec): 3 clusters Score: Raw -5597820.167187 + Penalty 5854.093590 = -5591966.073598 nChanged 20 SP:Iteration 22Q (430.873099 sec): 3 clusters Score: Raw -5597822.930452 + Penalty 5854.093590 = -5591968.836862 nChanged 15 SP:Iteration 23Q (431.144924 sec): 3 clusters Score: Raw -5597824.345295 + Penalty 5854.093590 = -5591970.251706 nChanged 8 SP:Iteration 24Q (431.447620 sec): 3 clusters Score: Raw -5597825.204077 + Penalty 5854.093590 = -5591971.110488 nChanged 5 SP:Iteration 25Q (431.746783 sec): 3 clusters Score: Raw -5597825.687455 + Penalty 5854.093590 = -5591971.593866 nChanged 5 SP:Iteration 26Q (432.027241 sec): 3 clusters Score: Raw -5597826.216018 + Penalty 5854.093590 = -5591972.122429 nChanged 3 SP:Iteration 27Q (432.320552 sec): 3 clusters Score: Raw -5597826.867451 + Penalty 5854.093590 = -5591972.773861 nChanged 5 SP:Iteration 28Q (432.589342 sec): 3 clusters Score: Raw -5597827.339529 + Penalty 5854.093590 = -5591973.245940 nChanged 3 SP:Iteration 29Q (432.907269 sec): 3 clusters Score: Raw -5597827.651739 + Penalty 5854.093590 = -5591973.558150 nChanged 3 SP:Iteration 30Q (433.178026 sec): 3 clusters Score: Raw -5597827.973780 + Penalty 5854.093590 = -5591973.880191 nChanged 2 SP:Iteration 31Q (433.440401 sec): 3 clusters Score: Raw -5597828.233084 + Penalty 5854.093590 = -5591974.139494 nChanged 3 SP:Iteration 32Q (433.715935 sec): 3 clusters Score: Raw -5597828.446671 + Penalty 5854.093590 = -5591974.353081 nChanged 2 SP:Iteration 33Q (433.986629 sec): 3 clusters Score: Raw -5597828.905990 + Penalty 5854.093590 = -5591974.812400 nChanged 3 SP:Iteration 34Q (434.238084 sec): 3 clusters Score: Raw -5597829.281399 + Penalty 5854.093590 = -5591975.187810 nChanged 1 SP:Iteration 35Q (434.549670 sec): 3 clusters Score: Raw -5597829.384333 + Penalty 5854.093590 = -5591975.290743 nChanged 0 SP:Iteration 36F (434.882401 sec): 3 clusters Score: Raw -5597829.384333 + Penalty 5854.093590 = -5591975.290743 nChanged 0 Trying to split cluster 4 (6136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (435.010770 sec): 2 clusters Score: Raw -454214.011189 + Penalty 2302.589083 = -451911.422107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (435.097541 sec): 3 clusters Score: Raw -451239.225836 + Penalty 4605.178165 = -446634.047671 nChanged 2408 SP:Iteration 1F (435.223781 sec): 3 clusters Score: Raw -452917.612696 + Penalty 4605.178165 = -448312.434531 nChanged 602 SP:Iteration 2F (435.359905 sec): 3 clusters Score: Raw -453529.525043 + Penalty 4605.178165 = -448924.346878 nChanged 516 SP:Iteration 3F (435.486314 sec): 3 clusters Score: Raw -454048.890835 + Penalty 4605.178165 = -449443.712670 nChanged 420 SP:Iteration 4F (435.618730 sec): 3 clusters Score: Raw -454464.992517 + Penalty 4605.178165 = -449859.814352 nChanged 339 SP:Iteration 5F (435.747070 sec): 3 clusters Score: Raw -454764.127614 + Penalty 4605.178165 = -450158.949449 nChanged 268 SP:Iteration 6Q (435.875266 sec): 3 clusters Score: Raw -454981.057432 + Penalty 4605.178165 = -450375.879266 nChanged 199 SP:Iteration 7Q (436.013692 sec): 3 clusters Score: Raw -455114.517858 + Penalty 4605.178165 = -450509.339693 nChanged 163 SP:Iteration 8Q (436.153278 sec): 3 clusters Score: Raw -455215.826801 + Penalty 4605.178165 = -450610.648636 nChanged 126 SP:Iteration 9Q (436.214103 sec): 3 clusters Score: Raw -455285.568729 + Penalty 4605.178165 = -450680.390564 nChanged 93 SP:Iteration 10Q (436.304930 sec): 3 clusters Score: Raw -455331.928313 + Penalty 4605.178165 = -450726.750147 nChanged 71 SP:Iteration 11Q (436.416579 sec): 3 clusters Score: Raw -455369.861838 + Penalty 4605.178165 = -450764.683673 nChanged 64 SP:Iteration 12Q (436.487956 sec): 3 clusters Score: Raw -455397.649126 + Penalty 4605.178165 = -450792.470961 nChanged 48 SP:Iteration 13Q (436.619229 sec): 3 clusters Score: Raw -455413.611360 + Penalty 4605.178165 = -450808.433195 nChanged 38 SP:Iteration 14Q (436.727532 sec): 3 clusters Score: Raw -455428.891670 + Penalty 4605.178165 = -450823.713504 nChanged 43 SP:Iteration 15Q (436.845680 sec): 3 clusters Score: Raw -455446.053884 + Penalty 4605.178165 = -450840.875719 nChanged 34 SP:Iteration 16Q (436.984782 sec): 3 clusters Score: Raw -455456.690303 + Penalty 4605.178165 = -450851.512137 nChanged 29 SP:Iteration 17Q (437.077078 sec): 3 clusters Score: Raw -455466.817969 + Penalty 4605.178165 = -450861.639803 nChanged 18 SP:Iteration 18Q (437.202831 sec): 3 clusters Score: Raw -455472.074378 + Penalty 4605.178165 = -450866.896213 nChanged 14 SP:Iteration 19Q (437.349482 sec): 3 clusters Score: Raw -455476.628046 + Penalty 4605.178165 = -450871.449881 nChanged 13 SP:Iteration 20F (437.438685 sec): 3 clusters Score: Raw -455480.253940 + Penalty 4605.178165 = -450875.075775 nChanged 13 SP:Iteration 21Q (437.550555 sec): 3 clusters Score: Raw -455484.690823 + Penalty 4605.178165 = -450879.512658 nChanged 17 SP:Iteration 22Q (437.682904 sec): 3 clusters Score: Raw -455492.938573 + Penalty 4605.178165 = -450887.760408 nChanged 20 SP:Iteration 23Q (437.793328 sec): 3 clusters Score: Raw -455499.576333 + Penalty 4605.178165 = -450894.398168 nChanged 30 SP:Iteration 24Q (437.899358 sec): 3 clusters Score: Raw -455511.079808 + Penalty 4605.178165 = -450905.901643 nChanged 23 SP:Iteration 25Q (438.034602 sec): 3 clusters Score: Raw -455520.026911 + Penalty 4605.178165 = -450914.848746 nChanged 22 SP:Iteration 26Q (438.122940 sec): 3 clusters Score: Raw -455529.750997 + Penalty 4605.178165 = -450924.572832 nChanged 28 SP:Iteration 27Q (438.261315 sec): 3 clusters Score: Raw -455544.250592 + Penalty 4605.178165 = -450939.072427 nChanged 39 SP:Iteration 28Q (438.376646 sec): 3 clusters Score: Raw -455565.420662 + Penalty 4605.178165 = -450960.242496 nChanged 46 SP:Iteration 29Q (438.502153 sec): 3 clusters Score: Raw -455584.102910 + Penalty 4605.178165 = -450978.924745 nChanged 42 SP:Iteration 30Q (438.615553 sec): 3 clusters Score: Raw -455602.466955 + Penalty 4605.178165 = -450997.288790 nChanged 48 SP:Iteration 31Q (438.723123 sec): 3 clusters Score: Raw -455627.356897 + Penalty 4605.178165 = -451022.178732 nChanged 43 SP:Iteration 32Q (438.821652 sec): 3 clusters Score: Raw -455650.687627 + Penalty 4605.178165 = -451045.509462 nChanged 48 SP:Iteration 33Q (438.931575 sec): 3 clusters Score: Raw -455679.004837 + Penalty 4605.178165 = -451073.826671 nChanged 56 SP:Iteration 34Q (439.055346 sec): 3 clusters Score: Raw -455708.296209 + Penalty 4605.178165 = -451103.118044 nChanged 62 SP:Iteration 35Q (439.173683 sec): 3 clusters Score: Raw -455743.438568 + Penalty 4605.178165 = -451138.260402 nChanged 53 SP:Iteration 36Q (439.308054 sec): 3 clusters Score: Raw -455770.480849 + Penalty 4605.178165 = -451165.302684 nChanged 55 SP:Iteration 37Q (439.408218 sec): 3 clusters Score: Raw -455800.256369 + Penalty 4605.178165 = -451195.078204 nChanged 52 SP:Iteration 38Q (439.508203 sec): 3 clusters Score: Raw -455828.371608 + Penalty 4605.178165 = -451223.193443 nChanged 54 SP:Iteration 39Q (439.633879 sec): 3 clusters Score: Raw -455853.024905 + Penalty 4605.178165 = -451247.846740 nChanged 43 SP:Iteration 40F (439.763628 sec): 3 clusters Score: Raw -455873.748863 + Penalty 4605.178165 = -451268.570698 nChanged 43 SP:Iteration 41Q (439.887819 sec): 3 clusters Score: Raw -455896.789428 + Penalty 4605.178165 = -451291.611263 nChanged 47 SP:Iteration 42Q (440.001605 sec): 3 clusters Score: Raw -455931.467070 + Penalty 4605.178165 = -451326.288905 nChanged 53 SP:Iteration 43Q (440.114059 sec): 3 clusters Score: Raw -455957.870208 + Penalty 4605.178165 = -451352.692043 nChanged 41 SP:Iteration 44Q (440.235664 sec): 3 clusters Score: Raw -455971.856179 + Penalty 4605.178165 = -451366.678014 nChanged 26 SP:Iteration 45Q (440.355211 sec): 3 clusters Score: Raw -455982.923923 + Penalty 4605.178165 = -451377.745758 nChanged 23 SP:Iteration 46Q (440.467488 sec): 3 clusters Score: Raw -455991.783015 + Penalty 4605.178165 = -451386.604850 nChanged 24 SP:Iteration 47Q (440.594278 sec): 3 clusters Score: Raw -456003.025398 + Penalty 4605.178165 = -451397.847232 nChanged 27 SP:Iteration 48Q (440.718452 sec): 3 clusters Score: Raw -456016.369878 + Penalty 4605.178165 = -451411.191713 nChanged 13 SP:Iteration 49Q (440.873967 sec): 3 clusters Score: Raw -456021.025262 + Penalty 4605.178165 = -451415.847097 nChanged 16 SP:Iteration 50Q (440.969706 sec): 3 clusters Score: Raw -456027.857781 + Penalty 4605.178165 = -451422.679616 nChanged 12 SP:Iteration 51Q (441.078194 sec): 3 clusters Score: Raw -456031.702364 + Penalty 4605.178165 = -451426.524199 nChanged 11 SP:Iteration 52Q (441.172120 sec): 3 clusters Score: Raw -456036.078410 + Penalty 4605.178165 = -451430.900245 nChanged 15 SP:Iteration 53Q (441.260792 sec): 3 clusters Score: Raw -456041.273364 + Penalty 4605.178165 = -451436.095198 nChanged 10 SP:Iteration 54Q (441.374929 sec): 3 clusters Score: Raw -456045.363128 + Penalty 4605.178165 = -451440.184963 nChanged 19 SP:Iteration 55Q (441.500700 sec): 3 clusters Score: Raw -456054.940116 + Penalty 4605.178165 = -451449.761951 nChanged 23 SP:Iteration 56Q (441.615772 sec): 3 clusters Score: Raw -456065.576925 + Penalty 4605.178165 = -451460.398760 nChanged 20 SP:Iteration 57Q (441.772656 sec): 3 clusters Score: Raw -456076.265457 + Penalty 4605.178165 = -451471.087292 nChanged 27 SP:Iteration 58Q (441.879211 sec): 3 clusters Score: Raw -456088.211554 + Penalty 4605.178165 = -451483.033389 nChanged 25 SP:Iteration 59Q (442.019818 sec): 3 clusters Score: Raw -456100.121863 + Penalty 4605.178165 = -451494.943698 nChanged 29 SP:Iteration 60F (442.115646 sec): 3 clusters Score: Raw -456122.071103 + Penalty 4605.178165 = -451516.892938 nChanged 35 SP:Iteration 61Q (442.236291 sec): 3 clusters Score: Raw -456139.493539 + Penalty 4605.178165 = -451534.315374 nChanged 42 SP:Iteration 62Q (442.351142 sec): 3 clusters Score: Raw -456161.747204 + Penalty 4605.178165 = -451556.569039 nChanged 45 SP:Iteration 63Q (442.492035 sec): 3 clusters Score: Raw -456188.067268 + Penalty 4605.178165 = -451582.889103 nChanged 48 SP:Iteration 64Q (442.626026 sec): 3 clusters Score: Raw -456219.576027 + Penalty 4605.178165 = -451614.397862 nChanged 51 SP:Iteration 65Q (442.774149 sec): 3 clusters Score: Raw -456245.499867 + Penalty 4605.178165 = -451640.321702 nChanged 42 SP:Iteration 66Q (442.903859 sec): 3 clusters Score: Raw -456270.115782 + Penalty 4605.178165 = -451664.937617 nChanged 38 SP:Iteration 67Q (442.996284 sec): 3 clusters Score: Raw -456292.764327 + Penalty 4605.178165 = -451687.586162 nChanged 41 SP:Iteration 68Q (443.134171 sec): 3 clusters Score: Raw -456324.036336 + Penalty 4605.178165 = -451718.858171 nChanged 33 SP:Iteration 69Q (443.287067 sec): 3 clusters Score: Raw -456346.570542 + Penalty 4605.178165 = -451741.392377 nChanged 36 SP:Iteration 70Q (443.404180 sec): 3 clusters Score: Raw -456367.202108 + Penalty 4605.178165 = -451762.023943 nChanged 30 SP:Iteration 71Q (443.502275 sec): 3 clusters Score: Raw -456382.278602 + Penalty 4605.178165 = -451777.100437 nChanged 27 SP:Iteration 72Q (443.616310 sec): 3 clusters Score: Raw -456392.806781 + Penalty 4605.178165 = -451787.628616 nChanged 21 SP:Iteration 73Q (443.718273 sec): 3 clusters Score: Raw -456399.359094 + Penalty 4605.178165 = -451794.180929 nChanged 12 SP:Iteration 74Q (443.854072 sec): 3 clusters Score: Raw -456404.190689 + Penalty 4605.178165 = -451799.012523 nChanged 12 SP:Iteration 75Q (444.016269 sec): 3 clusters Score: Raw -456412.223254 + Penalty 4605.178165 = -451807.045089 nChanged 9 SP:Iteration 76Q (444.128853 sec): 3 clusters Score: Raw -456417.601327 + Penalty 4605.178165 = -451812.423162 nChanged 13 SP:Iteration 77Q (444.249516 sec): 3 clusters Score: Raw -456424.057899 + Penalty 4605.178165 = -451818.879733 nChanged 9 SP:Iteration 78Q (444.369272 sec): 3 clusters Score: Raw -456426.637077 + Penalty 4605.178165 = -451821.458912 nChanged 5 SP:Iteration 79Q (444.483392 sec): 3 clusters Score: Raw -456428.153260 + Penalty 4605.178165 = -451822.975095 nChanged 11 SP:Iteration 80F (444.617947 sec): 3 clusters Score: Raw -456439.118707 + Penalty 4605.178165 = -451833.940542 nChanged 11 SP:Iteration 81Q (444.763568 sec): 3 clusters Score: Raw -456448.689022 + Penalty 4605.178165 = -451843.510857 nChanged 18 SP:Iteration 82Q (444.915324 sec): 3 clusters Score: Raw -456460.112085 + Penalty 4605.178165 = -451854.933920 nChanged 22 SP:Iteration 83Q (445.030266 sec): 3 clusters Score: Raw -456468.090980 + Penalty 4605.178165 = -451862.912814 nChanged 15 SP:Iteration 84Q (445.135102 sec): 3 clusters Score: Raw -456476.893884 + Penalty 4605.178165 = -451871.715718 nChanged 24 SP:Iteration 85Q (445.266668 sec): 3 clusters Score: Raw -456494.255428 + Penalty 4605.178165 = -451889.077263 nChanged 37 SP:Iteration 86Q (445.399587 sec): 3 clusters Score: Raw -456522.505798 + Penalty 4605.178165 = -451917.327632 nChanged 42 SP:Iteration 87Q (445.495942 sec): 3 clusters Score: Raw -456550.995302 + Penalty 4605.178165 = -451945.817137 nChanged 38 SP:Iteration 88Q (445.642754 sec): 3 clusters Score: Raw -456567.302983 + Penalty 4605.178165 = -451962.124818 nChanged 26 SP:Iteration 89Q (445.718924 sec): 3 clusters Score: Raw -456581.657293 + Penalty 4605.178165 = -451976.479128 nChanged 29 SP:Iteration 90Q (445.859204 sec): 3 clusters Score: Raw -456593.535677 + Penalty 4605.178165 = -451988.357511 nChanged 30 SP:Iteration 91Q (445.972126 sec): 3 clusters Score: Raw -456609.559931 + Penalty 4605.178165 = -452004.381766 nChanged 32 SP:Iteration 92Q (446.088711 sec): 3 clusters Score: Raw -456624.828187 + Penalty 4605.178165 = -452019.650022 nChanged 30 SP:Iteration 93Q (446.188436 sec): 3 clusters Score: Raw -456641.491758 + Penalty 4605.178165 = -452036.313593 nChanged 25 SP:Iteration 94Q (446.310442 sec): 3 clusters Score: Raw -456651.620734 + Penalty 4605.178165 = -452046.442569 nChanged 25 SP:Iteration 95Q (446.416068 sec): 3 clusters Score: Raw -456659.014346 + Penalty 4605.178165 = -452053.836181 nChanged 17 SP:Iteration 96Q (446.551539 sec): 3 clusters Score: Raw -456664.518606 + Penalty 4605.178165 = -452059.340441 nChanged 15 SP:Iteration 97Q (446.680605 sec): 3 clusters Score: Raw -456669.144566 + Penalty 4605.178165 = -452063.966401 nChanged 10 SP:Iteration 98Q (446.816287 sec): 3 clusters Score: Raw -456672.863908 + Penalty 4605.178165 = -452067.685743 nChanged 9 SP:Iteration 99Q (446.911662 sec): 3 clusters Score: Raw -456676.129890 + Penalty 4605.178165 = -452070.951725 nChanged 8 SP:Iteration 100F (447.030597 sec): 3 clusters Score: Raw -456679.095229 + Penalty 4605.178165 = -452073.917064 nChanged 14 SP:Iteration 101Q (447.203377 sec): 3 clusters Score: Raw -456685.095419 + Penalty 4605.178165 = -452079.917254 nChanged 16 SP:Iteration 102Q (447.326424 sec): 3 clusters Score: Raw -456692.412704 + Penalty 4605.178165 = -452087.234539 nChanged 21 SP:Iteration 103Q (447.456964 sec): 3 clusters Score: Raw -456702.989369 + Penalty 4605.178165 = -452097.811204 nChanged 21 SP:Iteration 104Q (447.587689 sec): 3 clusters Score: Raw -456714.521753 + Penalty 4605.178165 = -452109.343588 nChanged 27 SP:Iteration 105Q (447.691052 sec): 3 clusters Score: Raw -456733.203306 + Penalty 4605.178165 = -452128.025141 nChanged 31 SP:Iteration 106Q (447.798302 sec): 3 clusters Score: Raw -456746.492539 + Penalty 4605.178165 = -452141.314374 nChanged 17 SP:Iteration 107Q (447.937788 sec): 3 clusters Score: Raw -456753.723485 + Penalty 4605.178165 = -452148.545319 nChanged 16 SP:Iteration 108Q (448.068149 sec): 3 clusters Score: Raw -456760.438336 + Penalty 4605.178165 = -452155.260171 nChanged 15 SP:Iteration 109Q (448.181572 sec): 3 clusters Score: Raw -456768.498356 + Penalty 4605.178165 = -452163.320191 nChanged 21 SP:Iteration 110Q (448.296555 sec): 3 clusters Score: Raw -456777.353518 + Penalty 4605.178165 = -452172.175353 nChanged 14 SP:Iteration 111Q (448.412989 sec): 3 clusters Score: Raw -456785.256407 + Penalty 4605.178165 = -452180.078242 nChanged 20 SP:Iteration 112Q (448.539664 sec): 3 clusters Score: Raw -456795.865149 + Penalty 4605.178165 = -452190.686984 nChanged 19 SP:Iteration 113Q (448.668202 sec): 3 clusters Score: Raw -456803.136888 + Penalty 4605.178165 = -452197.958723 nChanged 18 SP:Iteration 114Q (448.802208 sec): 3 clusters Score: Raw -456810.162828 + Penalty 4605.178165 = -452204.984663 nChanged 11 SP:Iteration 115Q (448.933527 sec): 3 clusters Score: Raw -456815.229582 + Penalty 4605.178165 = -452210.051417 nChanged 13 SP:Iteration 116Q (449.048108 sec): 3 clusters Score: Raw -456819.362591 + Penalty 4605.178165 = -452214.184426 nChanged 8 SP:Iteration 117Q (449.147854 sec): 3 clusters Score: Raw -456821.894271 + Penalty 4605.178165 = -452216.716106 nChanged 12 SP:Iteration 118Q (449.286320 sec): 3 clusters Score: Raw -456828.907312 + Penalty 4605.178165 = -452223.729147 nChanged 17 SP:Iteration 119Q (449.395943 sec): 3 clusters Score: Raw -456838.919112 + Penalty 4605.178165 = -452233.740947 nChanged 13 SP:Iteration 120F (449.539047 sec): 3 clusters Score: Raw -456845.147684 + Penalty 4605.178165 = -452239.969519 nChanged 10 SP:Iteration 121Q (449.646005 sec): 3 clusters Score: Raw -456848.284354 + Penalty 4605.178165 = -452243.106189 nChanged 6 SP:Iteration 122Q (449.817597 sec): 3 clusters Score: Raw -456849.945542 + Penalty 4605.178165 = -452244.767376 nChanged 6 SP:Iteration 123Q (449.925578 sec): 3 clusters Score: Raw -456851.576898 + Penalty 4605.178165 = -452246.398733 nChanged 5 SP:Iteration 124Q (450.064050 sec): 3 clusters Score: Raw -456853.269731 + Penalty 4605.178165 = -452248.091566 nChanged 5 SP:Iteration 125Q (450.185257 sec): 3 clusters Score: Raw -456855.171687 + Penalty 4605.178165 = -452249.993522 nChanged 4 SP:Iteration 126Q (450.285998 sec): 3 clusters Score: Raw -456856.158746 + Penalty 4605.178165 = -452250.980581 nChanged 2 SP:Iteration 127Q (450.422135 sec): 3 clusters Score: Raw -456856.609163 + Penalty 4605.178165 = -452251.430998 nChanged 3 SP:Iteration 128Q (450.539732 sec): 3 clusters Score: Raw -456857.297048 + Penalty 4605.178165 = -452252.118882 nChanged 2 SP:Iteration 129Q (450.646115 sec): 3 clusters Score: Raw -456857.821862 + Penalty 4605.178165 = -452252.643696 nChanged 1 SP:Iteration 130Q (450.774319 sec): 3 clusters Score: Raw -456857.931982 + Penalty 4605.178165 = -452252.753817 nChanged 0 SP:Iteration 131F (450.931684 sec): 3 clusters Score: Raw -456857.931982 + Penalty 4605.178165 = -452252.753817 nChanged 0 Score: Raw -11815114.019434 + Penalty 37669.881023 = -11777444.138412 Splitting cluster 4 changes total score from -11777937.240686 to -11777444.138412 So it's not getting split. Trying to split cluster 5 (12957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (453.818685 sec): 2 clusters Score: Raw -1149630.743747 + Penalty 2499.919346 = -1147130.824401 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (453.958974 sec): 3 clusters Score: Raw -1142477.454864 + Penalty 4999.838692 = -1137477.616172 nChanged 5489 SP:Iteration 1F (454.115110 sec): 3 clusters Score: Raw -1145503.855326 + Penalty 4999.838692 = -1140504.016635 nChanged 864 SP:Iteration 2F (454.276458 sec): 3 clusters Score: Raw -1145953.497492 + Penalty 4999.838692 = -1140953.658800 nChanged 764 SP:Iteration 3F (454.442029 sec): 3 clusters Score: Raw -1146346.090203 + Penalty 4999.838692 = -1141346.251511 nChanged 710 SP:Iteration 4F (454.560127 sec): 3 clusters Score: Raw -1146730.010795 + Penalty 4999.838692 = -1141730.172103 nChanged 653 SP:Iteration 5F (454.708857 sec): 3 clusters Score: Raw -1147079.125908 + Penalty 4999.838692 = -1142079.287216 nChanged 604 SP:Iteration 6Q (454.851070 sec): 3 clusters Score: Raw -1147413.816128 + Penalty 4999.838692 = -1142413.977436 nChanged 566 SP:Iteration 7Q (455.012032 sec): 3 clusters Score: Raw -1147727.130128 + Penalty 4999.838692 = -1142727.291436 nChanged 507 SP:Iteration 8Q (455.142483 sec): 3 clusters Score: Raw -1147999.345568 + Penalty 4999.838692 = -1142999.506876 nChanged 479 SP:Iteration 9Q (455.279862 sec): 3 clusters Score: Raw -1148264.687223 + Penalty 4999.838692 = -1143264.848532 nChanged 468 SP:Iteration 10Q (455.440139 sec): 3 clusters Score: Raw -1148534.432375 + Penalty 4999.838692 = -1143534.593683 nChanged 412 SP:Iteration 11Q (455.590812 sec): 3 clusters Score: Raw -1148762.773578 + Penalty 4999.838692 = -1143762.934886 nChanged 368 SP:Iteration 12Q (455.744332 sec): 3 clusters Score: Raw -1148986.947223 + Penalty 4999.838692 = -1143987.108531 nChanged 321 SP:Iteration 13Q (455.878186 sec): 3 clusters Score: Raw -1149171.394898 + Penalty 4999.838692 = -1144171.556206 nChanged 247 SP:Iteration 14Q (456.063747 sec): 3 clusters Score: Raw -1149314.161796 + Penalty 4999.838692 = -1144314.323104 nChanged 216 SP:Iteration 15Q (456.174658 sec): 3 clusters Score: Raw -1149440.978864 + Penalty 4999.838692 = -1144441.140172 nChanged 182 SP:Iteration 16Q (456.311763 sec): 3 clusters Score: Raw -1149534.315978 + Penalty 4999.838692 = -1144534.477286 nChanged 137 SP:Iteration 17Q (456.454283 sec): 3 clusters Score: Raw -1149600.789715 + Penalty 4999.838692 = -1144600.951024 nChanged 116 SP:Iteration 18Q (456.609536 sec): 3 clusters Score: Raw -1149659.255118 + Penalty 4999.838692 = -1144659.416426 nChanged 119 SP:Iteration 19Q (456.811277 sec): 3 clusters Score: Raw -1149719.245256 + Penalty 4999.838692 = -1144719.406564 nChanged 111 SP:Iteration 20F (456.941612 sec): 3 clusters Score: Raw -1149777.370516 + Penalty 4999.838692 = -1144777.531824 nChanged 116 SP:Iteration 21Q (457.090044 sec): 3 clusters Score: Raw -1149840.878003 + Penalty 4999.838692 = -1144841.039312 nChanged 95 SP:Iteration 22Q (457.252412 sec): 3 clusters Score: Raw -1149885.992006 + Penalty 4999.838692 = -1144886.153314 nChanged 70 SP:Iteration 23Q (457.400505 sec): 3 clusters Score: Raw -1149916.211154 + Penalty 4999.838692 = -1144916.372462 nChanged 62 SP:Iteration 24Q (457.595289 sec): 3 clusters Score: Raw -1149938.930447 + Penalty 4999.838692 = -1144939.091756 nChanged 42 SP:Iteration 25Q (457.710727 sec): 3 clusters Score: Raw -1149953.556381 + Penalty 4999.838692 = -1144953.717689 nChanged 38 SP:Iteration 26Q (457.855970 sec): 3 clusters Score: Raw -1149968.831105 + Penalty 4999.838692 = -1144968.992413 nChanged 33 SP:Iteration 27Q (457.968593 sec): 3 clusters Score: Raw -1149981.186592 + Penalty 4999.838692 = -1144981.347901 nChanged 33 SP:Iteration 28Q (458.118979 sec): 3 clusters Score: Raw -1149993.323594 + Penalty 4999.838692 = -1144993.484902 nChanged 23 SP:Iteration 29Q (458.286261 sec): 3 clusters Score: Raw -1150001.539336 + Penalty 4999.838692 = -1145001.700645 nChanged 19 SP:Iteration 30Q (458.416040 sec): 3 clusters Score: Raw -1150008.617608 + Penalty 4999.838692 = -1145008.778917 nChanged 15 SP:Iteration 31Q (458.549808 sec): 3 clusters Score: Raw -1150014.941470 + Penalty 4999.838692 = -1145015.102778 nChanged 21 SP:Iteration 32Q (458.705156 sec): 3 clusters Score: Raw -1150021.671732 + Penalty 4999.838692 = -1145021.833040 nChanged 17 SP:Iteration 33Q (458.867825 sec): 3 clusters Score: Raw -1150025.920681 + Penalty 4999.838692 = -1145026.081990 nChanged 13 SP:Iteration 34Q (459.006600 sec): 3 clusters Score: Raw -1150029.623809 + Penalty 4999.838692 = -1145029.785118 nChanged 11 SP:Iteration 35Q (459.151944 sec): 3 clusters Score: Raw -1150032.886758 + Penalty 4999.838692 = -1145033.048066 nChanged 10 SP:Iteration 36Q (459.296523 sec): 3 clusters Score: Raw -1150037.675384 + Penalty 4999.838692 = -1145037.836692 nChanged 12 SP:Iteration 37Q (459.437107 sec): 3 clusters Score: Raw -1150041.123732 + Penalty 4999.838692 = -1145041.285040 nChanged 7 SP:Iteration 38Q (459.582531 sec): 3 clusters Score: Raw -1150043.082836 + Penalty 4999.838692 = -1145043.244144 nChanged 8 SP:Iteration 39Q (459.758681 sec): 3 clusters Score: Raw -1150046.139002 + Penalty 4999.838692 = -1145046.300311 nChanged 9 SP:Iteration 40F (459.899121 sec): 3 clusters Score: Raw -1150050.295348 + Penalty 4999.838692 = -1145050.456656 nChanged 14 SP:Iteration 41Q (460.057295 sec): 3 clusters Score: Raw -1150055.193151 + Penalty 4999.838692 = -1145055.354459 nChanged 7 SP:Iteration 42Q (460.184492 sec): 3 clusters Score: Raw -1150057.606815 + Penalty 4999.838692 = -1145057.768123 nChanged 11 SP:Iteration 43Q (460.309450 sec): 3 clusters Score: Raw -1150061.045472 + Penalty 4999.838692 = -1145061.206780 nChanged 6 SP:Iteration 44Q (460.451438 sec): 3 clusters Score: Raw -1150062.346506 + Penalty 4999.838692 = -1145062.507814 nChanged 3 SP:Iteration 45Q (460.595929 sec): 3 clusters Score: Raw -1150063.333997 + Penalty 4999.838692 = -1145063.495305 nChanged 3 SP:Iteration 46Q (460.760826 sec): 3 clusters Score: Raw -1150064.050029 + Penalty 4999.838692 = -1145064.211337 nChanged 6 SP:Iteration 47Q (460.879955 sec): 3 clusters Score: Raw -1150065.958908 + Penalty 4999.838692 = -1145066.120216 nChanged 6 SP:Iteration 48Q (461.015496 sec): 3 clusters Score: Raw -1150067.850500 + Penalty 4999.838692 = -1145068.011808 nChanged 4 SP:Iteration 49Q (461.172056 sec): 3 clusters Score: Raw -1150069.159402 + Penalty 4999.838692 = -1145069.320710 nChanged 4 SP:Iteration 50Q (461.299502 sec): 3 clusters Score: Raw -1150070.373926 + Penalty 4999.838692 = -1145070.535235 nChanged 6 SP:Iteration 51Q (461.426905 sec): 3 clusters Score: Raw -1150071.594165 + Penalty 4999.838692 = -1145071.755474 nChanged 2 SP:Iteration 52Q (461.585920 sec): 3 clusters Score: Raw -1150072.093694 + Penalty 4999.838692 = -1145072.255002 nChanged 1 SP:Iteration 53Q (461.741476 sec): 3 clusters Score: Raw -1150072.298513 + Penalty 4999.838692 = -1145072.459821 nChanged 2 SP:Iteration 54Q (461.905987 sec): 3 clusters Score: Raw -1150072.771048 + Penalty 4999.838692 = -1145072.932356 nChanged 3 SP:Iteration 55Q (462.023905 sec): 3 clusters Score: Raw -1150073.950572 + Penalty 4999.838692 = -1145074.111881 nChanged 7 SP:Iteration 56Q (462.181307 sec): 3 clusters Score: Raw -1150075.990620 + Penalty 4999.838692 = -1145076.151928 nChanged 5 SP:Iteration 57Q (462.321659 sec): 3 clusters Score: Raw -1150077.367261 + Penalty 4999.838692 = -1145077.528569 nChanged 6 SP:Iteration 58Q (462.446861 sec): 3 clusters Score: Raw -1150079.395362 + Penalty 4999.838692 = -1145079.556671 nChanged 3 SP:Iteration 59Q (462.608129 sec): 3 clusters Score: Raw -1150080.685853 + Penalty 4999.838692 = -1145080.847161 nChanged 4 SP:Iteration 60F (462.746552 sec): 3 clusters Score: Raw -1150082.010721 + Penalty 4999.838692 = -1145082.172029 nChanged 1 SP:Iteration 61Q (462.922217 sec): 3 clusters Score: Raw -1150082.144674 + Penalty 4999.838692 = -1145082.305982 nChanged 1 SP:Iteration 62Q (463.051568 sec): 3 clusters Score: Raw -1150082.446861 + Penalty 4999.838692 = -1145082.608169 nChanged 1 SP:Iteration 63Q (463.182646 sec): 3 clusters Score: Raw -1150082.587797 + Penalty 4999.838692 = -1145082.749105 nChanged 0 SP:Iteration 64F (463.341729 sec): 3 clusters Score: Raw -1150082.587797 + Penalty 4999.838692 = -1145082.749105 nChanged 0 Trying to split cluster 6 (2171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.437492 sec): 2 clusters Score: Raw -136096.921792 + Penalty 2028.296997 = -134068.624795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.532479 sec): 3 clusters Score: Raw -135339.282859 + Penalty 4056.593994 = -131282.688865 nChanged 718 SP:Iteration 1F (463.621573 sec): 3 clusters Score: Raw -135967.843023 + Penalty 4056.593994 = -131911.249029 nChanged 233 SP:Iteration 2F (463.725335 sec): 3 clusters Score: Raw -136264.136576 + Penalty 4056.593994 = -132207.542582 nChanged 148 SP:Iteration 3F (463.844160 sec): 3 clusters Score: Raw -136459.256954 + Penalty 4056.593994 = -132402.662960 nChanged 100 SP:Iteration 4Q (463.960265 sec): 3 clusters Score: Raw -136604.673512 + Penalty 4056.593994 = -132548.079519 nChanged 113 SP:Iteration 5F (464.082832 sec): 3 clusters Score: Raw -136750.903231 + Penalty 4056.593994 = -132694.309237 nChanged 96 SP:Iteration 6Q (464.216778 sec): 3 clusters Score: Raw -136891.840111 + Penalty 4056.593994 = -132835.246118 nChanged 71 SP:Iteration 7Q (464.305324 sec): 3 clusters Score: Raw -136984.990727 + Penalty 4056.593994 = -132928.396733 nChanged 57 SP:Iteration 8Q (464.409761 sec): 3 clusters Score: Raw -137074.102431 + Penalty 4056.593994 = -133017.508437 nChanged 58 SP:Iteration 9Q (464.499731 sec): 3 clusters Score: Raw -137136.113934 + Penalty 4056.593994 = -133079.519941 nChanged 45 SP:Iteration 10Q (464.598956 sec): 3 clusters Score: Raw -137190.506902 + Penalty 4056.593994 = -133133.912909 nChanged 38 SP:Iteration 11Q (464.703525 sec): 3 clusters Score: Raw -137226.934032 + Penalty 4056.593994 = -133170.340038 nChanged 18 SP:Iteration 12Q (464.812656 sec): 3 clusters Score: Raw -137239.228892 + Penalty 4056.593994 = -133182.634898 nChanged 16 SP:Iteration 13Q (464.916170 sec): 3 clusters Score: Raw -137250.333430 + Penalty 4056.593994 = -133193.739436 nChanged 13 SP:Iteration 14Q (465.020119 sec): 3 clusters Score: Raw -137267.155799 + Penalty 4056.593994 = -133210.561805 nChanged 16 SP:Iteration 15Q (465.120400 sec): 3 clusters Score: Raw -137279.023419 + Penalty 4056.593994 = -133222.429425 nChanged 13 SP:Iteration 16Q (465.218787 sec): 3 clusters Score: Raw -137287.780434 + Penalty 4056.593994 = -133231.186440 nChanged 12 SP:Iteration 17Q (465.325550 sec): 3 clusters Score: Raw -137298.378850 + Penalty 4056.593994 = -133241.784857 nChanged 9 SP:Iteration 18Q (465.431548 sec): 3 clusters Score: Raw -137309.008358 + Penalty 4056.593994 = -133252.414364 nChanged 3 SP:Iteration 19Q (465.547203 sec): 3 clusters Score: Raw -137310.855651 + Penalty 4056.593994 = -133254.261657 nChanged 5 SP:Iteration 20F (465.663504 sec): 3 clusters Score: Raw -137316.994019 + Penalty 4056.593994 = -133260.400025 nChanged 11 SP:Iteration 21Q (465.783679 sec): 3 clusters Score: Raw -137325.717763 + Penalty 4056.593994 = -133269.123769 nChanged 10 SP:Iteration 22Q (465.922821 sec): 3 clusters Score: Raw -137338.126516 + Penalty 4056.593994 = -133281.532522 nChanged 6 SP:Iteration 23Q (466.022436 sec): 3 clusters Score: Raw -137345.751601 + Penalty 4056.593994 = -133289.157607 nChanged 4 SP:Iteration 24Q (466.167566 sec): 3 clusters Score: Raw -137348.343812 + Penalty 4056.593994 = -133291.749818 nChanged 2 SP:Iteration 25Q (466.259819 sec): 3 clusters Score: Raw -137349.505080 + Penalty 4056.593994 = -133292.911086 nChanged 4 SP:Iteration 26Q (466.389099 sec): 3 clusters Score: Raw -137351.160687 + Penalty 4056.593994 = -133294.566693 nChanged 0 SP:Iteration 27F (466.493008 sec): 3 clusters Score: Raw -137351.160687 + Penalty 4056.593994 = -133294.566693 nChanged 0 Trying to split cluster 7 (10167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (466.597211 sec): 2 clusters Score: Raw -889047.936233 + Penalty 2435.902250 = -886612.033983 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (466.739494 sec): 3 clusters Score: Raw -883610.090992 + Penalty 4871.804499 = -878738.286493 nChanged 4224 SP:Iteration 1F (466.878195 sec): 3 clusters Score: Raw -885919.686471 + Penalty 4871.804499 = -881047.881972 nChanged 713 SP:Iteration 2F (466.998707 sec): 3 clusters Score: Raw -886314.892060 + Penalty 4871.804499 = -881443.087561 nChanged 586 SP:Iteration 3F (467.132765 sec): 3 clusters Score: Raw -886671.997313 + Penalty 4871.804499 = -881800.192814 nChanged 567 SP:Iteration 4F (467.269355 sec): 3 clusters Score: Raw -887027.563720 + Penalty 4871.804499 = -882155.759221 nChanged 527 SP:Iteration 5F (467.408432 sec): 3 clusters Score: Raw -887428.512162 + Penalty 4871.804499 = -882556.707663 nChanged 519 SP:Iteration 6F (467.558263 sec): 3 clusters Score: Raw -887859.173066 + Penalty 4871.804499 = -882987.368567 nChanged 545 SP:Iteration 7F (467.688745 sec): 3 clusters Score: Raw -888358.517263 + Penalty 4871.804499 = -883486.712764 nChanged 568 SP:Iteration 8F (467.820100 sec): 3 clusters Score: Raw -888806.960955 + Penalty 4871.804499 = -883935.156456 nChanged 456 SP:Iteration 9Q (467.951396 sec): 3 clusters Score: Raw -889099.459498 + Penalty 4871.804499 = -884227.654999 nChanged 355 SP:Iteration 10Q (468.089764 sec): 3 clusters Score: Raw -889295.575140 + Penalty 4871.804499 = -884423.770641 nChanged 280 SP:Iteration 11Q (468.255363 sec): 3 clusters Score: Raw -889417.066683 + Penalty 4871.804499 = -884545.262184 nChanged 196 SP:Iteration 12Q (468.384911 sec): 3 clusters Score: Raw -889494.512101 + Penalty 4871.804499 = -884622.707602 nChanged 159 SP:Iteration 13Q (468.508680 sec): 3 clusters Score: Raw -889553.339669 + Penalty 4871.804499 = -884681.535170 nChanged 128 SP:Iteration 14Q (468.643601 sec): 3 clusters Score: Raw -889596.633234 + Penalty 4871.804499 = -884724.828735 nChanged 107 SP:Iteration 15Q (468.771225 sec): 3 clusters Score: Raw -889623.237797 + Penalty 4871.804499 = -884751.433298 nChanged 67 SP:Iteration 16Q (468.896993 sec): 3 clusters Score: Raw -889642.278170 + Penalty 4871.804499 = -884770.473671 nChanged 68 SP:Iteration 17Q (469.022388 sec): 3 clusters Score: Raw -889663.010821 + Penalty 4871.804499 = -884791.206322 nChanged 69 SP:Iteration 18Q (469.161855 sec): 3 clusters Score: Raw -889680.886975 + Penalty 4871.804499 = -884809.082476 nChanged 51 SP:Iteration 19Q (469.300029 sec): 3 clusters Score: Raw -889691.024169 + Penalty 4871.804499 = -884819.219670 nChanged 35 SP:Iteration 20F (469.430128 sec): 3 clusters Score: Raw -889696.500474 + Penalty 4871.804499 = -884824.695975 nChanged 27 SP:Iteration 21Q (469.552427 sec): 3 clusters Score: Raw -889701.994134 + Penalty 4871.804499 = -884830.189635 nChanged 20 SP:Iteration 22Q (469.667554 sec): 3 clusters Score: Raw -889705.542420 + Penalty 4871.804499 = -884833.737921 nChanged 12 SP:Iteration 23Q (469.772957 sec): 3 clusters Score: Raw -889708.310218 + Penalty 4871.804499 = -884836.505719 nChanged 11 SP:Iteration 24Q (469.904629 sec): 3 clusters Score: Raw -889710.584345 + Penalty 4871.804499 = -884838.779846 nChanged 9 SP:Iteration 25Q (470.034317 sec): 3 clusters Score: Raw -889712.205384 + Penalty 4871.804499 = -884840.400885 nChanged 11 SP:Iteration 26Q (470.190199 sec): 3 clusters Score: Raw -889713.673603 + Penalty 4871.804499 = -884841.869104 nChanged 14 SP:Iteration 27Q (470.323755 sec): 3 clusters Score: Raw -889715.699444 + Penalty 4871.804499 = -884843.894945 nChanged 9 SP:Iteration 28Q (470.438065 sec): 3 clusters Score: Raw -889717.257980 + Penalty 4871.804499 = -884845.453481 nChanged 11 SP:Iteration 29Q (470.578496 sec): 3 clusters Score: Raw -889718.888398 + Penalty 4871.804499 = -884847.083899 nChanged 7 SP:Iteration 30Q (470.724676 sec): 3 clusters Score: Raw -889719.600383 + Penalty 4871.804499 = -884847.795884 nChanged 4 SP:Iteration 31Q (470.817631 sec): 3 clusters Score: Raw -889720.205381 + Penalty 4871.804499 = -884848.400882 nChanged 3 SP:Iteration 32Q (470.891338 sec): 3 clusters Score: Raw -889720.732841 + Penalty 4871.804499 = -884848.928342 nChanged 3 SP:Iteration 33Q (471.014124 sec): 3 clusters Score: Raw -889720.977203 + Penalty 4871.804499 = -884849.172704 nChanged 4 SP:Iteration 34Q (471.152983 sec): 3 clusters Score: Raw -889721.625125 + Penalty 4871.804499 = -884849.820626 nChanged 6 SP:Iteration 35Q (471.224565 sec): 3 clusters Score: Raw -889722.521569 + Penalty 4871.804499 = -884850.717070 nChanged 4 SP:Iteration 36Q (471.369830 sec): 3 clusters Score: Raw -889723.038966 + Penalty 4871.804499 = -884851.234467 nChanged 4 SP:Iteration 37Q (471.530945 sec): 3 clusters Score: Raw -889723.599283 + Penalty 4871.804499 = -884851.794784 nChanged 2 SP:Iteration 38Q (471.661212 sec): 3 clusters Score: Raw -889723.843770 + Penalty 4871.804499 = -884852.039271 nChanged 2 SP:Iteration 39Q (471.785801 sec): 3 clusters Score: Raw -889724.013210 + Penalty 4871.804499 = -884852.208711 nChanged 1 SP:Iteration 40F (471.948949 sec): 3 clusters Score: Raw -889724.145424 + Penalty 4871.804499 = -884852.340925 nChanged 2 SP:Iteration 41Q (472.077384 sec): 3 clusters Score: Raw -889724.406792 + Penalty 4871.804499 = -884852.602293 nChanged 3 SP:Iteration 42Q (472.189967 sec): 3 clusters Score: Raw -889724.796233 + Penalty 4871.804499 = -884852.991734 nChanged 2 SP:Iteration 43Q (472.319452 sec): 3 clusters Score: Raw -889725.203004 + Penalty 4871.804499 = -884853.398505 nChanged 2 SP:Iteration 44Q (472.477340 sec): 3 clusters Score: Raw -889725.455574 + Penalty 4871.804499 = -884853.651075 nChanged 2 SP:Iteration 45Q (472.595480 sec): 3 clusters Score: Raw -889725.721324 + Penalty 4871.804499 = -884853.916825 nChanged 3 SP:Iteration 46Q (472.713348 sec): 3 clusters Score: Raw -889726.064443 + Penalty 4871.804499 = -884854.259944 nChanged 3 SP:Iteration 47Q (472.860286 sec): 3 clusters Score: Raw -889726.374968 + Penalty 4871.804499 = -884854.570469 nChanged 1 SP:Iteration 48Q (472.984450 sec): 3 clusters Score: Raw -889726.514737 + Penalty 4871.804499 = -884854.710238 nChanged 1 SP:Iteration 49Q (473.130202 sec): 3 clusters Score: Raw -889726.567695 + Penalty 4871.804499 = -884854.763196 nChanged 2 SP:Iteration 50Q (473.251235 sec): 3 clusters Score: Raw -889726.724864 + Penalty 4871.804499 = -884854.920365 nChanged 3 SP:Iteration 51Q (473.381428 sec): 3 clusters Score: Raw -889727.210250 + Penalty 4871.804499 = -884855.405751 nChanged 7 SP:Iteration 52Q (473.536452 sec): 3 clusters Score: Raw -889728.677383 + Penalty 4871.804499 = -884856.872884 nChanged 10 SP:Iteration 53Q (473.694464 sec): 3 clusters Score: Raw -889730.140615 + Penalty 4871.804499 = -884858.336116 nChanged 6 SP:Iteration 54Q (473.808899 sec): 3 clusters Score: Raw -889730.934002 + Penalty 4871.804499 = -884859.129503 nChanged 3 SP:Iteration 55Q (473.939238 sec): 3 clusters Score: Raw -889731.230980 + Penalty 4871.804499 = -884859.426481 nChanged 4 SP:Iteration 56Q (474.077293 sec): 3 clusters Score: Raw -889731.701488 + Penalty 4871.804499 = -884859.896989 nChanged 1 SP:Iteration 57Q (474.213726 sec): 3 clusters Score: Raw -889731.773376 + Penalty 4871.804499 = -884859.968877 nChanged 1 SP:Iteration 58Q (474.328678 sec): 3 clusters Score: Raw -889731.968340 + Penalty 4871.804499 = -884860.163841 nChanged 1 SP:Iteration 59Q (474.462351 sec): 3 clusters Score: Raw -889732.055759 + Penalty 4871.804499 = -884860.251260 nChanged 2 SP:Iteration 60F (474.603470 sec): 3 clusters Score: Raw -889732.546870 + Penalty 4871.804499 = -884860.742371 nChanged 3 SP:Iteration 61Q (474.724007 sec): 3 clusters Score: Raw -889733.174716 + Penalty 4871.804499 = -884861.370217 nChanged 4 SP:Iteration 62Q (474.849077 sec): 3 clusters Score: Raw -889733.988368 + Penalty 4871.804499 = -884862.183869 nChanged 5 SP:Iteration 63Q (474.997185 sec): 3 clusters Score: Raw -889734.517465 + Penalty 4871.804499 = -884862.712966 nChanged 2 SP:Iteration 64Q (475.104375 sec): 3 clusters Score: Raw -889734.891282 + Penalty 4871.804499 = -884863.086783 nChanged 2 SP:Iteration 65Q (475.258141 sec): 3 clusters Score: Raw -889735.047663 + Penalty 4871.804499 = -884863.243164 nChanged 1 SP:Iteration 66Q (475.382453 sec): 3 clusters Score: Raw -889735.128230 + Penalty 4871.804499 = -884863.323731 nChanged 1 SP:Iteration 67Q (475.526027 sec): 3 clusters Score: Raw -889735.269482 + Penalty 4871.804499 = -884863.464983 nChanged 1 SP:Iteration 68Q (475.647860 sec): 3 clusters Score: Raw -889735.355543 + Penalty 4871.804499 = -884863.551044 nChanged 0 SP:Iteration 69F (475.785477 sec): 3 clusters Score: Raw -889735.355543 + Penalty 4871.804499 = -884863.551044 nChanged 0 Trying to split cluster 8 (9480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (475.886534 sec): 2 clusters Score: Raw -805991.299006 + Penalty 2417.432053 = -803573.866953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.018271 sec): 3 clusters Score: Raw -800994.384866 + Penalty 4834.864106 = -796159.520760 nChanged 3870 SP:Iteration 1F (476.158557 sec): 3 clusters Score: Raw -803194.198222 + Penalty 4834.864106 = -798359.334116 nChanged 684 SP:Iteration 2F (476.262737 sec): 3 clusters Score: Raw -803600.100630 + Penalty 4834.864106 = -798765.236523 nChanged 609 SP:Iteration 3F (476.391389 sec): 3 clusters Score: Raw -803945.194909 + Penalty 4834.864106 = -799110.330803 nChanged 474 SP:Iteration 4Q (476.518853 sec): 3 clusters Score: Raw -804199.156228 + Penalty 4834.864106 = -799364.292122 nChanged 441 SP:Iteration 5Q (476.642683 sec): 3 clusters Score: Raw -804453.331577 + Penalty 4834.864106 = -799618.467471 nChanged 382 SP:Iteration 6Q (476.765825 sec): 3 clusters Score: Raw -804666.884285 + Penalty 4834.864106 = -799832.020179 nChanged 360 SP:Iteration 7Q (476.889921 sec): 3 clusters Score: Raw -804862.442188 + Penalty 4834.864106 = -800027.578082 nChanged 337 SP:Iteration 8Q (477.034815 sec): 3 clusters Score: Raw -805047.820105 + Penalty 4834.864106 = -800212.955999 nChanged 302 SP:Iteration 9Q (477.183439 sec): 3 clusters Score: Raw -805209.679918 + Penalty 4834.864106 = -800374.815812 nChanged 279 SP:Iteration 10Q (477.304062 sec): 3 clusters Score: Raw -805361.405971 + Penalty 4834.864106 = -800526.541865 nChanged 248 SP:Iteration 11Q (477.443249 sec): 3 clusters Score: Raw -805488.069105 + Penalty 4834.864106 = -800653.204999 nChanged 233 SP:Iteration 12Q (477.583494 sec): 3 clusters Score: Raw -805610.390152 + Penalty 4834.864106 = -800775.526046 nChanged 213 SP:Iteration 13Q (477.751928 sec): 3 clusters Score: Raw -805714.719607 + Penalty 4834.864106 = -800879.855501 nChanged 198 SP:Iteration 14Q (477.906441 sec): 3 clusters Score: Raw -805807.438549 + Penalty 4834.864106 = -800972.574442 nChanged 186 SP:Iteration 15Q (478.052657 sec): 3 clusters Score: Raw -805891.418028 + Penalty 4834.864106 = -801056.553922 nChanged 171 SP:Iteration 16Q (478.218835 sec): 3 clusters Score: Raw -805964.983938 + Penalty 4834.864106 = -801130.119832 nChanged 146 SP:Iteration 17Q (478.350738 sec): 3 clusters Score: Raw -806024.051182 + Penalty 4834.864106 = -801189.187076 nChanged 133 SP:Iteration 18Q (478.486687 sec): 3 clusters Score: Raw -806070.371829 + Penalty 4834.864106 = -801235.507723 nChanged 126 SP:Iteration 19Q (478.609843 sec): 3 clusters Score: Raw -806114.263902 + Penalty 4834.864106 = -801279.399796 nChanged 103 SP:Iteration 20F (478.760781 sec): 3 clusters Score: Raw -806153.617352 + Penalty 4834.864106 = -801318.753246 nChanged 108 SP:Iteration 21Q (478.887707 sec): 3 clusters Score: Raw -806191.082873 + Penalty 4834.864106 = -801356.218767 nChanged 79 SP:Iteration 22Q (479.006248 sec): 3 clusters Score: Raw -806213.787637 + Penalty 4834.864106 = -801378.923531 nChanged 68 SP:Iteration 23Q (479.156854 sec): 3 clusters Score: Raw -806235.801479 + Penalty 4834.864106 = -801400.937373 nChanged 72 SP:Iteration 24Q (479.296196 sec): 3 clusters Score: Raw -806259.034159 + Penalty 4834.864106 = -801424.170052 nChanged 68 SP:Iteration 25Q (479.429317 sec): 3 clusters Score: Raw -806279.288414 + Penalty 4834.864106 = -801444.424308 nChanged 65 SP:Iteration 26Q (479.564374 sec): 3 clusters Score: Raw -806297.315197 + Penalty 4834.864106 = -801462.451091 nChanged 65 SP:Iteration 27Q (479.696875 sec): 3 clusters Score: Raw -806313.772612 + Penalty 4834.864106 = -801478.908506 nChanged 56 SP:Iteration 28Q (479.813913 sec): 3 clusters Score: Raw -806326.398801 + Penalty 4834.864106 = -801491.534695 nChanged 47 SP:Iteration 29Q (479.958150 sec): 3 clusters Score: Raw -806343.097339 + Penalty 4834.864106 = -801508.233233 nChanged 45 SP:Iteration 30Q (480.062458 sec): 3 clusters Score: Raw -806354.793752 + Penalty 4834.864106 = -801519.929645 nChanged 50 SP:Iteration 31Q (480.212092 sec): 3 clusters Score: Raw -806367.243223 + Penalty 4834.864106 = -801532.379117 nChanged 39 SP:Iteration 32Q (480.352060 sec): 3 clusters Score: Raw -806377.589002 + Penalty 4834.864106 = -801542.724896 nChanged 41 SP:Iteration 33Q (480.451728 sec): 3 clusters Score: Raw -806387.831670 + Penalty 4834.864106 = -801552.967564 nChanged 33 SP:Iteration 34Q (480.617309 sec): 3 clusters Score: Raw -806395.415175 + Penalty 4834.864106 = -801560.551069 nChanged 39 SP:Iteration 35Q (480.725726 sec): 3 clusters Score: Raw -806404.011604 + Penalty 4834.864106 = -801569.147498 nChanged 36 SP:Iteration 36Q (480.867224 sec): 3 clusters Score: Raw -806414.616333 + Penalty 4834.864106 = -801579.752227 nChanged 46 SP:Iteration 37Q (481.013331 sec): 3 clusters Score: Raw -806425.194782 + Penalty 4834.864106 = -801590.330675 nChanged 47 SP:Iteration 38Q (481.150274 sec): 3 clusters Score: Raw -806437.411257 + Penalty 4834.864106 = -801602.547151 nChanged 49 SP:Iteration 39Q (481.310055 sec): 3 clusters Score: Raw -806449.006321 + Penalty 4834.864106 = -801614.142215 nChanged 50 SP:Iteration 40F (481.417007 sec): 3 clusters Score: Raw -806461.344999 + Penalty 4834.864106 = -801626.480893 nChanged 36 SP:Iteration 41Q (481.549451 sec): 3 clusters Score: Raw -806470.540588 + Penalty 4834.864106 = -801635.676482 nChanged 42 SP:Iteration 42Q (481.675643 sec): 3 clusters Score: Raw -806478.533673 + Penalty 4834.864106 = -801643.669567 nChanged 29 SP:Iteration 43Q (481.805059 sec): 3 clusters Score: Raw -806484.269347 + Penalty 4834.864106 = -801649.405240 nChanged 25 SP:Iteration 44Q (481.918211 sec): 3 clusters Score: Raw -806490.032203 + Penalty 4834.864106 = -801655.168097 nChanged 17 SP:Iteration 45Q (482.039157 sec): 3 clusters Score: Raw -806495.130549 + Penalty 4834.864106 = -801660.266442 nChanged 22 SP:Iteration 46Q (482.170598 sec): 3 clusters Score: Raw -806499.195566 + Penalty 4834.864106 = -801664.331459 nChanged 17 SP:Iteration 47Q (482.283326 sec): 3 clusters Score: Raw -806502.720516 + Penalty 4834.864106 = -801667.856410 nChanged 16 SP:Iteration 48Q (482.425932 sec): 3 clusters Score: Raw -806505.964338 + Penalty 4834.864106 = -801671.100231 nChanged 15 SP:Iteration 49Q (482.558174 sec): 3 clusters Score: Raw -806509.384734 + Penalty 4834.864106 = -801674.520627 nChanged 19 SP:Iteration 50Q (482.671701 sec): 3 clusters Score: Raw -806512.874200 + Penalty 4834.864106 = -801678.010094 nChanged 18 SP:Iteration 51Q (482.819756 sec): 3 clusters Score: Raw -806516.702385 + Penalty 4834.864106 = -801681.838278 nChanged 22 SP:Iteration 52Q (482.929979 sec): 3 clusters Score: Raw -806521.112037 + Penalty 4834.864106 = -801686.247931 nChanged 20 SP:Iteration 53Q (483.078408 sec): 3 clusters Score: Raw -806523.763028 + Penalty 4834.864106 = -801688.898921 nChanged 15 SP:Iteration 54Q (483.187641 sec): 3 clusters Score: Raw -806526.121265 + Penalty 4834.864106 = -801691.257159 nChanged 12 SP:Iteration 55Q (483.313558 sec): 3 clusters Score: Raw -806528.812677 + Penalty 4834.864106 = -801693.948571 nChanged 13 SP:Iteration 56Q (483.434514 sec): 3 clusters Score: Raw -806531.929445 + Penalty 4834.864106 = -801697.065339 nChanged 13 SP:Iteration 57Q (483.568880 sec): 3 clusters Score: Raw -806535.003739 + Penalty 4834.864106 = -801700.139633 nChanged 20 SP:Iteration 58Q (483.701785 sec): 3 clusters Score: Raw -806538.327175 + Penalty 4834.864106 = -801703.463069 nChanged 17 SP:Iteration 59Q (483.831151 sec): 3 clusters Score: Raw -806540.933089 + Penalty 4834.864106 = -801706.068983 nChanged 12 SP:Iteration 60F (483.950241 sec): 3 clusters Score: Raw -806543.032845 + Penalty 4834.864106 = -801708.168738 nChanged 14 SP:Iteration 61Q (484.069301 sec): 3 clusters Score: Raw -806545.127150 + Penalty 4834.864106 = -801710.263043 nChanged 16 SP:Iteration 62Q (484.176043 sec): 3 clusters Score: Raw -806547.067420 + Penalty 4834.864106 = -801712.203314 nChanged 12 SP:Iteration 63Q (484.291152 sec): 3 clusters Score: Raw -806549.192497 + Penalty 4834.864106 = -801714.328390 nChanged 9 SP:Iteration 64Q (484.461515 sec): 3 clusters Score: Raw -806550.885129 + Penalty 4834.864106 = -801716.021023 nChanged 11 SP:Iteration 65Q (484.583086 sec): 3 clusters Score: Raw -806553.215478 + Penalty 4834.864106 = -801718.351371 nChanged 13 SP:Iteration 66Q (484.742355 sec): 3 clusters Score: Raw -806555.164812 + Penalty 4834.864106 = -801720.300705 nChanged 14 SP:Iteration 67Q (484.876716 sec): 3 clusters Score: Raw -806558.945845 + Penalty 4834.864106 = -801724.081739 nChanged 23 SP:Iteration 68Q (485.040674 sec): 3 clusters Score: Raw -806564.774863 + Penalty 4834.864106 = -801729.910757 nChanged 24 SP:Iteration 69Q (485.192688 sec): 3 clusters Score: Raw -806570.354963 + Penalty 4834.864106 = -801735.490857 nChanged 23 SP:Iteration 70Q (485.325907 sec): 3 clusters Score: Raw -806574.332006 + Penalty 4834.864106 = -801739.467900 nChanged 21 SP:Iteration 71Q (485.454481 sec): 3 clusters Score: Raw -806579.106546 + Penalty 4834.864106 = -801744.242440 nChanged 28 SP:Iteration 72Q (485.577961 sec): 3 clusters Score: Raw -806586.035465 + Penalty 4834.864106 = -801751.171358 nChanged 27 SP:Iteration 73Q (485.717946 sec): 3 clusters Score: Raw -806591.224447 + Penalty 4834.864106 = -801756.360341 nChanged 22 SP:Iteration 74Q (485.844653 sec): 3 clusters Score: Raw -806595.580424 + Penalty 4834.864106 = -801760.716317 nChanged 15 SP:Iteration 75Q (485.977931 sec): 3 clusters Score: Raw -806599.781568 + Penalty 4834.864106 = -801764.917462 nChanged 19 SP:Iteration 76Q (486.091148 sec): 3 clusters Score: Raw -806602.750688 + Penalty 4834.864106 = -801767.886581 nChanged 15 SP:Iteration 77Q (486.214371 sec): 3 clusters Score: Raw -806605.479797 + Penalty 4834.864106 = -801770.615691 nChanged 15 SP:Iteration 78Q (486.331873 sec): 3 clusters Score: Raw -806608.006849 + Penalty 4834.864106 = -801773.142743 nChanged 12 SP:Iteration 79Q (486.484612 sec): 3 clusters Score: Raw -806609.677569 + Penalty 4834.864106 = -801774.813463 nChanged 6 SP:Iteration 80F (486.622415 sec): 3 clusters Score: Raw -806610.306654 + Penalty 4834.864106 = -801775.442547 nChanged 6 SP:Iteration 81Q (486.745653 sec): 3 clusters Score: Raw -806611.856167 + Penalty 4834.864106 = -801776.992061 nChanged 8 SP:Iteration 82Q (486.848274 sec): 3 clusters Score: Raw -806612.785234 + Penalty 4834.864106 = -801777.921127 nChanged 4 SP:Iteration 83Q (486.980318 sec): 3 clusters Score: Raw -806613.326216 + Penalty 4834.864106 = -801778.462109 nChanged 4 SP:Iteration 84Q (487.098806 sec): 3 clusters Score: Raw -806614.126047 + Penalty 4834.864106 = -801779.261941 nChanged 7 SP:Iteration 85Q (487.228180 sec): 3 clusters Score: Raw -806615.371739 + Penalty 4834.864106 = -801780.507633 nChanged 8 SP:Iteration 86Q (487.390356 sec): 3 clusters Score: Raw -806616.743406 + Penalty 4834.864106 = -801781.879300 nChanged 11 SP:Iteration 87Q (487.541545 sec): 3 clusters Score: Raw -806619.157757 + Penalty 4834.864106 = -801784.293651 nChanged 13 SP:Iteration 88Q (487.656211 sec): 3 clusters Score: Raw -806621.848803 + Penalty 4834.864106 = -801786.984697 nChanged 18 SP:Iteration 89Q (487.799700 sec): 3 clusters Score: Raw -806625.657545 + Penalty 4834.864106 = -801790.793438 nChanged 17 SP:Iteration 90Q (487.918827 sec): 3 clusters Score: Raw -806628.566870 + Penalty 4834.864106 = -801793.702764 nChanged 18 SP:Iteration 91Q (488.076702 sec): 3 clusters Score: Raw -806631.913521 + Penalty 4834.864106 = -801797.049415 nChanged 22 SP:Iteration 92Q (488.184453 sec): 3 clusters Score: Raw -806636.697360 + Penalty 4834.864106 = -801801.833253 nChanged 21 SP:Iteration 93Q (488.320010 sec): 3 clusters Score: Raw -806641.562994 + Penalty 4834.864106 = -801806.698888 nChanged 24 SP:Iteration 94Q (488.490414 sec): 3 clusters Score: Raw -806646.681954 + Penalty 4834.864106 = -801811.817848 nChanged 21 SP:Iteration 95Q (488.616246 sec): 3 clusters Score: Raw -806650.415680 + Penalty 4834.864106 = -801815.551574 nChanged 17 SP:Iteration 96Q (488.739980 sec): 3 clusters Score: Raw -806653.810414 + Penalty 4834.864106 = -801818.946308 nChanged 14 SP:Iteration 97Q (488.867617 sec): 3 clusters Score: Raw -806656.001100 + Penalty 4834.864106 = -801821.136994 nChanged 15 SP:Iteration 98Q (488.949449 sec): 3 clusters Score: Raw -806658.902122 + Penalty 4834.864106 = -801824.038016 nChanged 19 SP:Iteration 99Q (489.089645 sec): 3 clusters Score: Raw -806662.135725 + Penalty 4834.864106 = -801827.271619 nChanged 18 SP:Iteration 100F (489.209190 sec): 3 clusters Score: Raw -806665.821127 + Penalty 4834.864106 = -801830.957021 nChanged 22 SP:Iteration 101Q (489.354185 sec): 3 clusters Score: Raw -806670.346439 + Penalty 4834.864106 = -801835.482333 nChanged 22 SP:Iteration 102Q (489.502222 sec): 3 clusters Score: Raw -806672.840072 + Penalty 4834.864106 = -801837.975966 nChanged 15 SP:Iteration 103Q (489.615428 sec): 3 clusters Score: Raw -806675.488826 + Penalty 4834.864106 = -801840.624720 nChanged 15 SP:Iteration 104Q (489.746955 sec): 3 clusters Score: Raw -806679.224304 + Penalty 4834.864106 = -801844.360198 nChanged 24 SP:Iteration 105Q (489.871188 sec): 3 clusters Score: Raw -806684.046026 + Penalty 4834.864106 = -801849.181920 nChanged 24 SP:Iteration 106Q (490.000344 sec): 3 clusters Score: Raw -806689.407876 + Penalty 4834.864106 = -801854.543770 nChanged 21 SP:Iteration 107Q (490.132984 sec): 3 clusters Score: Raw -806693.780124 + Penalty 4834.864106 = -801858.916017 nChanged 20 SP:Iteration 108Q (490.264225 sec): 3 clusters Score: Raw -806698.262340 + Penalty 4834.864106 = -801863.398234 nChanged 24 SP:Iteration 109Q (490.379895 sec): 3 clusters Score: Raw -806703.871486 + Penalty 4834.864106 = -801869.007380 nChanged 29 SP:Iteration 110Q (490.518787 sec): 3 clusters Score: Raw -806711.038918 + Penalty 4834.864106 = -801876.174812 nChanged 37 SP:Iteration 111Q (490.683279 sec): 3 clusters Score: Raw -806722.923355 + Penalty 4834.864106 = -801888.059249 nChanged 37 SP:Iteration 112Q (490.838247 sec): 3 clusters Score: Raw -806734.533101 + Penalty 4834.864106 = -801899.668995 nChanged 44 SP:Iteration 113Q (490.952080 sec): 3 clusters Score: Raw -806746.462862 + Penalty 4834.864106 = -801911.598756 nChanged 37 SP:Iteration 114Q (491.071296 sec): 3 clusters Score: Raw -806754.956899 + Penalty 4834.864106 = -801920.092793 nChanged 26 SP:Iteration 115Q (491.217756 sec): 3 clusters Score: Raw -806760.722949 + Penalty 4834.864106 = -801925.858843 nChanged 26 SP:Iteration 116Q (491.339388 sec): 3 clusters Score: Raw -806765.818310 + Penalty 4834.864106 = -801930.954203 nChanged 24 SP:Iteration 117Q (491.474453 sec): 3 clusters Score: Raw -806770.701292 + Penalty 4834.864106 = -801935.837186 nChanged 31 SP:Iteration 118Q (491.558076 sec): 3 clusters Score: Raw -806777.650578 + Penalty 4834.864106 = -801942.786472 nChanged 25 SP:Iteration 119Q (491.655119 sec): 3 clusters Score: Raw -806782.416697 + Penalty 4834.864106 = -801947.552591 nChanged 23 SP:Iteration 120F (491.809343 sec): 3 clusters Score: Raw -806786.677667 + Penalty 4834.864106 = -801951.813561 nChanged 20 SP:Iteration 121Q (491.963816 sec): 3 clusters Score: Raw -806791.242226 + Penalty 4834.864106 = -801956.378120 nChanged 16 SP:Iteration 122Q (492.091992 sec): 3 clusters Score: Raw -806794.382366 + Penalty 4834.864106 = -801959.518259 nChanged 10 SP:Iteration 123Q (492.208741 sec): 3 clusters Score: Raw -806796.201759 + Penalty 4834.864106 = -801961.337652 nChanged 11 SP:Iteration 124Q (492.327844 sec): 3 clusters Score: Raw -806798.374298 + Penalty 4834.864106 = -801963.510192 nChanged 15 SP:Iteration 125Q (492.459929 sec): 3 clusters Score: Raw -806801.492019 + Penalty 4834.864106 = -801966.627913 nChanged 13 SP:Iteration 126Q (492.601804 sec): 3 clusters Score: Raw -806804.759594 + Penalty 4834.864106 = -801969.895488 nChanged 17 SP:Iteration 127Q (492.720769 sec): 3 clusters Score: Raw -806807.686721 + Penalty 4834.864106 = -801972.822615 nChanged 13 SP:Iteration 128Q (492.857079 sec): 3 clusters Score: Raw -806810.054095 + Penalty 4834.864106 = -801975.189989 nChanged 16 SP:Iteration 129Q (492.977707 sec): 3 clusters Score: Raw -806812.173250 + Penalty 4834.864106 = -801977.309144 nChanged 8 SP:Iteration 130Q (493.111926 sec): 3 clusters Score: Raw -806813.526721 + Penalty 4834.864106 = -801978.662615 nChanged 8 SP:Iteration 131Q (493.247011 sec): 3 clusters Score: Raw -806815.297736 + Penalty 4834.864106 = -801980.433629 nChanged 10 SP:Iteration 132Q (493.396286 sec): 3 clusters Score: Raw -806817.552879 + Penalty 4834.864106 = -801982.688773 nChanged 10 SP:Iteration 133Q (493.514602 sec): 3 clusters Score: Raw -806819.862193 + Penalty 4834.864106 = -801984.998086 nChanged 11 SP:Iteration 134Q (493.656092 sec): 3 clusters Score: Raw -806821.831813 + Penalty 4834.864106 = -801986.967707 nChanged 10 SP:Iteration 135Q (493.783791 sec): 3 clusters Score: Raw -806823.773148 + Penalty 4834.864106 = -801988.909042 nChanged 7 SP:Iteration 136Q (493.909185 sec): 3 clusters Score: Raw -806824.480065 + Penalty 4834.864106 = -801989.615959 nChanged 3 SP:Iteration 137Q (494.070043 sec): 3 clusters Score: Raw -806824.844761 + Penalty 4834.864106 = -801989.980655 nChanged 2 SP:Iteration 138Q (494.175004 sec): 3 clusters Score: Raw -806825.105473 + Penalty 4834.864106 = -801990.241367 nChanged 1 SP:Iteration 139Q (494.288802 sec): 3 clusters Score: Raw -806825.231062 + Penalty 4834.864106 = -801990.366955 nChanged 1 SP:Iteration 140F (494.443491 sec): 3 clusters Score: Raw -806825.402097 + Penalty 4834.864106 = -801990.537991 nChanged 1 SP:Iteration 141Q (494.549498 sec): 3 clusters Score: Raw -806825.649521 + Penalty 4834.864106 = -801990.785414 nChanged 1 SP:Iteration 142Q (494.680467 sec): 3 clusters Score: Raw -806825.793919 + Penalty 4834.864106 = -801990.929813 nChanged 1 SP:Iteration 143Q (494.810990 sec): 3 clusters Score: Raw -806825.883457 + Penalty 4834.864106 = -801991.019350 nChanged 1 SP:Iteration 144Q (494.941464 sec): 3 clusters Score: Raw -806826.088607 + Penalty 4834.864106 = -801991.224500 nChanged 3 SP:Iteration 145Q (495.092614 sec): 3 clusters Score: Raw -806826.413046 + Penalty 4834.864106 = -801991.548940 nChanged 2 SP:Iteration 146Q (495.214970 sec): 3 clusters Score: Raw -806826.747965 + Penalty 4834.864106 = -801991.883859 nChanged 2 SP:Iteration 147Q (495.335782 sec): 3 clusters Score: Raw -806827.303945 + Penalty 4834.864106 = -801992.439839 nChanged 4 SP:Iteration 148Q (495.431366 sec): 3 clusters Score: Raw -806827.970256 + Penalty 4834.864106 = -801993.106149 nChanged 3 SP:Iteration 149Q (495.565470 sec): 3 clusters Score: Raw -806828.740297 + Penalty 4834.864106 = -801993.876191 nChanged 3 SP:Iteration 150Q (495.692371 sec): 3 clusters Score: Raw -806829.030096 + Penalty 4834.864106 = -801994.165990 nChanged 0 SP:Iteration 151F (495.819229 sec): 3 clusters Score: Raw -806829.030096 + Penalty 4834.864106 = -801994.165990 nChanged 0 Trying to split cluster 9 (3224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (495.892268 sec): 2 clusters Score: Raw -241663.380652 + Penalty 2132.691819 = -239530.688833 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (495.999086 sec): 3 clusters Score: Raw -240338.759649 + Penalty 4265.383639 = -236073.376010 nChanged 1153 SP:Iteration 1F (496.100511 sec): 3 clusters Score: Raw -241238.074624 + Penalty 4265.383639 = -236972.690985 nChanged 292 SP:Iteration 2F (496.213527 sec): 3 clusters Score: Raw -241506.418465 + Penalty 4265.383639 = -237241.034826 nChanged 199 SP:Iteration 3F (496.326854 sec): 3 clusters Score: Raw -241685.920561 + Penalty 4265.383639 = -237420.536923 nChanged 140 SP:Iteration 4Q (496.411785 sec): 3 clusters Score: Raw -241820.326585 + Penalty 4265.383639 = -237554.942946 nChanged 130 SP:Iteration 5Q (496.529043 sec): 3 clusters Score: Raw -241938.426391 + Penalty 4265.383639 = -237673.042752 nChanged 100 SP:Iteration 6Q (496.669435 sec): 3 clusters Score: Raw -242017.291736 + Penalty 4265.383639 = -237751.908097 nChanged 84 SP:Iteration 7Q (496.774026 sec): 3 clusters Score: Raw -242090.854504 + Penalty 4265.383639 = -237825.470865 nChanged 78 SP:Iteration 8Q (496.897672 sec): 3 clusters Score: Raw -242151.414439 + Penalty 4265.383639 = -237886.030800 nChanged 62 SP:Iteration 9Q (496.995662 sec): 3 clusters Score: Raw -242209.429014 + Penalty 4265.383639 = -237944.045375 nChanged 56 SP:Iteration 10Q (497.088008 sec): 3 clusters Score: Raw -242249.189194 + Penalty 4265.383639 = -237983.805556 nChanged 38 SP:Iteration 11Q (497.198783 sec): 3 clusters Score: Raw -242274.084047 + Penalty 4265.383639 = -238008.700409 nChanged 31 SP:Iteration 12Q (497.290976 sec): 3 clusters Score: Raw -242291.899501 + Penalty 4265.383639 = -238026.515862 nChanged 25 SP:Iteration 13Q (497.411924 sec): 3 clusters Score: Raw -242303.815139 + Penalty 4265.383639 = -238038.431500 nChanged 16 SP:Iteration 14Q (497.488964 sec): 3 clusters Score: Raw -242312.854112 + Penalty 4265.383639 = -238047.470474 nChanged 15 SP:Iteration 15Q (497.614238 sec): 3 clusters Score: Raw -242321.038648 + Penalty 4265.383639 = -238055.655009 nChanged 14 SP:Iteration 16Q (497.700774 sec): 3 clusters Score: Raw -242328.930014 + Penalty 4265.383639 = -238063.546376 nChanged 17 SP:Iteration 17Q (497.822726 sec): 3 clusters Score: Raw -242337.589836 + Penalty 4265.383639 = -238072.206198 nChanged 14 SP:Iteration 18Q (497.928684 sec): 3 clusters Score: Raw -242343.849617 + Penalty 4265.383639 = -238078.465979 nChanged 8 SP:Iteration 19Q (498.036698 sec): 3 clusters Score: Raw -242349.534710 + Penalty 4265.383639 = -238084.151072 nChanged 9 SP:Iteration 20F (498.150509 sec): 3 clusters Score: Raw -242354.650224 + Penalty 4265.383639 = -238089.266585 nChanged 4 SP:Iteration 21Q (498.272350 sec): 3 clusters Score: Raw -242356.684120 + Penalty 4265.383639 = -238091.300481 nChanged 8 SP:Iteration 22Q (498.390643 sec): 3 clusters Score: Raw -242360.019485 + Penalty 4265.383639 = -238094.635846 nChanged 4 SP:Iteration 23Q (498.422183 sec): 3 clusters Score: Raw -242361.253750 + Penalty 4265.383639 = -238095.870111 nChanged 2 SP:Iteration 24Q (498.464684 sec): 3 clusters Score: Raw -242361.757919 + Penalty 4265.383639 = -238096.374280 nChanged 4 SP:Iteration 25Q (498.507214 sec): 3 clusters Score: Raw -242363.324863 + Penalty 4265.383639 = -238097.941224 nChanged 2 SP:Iteration 26Q (498.551615 sec): 3 clusters Score: Raw -242364.274359 + Penalty 4265.383639 = -238098.890720 nChanged 3 SP:Iteration 27Q (498.677368 sec): 3 clusters Score: Raw -242365.211568 + Penalty 4265.383639 = -238099.827929 nChanged 1 SP:Iteration 28Q (498.802630 sec): 3 clusters Score: Raw -242366.629714 + Penalty 4265.383639 = -238101.246075 nChanged 4 SP:Iteration 29Q (498.922527 sec): 3 clusters Score: Raw -242368.944561 + Penalty 4265.383639 = -238103.560923 nChanged 4 SP:Iteration 30Q (499.042290 sec): 3 clusters Score: Raw -242371.117756 + Penalty 4265.383639 = -238105.734118 nChanged 6 SP:Iteration 31Q (499.177527 sec): 3 clusters Score: Raw -242372.995355 + Penalty 4265.383639 = -238107.611716 nChanged 6 SP:Iteration 32Q (499.251814 sec): 3 clusters Score: Raw -242376.312421 + Penalty 4265.383639 = -238110.928782 nChanged 7 SP:Iteration 33Q (499.364446 sec): 3 clusters Score: Raw -242380.027344 + Penalty 4265.383639 = -238114.643705 nChanged 8 SP:Iteration 34Q (499.473340 sec): 3 clusters Score: Raw -242385.065091 + Penalty 4265.383639 = -238119.681453 nChanged 11 SP:Iteration 35Q (499.583498 sec): 3 clusters Score: Raw -242390.318380 + Penalty 4265.383639 = -238124.934741 nChanged 9 SP:Iteration 36Q (499.675507 sec): 3 clusters Score: Raw -242395.276748 + Penalty 4265.383639 = -238129.893110 nChanged 5 SP:Iteration 37Q (499.778147 sec): 3 clusters Score: Raw -242397.899068 + Penalty 4265.383639 = -238132.515429 nChanged 4 SP:Iteration 38Q (499.879029 sec): 3 clusters Score: Raw -242400.410829 + Penalty 4265.383639 = -238135.027190 nChanged 4 SP:Iteration 39Q (499.992308 sec): 3 clusters Score: Raw -242401.790244 + Penalty 4265.383639 = -238136.406606 nChanged 2 SP:Iteration 40F (500.107964 sec): 3 clusters Score: Raw -242403.138925 + Penalty 4265.383639 = -238137.755287 nChanged 3 SP:Iteration 41Q (500.191044 sec): 3 clusters Score: Raw -242405.498330 + Penalty 4265.383639 = -238140.114691 nChanged 5 SP:Iteration 42Q (500.290998 sec): 3 clusters Score: Raw -242408.720900 + Penalty 4265.383639 = -238143.337261 nChanged 4 SP:Iteration 43Q (500.401034 sec): 3 clusters Score: Raw -242410.147729 + Penalty 4265.383639 = -238144.764090 nChanged 4 SP:Iteration 44Q (500.507159 sec): 3 clusters Score: Raw -242411.666183 + Penalty 4265.383639 = -238146.282545 nChanged 3 SP:Iteration 45Q (500.595344 sec): 3 clusters Score: Raw -242412.718989 + Penalty 4265.383639 = -238147.335350 nChanged 2 SP:Iteration 46Q (500.709492 sec): 3 clusters Score: Raw -242413.201355 + Penalty 4265.383639 = -238147.817716 nChanged 1 SP:Iteration 47Q (500.846201 sec): 3 clusters Score: Raw -242413.445762 + Penalty 4265.383639 = -238148.062124 nChanged 0 SP:Iteration 48F (500.967613 sec): 3 clusters Score: Raw -242413.445762 + Penalty 4265.383639 = -238148.062124 nChanged 0 Trying to split cluster 10 (2508 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.012762 sec): 2 clusters Score: Raw -163976.606571 + Penalty 2066.391598 = -161910.214973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.129546 sec): 3 clusters Score: Raw -163060.447387 + Penalty 4132.783196 = -158927.664191 nChanged 843 SP:Iteration 1F (501.242950 sec): 3 clusters Score: Raw -163942.241549 + Penalty 4132.783196 = -159809.458353 nChanged 265 SP:Iteration 2F (501.343673 sec): 3 clusters Score: Raw -164363.940619 + Penalty 4132.783196 = -160231.157423 nChanged 172 SP:Iteration 3F (501.451176 sec): 3 clusters Score: Raw -164613.101918 + Penalty 4132.783196 = -160480.318722 nChanged 126 SP:Iteration 4F (501.571337 sec): 3 clusters Score: Raw -164770.850023 + Penalty 4132.783196 = -160638.066827 nChanged 98 SP:Iteration 5Q (501.665737 sec): 3 clusters Score: Raw -164897.466502 + Penalty 4132.783196 = -160764.683306 nChanged 89 SP:Iteration 6Q (501.804143 sec): 3 clusters Score: Raw -165005.371051 + Penalty 4132.783196 = -160872.587855 nChanged 71 SP:Iteration 7Q (501.891082 sec): 3 clusters Score: Raw -165094.164852 + Penalty 4132.783196 = -160961.381656 nChanged 51 SP:Iteration 8Q (501.988076 sec): 3 clusters Score: Raw -165157.642210 + Penalty 4132.783196 = -161024.859014 nChanged 50 SP:Iteration 9Q (502.100010 sec): 3 clusters Score: Raw -165208.553539 + Penalty 4132.783196 = -161075.770343 nChanged 29 SP:Iteration 10Q (502.210160 sec): 3 clusters Score: Raw -165226.088759 + Penalty 4132.783196 = -161093.305563 nChanged 18 SP:Iteration 11Q (502.319376 sec): 3 clusters Score: Raw -165240.590947 + Penalty 4132.783196 = -161107.807750 nChanged 8 SP:Iteration 12Q (502.443892 sec): 3 clusters Score: Raw -165246.548289 + Penalty 4132.783196 = -161113.765093 nChanged 7 SP:Iteration 13Q (502.556812 sec): 3 clusters Score: Raw -165250.995224 + Penalty 4132.783196 = -161118.212028 nChanged 4 SP:Iteration 14Q (502.647111 sec): 3 clusters Score: Raw -165254.752040 + Penalty 4132.783196 = -161121.968843 nChanged 4 SP:Iteration 15Q (502.769004 sec): 3 clusters Score: Raw -165256.640724 + Penalty 4132.783196 = -161123.857528 nChanged 2 SP:Iteration 16Q (502.888610 sec): 3 clusters Score: Raw -165258.026549 + Penalty 4132.783196 = -161125.243353 nChanged 1 SP:Iteration 17Q (503.014018 sec): 3 clusters Score: Raw -165258.410031 + Penalty 4132.783196 = -161125.626835 nChanged 1 SP:Iteration 18Q (503.121850 sec): 3 clusters Score: Raw -165258.758788 + Penalty 4132.783196 = -161125.975592 nChanged 0 SP:Iteration 19F (503.210250 sec): 3 clusters Score: Raw -165258.758788 + Penalty 4132.783196 = -161125.975592 nChanged 0 Trying to split cluster 11 (4921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (503.296758 sec): 2 clusters Score: Raw -403272.092740 + Penalty 2244.334499 = -401027.758241 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (503.369193 sec): 3 clusters Score: Raw -400923.387512 + Penalty 4488.668998 = -396434.718515 nChanged 1885 SP:Iteration 1F (503.495721 sec): 3 clusters Score: Raw -402111.472913 + Penalty 4488.668998 = -397622.803916 nChanged 465 SP:Iteration 2F (503.624019 sec): 3 clusters Score: Raw -402530.021193 + Penalty 4488.668998 = -398041.352196 nChanged 388 SP:Iteration 3F (503.750307 sec): 3 clusters Score: Raw -402944.243234 + Penalty 4488.668998 = -398455.574237 nChanged 368 SP:Iteration 4F (503.846429 sec): 3 clusters Score: Raw -403299.127287 + Penalty 4488.668998 = -398810.458290 nChanged 308 SP:Iteration 5F (503.973077 sec): 3 clusters Score: Raw -403585.419839 + Penalty 4488.668998 = -399096.750842 nChanged 229 SP:Iteration 6Q (504.073669 sec): 3 clusters Score: Raw -403775.292162 + Penalty 4488.668998 = -399286.623165 nChanged 176 SP:Iteration 7Q (504.186115 sec): 3 clusters Score: Raw -403908.140459 + Penalty 4488.668998 = -399419.471461 nChanged 141 SP:Iteration 8Q (504.303703 sec): 3 clusters Score: Raw -404006.201205 + Penalty 4488.668998 = -399517.532207 nChanged 102 SP:Iteration 9Q (504.428848 sec): 3 clusters Score: Raw -404068.965012 + Penalty 4488.668998 = -399580.296014 nChanged 73 SP:Iteration 10Q (504.559739 sec): 3 clusters Score: Raw -404109.869565 + Penalty 4488.668998 = -399621.200567 nChanged 55 SP:Iteration 11Q (504.673348 sec): 3 clusters Score: Raw -404136.531399 + Penalty 4488.668998 = -399647.862401 nChanged 46 SP:Iteration 12Q (504.773429 sec): 3 clusters Score: Raw -404158.486551 + Penalty 4488.668998 = -399669.817554 nChanged 35 SP:Iteration 13Q (504.891736 sec): 3 clusters Score: Raw -404177.440374 + Penalty 4488.668998 = -399688.771377 nChanged 27 SP:Iteration 14Q (505.009313 sec): 3 clusters Score: Raw -404189.934613 + Penalty 4488.668998 = -399701.265615 nChanged 26 SP:Iteration 15Q (505.110173 sec): 3 clusters Score: Raw -404202.952445 + Penalty 4488.668998 = -399714.283448 nChanged 27 SP:Iteration 16Q (505.229222 sec): 3 clusters Score: Raw -404216.628887 + Penalty 4488.668998 = -399727.959890 nChanged 16 SP:Iteration 17Q (505.325093 sec): 3 clusters Score: Raw -404224.472340 + Penalty 4488.668998 = -399735.803343 nChanged 16 SP:Iteration 18Q (505.455289 sec): 3 clusters Score: Raw -404232.577194 + Penalty 4488.668998 = -399743.908196 nChanged 14 SP:Iteration 19Q (505.563832 sec): 3 clusters Score: Raw -404238.173284 + Penalty 4488.668998 = -399749.504287 nChanged 17 SP:Iteration 20F (505.675018 sec): 3 clusters Score: Raw -404246.496568 + Penalty 4488.668998 = -399757.827570 nChanged 11 SP:Iteration 21Q (505.781805 sec): 3 clusters Score: Raw -404251.298712 + Penalty 4488.668998 = -399762.629714 nChanged 13 SP:Iteration 22Q (505.904848 sec): 3 clusters Score: Raw -404255.806483 + Penalty 4488.668998 = -399767.137486 nChanged 7 SP:Iteration 23Q (505.967952 sec): 3 clusters Score: Raw -404257.869944 + Penalty 4488.668998 = -399769.200947 nChanged 5 SP:Iteration 24Q (506.015862 sec): 3 clusters Score: Raw -404259.961417 + Penalty 4488.668998 = -399771.292420 nChanged 4 SP:Iteration 25Q (506.064184 sec): 3 clusters Score: Raw -404261.704547 + Penalty 4488.668998 = -399773.035549 nChanged 7 SP:Iteration 26Q (506.118527 sec): 3 clusters Score: Raw -404265.524535 + Penalty 4488.668998 = -399776.855537 nChanged 12 SP:Iteration 27Q (506.243599 sec): 3 clusters Score: Raw -404270.182000 + Penalty 4488.668998 = -399781.513002 nChanged 8 SP:Iteration 28Q (506.363258 sec): 3 clusters Score: Raw -404273.028871 + Penalty 4488.668998 = -399784.359874 nChanged 7 SP:Iteration 29Q (506.467913 sec): 3 clusters Score: Raw -404276.354575 + Penalty 4488.668998 = -399787.685578 nChanged 14 SP:Iteration 30Q (506.593878 sec): 3 clusters Score: Raw -404282.689021 + Penalty 4488.668998 = -399794.020024 nChanged 11 SP:Iteration 31Q (506.743787 sec): 3 clusters Score: Raw -404286.777106 + Penalty 4488.668998 = -399798.108109 nChanged 4 SP:Iteration 32Q (506.914502 sec): 3 clusters Score: Raw -404289.011179 + Penalty 4488.668998 = -399800.342182 nChanged 9 SP:Iteration 33Q (507.040747 sec): 3 clusters Score: Raw -404293.465154 + Penalty 4488.668998 = -399804.796156 nChanged 8 SP:Iteration 34Q (507.150754 sec): 3 clusters Score: Raw -404296.836992 + Penalty 4488.668998 = -399808.167995 nChanged 5 SP:Iteration 35Q (507.280685 sec): 3 clusters Score: Raw -404298.494899 + Penalty 4488.668998 = -399809.825902 nChanged 2 SP:Iteration 36Q (507.397992 sec): 3 clusters Score: Raw -404298.866559 + Penalty 4488.668998 = -399810.197561 nChanged 3 SP:Iteration 37Q (507.502495 sec): 3 clusters Score: Raw -404299.902720 + Penalty 4488.668998 = -399811.233723 nChanged 2 SP:Iteration 38Q (507.627309 sec): 3 clusters Score: Raw -404300.597024 + Penalty 4488.668998 = -399811.928026 nChanged 2 SP:Iteration 39Q (507.729818 sec): 3 clusters Score: Raw -404301.171934 + Penalty 4488.668998 = -399812.502937 nChanged 1 SP:Iteration 40F (507.834041 sec): 3 clusters Score: Raw -404301.476875 + Penalty 4488.668998 = -399812.807877 nChanged 0 Iteration 139Q (509.792736 sec): 12 clusters Score: Raw -11812470.535434 + Penalty 34530.724271 = -11777939.811163 nChanged 48 Iteration 140F (512.381216 sec): 12 clusters Score: Raw -11812473.099210 + Penalty 34530.724271 = -11777942.374940 nChanged 58 Iteration 141Q (514.362026 sec): 12 clusters Score: Raw -11812476.283270 + Penalty 34530.724271 = -11777945.558999 nChanged 72 Iteration 142Q (516.393029 sec): 12 clusters Score: Raw -11812480.480736 + Penalty 34530.724271 = -11777949.756465 nChanged 68 Iteration 143Q (518.307299 sec): 12 clusters Score: Raw -11812484.205648 + Penalty 34530.724271 = -11777953.481378 nChanged 59 Iteration 144Q (520.293625 sec): 12 clusters Score: Raw -11812486.751754 + Penalty 34530.724271 = -11777956.027484 nChanged 58 Iteration 145Q (522.319197 sec): 12 clusters Score: Raw -11812489.076292 + Penalty 34530.724271 = -11777958.352021 nChanged 48 Iteration 146Q (524.209369 sec): 12 clusters Score: Raw -11812491.695034 + Penalty 34530.724271 = -11777960.970763 nChanged 42 Iteration 147Q (525.919651 sec): 12 clusters Score: Raw -11812493.962466 + Penalty 34530.724271 = -11777963.238195 nChanged 41 Iteration 148Q (527.565882 sec): 12 clusters Score: Raw -11812495.710537 + Penalty 34530.724271 = -11777964.986266 nChanged 42 Iteration 149Q (529.077193 sec): 12 clusters Score: Raw -11812497.379534 + Penalty 34530.724271 = -11777966.655263 nChanged 36 Iteration 150Q (530.625699 sec): 12 clusters Score: Raw -11812498.939131 + Penalty 34530.724271 = -11777968.214861 nChanged 35 Iteration 151Q (532.242782 sec): 12 clusters Score: Raw -11812500.544055 + Penalty 34530.724271 = -11777969.819785 nChanged 39 Iteration 152Q (533.876340 sec): 12 clusters Score: Raw -11812502.434385 + Penalty 34530.724271 = -11777971.710114 nChanged 38 Iteration 153Q (535.460135 sec): 12 clusters Score: Raw -11812503.939863 + Penalty 34530.724271 = -11777973.215593 nChanged 31 Iteration 154Q (537.132269 sec): 12 clusters Score: Raw -11812504.963880 + Penalty 34530.724271 = -11777974.239609 nChanged 27 Iteration 155Q (538.844067 sec): 12 clusters Score: Raw -11812505.935699 + Penalty 34530.724271 = -11777975.211429 nChanged 25 Iteration 156Q (540.536294 sec): 12 clusters Score: Raw -11812507.025166 + Penalty 34530.724271 = -11777976.300896 nChanged 20 Iteration 157Q (542.331112 sec): 12 clusters Score: Raw -11812507.622416 + Penalty 34530.724271 = -11777976.898146 nChanged 16 Iteration 158Q (544.217150 sec): 12 clusters Score: Raw -11812508.135485 + Penalty 34530.724271 = -11777977.411214 nChanged 18 Iteration 159Q (546.084061 sec): 12 clusters Score: Raw -11812508.641822 + Penalty 34530.724271 = -11777977.917551 nChanged 8 Iteration 160F (548.616596 sec): 12 clusters Score: Raw -11812508.834701 + Penalty 34530.724271 = -11777978.110430 nChanged 8 Iteration 161Q (550.444664 sec): 12 clusters Score: Raw -11812509.075769 + Penalty 34530.724271 = -11777978.351498 nChanged 8 Iteration 162Q (552.215592 sec): 12 clusters Score: Raw -11812509.255963 + Penalty 34530.724271 = -11777978.531693 nChanged 9 Iteration 163Q (553.990849 sec): 12 clusters Score: Raw -11812509.680123 + Penalty 34530.724271 = -11777978.955852 nChanged 8 Iteration 164Q (555.836155 sec): 12 clusters Score: Raw -11812510.101101 + Penalty 34530.724271 = -11777979.376830 nChanged 4 Iteration 165Q (557.579894 sec): 12 clusters Score: Raw -11812510.259880 + Penalty 34530.724271 = -11777979.535610 nChanged 3 Iteration 166Q (559.286584 sec): 12 clusters Score: Raw -11812510.389895 + Penalty 34530.724271 = -11777979.665624 nChanged 4 Iteration 167Q (560.991762 sec): 12 clusters Score: Raw -11812510.507290 + Penalty 34530.724271 = -11777979.783019 nChanged 2 Iteration 168Q (562.784657 sec): 12 clusters Score: Raw -11812510.600963 + Penalty 34530.724271 = -11777979.876692 nChanged 1 Iteration 169Q (564.502836 sec): 12 clusters Score: Raw -11812510.627591 + Penalty 34530.724271 = -11777979.903320 nChanged 0 Iteration 170F (566.848960 sec): 12 clusters Score: Raw -11812510.627591 + Penalty 34530.724271 = -11777979.903320 nChanged 0 Compute initial score before splitting: Score: Raw -11812510.627591 + Penalty 34530.724271 = -11777979.903320 Trying to split cluster 1 (14433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (567.047548 sec): 2 clusters Score: Raw -1127394.754319 + Penalty 2528.399948 = -1124866.354371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (567.174335 sec): 3 clusters Score: Raw -1119282.602134 + Penalty 5056.799896 = -1114225.802238 nChanged 6274 SP:Iteration 1F (567.333711 sec): 3 clusters Score: Raw -1122882.928168 + Penalty 5056.799896 = -1117826.128272 nChanged 1004 SP:Iteration 2F (567.489412 sec): 3 clusters Score: Raw -1123522.920438 + Penalty 5056.799896 = -1118466.120542 nChanged 967 SP:Iteration 3F (567.646612 sec): 3 clusters Score: Raw -1124194.836135 + Penalty 5056.799896 = -1119138.036239 nChanged 918 SP:Iteration 4F (567.802587 sec): 3 clusters Score: Raw -1124901.096690 + Penalty 5056.799896 = -1119844.296794 nChanged 824 SP:Iteration 5F (567.921225 sec): 3 clusters Score: Raw -1125532.290224 + Penalty 5056.799896 = -1120475.490328 nChanged 772 SP:Iteration 6F (568.070909 sec): 3 clusters Score: Raw -1126078.158413 + Penalty 5056.799896 = -1121021.358517 nChanged 713 SP:Iteration 7Q (568.209762 sec): 3 clusters Score: Raw -1126525.243867 + Penalty 5056.799896 = -1121468.443971 nChanged 634 SP:Iteration 8Q (568.351297 sec): 3 clusters Score: Raw -1126923.519846 + Penalty 5056.799896 = -1121866.719950 nChanged 565 SP:Iteration 9Q (568.445567 sec): 3 clusters Score: Raw -1127283.533086 + Penalty 5056.799896 = -1122226.733190 nChanged 476 SP:Iteration 10Q (568.585821 sec): 3 clusters Score: Raw -1127572.371947 + Penalty 5056.799896 = -1122515.572051 nChanged 441 SP:Iteration 11Q (568.745116 sec): 3 clusters Score: Raw -1127818.475061 + Penalty 5056.799896 = -1122761.675164 nChanged 365 SP:Iteration 12Q (568.883183 sec): 3 clusters Score: Raw -1127986.172305 + Penalty 5056.799896 = -1122929.372409 nChanged 277 SP:Iteration 13Q (569.027255 sec): 3 clusters Score: Raw -1128084.705028 + Penalty 5056.799896 = -1123027.905132 nChanged 217 SP:Iteration 14Q (569.153450 sec): 3 clusters Score: Raw -1128150.560181 + Penalty 5056.799896 = -1123093.760285 nChanged 164 SP:Iteration 15Q (569.319251 sec): 3 clusters Score: Raw -1128193.941278 + Penalty 5056.799896 = -1123137.141382 nChanged 124 SP:Iteration 16Q (569.464469 sec): 3 clusters Score: Raw -1128220.902938 + Penalty 5056.799896 = -1123164.103042 nChanged 95 SP:Iteration 17Q (569.637156 sec): 3 clusters Score: Raw -1128246.802276 + Penalty 5056.799896 = -1123190.002380 nChanged 116 SP:Iteration 18Q (569.777277 sec): 3 clusters Score: Raw -1128277.139788 + Penalty 5056.799896 = -1123220.339892 nChanged 111 SP:Iteration 19Q (569.942983 sec): 3 clusters Score: Raw -1128305.106153 + Penalty 5056.799896 = -1123248.306257 nChanged 89 SP:Iteration 20F (570.097775 sec): 3 clusters Score: Raw -1128323.819372 + Penalty 5056.799896 = -1123267.019476 nChanged 76 SP:Iteration 21Q (570.231702 sec): 3 clusters Score: Raw -1128338.687633 + Penalty 5056.799896 = -1123281.887737 nChanged 58 SP:Iteration 22Q (570.395688 sec): 3 clusters Score: Raw -1128351.490224 + Penalty 5056.799896 = -1123294.690328 nChanged 57 SP:Iteration 23Q (570.582975 sec): 3 clusters Score: Raw -1128360.960831 + Penalty 5056.799896 = -1123304.160935 nChanged 40 SP:Iteration 24Q (570.718575 sec): 3 clusters Score: Raw -1128367.539437 + Penalty 5056.799896 = -1123310.739541 nChanged 35 SP:Iteration 25Q (570.862383 sec): 3 clusters Score: Raw -1128374.217088 + Penalty 5056.799896 = -1123317.417192 nChanged 31 SP:Iteration 26Q (571.012001 sec): 3 clusters Score: Raw -1128379.725120 + Penalty 5056.799896 = -1123322.925224 nChanged 31 SP:Iteration 27Q (571.152409 sec): 3 clusters Score: Raw -1128385.430034 + Penalty 5056.799896 = -1123328.630138 nChanged 20 SP:Iteration 28Q (571.313282 sec): 3 clusters Score: Raw -1128389.758938 + Penalty 5056.799896 = -1123332.959042 nChanged 22 SP:Iteration 29Q (571.428946 sec): 3 clusters Score: Raw -1128392.554068 + Penalty 5056.799896 = -1123335.754172 nChanged 19 SP:Iteration 30Q (571.585638 sec): 3 clusters Score: Raw -1128395.275034 + Penalty 5056.799896 = -1123338.475138 nChanged 19 SP:Iteration 31Q (571.738016 sec): 3 clusters Score: Raw -1128398.394793 + Penalty 5056.799896 = -1123341.594897 nChanged 20 SP:Iteration 32Q (571.859206 sec): 3 clusters Score: Raw -1128402.516124 + Penalty 5056.799896 = -1123345.716228 nChanged 24 SP:Iteration 33Q (571.997021 sec): 3 clusters Score: Raw -1128407.975342 + Penalty 5056.799896 = -1123351.175446 nChanged 25 SP:Iteration 34Q (572.116670 sec): 3 clusters Score: Raw -1128413.705010 + Penalty 5056.799896 = -1123356.905114 nChanged 26 SP:Iteration 35Q (572.245711 sec): 3 clusters Score: Raw -1128417.850437 + Penalty 5056.799896 = -1123361.050541 nChanged 28 SP:Iteration 36Q (572.394703 sec): 3 clusters Score: Raw -1128421.582205 + Penalty 5056.799896 = -1123364.782309 nChanged 23 SP:Iteration 37Q (572.550806 sec): 3 clusters Score: Raw -1128425.411014 + Penalty 5056.799896 = -1123368.611118 nChanged 25 SP:Iteration 38Q (572.704178 sec): 3 clusters Score: Raw -1128430.262789 + Penalty 5056.799896 = -1123373.462893 nChanged 22 SP:Iteration 39Q (572.844924 sec): 3 clusters Score: Raw -1128433.282733 + Penalty 5056.799896 = -1123376.482837 nChanged 18 SP:Iteration 40F (573.005038 sec): 3 clusters Score: Raw -1128435.694248 + Penalty 5056.799896 = -1123378.894352 nChanged 10 SP:Iteration 41Q (573.187692 sec): 3 clusters Score: Raw -1128437.109884 + Penalty 5056.799896 = -1123380.309988 nChanged 14 SP:Iteration 42Q (573.414880 sec): 3 clusters Score: Raw -1128439.071183 + Penalty 5056.799896 = -1123382.271287 nChanged 12 SP:Iteration 43Q (573.581336 sec): 3 clusters Score: Raw -1128440.518081 + Penalty 5056.799896 = -1123383.718185 nChanged 12 SP:Iteration 44Q (573.748679 sec): 3 clusters Score: Raw -1128442.272402 + Penalty 5056.799896 = -1123385.472506 nChanged 11 SP:Iteration 45Q (573.864296 sec): 3 clusters Score: Raw -1128443.631650 + Penalty 5056.799896 = -1123386.831754 nChanged 11 SP:Iteration 46Q (574.017748 sec): 3 clusters Score: Raw -1128444.782075 + Penalty 5056.799896 = -1123387.982179 nChanged 3 SP:Iteration 47Q (574.165780 sec): 3 clusters Score: Raw -1128445.043034 + Penalty 5056.799896 = -1123388.243138 nChanged 1 SP:Iteration 48Q (574.315374 sec): 3 clusters Score: Raw -1128445.141170 + Penalty 5056.799896 = -1123388.341274 nChanged 1 SP:Iteration 49Q (574.474244 sec): 3 clusters Score: Raw -1128445.242792 + Penalty 5056.799896 = -1123388.442896 nChanged 2 SP:Iteration 50Q (574.637351 sec): 3 clusters Score: Raw -1128445.393121 + Penalty 5056.799896 = -1123388.593225 nChanged 0 SP:Iteration 51F (574.766853 sec): 3 clusters Score: Raw -1128445.393121 + Penalty 5056.799896 = -1123388.593225 nChanged 0 Trying to split cluster 2 (14570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (574.889359 sec): 2 clusters Score: Raw -1116853.362883 + Penalty 2530.894053 = -1114322.468829 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (575.025560 sec): 3 clusters Score: Raw -1108682.683777 + Penalty 5061.788107 = -1103620.895670 nChanged 6215 SP:Iteration 1F (575.192125 sec): 3 clusters Score: Raw -1112056.002915 + Penalty 5061.788107 = -1106994.214808 nChanged 953 SP:Iteration 2F (575.365120 sec): 3 clusters Score: Raw -1112564.197942 + Penalty 5061.788107 = -1107502.409835 nChanged 853 SP:Iteration 3F (575.490462 sec): 3 clusters Score: Raw -1113043.773251 + Penalty 5061.788107 = -1107981.985144 nChanged 807 SP:Iteration 4F (575.637065 sec): 3 clusters Score: Raw -1113577.668829 + Penalty 5061.788107 = -1108515.880722 nChanged 806 SP:Iteration 5F (575.821748 sec): 3 clusters Score: Raw -1114277.223834 + Penalty 5061.788107 = -1109215.435727 nChanged 925 SP:Iteration 6F (575.957271 sec): 3 clusters Score: Raw -1115044.836128 + Penalty 5061.788107 = -1109983.048021 nChanged 921 SP:Iteration 7F (576.118134 sec): 3 clusters Score: Raw -1115770.699105 + Penalty 5061.788107 = -1110708.910998 nChanged 852 SP:Iteration 8F (576.262122 sec): 3 clusters Score: Raw -1116443.019040 + Penalty 5061.788107 = -1111381.230933 nChanged 757 SP:Iteration 9F (576.407315 sec): 3 clusters Score: Raw -1116990.623431 + Penalty 5061.788107 = -1111928.835325 nChanged 628 SP:Iteration 10Q (576.550090 sec): 3 clusters Score: Raw -1117439.842674 + Penalty 5061.788107 = -1112378.054567 nChanged 545 SP:Iteration 11Q (576.696493 sec): 3 clusters Score: Raw -1117791.244999 + Penalty 5061.788107 = -1112729.456892 nChanged 419 SP:Iteration 12Q (576.838359 sec): 3 clusters Score: Raw -1118012.708417 + Penalty 5061.788107 = -1112950.920310 nChanged 336 SP:Iteration 13Q (576.987465 sec): 3 clusters Score: Raw -1118151.353133 + Penalty 5061.788107 = -1113089.565026 nChanged 294 SP:Iteration 14Q (577.126710 sec): 3 clusters Score: Raw -1118277.896664 + Penalty 5061.788107 = -1113216.108558 nChanged 252 SP:Iteration 15Q (577.287024 sec): 3 clusters Score: Raw -1118375.141278 + Penalty 5061.788107 = -1113313.353171 nChanged 206 SP:Iteration 16Q (577.431308 sec): 3 clusters Score: Raw -1118451.859607 + Penalty 5061.788107 = -1113390.071500 nChanged 203 SP:Iteration 17Q (577.568079 sec): 3 clusters Score: Raw -1118536.607335 + Penalty 5061.788107 = -1113474.819229 nChanged 218 SP:Iteration 18Q (577.731049 sec): 3 clusters Score: Raw -1118638.773745 + Penalty 5061.788107 = -1113576.985638 nChanged 230 SP:Iteration 19Q (577.824939 sec): 3 clusters Score: Raw -1118737.744593 + Penalty 5061.788107 = -1113675.956486 nChanged 200 SP:Iteration 20F (577.971099 sec): 3 clusters Score: Raw -1118815.854453 + Penalty 5061.788107 = -1113754.066346 nChanged 200 SP:Iteration 21Q (578.142148 sec): 3 clusters Score: Raw -1118875.634631 + Penalty 5061.788107 = -1113813.846524 nChanged 140 SP:Iteration 22Q (578.279757 sec): 3 clusters Score: Raw -1118923.397002 + Penalty 5061.788107 = -1113861.608895 nChanged 134 SP:Iteration 23Q (578.424574 sec): 3 clusters Score: Raw -1118967.434204 + Penalty 5061.788107 = -1113905.646097 nChanged 133 SP:Iteration 24Q (578.594540 sec): 3 clusters Score: Raw -1119006.863837 + Penalty 5061.788107 = -1113945.075730 nChanged 125 SP:Iteration 25Q (578.706434 sec): 3 clusters Score: Raw -1119047.555270 + Penalty 5061.788107 = -1113985.767163 nChanged 121 SP:Iteration 26Q (578.863118 sec): 3 clusters Score: Raw -1119079.239569 + Penalty 5061.788107 = -1114017.451462 nChanged 113 SP:Iteration 27Q (578.999804 sec): 3 clusters Score: Raw -1119108.141840 + Penalty 5061.788107 = -1114046.353734 nChanged 100 SP:Iteration 28Q (579.154094 sec): 3 clusters Score: Raw -1119133.736377 + Penalty 5061.788107 = -1114071.948270 nChanged 110 SP:Iteration 29Q (579.302900 sec): 3 clusters Score: Raw -1119160.391722 + Penalty 5061.788107 = -1114098.603616 nChanged 92 SP:Iteration 30Q (579.465304 sec): 3 clusters Score: Raw -1119181.162490 + Penalty 5061.788107 = -1114119.374384 nChanged 77 SP:Iteration 31Q (579.605282 sec): 3 clusters Score: Raw -1119198.629672 + Penalty 5061.788107 = -1114136.841566 nChanged 75 SP:Iteration 32Q (579.791411 sec): 3 clusters Score: Raw -1119212.999470 + Penalty 5061.788107 = -1114151.211363 nChanged 50 SP:Iteration 33Q (579.925085 sec): 3 clusters Score: Raw -1119221.916393 + Penalty 5061.788107 = -1114160.128286 nChanged 40 SP:Iteration 34Q (580.053840 sec): 3 clusters Score: Raw -1119228.069927 + Penalty 5061.788107 = -1114166.281821 nChanged 32 SP:Iteration 35Q (580.198613 sec): 3 clusters Score: Raw -1119232.217770 + Penalty 5061.788107 = -1114170.429664 nChanged 30 SP:Iteration 36Q (580.357553 sec): 3 clusters Score: Raw -1119235.547462 + Penalty 5061.788107 = -1114173.759355 nChanged 22 SP:Iteration 37Q (580.527661 sec): 3 clusters Score: Raw -1119238.151845 + Penalty 5061.788107 = -1114176.363738 nChanged 17 SP:Iteration 38Q (580.656496 sec): 3 clusters Score: Raw -1119240.108003 + Penalty 5061.788107 = -1114178.319896 nChanged 18 SP:Iteration 39Q (580.781468 sec): 3 clusters Score: Raw -1119241.928346 + Penalty 5061.788107 = -1114180.140239 nChanged 16 SP:Iteration 40F (580.912205 sec): 3 clusters Score: Raw -1119243.541648 + Penalty 5061.788107 = -1114181.753541 nChanged 12 SP:Iteration 41Q (581.002757 sec): 3 clusters Score: Raw -1119244.625981 + Penalty 5061.788107 = -1114182.837874 nChanged 11 SP:Iteration 42Q (581.207120 sec): 3 clusters Score: Raw -1119246.049036 + Penalty 5061.788107 = -1114184.260929 nChanged 7 SP:Iteration 43Q (581.344981 sec): 3 clusters Score: Raw -1119246.825338 + Penalty 5061.788107 = -1114185.037231 nChanged 8 SP:Iteration 44Q (581.491434 sec): 3 clusters Score: Raw -1119247.840661 + Penalty 5061.788107 = -1114186.052554 nChanged 12 SP:Iteration 45Q (581.623172 sec): 3 clusters Score: Raw -1119248.997192 + Penalty 5061.788107 = -1114187.209085 nChanged 4 SP:Iteration 46Q (581.800913 sec): 3 clusters Score: Raw -1119249.284309 + Penalty 5061.788107 = -1114187.496202 nChanged 5 SP:Iteration 47Q (581.898688 sec): 3 clusters Score: Raw -1119249.791553 + Penalty 5061.788107 = -1114188.003446 nChanged 3 SP:Iteration 48Q (582.057641 sec): 3 clusters Score: Raw -1119250.280141 + Penalty 5061.788107 = -1114188.492034 nChanged 3 SP:Iteration 49Q (582.229068 sec): 3 clusters Score: Raw -1119250.598096 + Penalty 5061.788107 = -1114188.809989 nChanged 3 SP:Iteration 50Q (582.363589 sec): 3 clusters Score: Raw -1119250.912645 + Penalty 5061.788107 = -1114189.124538 nChanged 3 SP:Iteration 51Q (582.496497 sec): 3 clusters Score: Raw -1119251.267506 + Penalty 5061.788107 = -1114189.479399 nChanged 4 SP:Iteration 52Q (582.652295 sec): 3 clusters Score: Raw -1119251.657767 + Penalty 5061.788107 = -1114189.869660 nChanged 2 SP:Iteration 53Q (582.800510 sec): 3 clusters Score: Raw -1119251.823088 + Penalty 5061.788107 = -1114190.034981 nChanged 1 SP:Iteration 54Q (582.957620 sec): 3 clusters Score: Raw -1119251.877003 + Penalty 5061.788107 = -1114190.088896 nChanged 1 SP:Iteration 55Q (583.093730 sec): 3 clusters Score: Raw -1119251.996125 + Penalty 5061.788107 = -1114190.208018 nChanged 1 SP:Iteration 56Q (583.252585 sec): 3 clusters Score: Raw -1119252.159536 + Penalty 5061.788107 = -1114190.371430 nChanged 1 SP:Iteration 57Q (583.407609 sec): 3 clusters Score: Raw -1119252.234357 + Penalty 5061.788107 = -1114190.446250 nChanged 0 SP:Iteration 58F (583.578011 sec): 3 clusters Score: Raw -1119252.234357 + Penalty 5061.788107 = -1114190.446250 nChanged 0 Trying to split cluster 3 (65514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (583.874989 sec): 2 clusters Score: Raw -5611413.140353 + Penalty 2927.765053 = -5608485.375300 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (584.207791 sec): 3 clusters Score: Raw -5570293.780410 + Penalty 5855.530106 = -5564438.250304 nChanged 30643 SP:Iteration 1F (584.519803 sec): 3 clusters Score: Raw -5587970.211747 + Penalty 5855.530106 = -5582114.681641 nChanged 3009 SP:Iteration 2Q (584.873466 sec): 3 clusters Score: Raw -5589025.086930 + Penalty 5855.530106 = -5583169.556825 nChanged 2903 SP:Iteration 3Q (585.219137 sec): 3 clusters Score: Raw -5590198.126605 + Penalty 5855.530106 = -5584342.596499 nChanged 3085 SP:Iteration 4Q (585.551519 sec): 3 clusters Score: Raw -5591638.204425 + Penalty 5855.530106 = -5585782.674319 nChanged 3388 SP:Iteration 5F (585.828897 sec): 3 clusters Score: Raw -5593414.598291 + Penalty 5855.530106 = -5587559.068185 nChanged 3649 SP:Iteration 6F (586.136969 sec): 3 clusters Score: Raw -5595529.597525 + Penalty 5855.530106 = -5589674.067419 nChanged 3776 SP:Iteration 7F (586.449718 sec): 3 clusters Score: Raw -5597937.244280 + Penalty 5855.530106 = -5592081.714174 nChanged 3822 SP:Iteration 8F (586.773078 sec): 3 clusters Score: Raw -5600532.887567 + Penalty 5855.530106 = -5594677.357461 nChanged 3707 SP:Iteration 9F (587.096304 sec): 3 clusters Score: Raw -5603145.077211 + Penalty 5855.530106 = -5597289.547106 nChanged 3521 SP:Iteration 10F (587.424965 sec): 3 clusters Score: Raw -5605675.371281 + Penalty 5855.530106 = -5599819.841175 nChanged 2923 SP:Iteration 11Q (587.690140 sec): 3 clusters Score: Raw -5607736.249572 + Penalty 5855.530106 = -5601880.719467 nChanged 2212 SP:Iteration 12Q (588.018591 sec): 3 clusters Score: Raw -5609299.833493 + Penalty 5855.530106 = -5603444.303387 nChanged 1587 SP:Iteration 13Q (588.306679 sec): 3 clusters Score: Raw -5610399.394160 + Penalty 5855.530106 = -5604543.864055 nChanged 955 SP:Iteration 14Q (588.617060 sec): 3 clusters Score: Raw -5611067.414733 + Penalty 5855.530106 = -5605211.884627 nChanged 604 SP:Iteration 15Q (588.893594 sec): 3 clusters Score: Raw -5611448.059754 + Penalty 5855.530106 = -5605592.529649 nChanged 399 SP:Iteration 16Q (589.169605 sec): 3 clusters Score: Raw -5611651.867854 + Penalty 5855.530106 = -5605796.337749 nChanged 267 SP:Iteration 17Q (589.468530 sec): 3 clusters Score: Raw -5611787.052660 + Penalty 5855.530106 = -5605931.522555 nChanged 202 SP:Iteration 18Q (589.747621 sec): 3 clusters Score: Raw -5611870.839153 + Penalty 5855.530106 = -5606015.309048 nChanged 151 SP:Iteration 19Q (590.044178 sec): 3 clusters Score: Raw -5611931.970752 + Penalty 5855.530106 = -5606076.440647 nChanged 110 SP:Iteration 20F (590.371829 sec): 3 clusters Score: Raw -5611972.358496 + Penalty 5855.530106 = -5606116.828390 nChanged 84 SP:Iteration 21Q (590.634953 sec): 3 clusters Score: Raw -5611999.621403 + Penalty 5855.530106 = -5606144.091298 nChanged 54 SP:Iteration 22Q (590.915054 sec): 3 clusters Score: Raw -5612016.996816 + Penalty 5855.530106 = -5606161.466710 nChanged 42 SP:Iteration 23Q (591.225807 sec): 3 clusters Score: Raw -5612031.666208 + Penalty 5855.530106 = -5606176.136103 nChanged 42 SP:Iteration 24Q (591.516622 sec): 3 clusters Score: Raw -5612044.496671 + Penalty 5855.530106 = -5606188.966565 nChanged 44 SP:Iteration 25Q (591.805023 sec): 3 clusters Score: Raw -5612056.369602 + Penalty 5855.530106 = -5606200.839497 nChanged 28 SP:Iteration 26Q (592.064036 sec): 3 clusters Score: Raw -5612065.357127 + Penalty 5855.530106 = -5606209.827021 nChanged 30 SP:Iteration 27Q (592.365324 sec): 3 clusters Score: Raw -5612074.129814 + Penalty 5855.530106 = -5606218.599709 nChanged 29 SP:Iteration 28Q (592.617198 sec): 3 clusters Score: Raw -5612082.793482 + Penalty 5855.530106 = -5606227.263377 nChanged 26 SP:Iteration 29Q (592.867182 sec): 3 clusters Score: Raw -5612090.044952 + Penalty 5855.530106 = -5606234.514846 nChanged 23 SP:Iteration 30Q (593.211577 sec): 3 clusters Score: Raw -5612098.953800 + Penalty 5855.530106 = -5606243.423695 nChanged 23 SP:Iteration 31Q (593.498951 sec): 3 clusters Score: Raw -5612105.678935 + Penalty 5855.530106 = -5606250.148830 nChanged 17 SP:Iteration 32Q (593.773953 sec): 3 clusters Score: Raw -5612111.294517 + Penalty 5855.530106 = -5606255.764411 nChanged 13 SP:Iteration 33Q (594.093044 sec): 3 clusters Score: Raw -5612115.507549 + Penalty 5855.530106 = -5606259.977443 nChanged 10 SP:Iteration 34Q (594.373138 sec): 3 clusters Score: Raw -5612118.851620 + Penalty 5855.530106 = -5606263.321514 nChanged 14 SP:Iteration 35Q (594.638803 sec): 3 clusters Score: Raw -5612122.578745 + Penalty 5855.530106 = -5606267.048640 nChanged 12 SP:Iteration 36Q (594.903777 sec): 3 clusters Score: Raw -5612125.447468 + Penalty 5855.530106 = -5606269.917362 nChanged 7 SP:Iteration 37Q (595.138534 sec): 3 clusters Score: Raw -5612127.214763 + Penalty 5855.530106 = -5606271.684657 nChanged 9 SP:Iteration 38Q (595.396808 sec): 3 clusters Score: Raw -5612130.213398 + Penalty 5855.530106 = -5606274.683292 nChanged 9 SP:Iteration 39Q (595.701998 sec): 3 clusters Score: Raw -5612132.798184 + Penalty 5855.530106 = -5606277.268079 nChanged 8 SP:Iteration 40F (596.035745 sec): 3 clusters Score: Raw -5612134.613769 + Penalty 5855.530106 = -5606279.083663 nChanged 10 SP:Iteration 41Q (596.343411 sec): 3 clusters Score: Raw -5612137.294049 + Penalty 5855.530106 = -5606281.763943 nChanged 9 SP:Iteration 42Q (596.668068 sec): 3 clusters Score: Raw -5612139.389223 + Penalty 5855.530106 = -5606283.859117 nChanged 0 SP:Iteration 43F (596.986944 sec): 3 clusters Score: Raw -5612139.389223 + Penalty 5855.530106 = -5606283.859117 nChanged 0 Trying to split cluster 4 (6110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (597.152449 sec): 2 clusters Score: Raw -452210.246395 + Penalty 2301.468062 = -449908.778333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (597.274190 sec): 3 clusters Score: Raw -449261.163671 + Penalty 4602.936124 = -444658.227548 nChanged 2435 SP:Iteration 1F (597.452170 sec): 3 clusters Score: Raw -450877.632635 + Penalty 4602.936124 = -446274.696512 nChanged 548 SP:Iteration 2F (597.561992 sec): 3 clusters Score: Raw -451460.619478 + Penalty 4602.936124 = -446857.683354 nChanged 498 SP:Iteration 3F (597.680876 sec): 3 clusters Score: Raw -451995.832982 + Penalty 4602.936124 = -447392.896859 nChanged 446 SP:Iteration 4F (597.810270 sec): 3 clusters Score: Raw -452440.600011 + Penalty 4602.936124 = -447837.663888 nChanged 365 SP:Iteration 5F (597.910309 sec): 3 clusters Score: Raw -452745.717952 + Penalty 4602.936124 = -448142.781829 nChanged 244 SP:Iteration 6Q (598.044964 sec): 3 clusters Score: Raw -452935.499176 + Penalty 4602.936124 = -448332.563053 nChanged 164 SP:Iteration 7Q (598.152861 sec): 3 clusters Score: Raw -453054.176264 + Penalty 4602.936124 = -448451.240141 nChanged 124 SP:Iteration 8Q (598.314199 sec): 3 clusters Score: Raw -453138.420941 + Penalty 4602.936124 = -448535.484818 nChanged 101 SP:Iteration 9Q (598.421994 sec): 3 clusters Score: Raw -453205.851201 + Penalty 4602.936124 = -448602.915077 nChanged 104 SP:Iteration 10Q (598.532191 sec): 3 clusters Score: Raw -453287.444793 + Penalty 4602.936124 = -448684.508669 nChanged 99 SP:Iteration 11Q (598.651420 sec): 3 clusters Score: Raw -453364.822770 + Penalty 4602.936124 = -448761.886647 nChanged 108 SP:Iteration 12Q (598.771426 sec): 3 clusters Score: Raw -453445.856018 + Penalty 4602.936124 = -448842.919894 nChanged 107 SP:Iteration 13Q (598.889472 sec): 3 clusters Score: Raw -453532.026084 + Penalty 4602.936124 = -448929.089960 nChanged 118 SP:Iteration 14Q (599.003883 sec): 3 clusters Score: Raw -453637.722461 + Penalty 4602.936124 = -449034.786337 nChanged 107 SP:Iteration 15Q (599.123129 sec): 3 clusters Score: Raw -453716.236746 + Penalty 4602.936124 = -449113.300623 nChanged 76 SP:Iteration 16Q (599.268345 sec): 3 clusters Score: Raw -453755.175374 + Penalty 4602.936124 = -449152.239250 nChanged 51 SP:Iteration 17Q (599.385575 sec): 3 clusters Score: Raw -453783.853139 + Penalty 4602.936124 = -449180.917016 nChanged 34 SP:Iteration 18Q (599.535438 sec): 3 clusters Score: Raw -453800.013999 + Penalty 4602.936124 = -449197.077875 nChanged 31 SP:Iteration 19Q (599.639189 sec): 3 clusters Score: Raw -453818.649957 + Penalty 4602.936124 = -449215.713833 nChanged 19 SP:Iteration 20F (599.791674 sec): 3 clusters Score: Raw -453828.732226 + Penalty 4602.936124 = -449225.796102 nChanged 21 SP:Iteration 21Q (599.904020 sec): 3 clusters Score: Raw -453837.447636 + Penalty 4602.936124 = -449234.511512 nChanged 17 SP:Iteration 22Q (600.048321 sec): 3 clusters Score: Raw -453843.092734 + Penalty 4602.936124 = -449240.156611 nChanged 16 SP:Iteration 23Q (600.185688 sec): 3 clusters Score: Raw -453848.773490 + Penalty 4602.936124 = -449245.837366 nChanged 12 SP:Iteration 24Q (600.284101 sec): 3 clusters Score: Raw -453853.061755 + Penalty 4602.936124 = -449250.125632 nChanged 11 SP:Iteration 25Q (600.415540 sec): 3 clusters Score: Raw -453857.520606 + Penalty 4602.936124 = -449254.584482 nChanged 13 SP:Iteration 26Q (600.575465 sec): 3 clusters Score: Raw -453864.406104 + Penalty 4602.936124 = -449261.469980 nChanged 18 SP:Iteration 27Q (600.687090 sec): 3 clusters Score: Raw -453874.535504 + Penalty 4602.936124 = -449271.599380 nChanged 17 SP:Iteration 28Q (600.814296 sec): 3 clusters Score: Raw -453884.451869 + Penalty 4602.936124 = -449281.515746 nChanged 18 SP:Iteration 29Q (600.921261 sec): 3 clusters Score: Raw -453896.076352 + Penalty 4602.936124 = -449293.140229 nChanged 19 SP:Iteration 30Q (601.051005 sec): 3 clusters Score: Raw -453908.652444 + Penalty 4602.936124 = -449305.716321 nChanged 22 SP:Iteration 31Q (601.170532 sec): 3 clusters Score: Raw -453917.652029 + Penalty 4602.936124 = -449314.715905 nChanged 21 SP:Iteration 32Q (601.314058 sec): 3 clusters Score: Raw -453926.256662 + Penalty 4602.936124 = -449323.320539 nChanged 16 SP:Iteration 33Q (601.443808 sec): 3 clusters Score: Raw -453932.962496 + Penalty 4602.936124 = -449330.026373 nChanged 14 SP:Iteration 34Q (601.547302 sec): 3 clusters Score: Raw -453939.351336 + Penalty 4602.936124 = -449336.415213 nChanged 9 SP:Iteration 35Q (601.676429 sec): 3 clusters Score: Raw -453944.900288 + Penalty 4602.936124 = -449341.964164 nChanged 16 SP:Iteration 36Q (601.814806 sec): 3 clusters Score: Raw -453953.652803 + Penalty 4602.936124 = -449350.716680 nChanged 21 SP:Iteration 37Q (601.935047 sec): 3 clusters Score: Raw -453964.070699 + Penalty 4602.936124 = -449361.134575 nChanged 9 SP:Iteration 38Q (602.076307 sec): 3 clusters Score: Raw -453968.442937 + Penalty 4602.936124 = -449365.506814 nChanged 14 SP:Iteration 39Q (602.200994 sec): 3 clusters Score: Raw -453980.847702 + Penalty 4602.936124 = -449377.911579 nChanged 18 SP:Iteration 40F (602.322019 sec): 3 clusters Score: Raw -453991.644285 + Penalty 4602.936124 = -449388.708161 nChanged 23 SP:Iteration 41Q (602.450287 sec): 3 clusters Score: Raw -454007.704482 + Penalty 4602.936124 = -449404.768358 nChanged 24 SP:Iteration 42Q (602.590915 sec): 3 clusters Score: Raw -454037.071579 + Penalty 4602.936124 = -449434.135455 nChanged 42 SP:Iteration 43Q (602.707666 sec): 3 clusters Score: Raw -454068.669414 + Penalty 4602.936124 = -449465.733290 nChanged 37 SP:Iteration 44Q (602.824940 sec): 3 clusters Score: Raw -454088.252667 + Penalty 4602.936124 = -449485.316543 nChanged 26 SP:Iteration 45Q (602.933377 sec): 3 clusters Score: Raw -454116.670776 + Penalty 4602.936124 = -449513.734652 nChanged 37 SP:Iteration 46Q (603.051282 sec): 3 clusters Score: Raw -454144.647740 + Penalty 4602.936124 = -449541.711616 nChanged 40 SP:Iteration 47Q (603.176272 sec): 3 clusters Score: Raw -454173.191818 + Penalty 4602.936124 = -449570.255694 nChanged 34 SP:Iteration 48Q (603.330500 sec): 3 clusters Score: Raw -454194.595449 + Penalty 4602.936124 = -449591.659326 nChanged 37 SP:Iteration 49Q (603.418551 sec): 3 clusters Score: Raw -454217.142881 + Penalty 4602.936124 = -449614.206758 nChanged 39 SP:Iteration 50Q (603.551388 sec): 3 clusters Score: Raw -454237.786387 + Penalty 4602.936124 = -449634.850263 nChanged 23 SP:Iteration 51Q (603.691383 sec): 3 clusters Score: Raw -454253.667829 + Penalty 4602.936124 = -449650.731706 nChanged 30 SP:Iteration 52Q (603.816157 sec): 3 clusters Score: Raw -454271.275574 + Penalty 4602.936124 = -449668.339451 nChanged 23 SP:Iteration 53Q (603.929726 sec): 3 clusters Score: Raw -454284.881890 + Penalty 4602.936124 = -449681.945767 nChanged 19 SP:Iteration 54Q (604.062101 sec): 3 clusters Score: Raw -454292.682651 + Penalty 4602.936124 = -449689.746528 nChanged 18 SP:Iteration 55Q (604.195933 sec): 3 clusters Score: Raw -454299.228448 + Penalty 4602.936124 = -449696.292325 nChanged 14 SP:Iteration 56Q (604.328229 sec): 3 clusters Score: Raw -454305.250189 + Penalty 4602.936124 = -449702.314065 nChanged 17 SP:Iteration 57Q (604.435090 sec): 3 clusters Score: Raw -454312.290866 + Penalty 4602.936124 = -449709.354743 nChanged 15 SP:Iteration 58Q (604.571132 sec): 3 clusters Score: Raw -454317.461863 + Penalty 4602.936124 = -449714.525740 nChanged 10 SP:Iteration 59Q (604.675210 sec): 3 clusters Score: Raw -454321.125544 + Penalty 4602.936124 = -449718.189421 nChanged 12 SP:Iteration 60F (604.830475 sec): 3 clusters Score: Raw -454325.109830 + Penalty 4602.936124 = -449722.173707 nChanged 8 SP:Iteration 61Q (604.935686 sec): 3 clusters Score: Raw -454328.518191 + Penalty 4602.936124 = -449725.582067 nChanged 5 SP:Iteration 62Q (605.066664 sec): 3 clusters Score: Raw -454329.352616 + Penalty 4602.936124 = -449726.416493 nChanged 1 SP:Iteration 63Q (605.171900 sec): 3 clusters Score: Raw -454329.484184 + Penalty 4602.936124 = -449726.548060 nChanged 1 SP:Iteration 64Q (605.283414 sec): 3 clusters Score: Raw -454329.747117 + Penalty 4602.936124 = -449726.810994 nChanged 3 SP:Iteration 65Q (605.413571 sec): 3 clusters Score: Raw -454330.846991 + Penalty 4602.936124 = -449727.910867 nChanged 3 SP:Iteration 66Q (605.572435 sec): 3 clusters Score: Raw -454331.801290 + Penalty 4602.936124 = -449728.865167 nChanged 3 SP:Iteration 67Q (605.679086 sec): 3 clusters Score: Raw -454332.452177 + Penalty 4602.936124 = -449729.516053 nChanged 3 SP:Iteration 68Q (605.794160 sec): 3 clusters Score: Raw -454333.528320 + Penalty 4602.936124 = -449730.592197 nChanged 1 SP:Iteration 69Q (605.902661 sec): 3 clusters Score: Raw -454333.713897 + Penalty 4602.936124 = -449730.777774 nChanged 1 SP:Iteration 70Q (605.988023 sec): 3 clusters Score: Raw -454334.315540 + Penalty 4602.936124 = -449731.379416 nChanged 2 SP:Iteration 71Q (606.093656 sec): 3 clusters Score: Raw -454334.954628 + Penalty 4602.936124 = -449732.018505 nChanged 2 SP:Iteration 72Q (606.224003 sec): 3 clusters Score: Raw -454335.750679 + Penalty 4602.936124 = -449732.814556 nChanged 1 SP:Iteration 73Q (606.342556 sec): 3 clusters Score: Raw -454335.895602 + Penalty 4602.936124 = -449732.959478 nChanged 0 SP:Iteration 74F (606.452854 sec): 3 clusters Score: Raw -454335.895602 + Penalty 4602.936124 = -449732.959478 nChanged 0 Trying to split cluster 5 (12722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (606.573069 sec): 2 clusters Score: Raw -1129008.198907 + Penalty 2495.087247 = -1126513.111659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (606.697419 sec): 3 clusters Score: Raw -1121891.583888 + Penalty 4990.174494 = -1116901.409394 nChanged 5440 SP:Iteration 1F (606.842938 sec): 3 clusters Score: Raw -1124991.110368 + Penalty 4990.174494 = -1120000.935874 nChanged 948 SP:Iteration 2F (606.986579 sec): 3 clusters Score: Raw -1125549.312826 + Penalty 4990.174494 = -1120559.138332 nChanged 851 SP:Iteration 3F (607.112159 sec): 3 clusters Score: Raw -1126032.056156 + Penalty 4990.174494 = -1121041.881662 nChanged 737 SP:Iteration 4F (607.245409 sec): 3 clusters Score: Raw -1126488.124434 + Penalty 4990.174494 = -1121497.949940 nChanged 713 SP:Iteration 5F (607.400598 sec): 3 clusters Score: Raw -1126926.813989 + Penalty 4990.174494 = -1121936.639495 nChanged 609 SP:Iteration 6Q (607.522336 sec): 3 clusters Score: Raw -1127273.007552 + Penalty 4990.174494 = -1122282.833058 nChanged 491 SP:Iteration 7Q (607.701543 sec): 3 clusters Score: Raw -1127540.763417 + Penalty 4990.174494 = -1122550.588923 nChanged 401 SP:Iteration 8Q (607.808383 sec): 3 clusters Score: Raw -1127788.282870 + Penalty 4990.174494 = -1122798.108375 nChanged 360 SP:Iteration 9Q (607.960787 sec): 3 clusters Score: Raw -1127997.802450 + Penalty 4990.174494 = -1123007.627956 nChanged 304 SP:Iteration 10Q (608.115141 sec): 3 clusters Score: Raw -1128192.087230 + Penalty 4990.174494 = -1123201.912735 nChanged 291 SP:Iteration 11Q (608.294735 sec): 3 clusters Score: Raw -1128377.091202 + Penalty 4990.174494 = -1123386.916707 nChanged 234 SP:Iteration 12Q (608.426762 sec): 3 clusters Score: Raw -1128515.179139 + Penalty 4990.174494 = -1123525.004644 nChanged 191 SP:Iteration 13Q (608.582528 sec): 3 clusters Score: Raw -1128623.003079 + Penalty 4990.174494 = -1123632.828585 nChanged 164 SP:Iteration 14Q (608.755006 sec): 3 clusters Score: Raw -1128710.588067 + Penalty 4990.174494 = -1123720.413573 nChanged 136 SP:Iteration 15Q (608.870515 sec): 3 clusters Score: Raw -1128790.382326 + Penalty 4990.174494 = -1123800.207832 nChanged 112 SP:Iteration 16Q (609.056500 sec): 3 clusters Score: Raw -1128846.920617 + Penalty 4990.174494 = -1123856.746123 nChanged 89 SP:Iteration 17Q (609.218564 sec): 3 clusters Score: Raw -1128889.790647 + Penalty 4990.174494 = -1123899.616153 nChanged 80 SP:Iteration 18Q (609.350754 sec): 3 clusters Score: Raw -1128934.435663 + Penalty 4990.174494 = -1123944.261169 nChanged 71 SP:Iteration 19Q (609.518750 sec): 3 clusters Score: Raw -1128978.759822 + Penalty 4990.174494 = -1123988.585328 nChanged 84 SP:Iteration 20F (609.651826 sec): 3 clusters Score: Raw -1129031.399765 + Penalty 4990.174494 = -1124041.225271 nChanged 74 SP:Iteration 21Q (609.814387 sec): 3 clusters Score: Raw -1129074.955177 + Penalty 4990.174494 = -1124084.780683 nChanged 71 SP:Iteration 22Q (609.962139 sec): 3 clusters Score: Raw -1129117.440784 + Penalty 4990.174494 = -1124127.266290 nChanged 63 SP:Iteration 23Q (610.116673 sec): 3 clusters Score: Raw -1129154.822764 + Penalty 4990.174494 = -1124164.648270 nChanged 45 SP:Iteration 24Q (610.258123 sec): 3 clusters Score: Raw -1129176.932010 + Penalty 4990.174494 = -1124186.757516 nChanged 25 SP:Iteration 25Q (610.399801 sec): 3 clusters Score: Raw -1129189.267884 + Penalty 4990.174494 = -1124199.093390 nChanged 19 SP:Iteration 26Q (610.577120 sec): 3 clusters Score: Raw -1129198.254484 + Penalty 4990.174494 = -1124208.079990 nChanged 28 SP:Iteration 27Q (610.679647 sec): 3 clusters Score: Raw -1129211.709033 + Penalty 4990.174494 = -1124221.534539 nChanged 17 SP:Iteration 28Q (610.826531 sec): 3 clusters Score: Raw -1129218.181825 + Penalty 4990.174494 = -1124228.007330 nChanged 7 SP:Iteration 29Q (610.975599 sec): 3 clusters Score: Raw -1129221.583831 + Penalty 4990.174494 = -1124231.409336 nChanged 5 SP:Iteration 30Q (611.055960 sec): 3 clusters Score: Raw -1129223.674496 + Penalty 4990.174494 = -1124233.500002 nChanged 5 SP:Iteration 31Q (611.212119 sec): 3 clusters Score: Raw -1129226.765423 + Penalty 4990.174494 = -1124236.590929 nChanged 5 SP:Iteration 32Q (611.321904 sec): 3 clusters Score: Raw -1129229.165324 + Penalty 4990.174494 = -1124238.990829 nChanged 8 SP:Iteration 33Q (611.461812 sec): 3 clusters Score: Raw -1129233.206887 + Penalty 4990.174494 = -1124243.032393 nChanged 10 SP:Iteration 34Q (611.618170 sec): 3 clusters Score: Raw -1129238.625956 + Penalty 4990.174494 = -1124248.451462 nChanged 13 SP:Iteration 35Q (611.750919 sec): 3 clusters Score: Raw -1129243.319912 + Penalty 4990.174494 = -1124253.145418 nChanged 7 SP:Iteration 36Q (611.870066 sec): 3 clusters Score: Raw -1129246.373479 + Penalty 4990.174494 = -1124256.198985 nChanged 5 SP:Iteration 37Q (612.025231 sec): 3 clusters Score: Raw -1129248.740849 + Penalty 4990.174494 = -1124258.566355 nChanged 4 SP:Iteration 38Q (612.212988 sec): 3 clusters Score: Raw -1129251.191314 + Penalty 4990.174494 = -1124261.016820 nChanged 4 SP:Iteration 39Q (612.337137 sec): 3 clusters Score: Raw -1129253.873121 + Penalty 4990.174494 = -1124263.698627 nChanged 4 SP:Iteration 40F (612.457555 sec): 3 clusters Score: Raw -1129255.919341 + Penalty 4990.174494 = -1124265.744847 nChanged 3 SP:Iteration 41Q (612.623571 sec): 3 clusters Score: Raw -1129257.336113 + Penalty 4990.174494 = -1124267.161619 nChanged 5 SP:Iteration 42Q (612.789809 sec): 3 clusters Score: Raw -1129259.691459 + Penalty 4990.174494 = -1124269.516964 nChanged 8 SP:Iteration 43Q (612.932999 sec): 3 clusters Score: Raw -1129262.563136 + Penalty 4990.174494 = -1124272.388641 nChanged 6 SP:Iteration 44Q (613.066729 sec): 3 clusters Score: Raw -1129265.671948 + Penalty 4990.174494 = -1124275.497453 nChanged 6 SP:Iteration 45Q (613.185779 sec): 3 clusters Score: Raw -1129268.701478 + Penalty 4990.174494 = -1124278.526984 nChanged 4 SP:Iteration 46Q (613.345538 sec): 3 clusters Score: Raw -1129269.926434 + Penalty 4990.174494 = -1124279.751940 nChanged 2 SP:Iteration 47Q (613.507374 sec): 3 clusters Score: Raw -1129270.792668 + Penalty 4990.174494 = -1124280.618174 nChanged 2 SP:Iteration 48Q (613.648423 sec): 3 clusters Score: Raw -1129272.217760 + Penalty 4990.174494 = -1124282.043265 nChanged 3 SP:Iteration 49Q (613.757666 sec): 3 clusters Score: Raw -1129273.398420 + Penalty 4990.174494 = -1124283.223925 nChanged 3 SP:Iteration 50Q (613.920378 sec): 3 clusters Score: Raw -1129274.322966 + Penalty 4990.174494 = -1124284.148471 nChanged 2 SP:Iteration 51Q (614.054376 sec): 3 clusters Score: Raw -1129274.999814 + Penalty 4990.174494 = -1124284.825320 nChanged 1 SP:Iteration 52Q (614.180746 sec): 3 clusters Score: Raw -1129275.239514 + Penalty 4990.174494 = -1124285.065019 nChanged 1 SP:Iteration 53Q (614.321140 sec): 3 clusters Score: Raw -1129275.920202 + Penalty 4990.174494 = -1124285.745707 nChanged 1 SP:Iteration 54Q (614.461967 sec): 3 clusters Score: Raw -1129276.143346 + Penalty 4990.174494 = -1124285.968852 nChanged 0 SP:Iteration 55F (614.618809 sec): 3 clusters Score: Raw -1129276.143346 + Penalty 4990.174494 = -1124285.968852 nChanged 0 Trying to split cluster 6 (2170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (614.687712 sec): 2 clusters Score: Raw -136027.443319 + Penalty 2028.175366 = -133999.267953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (614.802869 sec): 3 clusters Score: Raw -135308.740997 + Penalty 4056.350732 = -131252.390265 nChanged 756 SP:Iteration 1F (614.904610 sec): 3 clusters Score: Raw -136088.973670 + Penalty 4056.350732 = -132032.622938 nChanged 217 SP:Iteration 2F (614.991966 sec): 3 clusters Score: Raw -136425.429780 + Penalty 4056.350732 = -132369.079049 nChanged 149 SP:Iteration 3F (615.096282 sec): 3 clusters Score: Raw -136651.515598 + Penalty 4056.350732 = -132595.164866 nChanged 111 SP:Iteration 4F (615.204104 sec): 3 clusters Score: Raw -136795.255558 + Penalty 4056.350732 = -132738.904826 nChanged 97 SP:Iteration 5Q (615.304122 sec): 3 clusters Score: Raw -136939.911927 + Penalty 4056.350732 = -132883.561196 nChanged 90 SP:Iteration 6Q (615.417639 sec): 3 clusters Score: Raw -137054.421633 + Penalty 4056.350732 = -132998.070901 nChanged 57 SP:Iteration 7Q (615.531095 sec): 3 clusters Score: Raw -137124.214869 + Penalty 4056.350732 = -133067.864137 nChanged 47 SP:Iteration 8Q (615.614226 sec): 3 clusters Score: Raw -137178.046210 + Penalty 4056.350732 = -133121.695478 nChanged 36 SP:Iteration 9Q (615.741232 sec): 3 clusters Score: Raw -137221.891460 + Penalty 4056.350732 = -133165.540728 nChanged 39 SP:Iteration 10Q (615.865776 sec): 3 clusters Score: Raw -137259.649742 + Penalty 4056.350732 = -133203.299010 nChanged 22 SP:Iteration 11Q (615.984704 sec): 3 clusters Score: Raw -137287.725453 + Penalty 4056.350732 = -133231.374721 nChanged 23 SP:Iteration 12Q (616.102325 sec): 3 clusters Score: Raw -137303.355782 + Penalty 4056.350732 = -133247.005050 nChanged 13 SP:Iteration 13Q (616.225109 sec): 3 clusters Score: Raw -137313.866583 + Penalty 4056.350732 = -133257.515851 nChanged 8 SP:Iteration 14Q (616.330148 sec): 3 clusters Score: Raw -137320.349486 + Penalty 4056.350732 = -133263.998754 nChanged 7 SP:Iteration 15Q (616.489333 sec): 3 clusters Score: Raw -137326.008322 + Penalty 4056.350732 = -133269.657590 nChanged 6 SP:Iteration 16Q (616.619791 sec): 3 clusters Score: Raw -137329.510277 + Penalty 4056.350732 = -133273.159545 nChanged 3 SP:Iteration 17Q (616.711473 sec): 3 clusters Score: Raw -137331.208348 + Penalty 4056.350732 = -133274.857616 nChanged 3 SP:Iteration 18Q (616.826619 sec): 3 clusters Score: Raw -137332.584232 + Penalty 4056.350732 = -133276.233501 nChanged 4 SP:Iteration 19Q (616.944102 sec): 3 clusters Score: Raw -137335.297469 + Penalty 4056.350732 = -133278.946738 nChanged 8 SP:Iteration 20F (617.062774 sec): 3 clusters Score: Raw -137339.166773 + Penalty 4056.350732 = -133282.816041 nChanged 4 SP:Iteration 21Q (617.181062 sec): 3 clusters Score: Raw -137341.674674 + Penalty 4056.350732 = -133285.323942 nChanged 4 SP:Iteration 22Q (617.304977 sec): 3 clusters Score: Raw -137346.604921 + Penalty 4056.350732 = -133290.254189 nChanged 1 SP:Iteration 23Q (617.394669 sec): 3 clusters Score: Raw -137347.685131 + Penalty 4056.350732 = -133291.334399 nChanged 0 SP:Iteration 24F (617.511997 sec): 3 clusters Score: Raw -137347.685131 + Penalty 4056.350732 = -133291.334399 nChanged 0 Trying to split cluster 7 (10271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (617.595047 sec): 2 clusters Score: Raw -898156.644889 + Penalty 2438.589033 = -895718.055856 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (617.721205 sec): 3 clusters Score: Raw -892684.330182 + Penalty 4877.178065 = -887807.152117 nChanged 4274 SP:Iteration 1F (617.852026 sec): 3 clusters Score: Raw -894920.285191 + Penalty 4877.178065 = -890043.107126 nChanged 687 SP:Iteration 2F (618.022107 sec): 3 clusters Score: Raw -895289.387577 + Penalty 4877.178065 = -890412.209511 nChanged 564 SP:Iteration 3F (618.141931 sec): 3 clusters Score: Raw -895582.101507 + Penalty 4877.178065 = -890704.923442 nChanged 485 SP:Iteration 4Q (618.286930 sec): 3 clusters Score: Raw -895846.035856 + Penalty 4877.178065 = -890968.857791 nChanged 449 SP:Iteration 5Q (618.427985 sec): 3 clusters Score: Raw -896121.598119 + Penalty 4877.178065 = -891244.420054 nChanged 429 SP:Iteration 6Q (618.569826 sec): 3 clusters Score: Raw -896381.719087 + Penalty 4877.178065 = -891504.541021 nChanged 391 SP:Iteration 7Q (618.721998 sec): 3 clusters Score: Raw -896659.844588 + Penalty 4877.178065 = -891782.666523 nChanged 377 SP:Iteration 8Q (618.877313 sec): 3 clusters Score: Raw -896907.990746 + Penalty 4877.178065 = -892030.812680 nChanged 384 SP:Iteration 9Q (619.019135 sec): 3 clusters Score: Raw -897138.853737 + Penalty 4877.178065 = -892261.675671 nChanged 332 SP:Iteration 10Q (619.158822 sec): 3 clusters Score: Raw -897331.877860 + Penalty 4877.178065 = -892454.699794 nChanged 289 SP:Iteration 11Q (619.296373 sec): 3 clusters Score: Raw -897493.345758 + Penalty 4877.178065 = -892616.167693 nChanged 290 SP:Iteration 12Q (619.450170 sec): 3 clusters Score: Raw -897682.409622 + Penalty 4877.178065 = -892805.231556 nChanged 279 SP:Iteration 13Q (619.613420 sec): 3 clusters Score: Raw -897875.864771 + Penalty 4877.178065 = -892998.686706 nChanged 271 SP:Iteration 14Q (619.699379 sec): 3 clusters Score: Raw -898054.434495 + Penalty 4877.178065 = -893177.256430 nChanged 240 SP:Iteration 15Q (619.762446 sec): 3 clusters Score: Raw -898199.978735 + Penalty 4877.178065 = -893322.800670 nChanged 207 SP:Iteration 16Q (619.825562 sec): 3 clusters Score: Raw -898322.762170 + Penalty 4877.178065 = -893445.584105 nChanged 171 SP:Iteration 17Q (619.997328 sec): 3 clusters Score: Raw -898437.901851 + Penalty 4877.178065 = -893560.723786 nChanged 168 SP:Iteration 18Q (620.115409 sec): 3 clusters Score: Raw -898545.465175 + Penalty 4877.178065 = -893668.287110 nChanged 158 SP:Iteration 19Q (620.330149 sec): 3 clusters Score: Raw -898627.607540 + Penalty 4877.178065 = -893750.429475 nChanged 137 SP:Iteration 20F (620.449679 sec): 3 clusters Score: Raw -898693.507323 + Penalty 4877.178065 = -893816.329258 nChanged 102 SP:Iteration 21Q (620.573485 sec): 3 clusters Score: Raw -898745.838910 + Penalty 4877.178065 = -893868.660845 nChanged 112 SP:Iteration 22Q (620.714347 sec): 3 clusters Score: Raw -898796.225860 + Penalty 4877.178065 = -893919.047795 nChanged 113 SP:Iteration 23Q (620.850977 sec): 3 clusters Score: Raw -898848.362166 + Penalty 4877.178065 = -893971.184100 nChanged 104 SP:Iteration 24Q (620.988071 sec): 3 clusters Score: Raw -898896.409014 + Penalty 4877.178065 = -894019.230948 nChanged 95 SP:Iteration 25Q (621.124002 sec): 3 clusters Score: Raw -898933.996828 + Penalty 4877.178065 = -894056.818762 nChanged 69 SP:Iteration 26Q (621.262972 sec): 3 clusters Score: Raw -898959.583927 + Penalty 4877.178065 = -894082.405861 nChanged 51 SP:Iteration 27Q (621.400110 sec): 3 clusters Score: Raw -898977.396969 + Penalty 4877.178065 = -894100.218904 nChanged 42 SP:Iteration 28Q (621.524420 sec): 3 clusters Score: Raw -898991.526715 + Penalty 4877.178065 = -894114.348650 nChanged 39 SP:Iteration 29Q (621.614061 sec): 3 clusters Score: Raw -899003.661755 + Penalty 4877.178065 = -894126.483690 nChanged 33 SP:Iteration 30Q (621.757634 sec): 3 clusters Score: Raw -899013.481761 + Penalty 4877.178065 = -894136.303696 nChanged 26 SP:Iteration 31Q (621.893624 sec): 3 clusters Score: Raw -899021.995697 + Penalty 4877.178065 = -894144.817631 nChanged 25 SP:Iteration 32Q (622.016876 sec): 3 clusters Score: Raw -899028.710161 + Penalty 4877.178065 = -894151.532096 nChanged 18 SP:Iteration 33Q (622.151722 sec): 3 clusters Score: Raw -899033.965895 + Penalty 4877.178065 = -894156.787830 nChanged 15 SP:Iteration 34Q (622.303360 sec): 3 clusters Score: Raw -899038.527125 + Penalty 4877.178065 = -894161.349060 nChanged 13 SP:Iteration 35Q (622.422505 sec): 3 clusters Score: Raw -899041.388710 + Penalty 4877.178065 = -894164.210645 nChanged 13 SP:Iteration 36Q (622.562865 sec): 3 clusters Score: Raw -899046.637362 + Penalty 4877.178065 = -894169.459296 nChanged 14 SP:Iteration 37Q (622.690262 sec): 3 clusters Score: Raw -899051.187235 + Penalty 4877.178065 = -894174.009170 nChanged 17 SP:Iteration 38Q (622.849451 sec): 3 clusters Score: Raw -899056.055710 + Penalty 4877.178065 = -894178.877645 nChanged 12 SP:Iteration 39Q (622.981616 sec): 3 clusters Score: Raw -899059.328393 + Penalty 4877.178065 = -894182.150328 nChanged 14 SP:Iteration 40F (623.104524 sec): 3 clusters Score: Raw -899063.770533 + Penalty 4877.178065 = -894186.592467 nChanged 14 SP:Iteration 41Q (623.232779 sec): 3 clusters Score: Raw -899067.594444 + Penalty 4877.178065 = -894190.416379 nChanged 13 SP:Iteration 42Q (623.366494 sec): 3 clusters Score: Raw -899070.661162 + Penalty 4877.178065 = -894193.483096 nChanged 11 SP:Iteration 43Q (623.476157 sec): 3 clusters Score: Raw -899073.993631 + Penalty 4877.178065 = -894196.815566 nChanged 6 SP:Iteration 44Q (623.603559 sec): 3 clusters Score: Raw -899075.526770 + Penalty 4877.178065 = -894198.348704 nChanged 5 SP:Iteration 45Q (623.760160 sec): 3 clusters Score: Raw -899077.322504 + Penalty 4877.178065 = -894200.144439 nChanged 11 SP:Iteration 46Q (623.882683 sec): 3 clusters Score: Raw -899080.042519 + Penalty 4877.178065 = -894202.864453 nChanged 7 SP:Iteration 47Q (624.020392 sec): 3 clusters Score: Raw -899081.999966 + Penalty 4877.178065 = -894204.821900 nChanged 6 SP:Iteration 48Q (624.174268 sec): 3 clusters Score: Raw -899083.683078 + Penalty 4877.178065 = -894206.505012 nChanged 7 SP:Iteration 49Q (624.308251 sec): 3 clusters Score: Raw -899085.850778 + Penalty 4877.178065 = -894208.672713 nChanged 9 SP:Iteration 50Q (624.461882 sec): 3 clusters Score: Raw -899088.329368 + Penalty 4877.178065 = -894211.151302 nChanged 4 SP:Iteration 51Q (624.602394 sec): 3 clusters Score: Raw -899089.206912 + Penalty 4877.178065 = -894212.028846 nChanged 5 SP:Iteration 52Q (624.722958 sec): 3 clusters Score: Raw -899090.506509 + Penalty 4877.178065 = -894213.328443 nChanged 6 SP:Iteration 53Q (624.854993 sec): 3 clusters Score: Raw -899091.900702 + Penalty 4877.178065 = -894214.722636 nChanged 3 SP:Iteration 54Q (624.985896 sec): 3 clusters Score: Raw -899092.408638 + Penalty 4877.178065 = -894215.230573 nChanged 3 SP:Iteration 55Q (625.124686 sec): 3 clusters Score: Raw -899092.869851 + Penalty 4877.178065 = -894215.691785 nChanged 3 SP:Iteration 56Q (625.270119 sec): 3 clusters Score: Raw -899093.577707 + Penalty 4877.178065 = -894216.399642 nChanged 1 SP:Iteration 57Q (625.413474 sec): 3 clusters Score: Raw -899093.629209 + Penalty 4877.178065 = -894216.451144 nChanged 0 SP:Iteration 58F (625.542497 sec): 3 clusters Score: Raw -899093.629209 + Penalty 4877.178065 = -894216.451144 nChanged 0 Trying to split cluster 8 (9437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.611554 sec): 2 clusters Score: Raw -802235.958612 + Penalty 2416.231861 = -799819.726751 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.777511 sec): 3 clusters Score: Raw -797295.049468 + Penalty 4832.463722 = -792462.585746 nChanged 3896 SP:Iteration 1F (625.894306 sec): 3 clusters Score: Raw -799588.501222 + Penalty 4832.463722 = -794756.037501 nChanged 763 SP:Iteration 2F (626.054449 sec): 3 clusters Score: Raw -800148.919383 + Penalty 4832.463722 = -795316.455661 nChanged 663 SP:Iteration 3F (626.193135 sec): 3 clusters Score: Raw -800674.095271 + Penalty 4832.463722 = -795841.631550 nChanged 619 SP:Iteration 4F (626.304574 sec): 3 clusters Score: Raw -801230.402964 + Penalty 4832.463722 = -796397.939243 nChanged 585 SP:Iteration 5F (626.453915 sec): 3 clusters Score: Raw -801754.224249 + Penalty 4832.463722 = -796921.760527 nChanged 541 SP:Iteration 6F (626.598871 sec): 3 clusters Score: Raw -802190.481276 + Penalty 4832.463722 = -797358.017555 nChanged 460 SP:Iteration 7Q (626.721130 sec): 3 clusters Score: Raw -802517.483600 + Penalty 4832.463722 = -797685.019878 nChanged 333 SP:Iteration 8Q (626.842680 sec): 3 clusters Score: Raw -802716.682131 + Penalty 4832.463722 = -797884.218410 nChanged 266 SP:Iteration 9Q (626.960708 sec): 3 clusters Score: Raw -802844.498836 + Penalty 4832.463722 = -798012.035114 nChanged 188 SP:Iteration 10Q (627.093249 sec): 3 clusters Score: Raw -802923.363524 + Penalty 4832.463722 = -798090.899803 nChanged 128 SP:Iteration 11Q (627.210699 sec): 3 clusters Score: Raw -802967.799279 + Penalty 4832.463722 = -798135.335558 nChanged 90 SP:Iteration 12Q (627.348097 sec): 3 clusters Score: Raw -802993.598970 + Penalty 4832.463722 = -798161.135248 nChanged 64 SP:Iteration 13Q (627.478445 sec): 3 clusters Score: Raw -803009.852702 + Penalty 4832.463722 = -798177.388980 nChanged 48 SP:Iteration 14Q (627.604977 sec): 3 clusters Score: Raw -803021.629173 + Penalty 4832.463722 = -798189.165452 nChanged 41 SP:Iteration 15Q (627.738716 sec): 3 clusters Score: Raw -803030.082610 + Penalty 4832.463722 = -798197.618889 nChanged 27 SP:Iteration 16Q (627.880075 sec): 3 clusters Score: Raw -803036.898109 + Penalty 4832.463722 = -798204.434388 nChanged 28 SP:Iteration 17Q (627.986902 sec): 3 clusters Score: Raw -803044.491761 + Penalty 4832.463722 = -798212.028039 nChanged 31 SP:Iteration 18Q (628.122299 sec): 3 clusters Score: Raw -803052.412504 + Penalty 4832.463722 = -798219.948783 nChanged 27 SP:Iteration 19Q (628.241818 sec): 3 clusters Score: Raw -803059.194519 + Penalty 4832.463722 = -798226.730798 nChanged 25 SP:Iteration 20F (628.403233 sec): 3 clusters Score: Raw -803064.013396 + Penalty 4832.463722 = -798231.549674 nChanged 20 SP:Iteration 21Q (628.533938 sec): 3 clusters Score: Raw -803067.987075 + Penalty 4832.463722 = -798235.523354 nChanged 19 SP:Iteration 22Q (628.672880 sec): 3 clusters Score: Raw -803072.131065 + Penalty 4832.463722 = -798239.667343 nChanged 15 SP:Iteration 23Q (628.827677 sec): 3 clusters Score: Raw -803075.125153 + Penalty 4832.463722 = -798242.661432 nChanged 11 SP:Iteration 24Q (628.919844 sec): 3 clusters Score: Raw -803077.226335 + Penalty 4832.463722 = -798244.762613 nChanged 11 SP:Iteration 25Q (629.051847 sec): 3 clusters Score: Raw -803080.258275 + Penalty 4832.463722 = -798247.794553 nChanged 15 SP:Iteration 26Q (629.201527 sec): 3 clusters Score: Raw -803082.509253 + Penalty 4832.463722 = -798250.045531 nChanged 10 SP:Iteration 27Q (629.314710 sec): 3 clusters Score: Raw -803084.691461 + Penalty 4832.463722 = -798252.227739 nChanged 11 SP:Iteration 28Q (629.446743 sec): 3 clusters Score: Raw -803086.525855 + Penalty 4832.463722 = -798254.062134 nChanged 5 SP:Iteration 29Q (629.584955 sec): 3 clusters Score: Raw -803087.439517 + Penalty 4832.463722 = -798254.975796 nChanged 10 SP:Iteration 30Q (629.719957 sec): 3 clusters Score: Raw -803089.381840 + Penalty 4832.463722 = -798256.918119 nChanged 6 SP:Iteration 31Q (629.844616 sec): 3 clusters Score: Raw -803090.542016 + Penalty 4832.463722 = -798258.078294 nChanged 5 SP:Iteration 32Q (629.984127 sec): 3 clusters Score: Raw -803091.621590 + Penalty 4832.463722 = -798259.157869 nChanged 8 SP:Iteration 33Q (630.118754 sec): 3 clusters Score: Raw -803093.244353 + Penalty 4832.463722 = -798260.780631 nChanged 6 SP:Iteration 34Q (630.226807 sec): 3 clusters Score: Raw -803094.327792 + Penalty 4832.463722 = -798261.864070 nChanged 3 SP:Iteration 35Q (630.354177 sec): 3 clusters Score: Raw -803094.868214 + Penalty 4832.463722 = -798262.404493 nChanged 4 SP:Iteration 36Q (630.476513 sec): 3 clusters Score: Raw -803095.519612 + Penalty 4832.463722 = -798263.055891 nChanged 2 SP:Iteration 37Q (630.599473 sec): 3 clusters Score: Raw -803095.786329 + Penalty 4832.463722 = -798263.322608 nChanged 0 SP:Iteration 38F (630.725848 sec): 3 clusters Score: Raw -803095.786329 + Penalty 4832.463722 = -798263.322608 nChanged 0 Trying to split cluster 9 (3232 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (630.798955 sec): 2 clusters Score: Raw -242263.491299 + Penalty 2133.346095 = -240130.145204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (630.912512 sec): 3 clusters Score: Raw -240838.553398 + Penalty 4266.692190 = -236571.861209 nChanged 1151 SP:Iteration 1F (630.994494 sec): 3 clusters Score: Raw -241609.998116 + Penalty 4266.692190 = -237343.305926 nChanged 295 SP:Iteration 2F (631.114808 sec): 3 clusters Score: Raw -241893.285942 + Penalty 4266.692190 = -237626.593753 nChanged 222 SP:Iteration 3F (631.240745 sec): 3 clusters Score: Raw -242110.941811 + Penalty 4266.692190 = -237844.249621 nChanged 174 SP:Iteration 4F (631.281473 sec): 3 clusters Score: Raw -242279.627156 + Penalty 4266.692190 = -238012.934966 nChanged 157 SP:Iteration 5Q (631.411084 sec): 3 clusters Score: Raw -242437.216804 + Penalty 4266.692190 = -238170.524614 nChanged 140 SP:Iteration 6Q (631.536690 sec): 3 clusters Score: Raw -242599.232801 + Penalty 4266.692190 = -238332.540611 nChanged 129 SP:Iteration 7Q (631.650541 sec): 3 clusters Score: Raw -242723.785122 + Penalty 4266.692190 = -238457.092933 nChanged 104 SP:Iteration 8Q (631.776380 sec): 3 clusters Score: Raw -242823.712182 + Penalty 4266.692190 = -238557.019992 nChanged 94 SP:Iteration 9Q (631.880780 sec): 3 clusters Score: Raw -242896.872157 + Penalty 4266.692190 = -238630.179968 nChanged 61 SP:Iteration 10Q (631.951355 sec): 3 clusters Score: Raw -242938.807959 + Penalty 4266.692190 = -238672.115770 nChanged 48 SP:Iteration 11Q (632.058116 sec): 3 clusters Score: Raw -242969.218706 + Penalty 4266.692190 = -238702.526516 nChanged 31 SP:Iteration 12Q (632.166868 sec): 3 clusters Score: Raw -242985.882399 + Penalty 4266.692190 = -238719.190210 nChanged 20 SP:Iteration 13Q (632.286987 sec): 3 clusters Score: Raw -242998.036040 + Penalty 4266.692190 = -238731.343850 nChanged 22 SP:Iteration 14Q (632.383450 sec): 3 clusters Score: Raw -243008.431386 + Penalty 4266.692190 = -238741.739197 nChanged 17 SP:Iteration 15Q (632.489906 sec): 3 clusters Score: Raw -243017.160355 + Penalty 4266.692190 = -238750.468166 nChanged 6 SP:Iteration 16Q (632.625588 sec): 3 clusters Score: Raw -243020.718781 + Penalty 4266.692190 = -238754.026592 nChanged 6 SP:Iteration 17Q (632.728635 sec): 3 clusters Score: Raw -243023.501156 + Penalty 4266.692190 = -238756.808966 nChanged 4 SP:Iteration 18Q (632.855139 sec): 3 clusters Score: Raw -243026.470123 + Penalty 4266.692190 = -238759.777934 nChanged 5 SP:Iteration 19Q (632.950476 sec): 3 clusters Score: Raw -243028.179108 + Penalty 4266.692190 = -238761.486918 nChanged 3 SP:Iteration 20F (633.046899 sec): 3 clusters Score: Raw -243029.529119 + Penalty 4266.692190 = -238762.836929 nChanged 1 SP:Iteration 21Q (633.123878 sec): 3 clusters Score: Raw -243029.928072 + Penalty 4266.692190 = -238763.235883 nChanged 1 SP:Iteration 22Q (633.247905 sec): 3 clusters Score: Raw -243030.227033 + Penalty 4266.692190 = -238763.534843 nChanged 0 SP:Iteration 23F (633.326167 sec): 3 clusters Score: Raw -243030.227033 + Penalty 4266.692190 = -238763.534843 nChanged 0 Trying to split cluster 10 (2517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (633.377623 sec): 2 clusters Score: Raw -164583.677560 + Penalty 2067.337271 = -162516.340290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (633.476589 sec): 3 clusters Score: Raw -163688.416965 + Penalty 4134.674541 = -159553.742424 nChanged 827 SP:Iteration 1F (633.586052 sec): 3 clusters Score: Raw -164525.741830 + Penalty 4134.674541 = -160391.067288 nChanged 293 SP:Iteration 2F (633.699257 sec): 3 clusters Score: Raw -164953.577898 + Penalty 4134.674541 = -160818.903356 nChanged 204 SP:Iteration 3F (633.807901 sec): 3 clusters Score: Raw -165287.305002 + Penalty 4134.674541 = -161152.630461 nChanged 169 SP:Iteration 4F (633.918439 sec): 3 clusters Score: Raw -165488.637576 + Penalty 4134.674541 = -161353.963035 nChanged 111 SP:Iteration 5Q (634.031971 sec): 3 clusters Score: Raw -165613.260759 + Penalty 4134.674541 = -161478.586217 nChanged 79 SP:Iteration 6Q (634.131873 sec): 3 clusters Score: Raw -165706.575753 + Penalty 4134.674541 = -161571.901211 nChanged 48 SP:Iteration 7Q (634.256591 sec): 3 clusters Score: Raw -165762.584051 + Penalty 4134.674541 = -161627.909509 nChanged 37 SP:Iteration 8Q (634.355489 sec): 3 clusters Score: Raw -165800.801980 + Penalty 4134.674541 = -161666.127439 nChanged 29 SP:Iteration 9Q (634.443435 sec): 3 clusters Score: Raw -165848.580334 + Penalty 4134.674541 = -161713.905793 nChanged 36 SP:Iteration 10Q (634.537380 sec): 3 clusters Score: Raw -165892.555511 + Penalty 4134.674541 = -161757.880969 nChanged 31 SP:Iteration 11Q (634.636482 sec): 3 clusters Score: Raw -165914.701134 + Penalty 4134.674541 = -161780.026592 nChanged 17 SP:Iteration 12Q (634.731982 sec): 3 clusters Score: Raw -165929.904574 + Penalty 4134.674541 = -161795.230033 nChanged 15 SP:Iteration 13Q (634.814640 sec): 3 clusters Score: Raw -165939.732758 + Penalty 4134.674541 = -161805.058217 nChanged 13 SP:Iteration 14Q (634.898544 sec): 3 clusters Score: Raw -165946.786590 + Penalty 4134.674541 = -161812.112048 nChanged 9 SP:Iteration 15Q (634.978979 sec): 3 clusters Score: Raw -165953.829799 + Penalty 4134.674541 = -161819.155258 nChanged 7 SP:Iteration 16Q (635.081380 sec): 3 clusters Score: Raw -165957.061340 + Penalty 4134.674541 = -161822.386798 nChanged 2 SP:Iteration 17Q (635.181976 sec): 3 clusters Score: Raw -165958.372126 + Penalty 4134.674541 = -161823.697585 nChanged 1 SP:Iteration 18Q (635.283024 sec): 3 clusters Score: Raw -165958.738055 + Penalty 4134.674541 = -161824.063513 nChanged 0 SP:Iteration 19F (635.404101 sec): 3 clusters Score: Raw -165958.738055 + Penalty 4134.674541 = -161824.063513 nChanged 0 Trying to split cluster 11 (4927 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (635.504847 sec): 2 clusters Score: Raw -403721.795156 + Penalty 2244.656189 = -401477.138968 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (635.613159 sec): 3 clusters Score: Raw -401425.689177 + Penalty 4489.312377 = -396936.376800 nChanged 1847 SP:Iteration 1F (635.708844 sec): 3 clusters Score: Raw -402524.967841 + Penalty 4489.312377 = -398035.655464 nChanged 408 SP:Iteration 2F (635.816036 sec): 3 clusters Score: Raw -402818.290426 + Penalty 4489.312377 = -398328.978049 nChanged 258 SP:Iteration 3F (635.937771 sec): 3 clusters Score: Raw -403002.900871 + Penalty 4489.312377 = -398513.588494 nChanged 220 SP:Iteration 4Q (636.055303 sec): 3 clusters Score: Raw -403174.495074 + Penalty 4489.312377 = -398685.182697 nChanged 220 SP:Iteration 5Q (636.163292 sec): 3 clusters Score: Raw -403351.865199 + Penalty 4489.312377 = -398862.552822 nChanged 210 SP:Iteration 6Q (636.270351 sec): 3 clusters Score: Raw -403509.910136 + Penalty 4489.312377 = -399020.597759 nChanged 208 SP:Iteration 7Q (636.381721 sec): 3 clusters Score: Raw -403682.016836 + Penalty 4489.312377 = -399192.704459 nChanged 204 SP:Iteration 8Q (636.517332 sec): 3 clusters Score: Raw -403848.994882 + Penalty 4489.312377 = -399359.682505 nChanged 189 SP:Iteration 9Q (636.595865 sec): 3 clusters Score: Raw -403993.197465 + Penalty 4489.312377 = -399503.885088 nChanged 184 SP:Iteration 10Q (636.697026 sec): 3 clusters Score: Raw -404124.498330 + Penalty 4489.312377 = -399635.185953 nChanged 153 SP:Iteration 11Q (636.821570 sec): 3 clusters Score: Raw -404234.332852 + Penalty 4489.312377 = -399745.020475 nChanged 143 SP:Iteration 12Q (636.929495 sec): 3 clusters Score: Raw -404333.767210 + Penalty 4489.312377 = -399844.454833 nChanged 130 SP:Iteration 13Q (637.044327 sec): 3 clusters Score: Raw -404407.482087 + Penalty 4489.312377 = -399918.169710 nChanged 89 SP:Iteration 14Q (637.166391 sec): 3 clusters Score: Raw -404465.436168 + Penalty 4489.312377 = -399976.123791 nChanged 86 SP:Iteration 15Q (637.263639 sec): 3 clusters Score: Raw -404511.557066 + Penalty 4489.312377 = -400022.244689 nChanged 63 SP:Iteration 16Q (637.382578 sec): 3 clusters Score: Raw -404540.785857 + Penalty 4489.312377 = -400051.473480 nChanged 52 SP:Iteration 17Q (637.513516 sec): 3 clusters Score: Raw -404563.884619 + Penalty 4489.312377 = -400074.572241 nChanged 36 SP:Iteration 18Q (637.604595 sec): 3 clusters Score: Raw -404578.516911 + Penalty 4489.312377 = -400089.204534 nChanged 26 SP:Iteration 19Q (637.700160 sec): 3 clusters Score: Raw -404589.403381 + Penalty 4489.312377 = -400100.091004 nChanged 32 SP:Iteration 20F (637.798312 sec): 3 clusters Score: Raw -404601.306012 + Penalty 4489.312377 = -400111.993635 nChanged 31 SP:Iteration 21Q (637.909021 sec): 3 clusters Score: Raw -404614.324576 + Penalty 4489.312377 = -400125.012199 nChanged 31 SP:Iteration 22Q (638.027781 sec): 3 clusters Score: Raw -404622.832816 + Penalty 4489.312377 = -400133.520439 nChanged 21 SP:Iteration 23Q (638.133907 sec): 3 clusters Score: Raw -404631.548440 + Penalty 4489.312377 = -400142.236063 nChanged 27 SP:Iteration 24Q (638.241298 sec): 3 clusters Score: Raw -404644.374353 + Penalty 4489.312377 = -400155.061976 nChanged 29 SP:Iteration 25Q (638.345896 sec): 3 clusters Score: Raw -404657.219080 + Penalty 4489.312377 = -400167.906703 nChanged 22 SP:Iteration 26Q (638.463018 sec): 3 clusters Score: Raw -404668.644850 + Penalty 4489.312377 = -400179.332473 nChanged 19 SP:Iteration 27Q (638.563713 sec): 3 clusters Score: Raw -404675.536129 + Penalty 4489.312377 = -400186.223752 nChanged 11 SP:Iteration 28Q (638.700213 sec): 3 clusters Score: Raw -404680.448261 + Penalty 4489.312377 = -400191.135884 nChanged 11 SP:Iteration 29Q (638.833275 sec): 3 clusters Score: Raw -404683.744340 + Penalty 4489.312377 = -400194.431963 nChanged 12 SP:Iteration 30Q (638.937148 sec): 3 clusters Score: Raw -404686.416751 + Penalty 4489.312377 = -400197.104374 nChanged 5 SP:Iteration 31Q (639.070023 sec): 3 clusters Score: Raw -404686.950053 + Penalty 4489.312377 = -400197.637675 nChanged 2 SP:Iteration 32Q (639.149120 sec): 3 clusters Score: Raw -404687.376246 + Penalty 4489.312377 = -400198.063869 nChanged 2 SP:Iteration 33Q (639.292748 sec): 3 clusters Score: Raw -404687.782055 + Penalty 4489.312377 = -400198.469678 nChanged 1 SP:Iteration 34Q (639.445883 sec): 3 clusters Score: Raw -404688.087481 + Penalty 4489.312377 = -400198.775104 nChanged 1 SP:Iteration 35Q (639.535782 sec): 3 clusters Score: Raw -404688.424352 + Penalty 4489.312377 = -400199.111975 nChanged 0 SP:Iteration 36F (639.660856 sec): 3 clusters Score: Raw -404688.424352 + Penalty 4489.312377 = -400199.111975 nChanged 0 Time taken for this iteration:638.517258 seconds. 2->12 Clusters: Score -11777979.903320, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 3 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 3 initial classes randomly. Iteration 0F (640.272796 sec): 3 clusters Score: Raw -11352037.330245 + Penalty 6278.313504 = -11345759.016741 nChanged 71458 Iteration 1F (640.852998 sec): 3 clusters Score: Raw -11554438.675520 + Penalty 6278.313504 = -11548160.362016 nChanged 28781 Iteration 2F (641.391714 sec): 3 clusters Score: Raw -11653356.038004 + Penalty 6278.313504 = -11647077.724500 nChanged 9425 Iteration 3F (641.950376 sec): 3 clusters Score: Raw -11662130.024369 + Penalty 6278.313504 = -11655851.710865 nChanged 2728 Iteration 4Q (642.494503 sec): 3 clusters Score: Raw -11663267.560423 + Penalty 6278.313504 = -11656989.246920 nChanged 1251 Iteration 5Q (643.064812 sec): 3 clusters Score: Raw -11663564.931745 + Penalty 6278.313504 = -11657286.618242 nChanged 637 Iteration 6Q (643.601546 sec): 3 clusters Score: Raw -11663657.524117 + Penalty 6278.313504 = -11657379.210614 nChanged 378 Iteration 7Q (644.107554 sec): 3 clusters Score: Raw -11663694.044850 + Penalty 6278.313504 = -11657415.731347 nChanged 216 Iteration 8Q (644.654968 sec): 3 clusters Score: Raw -11663707.786264 + Penalty 6278.313504 = -11657429.472760 nChanged 132 Iteration 9Q (645.202961 sec): 3 clusters Score: Raw -11663713.053476 + Penalty 6278.313504 = -11657434.739972 nChanged 74 Iteration 10Q (645.825601 sec): 3 clusters Score: Raw -11663714.895715 + Penalty 6278.313504 = -11657436.582211 nChanged 50 Iteration 11Q (646.337366 sec): 3 clusters Score: Raw -11663716.056336 + Penalty 6278.313504 = -11657437.742832 nChanged 40 Iteration 12Q (646.886580 sec): 3 clusters Score: Raw -11663716.834571 + Penalty 6278.313504 = -11657438.521068 nChanged 20 Iteration 13Q (647.402932 sec): 3 clusters Score: Raw -11663717.155725 + Penalty 6278.313504 = -11657438.842221 nChanged 11 Iteration 14Q (647.971186 sec): 3 clusters Score: Raw -11663717.301734 + Penalty 6278.313504 = -11657438.988230 nChanged 9 Iteration 15Q (648.531489 sec): 3 clusters Score: Raw -11663717.418281 + Penalty 6278.313504 = -11657439.104777 nChanged 7 Iteration 16Q (649.105771 sec): 3 clusters Score: Raw -11663717.517927 + Penalty 6278.313504 = -11657439.204423 nChanged 4 Iteration 17Q (649.639419 sec): 3 clusters Score: Raw -11663717.564517 + Penalty 6278.313504 = -11657439.251013 nChanged 1 Iteration 18Q (650.162633 sec): 3 clusters Score: Raw -11663717.580592 + Penalty 6278.313504 = -11657439.267088 nChanged 2 Iteration 19Q (650.713372 sec): 3 clusters Score: Raw -11663717.609178 + Penalty 6278.313504 = -11657439.295675 nChanged 4 Writing temp clu file Because OldScore, -11657439.267088, is greater than current (better) Score,-11657439.295675 Compute initial score before splitting: Score: Raw -11663717.609178 + Penalty 6278.313504 = -11657439.295675 Trying to split cluster 1 (29491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (650.991629 sec): 2 clusters Score: Raw -2046302.308835 + Penalty 2717.045869 = -2043585.262967 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (651.236280 sec): 3 clusters Score: Raw -2029333.749406 + Penalty 5434.091737 = -2023899.657669 nChanged 13461 SP:Iteration 1F (651.364806 sec): 3 clusters Score: Raw -2043836.649545 + Penalty 5434.091737 = -2038402.557808 nChanged 4842 SP:Iteration 2F (651.597506 sec): 3 clusters Score: Raw -2053755.489539 + Penalty 5434.091737 = -2048321.397802 nChanged 3804 SP:Iteration 3F (651.825385 sec): 3 clusters Score: Raw -2058521.231968 + Penalty 5434.091737 = -2053087.140231 nChanged 2064 SP:Iteration 4F (652.004925 sec): 3 clusters Score: Raw -2059841.399025 + Penalty 5434.091737 = -2054407.307288 nChanged 1089 SP:Iteration 5Q (652.227077 sec): 3 clusters Score: Raw -2060302.113594 + Penalty 5434.091737 = -2054868.021857 nChanged 649 SP:Iteration 6Q (652.398379 sec): 3 clusters Score: Raw -2060552.951934 + Penalty 5434.091737 = -2055118.860197 nChanged 532 SP:Iteration 7Q (652.621089 sec): 3 clusters Score: Raw -2060820.620174 + Penalty 5434.091737 = -2055386.528437 nChanged 536 SP:Iteration 8Q (652.823726 sec): 3 clusters Score: Raw -2061139.580797 + Penalty 5434.091737 = -2055705.489060 nChanged 550 SP:Iteration 9Q (653.036689 sec): 3 clusters Score: Raw -2061492.624714 + Penalty 5434.091737 = -2056058.532977 nChanged 610 SP:Iteration 10Q (653.237184 sec): 3 clusters Score: Raw -2061924.188655 + Penalty 5434.091737 = -2056490.096918 nChanged 666 SP:Iteration 11Q (653.415215 sec): 3 clusters Score: Raw -2062501.867937 + Penalty 5434.091737 = -2057067.776200 nChanged 759 SP:Iteration 12Q (653.631015 sec): 3 clusters Score: Raw -2063277.080062 + Penalty 5434.091737 = -2057842.988325 nChanged 718 SP:Iteration 13Q (653.855854 sec): 3 clusters Score: Raw -2063977.715234 + Penalty 5434.091737 = -2058543.623497 nChanged 599 SP:Iteration 14Q (654.066551 sec): 3 clusters Score: Raw -2064427.010780 + Penalty 5434.091737 = -2058992.919043 nChanged 395 SP:Iteration 15Q (654.237096 sec): 3 clusters Score: Raw -2064657.442526 + Penalty 5434.091737 = -2059223.350789 nChanged 247 SP:Iteration 16Q (654.441594 sec): 3 clusters Score: Raw -2064752.254406 + Penalty 5434.091737 = -2059318.162669 nChanged 161 SP:Iteration 17Q (654.629550 sec): 3 clusters Score: Raw -2064799.468617 + Penalty 5434.091737 = -2059365.376880 nChanged 88 SP:Iteration 18Q (654.828180 sec): 3 clusters Score: Raw -2064823.941729 + Penalty 5434.091737 = -2059389.849992 nChanged 58 SP:Iteration 19Q (655.036009 sec): 3 clusters Score: Raw -2064841.870857 + Penalty 5434.091737 = -2059407.779120 nChanged 40 SP:Iteration 20F (655.232969 sec): 3 clusters Score: Raw -2064905.998807 + Penalty 5434.091737 = -2059471.907070 nChanged 61 SP:Iteration 21Q (655.440329 sec): 3 clusters Score: Raw -2064936.460851 + Penalty 5434.091737 = -2059502.369114 nChanged 52 SP:Iteration 22Q (655.661983 sec): 3 clusters Score: Raw -2064949.203373 + Penalty 5434.091737 = -2059515.111636 nChanged 36 SP:Iteration 23Q (655.797334 sec): 3 clusters Score: Raw -2064955.090543 + Penalty 5434.091737 = -2059520.998806 nChanged 21 SP:Iteration 24Q (655.978638 sec): 3 clusters Score: Raw -2064958.076664 + Penalty 5434.091737 = -2059523.984927 nChanged 10 SP:Iteration 25Q (656.153920 sec): 3 clusters Score: Raw -2064959.586337 + Penalty 5434.091737 = -2059525.494600 nChanged 16 SP:Iteration 26Q (656.336819 sec): 3 clusters Score: Raw -2064961.485595 + Penalty 5434.091737 = -2059527.393858 nChanged 7 SP:Iteration 27Q (656.540122 sec): 3 clusters Score: Raw -2064962.650495 + Penalty 5434.091737 = -2059528.558758 nChanged 7 SP:Iteration 28Q (656.750223 sec): 3 clusters Score: Raw -2064963.503030 + Penalty 5434.091737 = -2059529.411293 nChanged 6 SP:Iteration 29Q (656.951804 sec): 3 clusters Score: Raw -2064964.087723 + Penalty 5434.091737 = -2059529.995986 nChanged 2 SP:Iteration 30Q (657.140371 sec): 3 clusters Score: Raw -2064964.345335 + Penalty 5434.091737 = -2059530.253598 nChanged 1 SP:Iteration 31Q (657.343054 sec): 3 clusters Score: Raw -2064964.376197 + Penalty 5434.091737 = -2059530.284460 nChanged 0 SP:Iteration 32F (657.572603 sec): 3 clusters Score: Raw -2064964.376197 + Penalty 5434.091737 = -2059530.284460 nChanged 0 Score: Raw -11682379.717402 + Penalty 9417.470256 = -11672962.247147 Splitting cluster 1 changes total score from -11657439.295675 to -11672962.247147 So it's getting split into cluster 3. Trying to split cluster 2 (116401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (658.799491 sec): 2 clusters Score: Raw -9691029.352056 + Penalty 3079.506251 = -9687949.845805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.312378 sec): 3 clusters Score: Raw -9616187.298850 + Penalty 6159.012502 = -9610028.286348 nChanged 55545 SP:Iteration 1F (659.818558 sec): 3 clusters Score: Raw -9655936.953548 + Penalty 6159.012502 = -9649777.941046 nChanged 11284 SP:Iteration 2F (660.315605 sec): 3 clusters Score: Raw -9675047.514661 + Penalty 6159.012502 = -9668888.502159 nChanged 15029 SP:Iteration 3F (660.743711 sec): 3 clusters Score: Raw -9698912.551238 + Penalty 6159.012502 = -9692753.538736 nChanged 13122 SP:Iteration 4F (661.148697 sec): 3 clusters Score: Raw -9712115.721239 + Penalty 6159.012502 = -9705956.708737 nChanged 7805 SP:Iteration 5F (661.540921 sec): 3 clusters Score: Raw -9716422.858947 + Penalty 6159.012502 = -9710263.846445 nChanged 4164 SP:Iteration 6Q (661.983510 sec): 3 clusters Score: Raw -9718000.321365 + Penalty 6159.012502 = -9711841.308863 nChanged 2529 SP:Iteration 7Q (662.424922 sec): 3 clusters Score: Raw -9718705.613350 + Penalty 6159.012502 = -9712546.600848 nChanged 1653 SP:Iteration 8Q (662.864770 sec): 3 clusters Score: Raw -9719077.697926 + Penalty 6159.012502 = -9712918.685424 nChanged 1252 SP:Iteration 9Q (663.268625 sec): 3 clusters Score: Raw -9719293.317022 + Penalty 6159.012502 = -9713134.304520 nChanged 940 SP:Iteration 10Q (663.747325 sec): 3 clusters Score: Raw -9719431.622790 + Penalty 6159.012502 = -9713272.610287 nChanged 709 SP:Iteration 11Q (664.163929 sec): 3 clusters Score: Raw -9719520.184343 + Penalty 6159.012502 = -9713361.171841 nChanged 548 SP:Iteration 12Q (664.594585 sec): 3 clusters Score: Raw -9719573.852517 + Penalty 6159.012502 = -9713414.840015 nChanged 419 SP:Iteration 13Q (665.024341 sec): 3 clusters Score: Raw -9719612.743590 + Penalty 6159.012502 = -9713453.731088 nChanged 391 SP:Iteration 14Q (665.452128 sec): 3 clusters Score: Raw -9719645.970859 + Penalty 6159.012502 = -9713486.958357 nChanged 376 SP:Iteration 15Q (665.870972 sec): 3 clusters Score: Raw -9719675.352702 + Penalty 6159.012502 = -9713516.340200 nChanged 365 SP:Iteration 16Q (666.268534 sec): 3 clusters Score: Raw -9719703.243548 + Penalty 6159.012502 = -9713544.231046 nChanged 362 SP:Iteration 17Q (666.700891 sec): 3 clusters Score: Raw -9719729.934231 + Penalty 6159.012502 = -9713570.921729 nChanged 388 SP:Iteration 18Q (667.103939 sec): 3 clusters Score: Raw -9719759.449410 + Penalty 6159.012502 = -9713600.436908 nChanged 436 SP:Iteration 19Q (667.526404 sec): 3 clusters Score: Raw -9719793.001418 + Penalty 6159.012502 = -9713633.988916 nChanged 437 SP:Iteration 20F (667.956429 sec): 3 clusters Score: Raw -9719827.023262 + Penalty 6159.012502 = -9713668.010760 nChanged 436 SP:Iteration 21Q (668.373052 sec): 3 clusters Score: Raw -9719858.294382 + Penalty 6159.012502 = -9713699.281880 nChanged 432 SP:Iteration 22Q (668.789644 sec): 3 clusters Score: Raw -9719888.062288 + Penalty 6159.012502 = -9713729.049786 nChanged 387 SP:Iteration 23Q (669.190776 sec): 3 clusters Score: Raw -9719913.432134 + Penalty 6159.012502 = -9713754.419632 nChanged 389 SP:Iteration 24Q (669.649469 sec): 3 clusters Score: Raw -9719939.055890 + Penalty 6159.012502 = -9713780.043388 nChanged 400 SP:Iteration 25Q (670.104438 sec): 3 clusters Score: Raw -9719965.294184 + Penalty 6159.012502 = -9713806.281682 nChanged 389 SP:Iteration 26Q (670.546049 sec): 3 clusters Score: Raw -9719992.111416 + Penalty 6159.012502 = -9713833.098914 nChanged 393 SP:Iteration 27Q (670.931789 sec): 3 clusters Score: Raw -9720019.278175 + Penalty 6159.012502 = -9713860.265673 nChanged 411 SP:Iteration 28Q (671.384705 sec): 3 clusters Score: Raw -9720049.714334 + Penalty 6159.012502 = -9713890.701832 nChanged 401 SP:Iteration 29Q (671.822067 sec): 3 clusters Score: Raw -9720079.506002 + Penalty 6159.012502 = -9713920.493500 nChanged 441 SP:Iteration 30Q (672.269089 sec): 3 clusters Score: Raw -9720114.675272 + Penalty 6159.012502 = -9713955.662770 nChanged 447 SP:Iteration 31Q (672.729328 sec): 3 clusters Score: Raw -9720149.969661 + Penalty 6159.012502 = -9713990.957159 nChanged 449 SP:Iteration 32Q (673.136757 sec): 3 clusters Score: Raw -9720184.200991 + Penalty 6159.012502 = -9714025.188489 nChanged 442 SP:Iteration 33Q (673.515073 sec): 3 clusters Score: Raw -9720218.699462 + Penalty 6159.012502 = -9714059.686960 nChanged 420 SP:Iteration 34Q (673.894971 sec): 3 clusters Score: Raw -9720249.645834 + Penalty 6159.012502 = -9714090.633332 nChanged 436 SP:Iteration 35Q (674.351869 sec): 3 clusters Score: Raw -9720283.534534 + Penalty 6159.012502 = -9714124.522032 nChanged 417 SP:Iteration 36Q (674.798256 sec): 3 clusters Score: Raw -9720313.982236 + Penalty 6159.012502 = -9714154.969734 nChanged 400 SP:Iteration 37Q (675.274807 sec): 3 clusters Score: Raw -9720343.541044 + Penalty 6159.012502 = -9714184.528542 nChanged 415 SP:Iteration 38Q (675.710928 sec): 3 clusters Score: Raw -9720376.158293 + Penalty 6159.012502 = -9714217.145791 nChanged 419 SP:Iteration 39Q (676.139518 sec): 3 clusters Score: Raw -9720407.552012 + Penalty 6159.012502 = -9714248.539510 nChanged 427 SP:Iteration 40F (676.608079 sec): 3 clusters Score: Raw -9720440.197756 + Penalty 6159.012502 = -9714281.185254 nChanged 432 SP:Iteration 41Q (677.082621 sec): 3 clusters Score: Raw -9720473.489228 + Penalty 6159.012502 = -9714314.476726 nChanged 420 SP:Iteration 42Q (677.539616 sec): 3 clusters Score: Raw -9720504.517174 + Penalty 6159.012502 = -9714345.504672 nChanged 373 SP:Iteration 43Q (677.973735 sec): 3 clusters Score: Raw -9720533.868311 + Penalty 6159.012502 = -9714374.855809 nChanged 374 SP:Iteration 44Q (678.401098 sec): 3 clusters Score: Raw -9720561.698235 + Penalty 6159.012502 = -9714402.685733 nChanged 330 SP:Iteration 45Q (678.855848 sec): 3 clusters Score: Raw -9720585.130617 + Penalty 6159.012502 = -9714426.118115 nChanged 325 SP:Iteration 46Q (679.306158 sec): 3 clusters Score: Raw -9720608.813503 + Penalty 6159.012502 = -9714449.801001 nChanged 335 SP:Iteration 47Q (679.756798 sec): 3 clusters Score: Raw -9720634.838456 + Penalty 6159.012502 = -9714475.825954 nChanged 355 SP:Iteration 48Q (680.268021 sec): 3 clusters Score: Raw -9720663.096741 + Penalty 6159.012502 = -9714504.084239 nChanged 369 SP:Iteration 49Q (680.724072 sec): 3 clusters Score: Raw -9720689.935079 + Penalty 6159.012502 = -9714530.922577 nChanged 335 SP:Iteration 50Q (681.192575 sec): 3 clusters Score: Raw -9720716.348545 + Penalty 6159.012502 = -9714557.336043 nChanged 359 SP:Iteration 51Q (681.715374 sec): 3 clusters Score: Raw -9720742.496839 + Penalty 6159.012502 = -9714583.484337 nChanged 334 SP:Iteration 52Q (682.190334 sec): 3 clusters Score: Raw -9720765.749063 + Penalty 6159.012502 = -9714606.736561 nChanged 325 SP:Iteration 53Q (682.625765 sec): 3 clusters Score: Raw -9720790.382444 + Penalty 6159.012502 = -9714631.369942 nChanged 327 SP:Iteration 54Q (683.092320 sec): 3 clusters Score: Raw -9720814.585895 + Penalty 6159.012502 = -9714655.573393 nChanged 311 SP:Iteration 55Q (683.585326 sec): 3 clusters Score: Raw -9720837.705247 + Penalty 6159.012502 = -9714678.692745 nChanged 305 SP:Iteration 56Q (684.093564 sec): 3 clusters Score: Raw -9720860.068739 + Penalty 6159.012502 = -9714701.056237 nChanged 294 SP:Iteration 57Q (684.602589 sec): 3 clusters Score: Raw -9720879.712614 + Penalty 6159.012502 = -9714720.700112 nChanged 265 SP:Iteration 58Q (685.124050 sec): 3 clusters Score: Raw -9720895.880281 + Penalty 6159.012502 = -9714736.867779 nChanged 231 SP:Iteration 59Q (685.550798 sec): 3 clusters Score: Raw -9720909.798579 + Penalty 6159.012502 = -9714750.786077 nChanged 223 SP:Iteration 60F (686.057267 sec): 3 clusters Score: Raw -9720924.222436 + Penalty 6159.012502 = -9714765.209934 nChanged 212 SP:Iteration 61Q (686.544838 sec): 3 clusters Score: Raw -9720937.286065 + Penalty 6159.012502 = -9714778.273563 nChanged 195 SP:Iteration 62Q (687.069285 sec): 3 clusters Score: Raw -9720947.802639 + Penalty 6159.012502 = -9714788.790137 nChanged 180 SP:Iteration 63Q (687.568557 sec): 3 clusters Score: Raw -9720956.698587 + Penalty 6159.012502 = -9714797.686085 nChanged 180 SP:Iteration 64Q (688.075809 sec): 3 clusters Score: Raw -9720965.970036 + Penalty 6159.012502 = -9714806.957534 nChanged 174 SP:Iteration 65Q (688.567142 sec): 3 clusters Score: Raw -9720975.808097 + Penalty 6159.012502 = -9714816.795595 nChanged 186 SP:Iteration 66Q (689.056946 sec): 3 clusters Score: Raw -9720986.618622 + Penalty 6159.012502 = -9714827.606120 nChanged 192 SP:Iteration 67Q (689.564199 sec): 3 clusters Score: Raw -9720997.298304 + Penalty 6159.012502 = -9714838.285802 nChanged 205 SP:Iteration 68Q (690.051937 sec): 3 clusters Score: Raw -9721008.818846 + Penalty 6159.012502 = -9714849.806344 nChanged 190 SP:Iteration 69Q (690.493451 sec): 3 clusters Score: Raw -9721018.965185 + Penalty 6159.012502 = -9714859.952683 nChanged 202 SP:Iteration 70Q (690.933854 sec): 3 clusters Score: Raw -9721030.035469 + Penalty 6159.012502 = -9714871.022967 nChanged 195 SP:Iteration 71Q (691.408738 sec): 3 clusters Score: Raw -9721039.155495 + Penalty 6159.012502 = -9714880.142993 nChanged 176 SP:Iteration 72Q (691.876452 sec): 3 clusters Score: Raw -9721048.141622 + Penalty 6159.012502 = -9714889.129120 nChanged 177 SP:Iteration 73Q (692.326395 sec): 3 clusters Score: Raw -9721056.852427 + Penalty 6159.012502 = -9714897.839925 nChanged 162 SP:Iteration 74Q (692.771653 sec): 3 clusters Score: Raw -9721065.342161 + Penalty 6159.012502 = -9714906.329659 nChanged 166 SP:Iteration 75Q (693.210587 sec): 3 clusters Score: Raw -9721074.626358 + Penalty 6159.012502 = -9714915.613856 nChanged 160 SP:Iteration 76Q (693.704644 sec): 3 clusters Score: Raw -9721084.087685 + Penalty 6159.012502 = -9714925.075183 nChanged 148 SP:Iteration 77Q (694.170057 sec): 3 clusters Score: Raw -9721092.597219 + Penalty 6159.012502 = -9714933.584717 nChanged 150 SP:Iteration 78Q (694.649675 sec): 3 clusters Score: Raw -9721101.154884 + Penalty 6159.012502 = -9714942.142382 nChanged 164 SP:Iteration 79Q (695.142133 sec): 3 clusters Score: Raw -9721109.978268 + Penalty 6159.012502 = -9714950.965766 nChanged 150 SP:Iteration 80F (695.580863 sec): 3 clusters Score: Raw -9721117.636625 + Penalty 6159.012502 = -9714958.624123 nChanged 140 SP:Iteration 81Q (696.063750 sec): 3 clusters Score: Raw -9721124.769534 + Penalty 6159.012502 = -9714965.757032 nChanged 127 SP:Iteration 82Q (696.540345 sec): 3 clusters Score: Raw -9721132.014913 + Penalty 6159.012502 = -9714973.002411 nChanged 131 SP:Iteration 83Q (697.007545 sec): 3 clusters Score: Raw -9721139.376912 + Penalty 6159.012502 = -9714980.364410 nChanged 131 SP:Iteration 84Q (697.470765 sec): 3 clusters Score: Raw -9721146.313183 + Penalty 6159.012502 = -9714987.300681 nChanged 131 SP:Iteration 85Q (697.960311 sec): 3 clusters Score: Raw -9721152.679984 + Penalty 6159.012502 = -9714993.667482 nChanged 133 SP:Iteration 86Q (698.460788 sec): 3 clusters Score: Raw -9721158.800420 + Penalty 6159.012502 = -9714999.787918 nChanged 106 SP:Iteration 87Q (698.924310 sec): 3 clusters Score: Raw -9721163.818639 + Penalty 6159.012502 = -9715004.806137 nChanged 78 SP:Iteration 88Q (699.387861 sec): 3 clusters Score: Raw -9721167.344796 + Penalty 6159.012502 = -9715008.332294 nChanged 85 SP:Iteration 89Q (699.851425 sec): 3 clusters Score: Raw -9721170.615205 + Penalty 6159.012502 = -9715011.602703 nChanged 67 SP:Iteration 90Q (700.351504 sec): 3 clusters Score: Raw -9721173.276596 + Penalty 6159.012502 = -9715014.264094 nChanged 61 SP:Iteration 91Q (700.781214 sec): 3 clusters Score: Raw -9721175.594423 + Penalty 6159.012502 = -9715016.581921 nChanged 63 SP:Iteration 92Q (701.249294 sec): 3 clusters Score: Raw -9721178.239795 + Penalty 6159.012502 = -9715019.227293 nChanged 66 SP:Iteration 93Q (701.759759 sec): 3 clusters Score: Raw -9721180.991735 + Penalty 6159.012502 = -9715021.979233 nChanged 53 SP:Iteration 94Q (702.225365 sec): 3 clusters Score: Raw -9721183.411918 + Penalty 6159.012502 = -9715024.399416 nChanged 57 SP:Iteration 95Q (702.671132 sec): 3 clusters Score: Raw -9721185.910512 + Penalty 6159.012502 = -9715026.898010 nChanged 50 SP:Iteration 96Q (703.165762 sec): 3 clusters Score: Raw -9721187.893355 + Penalty 6159.012502 = -9715028.880853 nChanged 42 SP:Iteration 97Q (703.682270 sec): 3 clusters Score: Raw -9721189.254846 + Penalty 6159.012502 = -9715030.242344 nChanged 35 SP:Iteration 98Q (704.205228 sec): 3 clusters Score: Raw -9721190.364611 + Penalty 6159.012502 = -9715031.352109 nChanged 34 SP:Iteration 99Q (704.625523 sec): 3 clusters Score: Raw -9721191.268554 + Penalty 6159.012502 = -9715032.256052 nChanged 34 SP:Iteration 100F (705.115883 sec): 3 clusters Score: Raw -9721192.290931 + Penalty 6159.012502 = -9715033.278429 nChanged 25 SP:Iteration 101Q (705.600123 sec): 3 clusters Score: Raw -9721193.212263 + Penalty 6159.012502 = -9715034.199761 nChanged 30 SP:Iteration 102Q (706.062365 sec): 3 clusters Score: Raw -9721194.184955 + Penalty 6159.012502 = -9715035.172453 nChanged 27 SP:Iteration 103Q (706.488467 sec): 3 clusters Score: Raw -9721194.964412 + Penalty 6159.012502 = -9715035.951910 nChanged 20 SP:Iteration 104Q (706.926627 sec): 3 clusters Score: Raw -9721195.495769 + Penalty 6159.012502 = -9715036.483267 nChanged 20 SP:Iteration 105Q (707.360024 sec): 3 clusters Score: Raw -9721195.975425 + Penalty 6159.012502 = -9715036.962923 nChanged 22 SP:Iteration 106Q (707.818451 sec): 3 clusters Score: Raw -9721196.538890 + Penalty 6159.012502 = -9715037.526388 nChanged 18 SP:Iteration 107Q (708.276091 sec): 3 clusters Score: Raw -9721197.157857 + Penalty 6159.012502 = -9715038.145355 nChanged 23 SP:Iteration 108Q (708.664450 sec): 3 clusters Score: Raw -9721197.783844 + Penalty 6159.012502 = -9715038.771342 nChanged 20 SP:Iteration 109Q (709.084455 sec): 3 clusters Score: Raw -9721198.275509 + Penalty 6159.012502 = -9715039.263007 nChanged 19 SP:Iteration 110Q (709.535797 sec): 3 clusters Score: Raw -9721198.848599 + Penalty 6159.012502 = -9715039.836097 nChanged 21 SP:Iteration 111Q (709.969222 sec): 3 clusters Score: Raw -9721199.361813 + Penalty 6159.012502 = -9715040.349311 nChanged 19 SP:Iteration 112Q (710.371647 sec): 3 clusters Score: Raw -9721199.887764 + Penalty 6159.012502 = -9715040.875262 nChanged 22 SP:Iteration 113Q (710.777534 sec): 3 clusters Score: Raw -9721200.370580 + Penalty 6159.012502 = -9715041.358078 nChanged 17 SP:Iteration 114Q (711.196806 sec): 3 clusters Score: Raw -9721200.778860 + Penalty 6159.012502 = -9715041.766358 nChanged 12 SP:Iteration 115Q (711.645817 sec): 3 clusters Score: Raw -9721201.062193 + Penalty 6159.012502 = -9715042.049691 nChanged 6 SP:Iteration 116Q (712.104264 sec): 3 clusters Score: Raw -9721201.170350 + Penalty 6159.012502 = -9715042.157848 nChanged 8 SP:Iteration 117Q (712.545278 sec): 3 clusters Score: Raw -9721201.297376 + Penalty 6159.012502 = -9715042.284874 nChanged 3 SP:Iteration 118Q (712.976574 sec): 3 clusters Score: Raw -9721201.338115 + Penalty 6159.012502 = -9715042.325613 nChanged 1 SP:Iteration 119Q (713.394639 sec): 3 clusters Score: Raw -9721201.359655 + Penalty 6159.012502 = -9715042.347153 nChanged 2 SP:Iteration 120F (713.894081 sec): 3 clusters Score: Raw -9721201.384969 + Penalty 6159.012502 = -9715042.372467 nChanged 0 Score: Raw -11712551.750315 + Penalty 12556.627008 = -11699995.123308 Splitting cluster 2 changes total score from -11657439.295675 to -11699995.123308 So it's getting split into cluster 4. Iteration 20F (715.707134 sec): 5 clusters Score: Raw -11719963.309529 + Penalty 12556.627008 = -11707406.682521 nChanged 5031 Iteration 21Q (716.476557 sec): 5 clusters Score: Raw -11722051.591289 + Penalty 12556.627008 = -11709494.964282 nChanged 2081 Iteration 22Q (717.189243 sec): 5 clusters Score: Raw -11722564.273104 + Penalty 12556.627008 = -11710007.646097 nChanged 1283 Iteration 23Q (717.879952 sec): 5 clusters Score: Raw -11722799.455267 + Penalty 12556.627008 = -11710242.828259 nChanged 910 Iteration 24Q (718.512009 sec): 5 clusters Score: Raw -11722950.882566 + Penalty 12556.627008 = -11710394.255558 nChanged 716 Iteration 25Q (719.341633 sec): 5 clusters Score: Raw -11723086.707579 + Penalty 12556.627008 = -11710530.080571 nChanged 599 Iteration 26Q (720.215430 sec): 5 clusters Score: Raw -11723237.299849 + Penalty 12556.627008 = -11710680.672842 nChanged 545 Iteration 27Q (721.059970 sec): 5 clusters Score: Raw -11723437.682744 + Penalty 12556.627008 = -11710881.055737 nChanged 569 Iteration 28Q (721.910470 sec): 5 clusters Score: Raw -11723788.210428 + Penalty 12556.627008 = -11711231.583421 nChanged 656 Iteration 29Q (722.785278 sec): 5 clusters Score: Raw -11724408.448495 + Penalty 12556.627008 = -11711851.821487 nChanged 790 Iteration 30Q (723.628558 sec): 5 clusters Score: Raw -11725161.088393 + Penalty 12556.627008 = -11712604.461385 nChanged 912 Iteration 31Q (724.450628 sec): 5 clusters Score: Raw -11725614.915860 + Penalty 12556.627008 = -11713058.288853 nChanged 852 Iteration 32Q (725.300816 sec): 5 clusters Score: Raw -11725843.443255 + Penalty 12556.627008 = -11713286.816247 nChanged 669 Iteration 33Q (726.059750 sec): 5 clusters Score: Raw -11725977.674187 + Penalty 12556.627008 = -11713421.047179 nChanged 595 Iteration 34Q (726.920534 sec): 5 clusters Score: Raw -11726080.515859 + Penalty 12556.627008 = -11713523.888852 nChanged 540 Iteration 35Q (727.715200 sec): 5 clusters Score: Raw -11726166.966874 + Penalty 12556.627008 = -11713610.339866 nChanged 498 Iteration 36Q (728.492178 sec): 5 clusters Score: Raw -11726242.934384 + Penalty 12556.627008 = -11713686.307377 nChanged 453 Iteration 37Q (729.234789 sec): 5 clusters Score: Raw -11726309.166845 + Penalty 12556.627008 = -11713752.539838 nChanged 412 Iteration 38Q (729.951277 sec): 5 clusters Score: Raw -11726374.954774 + Penalty 12556.627008 = -11713818.327767 nChanged 401 Iteration 39Q (730.721183 sec): 5 clusters Score: Raw -11726443.893510 + Penalty 12556.627008 = -11713887.266503 nChanged 415 Iteration 40F (731.538455 sec): 5 clusters Score: Raw -11726524.139089 + Penalty 12556.627008 = -11713967.512082 nChanged 405 Iteration 41Q (732.374552 sec): 5 clusters Score: Raw -11726614.389017 + Penalty 12556.627008 = -11714057.762009 nChanged 441 Iteration 42Q (733.154641 sec): 5 clusters Score: Raw -11726750.455308 + Penalty 12556.627008 = -11714193.828300 nChanged 518 Iteration 43Q (733.971872 sec): 5 clusters Score: Raw -11726912.051904 + Penalty 12556.627008 = -11714355.424897 nChanged 544 Iteration 44Q (734.686183 sec): 5 clusters Score: Raw -11727048.366661 + Penalty 12556.627008 = -11714491.739653 nChanged 544 Iteration 45Q (735.420649 sec): 5 clusters Score: Raw -11727165.526260 + Penalty 12556.627008 = -11714608.899252 nChanged 537 Iteration 46Q (736.211599 sec): 5 clusters Score: Raw -11727268.323212 + Penalty 12556.627008 = -11714711.696205 nChanged 529 Iteration 47Q (737.052957 sec): 5 clusters Score: Raw -11727353.845321 + Penalty 12556.627008 = -11714797.218313 nChanged 508 Iteration 48Q (737.826730 sec): 5 clusters Score: Raw -11727431.545176 + Penalty 12556.627008 = -11714874.918168 nChanged 500 Iteration 49Q (738.638653 sec): 5 clusters Score: Raw -11727499.421763 + Penalty 12556.627008 = -11714942.794756 nChanged 509 Iteration 50Q (739.350738 sec): 5 clusters Score: Raw -11727565.882281 + Penalty 12556.627008 = -11715009.255274 nChanged 510 Iteration 51Q (740.133794 sec): 5 clusters Score: Raw -11727632.513189 + Penalty 12556.627008 = -11715075.886181 nChanged 470 Iteration 52Q (740.815947 sec): 5 clusters Score: Raw -11727691.311209 + Penalty 12556.627008 = -11715134.684201 nChanged 445 Iteration 53Q (741.492272 sec): 5 clusters Score: Raw -11727741.421414 + Penalty 12556.627008 = -11715184.794407 nChanged 459 Iteration 54Q (742.228479 sec): 5 clusters Score: Raw -11727799.010257 + Penalty 12556.627008 = -11715242.383250 nChanged 490 Iteration 55Q (742.919149 sec): 5 clusters Score: Raw -11727864.270839 + Penalty 12556.627008 = -11715307.643832 nChanged 526 Iteration 56Q (743.673911 sec): 5 clusters Score: Raw -11727939.217193 + Penalty 12556.627008 = -11715382.590185 nChanged 551 Iteration 57Q (744.396243 sec): 5 clusters Score: Raw -11728009.679500 + Penalty 12556.627008 = -11715453.052493 nChanged 562 Iteration 58Q (745.120284 sec): 5 clusters Score: Raw -11728075.149321 + Penalty 12556.627008 = -11715518.522314 nChanged 571 Writing temp clu file Because OldScore, -11715453.052493, is greater than current (better) Score,-11715518.522314 Compute initial score before splitting: Score: Raw -11728075.149321 + Penalty 12556.627008 = -11715518.522314 Trying to split cluster 1 (31865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (745.415039 sec): 2 clusters Score: Raw -2390685.057862 + Penalty 2737.485566 = -2387947.572296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (745.605696 sec): 3 clusters Score: Raw -2371777.788616 + Penalty 5474.971132 = -2366302.817484 nChanged 14500 SP:Iteration 1F (745.804132 sec): 3 clusters Score: Raw -2384006.346455 + Penalty 5474.971132 = -2378531.375323 nChanged 3934 SP:Iteration 2F (746.033212 sec): 3 clusters Score: Raw -2389735.944309 + Penalty 5474.971132 = -2384260.973177 nChanged 3672 SP:Iteration 3F (746.219556 sec): 3 clusters Score: Raw -2393746.967026 + Penalty 5474.971132 = -2388271.995894 nChanged 2347 SP:Iteration 4F (746.401590 sec): 3 clusters Score: Raw -2395272.592720 + Penalty 5474.971132 = -2389797.621588 nChanged 1322 SP:Iteration 5Q (746.552233 sec): 3 clusters Score: Raw -2395892.332328 + Penalty 5474.971132 = -2390417.361196 nChanged 816 SP:Iteration 6Q (746.736399 sec): 3 clusters Score: Raw -2396223.221053 + Penalty 5474.971132 = -2390748.249921 nChanged 595 SP:Iteration 7Q (746.948675 sec): 3 clusters Score: Raw -2396433.965631 + Penalty 5474.971132 = -2390958.994499 nChanged 480 SP:Iteration 8Q (747.142323 sec): 3 clusters Score: Raw -2396574.085958 + Penalty 5474.971132 = -2391099.114826 nChanged 392 SP:Iteration 9Q (747.353417 sec): 3 clusters Score: Raw -2396672.877358 + Penalty 5474.971132 = -2391197.906226 nChanged 356 SP:Iteration 10Q (747.526532 sec): 3 clusters Score: Raw -2396760.562688 + Penalty 5474.971132 = -2391285.591555 nChanged 299 SP:Iteration 11Q (747.711855 sec): 3 clusters Score: Raw -2396831.282607 + Penalty 5474.971132 = -2391356.311475 nChanged 294 SP:Iteration 12Q (747.875343 sec): 3 clusters Score: Raw -2396911.653672 + Penalty 5474.971132 = -2391436.682540 nChanged 309 SP:Iteration 13Q (748.017962 sec): 3 clusters Score: Raw -2396993.252010 + Penalty 5474.971132 = -2391518.280878 nChanged 301 SP:Iteration 14Q (748.206036 sec): 3 clusters Score: Raw -2397077.613879 + Penalty 5474.971132 = -2391602.642747 nChanged 341 SP:Iteration 15Q (748.388082 sec): 3 clusters Score: Raw -2397170.366825 + Penalty 5474.971132 = -2391695.395693 nChanged 326 SP:Iteration 16Q (748.605482 sec): 3 clusters Score: Raw -2397260.621797 + Penalty 5474.971132 = -2391785.650665 nChanged 352 SP:Iteration 17Q (748.777900 sec): 3 clusters Score: Raw -2397356.756972 + Penalty 5474.971132 = -2391881.785840 nChanged 325 SP:Iteration 18Q (748.986781 sec): 3 clusters Score: Raw -2397441.326318 + Penalty 5474.971132 = -2391966.355185 nChanged 290 SP:Iteration 19Q (749.169438 sec): 3 clusters Score: Raw -2397512.822414 + Penalty 5474.971132 = -2392037.851282 nChanged 289 SP:Iteration 20F (749.360263 sec): 3 clusters Score: Raw -2397585.111276 + Penalty 5474.971132 = -2392110.140144 nChanged 298 SP:Iteration 21Q (749.577057 sec): 3 clusters Score: Raw -2397666.643507 + Penalty 5474.971132 = -2392191.672375 nChanged 310 SP:Iteration 22Q (749.744819 sec): 3 clusters Score: Raw -2397746.956270 + Penalty 5474.971132 = -2392271.985138 nChanged 324 SP:Iteration 23Q (749.927900 sec): 3 clusters Score: Raw -2397827.958421 + Penalty 5474.971132 = -2392352.987289 nChanged 307 SP:Iteration 24Q (750.151391 sec): 3 clusters Score: Raw -2397912.605750 + Penalty 5474.971132 = -2392437.634618 nChanged 335 SP:Iteration 25Q (750.363070 sec): 3 clusters Score: Raw -2397999.599028 + Penalty 5474.971132 = -2392524.627896 nChanged 316 SP:Iteration 26Q (750.554740 sec): 3 clusters Score: Raw -2398087.400601 + Penalty 5474.971132 = -2392612.429469 nChanged 317 SP:Iteration 27Q (750.785467 sec): 3 clusters Score: Raw -2398172.250206 + Penalty 5474.971132 = -2392697.279074 nChanged 292 SP:Iteration 28Q (750.991001 sec): 3 clusters Score: Raw -2398251.739866 + Penalty 5474.971132 = -2392776.768734 nChanged 294 SP:Iteration 29Q (751.199044 sec): 3 clusters Score: Raw -2398335.061181 + Penalty 5474.971132 = -2392860.090049 nChanged 300 SP:Iteration 30Q (751.408713 sec): 3 clusters Score: Raw -2398423.719216 + Penalty 5474.971132 = -2392948.748084 nChanged 324 SP:Iteration 31Q (751.635850 sec): 3 clusters Score: Raw -2398528.687270 + Penalty 5474.971132 = -2393053.716138 nChanged 370 SP:Iteration 32Q (751.840495 sec): 3 clusters Score: Raw -2398656.556289 + Penalty 5474.971132 = -2393181.585157 nChanged 347 SP:Iteration 33Q (752.036643 sec): 3 clusters Score: Raw -2398779.591492 + Penalty 5474.971132 = -2393304.620360 nChanged 367 SP:Iteration 34Q (752.221817 sec): 3 clusters Score: Raw -2398915.783397 + Penalty 5474.971132 = -2393440.812265 nChanged 390 SP:Iteration 35Q (752.408377 sec): 3 clusters Score: Raw -2399077.865986 + Penalty 5474.971132 = -2393602.894854 nChanged 436 SP:Iteration 36Q (752.649079 sec): 3 clusters Score: Raw -2399261.173569 + Penalty 5474.971132 = -2393786.202437 nChanged 398 SP:Iteration 37Q (752.835709 sec): 3 clusters Score: Raw -2399434.447850 + Penalty 5474.971132 = -2393959.476718 nChanged 410 SP:Iteration 38Q (753.062653 sec): 3 clusters Score: Raw -2399619.032885 + Penalty 5474.971132 = -2394144.061753 nChanged 419 SP:Iteration 39Q (753.262616 sec): 3 clusters Score: Raw -2399826.215409 + Penalty 5474.971132 = -2394351.244277 nChanged 468 SP:Iteration 40F (753.465880 sec): 3 clusters Score: Raw -2400147.930315 + Penalty 5474.971132 = -2394672.959183 nChanged 476 SP:Iteration 41Q (753.627199 sec): 3 clusters Score: Raw -2400486.898344 + Penalty 5474.971132 = -2395011.927212 nChanged 495 SP:Iteration 42Q (753.831707 sec): 3 clusters Score: Raw -2400859.722724 + Penalty 5474.971132 = -2395384.751592 nChanged 519 SP:Iteration 43Q (754.000735 sec): 3 clusters Score: Raw -2401429.457623 + Penalty 5474.971132 = -2395954.486491 nChanged 553 SP:Iteration 44Q (754.168515 sec): 3 clusters Score: Raw -2402226.290500 + Penalty 5474.971132 = -2396751.319368 nChanged 562 SP:Iteration 45Q (754.378205 sec): 3 clusters Score: Raw -2402965.026955 + Penalty 5474.971132 = -2397490.055823 nChanged 483 SP:Iteration 46Q (754.572341 sec): 3 clusters Score: Raw -2403452.523722 + Penalty 5474.971132 = -2397977.552590 nChanged 417 SP:Iteration 47Q (754.785186 sec): 3 clusters Score: Raw -2403794.565019 + Penalty 5474.971132 = -2398319.593887 nChanged 341 SP:Iteration 48Q (755.001005 sec): 3 clusters Score: Raw -2404015.229891 + Penalty 5474.971132 = -2398540.258759 nChanged 249 SP:Iteration 49Q (755.212938 sec): 3 clusters Score: Raw -2404152.987506 + Penalty 5474.971132 = -2398678.016374 nChanged 196 SP:Iteration 50Q (755.414152 sec): 3 clusters Score: Raw -2404243.042166 + Penalty 5474.971132 = -2398768.071034 nChanged 148 SP:Iteration 51Q (755.633991 sec): 3 clusters Score: Raw -2404298.524261 + Penalty 5474.971132 = -2398823.553129 nChanged 104 SP:Iteration 52Q (755.809507 sec): 3 clusters Score: Raw -2404327.435480 + Penalty 5474.971132 = -2398852.464348 nChanged 95 SP:Iteration 53Q (756.008200 sec): 3 clusters Score: Raw -2404354.566808 + Penalty 5474.971132 = -2398879.595676 nChanged 70 SP:Iteration 54Q (756.208036 sec): 3 clusters Score: Raw -2404374.546033 + Penalty 5474.971132 = -2398899.574901 nChanged 57 SP:Iteration 55Q (756.387356 sec): 3 clusters Score: Raw -2404388.190256 + Penalty 5474.971132 = -2398913.219124 nChanged 41 SP:Iteration 56Q (756.599781 sec): 3 clusters Score: Raw -2404396.976831 + Penalty 5474.971132 = -2398922.005699 nChanged 37 SP:Iteration 57Q (756.759446 sec): 3 clusters Score: Raw -2404405.202497 + Penalty 5474.971132 = -2398930.231365 nChanged 33 SP:Iteration 58Q (756.947254 sec): 3 clusters Score: Raw -2404410.644354 + Penalty 5474.971132 = -2398935.673222 nChanged 28 SP:Iteration 59Q (757.139593 sec): 3 clusters Score: Raw -2404415.529270 + Penalty 5474.971132 = -2398940.558138 nChanged 27 SP:Iteration 60F (757.386019 sec): 3 clusters Score: Raw -2404434.657557 + Penalty 5474.971132 = -2398959.686425 nChanged 22 SP:Iteration 61Q (757.573991 sec): 3 clusters Score: Raw -2404443.198289 + Penalty 5474.971132 = -2398968.227157 nChanged 25 SP:Iteration 62Q (757.759158 sec): 3 clusters Score: Raw -2404447.078880 + Penalty 5474.971132 = -2398972.107748 nChanged 22 SP:Iteration 63Q (757.969612 sec): 3 clusters Score: Raw -2404450.558748 + Penalty 5474.971132 = -2398975.587616 nChanged 20 SP:Iteration 64Q (758.149070 sec): 3 clusters Score: Raw -2404452.753139 + Penalty 5474.971132 = -2398977.782007 nChanged 17 SP:Iteration 65Q (758.345336 sec): 3 clusters Score: Raw -2404454.623243 + Penalty 5474.971132 = -2398979.652111 nChanged 10 SP:Iteration 66Q (758.547598 sec): 3 clusters Score: Raw -2404455.528917 + Penalty 5474.971132 = -2398980.557785 nChanged 8 SP:Iteration 67Q (758.735605 sec): 3 clusters Score: Raw -2404456.305670 + Penalty 5474.971132 = -2398981.334538 nChanged 7 SP:Iteration 68Q (758.857770 sec): 3 clusters Score: Raw -2404457.228419 + Penalty 5474.971132 = -2398982.257287 nChanged 8 SP:Iteration 69Q (759.059143 sec): 3 clusters Score: Raw -2404458.429408 + Penalty 5474.971132 = -2398983.458276 nChanged 12 SP:Iteration 70Q (759.291703 sec): 3 clusters Score: Raw -2404460.158193 + Penalty 5474.971132 = -2398985.187061 nChanged 14 SP:Iteration 71Q (759.447477 sec): 3 clusters Score: Raw -2404462.191731 + Penalty 5474.971132 = -2398987.220599 nChanged 7 SP:Iteration 72Q (759.650962 sec): 3 clusters Score: Raw -2404462.933422 + Penalty 5474.971132 = -2398987.962290 nChanged 2 SP:Iteration 73Q (759.777095 sec): 3 clusters Score: Raw -2404463.165578 + Penalty 5474.971132 = -2398988.194446 nChanged 0 SP:Iteration 74F (759.965333 sec): 3 clusters Score: Raw -2404463.165578 + Penalty 5474.971132 = -2398988.194446 nChanged 0 Score: Raw -11741894.551009 + Penalty 15695.783759 = -11726198.767249 Splitting cluster 1 changes total score from -11715518.522314 to -11726198.767249 So it's getting split into cluster 5. Trying to split cluster 2 (76010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (761.551706 sec): 2 clusters Score: Raw -6476003.309888 + Penalty 2966.995730 = -6473036.314158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (761.930444 sec): 3 clusters Score: Raw -6427915.622533 + Penalty 5933.991460 = -6421981.631073 nChanged 35662 SP:Iteration 1F (762.305981 sec): 3 clusters Score: Raw -6448836.653815 + Penalty 5933.991460 = -6442902.662355 nChanged 3756 SP:Iteration 2Q (762.658229 sec): 3 clusters Score: Raw -6450770.853992 + Penalty 5933.991460 = -6444836.862532 nChanged 4395 SP:Iteration 3F (763.020343 sec): 3 clusters Score: Raw -6454017.950415 + Penalty 5933.991460 = -6448083.958955 nChanged 5684 SP:Iteration 4F (763.366664 sec): 3 clusters Score: Raw -6459251.536351 + Penalty 5933.991460 = -6453317.544891 nChanged 6893 SP:Iteration 5F (763.720855 sec): 3 clusters Score: Raw -6466075.081245 + Penalty 5933.991460 = -6460141.089785 nChanged 6782 SP:Iteration 6F (764.071302 sec): 3 clusters Score: Raw -6472326.457357 + Penalty 5933.991460 = -6466392.465897 nChanged 5584 SP:Iteration 7F (764.431386 sec): 3 clusters Score: Raw -6476441.608720 + Penalty 5933.991460 = -6470507.617260 nChanged 3902 SP:Iteration 8F (764.788604 sec): 3 clusters Score: Raw -6478626.033035 + Penalty 5933.991460 = -6472692.041575 nChanged 2773 SP:Iteration 9Q (765.150110 sec): 3 clusters Score: Raw -6479979.065610 + Penalty 5933.991460 = -6474045.074150 nChanged 2208 SP:Iteration 10Q (765.530696 sec): 3 clusters Score: Raw -6481027.360341 + Penalty 5933.991460 = -6475093.368880 nChanged 1897 SP:Iteration 11Q (765.898779 sec): 3 clusters Score: Raw -6482000.931592 + Penalty 5933.991460 = -6476066.940132 nChanged 1886 SP:Iteration 12Q (766.261503 sec): 3 clusters Score: Raw -6482958.112035 + Penalty 5933.991460 = -6477024.120575 nChanged 1880 SP:Iteration 13Q (766.602362 sec): 3 clusters Score: Raw -6483966.489215 + Penalty 5933.991460 = -6478032.497755 nChanged 1901 SP:Iteration 14Q (766.973268 sec): 3 clusters Score: Raw -6485075.251926 + Penalty 5933.991460 = -6479141.260466 nChanged 1864 SP:Iteration 15Q (767.282586 sec): 3 clusters Score: Raw -6486166.715706 + Penalty 5933.991460 = -6480232.724245 nChanged 1756 SP:Iteration 16Q (767.659015 sec): 3 clusters Score: Raw -6487158.758772 + Penalty 5933.991460 = -6481224.767312 nChanged 1615 SP:Iteration 17Q (768.014610 sec): 3 clusters Score: Raw -6488007.408004 + Penalty 5933.991460 = -6482073.416544 nChanged 1438 SP:Iteration 18Q (768.341868 sec): 3 clusters Score: Raw -6488687.567250 + Penalty 5933.991460 = -6482753.575790 nChanged 1242 SP:Iteration 19Q (768.692720 sec): 3 clusters Score: Raw -6489174.695916 + Penalty 5933.991460 = -6483240.704456 nChanged 1044 SP:Iteration 20F (769.066630 sec): 3 clusters Score: Raw -6489546.757670 + Penalty 5933.991460 = -6483612.766210 nChanged 854 SP:Iteration 21Q (769.419108 sec): 3 clusters Score: Raw -6489797.338668 + Penalty 5933.991460 = -6483863.347208 nChanged 678 SP:Iteration 22Q (769.769351 sec): 3 clusters Score: Raw -6489976.581427 + Penalty 5933.991460 = -6484042.589967 nChanged 556 SP:Iteration 23Q (770.056179 sec): 3 clusters Score: Raw -6490102.272352 + Penalty 5933.991460 = -6484168.280892 nChanged 429 SP:Iteration 24Q (770.386706 sec): 3 clusters Score: Raw -6490185.816629 + Penalty 5933.991460 = -6484251.825169 nChanged 351 SP:Iteration 25Q (770.686238 sec): 3 clusters Score: Raw -6490244.333044 + Penalty 5933.991460 = -6484310.341584 nChanged 280 SP:Iteration 26Q (771.022064 sec): 3 clusters Score: Raw -6490284.864523 + Penalty 5933.991460 = -6484350.873062 nChanged 214 SP:Iteration 27Q (771.343391 sec): 3 clusters Score: Raw -6490312.652235 + Penalty 5933.991460 = -6484378.660775 nChanged 156 SP:Iteration 28Q (771.647835 sec): 3 clusters Score: Raw -6490329.529599 + Penalty 5933.991460 = -6484395.538139 nChanged 121 SP:Iteration 29Q (771.959785 sec): 3 clusters Score: Raw -6490340.453795 + Penalty 5933.991460 = -6484406.462335 nChanged 98 SP:Iteration 30Q (772.281607 sec): 3 clusters Score: Raw -6490348.102488 + Penalty 5933.991460 = -6484414.111028 nChanged 97 SP:Iteration 31Q (772.632263 sec): 3 clusters Score: Raw -6490356.332865 + Penalty 5933.991460 = -6484422.341405 nChanged 80 SP:Iteration 32Q (772.967671 sec): 3 clusters Score: Raw -6490362.795317 + Penalty 5933.991460 = -6484428.803857 nChanged 74 SP:Iteration 33Q (773.292121 sec): 3 clusters Score: Raw -6490368.147907 + Penalty 5933.991460 = -6484434.156446 nChanged 51 SP:Iteration 34Q (773.638390 sec): 3 clusters Score: Raw -6490371.444944 + Penalty 5933.991460 = -6484437.453484 nChanged 34 SP:Iteration 35Q (773.981849 sec): 3 clusters Score: Raw -6490373.590459 + Penalty 5933.991460 = -6484439.598999 nChanged 22 SP:Iteration 36Q (774.346357 sec): 3 clusters Score: Raw -6490374.766351 + Penalty 5933.991460 = -6484440.774890 nChanged 17 SP:Iteration 37Q (774.703934 sec): 3 clusters Score: Raw -6490375.591482 + Penalty 5933.991460 = -6484441.600022 nChanged 11 SP:Iteration 38Q (775.004508 sec): 3 clusters Score: Raw -6490376.075787 + Penalty 5933.991460 = -6484442.084327 nChanged 10 SP:Iteration 39Q (775.334873 sec): 3 clusters Score: Raw -6490376.559645 + Penalty 5933.991460 = -6484442.568185 nChanged 12 SP:Iteration 40F (775.719181 sec): 3 clusters Score: Raw -6490377.090276 + Penalty 5933.991460 = -6484443.098816 nChanged 11 SP:Iteration 41Q (776.045652 sec): 3 clusters Score: Raw -6490377.590421 + Penalty 5933.991460 = -6484443.598961 nChanged 9 SP:Iteration 42Q (776.404855 sec): 3 clusters Score: Raw -6490378.034394 + Penalty 5933.991460 = -6484444.042934 nChanged 7 SP:Iteration 43Q (776.705413 sec): 3 clusters Score: Raw -6490378.260532 + Penalty 5933.991460 = -6484444.269072 nChanged 2 SP:Iteration 44Q (777.041399 sec): 3 clusters Score: Raw -6490378.346728 + Penalty 5933.991460 = -6484444.355268 nChanged 2 SP:Iteration 45Q (777.374717 sec): 3 clusters Score: Raw -6490378.369024 + Penalty 5933.991460 = -6484444.377564 nChanged 1 SP:Iteration 46Q (777.678046 sec): 3 clusters Score: Raw -6490378.419841 + Penalty 5933.991460 = -6484444.428381 nChanged 1 SP:Iteration 47Q (778.001235 sec): 3 clusters Score: Raw -6490378.437051 + Penalty 5933.991460 = -6484444.445591 nChanged 0 SP:Iteration 48F (778.360523 sec): 3 clusters Score: Raw -6490378.437051 + Penalty 5933.991460 = -6484444.445591 nChanged 0 Score: Raw -11756269.678172 + Penalty 18834.940511 = -11737434.737661 Splitting cluster 2 changes total score from -11715518.522314 to -11737434.737661 So it's getting split into cluster 6. Trying to split cluster 3 (9849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (779.934444 sec): 2 clusters Score: Raw -644594.743977 + Penalty 2427.513054 = -642167.230923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (780.050237 sec): 3 clusters Score: Raw -639640.146542 + Penalty 4855.026109 = -634785.120433 nChanged 4227 SP:Iteration 1F (780.180367 sec): 3 clusters Score: Raw -647223.806159 + Penalty 4855.026109 = -642368.780050 nChanged 1879 SP:Iteration 2F (780.330235 sec): 3 clusters Score: Raw -652678.237505 + Penalty 4855.026109 = -647823.211396 nChanged 996 SP:Iteration 3F (780.449086 sec): 3 clusters Score: Raw -654498.642126 + Penalty 4855.026109 = -649643.616017 nChanged 489 SP:Iteration 4Q (780.583319 sec): 3 clusters Score: Raw -655149.559007 + Penalty 4855.026109 = -650294.532898 nChanged 289 SP:Iteration 5Q (780.709390 sec): 3 clusters Score: Raw -655503.329116 + Penalty 4855.026109 = -650648.303007 nChanged 187 SP:Iteration 6Q (780.846157 sec): 3 clusters Score: Raw -655672.473177 + Penalty 4855.026109 = -650817.447069 nChanged 113 SP:Iteration 7Q (780.974500 sec): 3 clusters Score: Raw -655733.948008 + Penalty 4855.026109 = -650878.921899 nChanged 56 SP:Iteration 8Q (781.139265 sec): 3 clusters Score: Raw -655751.749469 + Penalty 4855.026109 = -650896.723360 nChanged 36 SP:Iteration 9Q (781.260800 sec): 3 clusters Score: Raw -655759.145545 + Penalty 4855.026109 = -650904.119436 nChanged 21 SP:Iteration 10Q (781.412434 sec): 3 clusters Score: Raw -655763.457793 + Penalty 4855.026109 = -650908.431685 nChanged 10 SP:Iteration 11Q (781.545553 sec): 3 clusters Score: Raw -655764.949769 + Penalty 4855.026109 = -650909.923660 nChanged 8 SP:Iteration 12Q (781.667301 sec): 3 clusters Score: Raw -655766.265079 + Penalty 4855.026109 = -650911.238970 nChanged 10 SP:Iteration 13Q (781.771988 sec): 3 clusters Score: Raw -655768.408728 + Penalty 4855.026109 = -650913.382619 nChanged 16 SP:Iteration 14Q (781.902865 sec): 3 clusters Score: Raw -655771.775933 + Penalty 4855.026109 = -650916.749824 nChanged 7 SP:Iteration 15Q (782.030757 sec): 3 clusters Score: Raw -655773.258716 + Penalty 4855.026109 = -650918.232607 nChanged 4 SP:Iteration 16Q (782.155527 sec): 3 clusters Score: Raw -655773.785476 + Penalty 4855.026109 = -650918.759367 nChanged 0 SP:Iteration 17F (782.296557 sec): 3 clusters Score: Raw -655773.785476 + Penalty 4855.026109 = -650918.759367 nChanged 0 Score: Raw -11767448.719670 + Penalty 21974.097263 = -11745474.622407 Splitting cluster 3 changes total score from -11715518.522314 to -11745474.622407 So it's getting split into cluster 7. Trying to split cluster 4 (28174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (784.185344 sec): 2 clusters Score: Raw -2387876.137871 + Penalty 2704.984879 = -2385171.152992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (784.369143 sec): 3 clusters Score: Raw -2371207.378602 + Penalty 5409.969759 = -2365797.408844 nChanged 12684 SP:Iteration 1F (784.578077 sec): 3 clusters Score: Raw -2378900.877698 + Penalty 5409.969759 = -2373490.907940 nChanged 2047 SP:Iteration 2F (784.795879 sec): 3 clusters Score: Raw -2380321.921775 + Penalty 5409.969759 = -2374911.952016 nChanged 2255 SP:Iteration 3F (784.987488 sec): 3 clusters Score: Raw -2382493.438280 + Penalty 5409.969759 = -2377083.468521 nChanged 2624 SP:Iteration 4F (785.176327 sec): 3 clusters Score: Raw -2385640.829965 + Penalty 5409.969759 = -2380230.860206 nChanged 2766 SP:Iteration 5F (785.389518 sec): 3 clusters Score: Raw -2389082.049186 + Penalty 5409.969759 = -2383672.079428 nChanged 2333 SP:Iteration 6F (785.573790 sec): 3 clusters Score: Raw -2391941.169322 + Penalty 5409.969759 = -2386531.199563 nChanged 1612 SP:Iteration 7F (785.797691 sec): 3 clusters Score: Raw -2393921.523965 + Penalty 5409.969759 = -2388511.554207 nChanged 1117 SP:Iteration 8Q (785.992316 sec): 3 clusters Score: Raw -2395097.384371 + Penalty 5409.969759 = -2389687.414612 nChanged 788 SP:Iteration 9Q (786.204332 sec): 3 clusters Score: Raw -2395729.105470 + Penalty 5409.969759 = -2390319.135712 nChanged 588 SP:Iteration 10Q (786.424314 sec): 3 clusters Score: Raw -2396121.009534 + Penalty 5409.969759 = -2390711.039776 nChanged 422 SP:Iteration 11Q (786.613631 sec): 3 clusters Score: Raw -2396322.294957 + Penalty 5409.969759 = -2390912.325199 nChanged 277 SP:Iteration 12Q (786.810033 sec): 3 clusters Score: Raw -2396422.126476 + Penalty 5409.969759 = -2391012.156717 nChanged 199 SP:Iteration 13Q (787.006609 sec): 3 clusters Score: Raw -2396469.088465 + Penalty 5409.969759 = -2391059.118707 nChanged 125 SP:Iteration 14Q (787.168423 sec): 3 clusters Score: Raw -2396494.340147 + Penalty 5409.969759 = -2391084.370388 nChanged 82 SP:Iteration 15Q (787.346713 sec): 3 clusters Score: Raw -2396509.345177 + Penalty 5409.969759 = -2391099.375419 nChanged 55 SP:Iteration 16Q (787.558029 sec): 3 clusters Score: Raw -2396518.107950 + Penalty 5409.969759 = -2391108.138191 nChanged 56 SP:Iteration 17Q (787.773617 sec): 3 clusters Score: Raw -2396524.197817 + Penalty 5409.969759 = -2391114.228059 nChanged 42 SP:Iteration 18Q (787.942470 sec): 3 clusters Score: Raw -2396529.303770 + Penalty 5409.969759 = -2391119.334011 nChanged 34 SP:Iteration 19Q (788.111741 sec): 3 clusters Score: Raw -2396533.367178 + Penalty 5409.969759 = -2391123.397420 nChanged 20 SP:Iteration 20F (788.323655 sec): 3 clusters Score: Raw -2396535.098225 + Penalty 5409.969759 = -2391125.128467 nChanged 17 SP:Iteration 21Q (788.491516 sec): 3 clusters Score: Raw -2396536.614067 + Penalty 5409.969759 = -2391126.644308 nChanged 9 SP:Iteration 22Q (788.702850 sec): 3 clusters Score: Raw -2396537.713051 + Penalty 5409.969759 = -2391127.743292 nChanged 13 SP:Iteration 23Q (788.916480 sec): 3 clusters Score: Raw -2396539.330545 + Penalty 5409.969759 = -2391129.360787 nChanged 13 SP:Iteration 24Q (789.154629 sec): 3 clusters Score: Raw -2396540.595051 + Penalty 5409.969759 = -2391130.625292 nChanged 14 SP:Iteration 25Q (789.359090 sec): 3 clusters Score: Raw -2396542.010383 + Penalty 5409.969759 = -2391132.040625 nChanged 14 SP:Iteration 26Q (789.525152 sec): 3 clusters Score: Raw -2396543.319653 + Penalty 5409.969759 = -2391133.349894 nChanged 12 SP:Iteration 27Q (789.693442 sec): 3 clusters Score: Raw -2396544.361854 + Penalty 5409.969759 = -2391134.392095 nChanged 9 SP:Iteration 28Q (789.894688 sec): 3 clusters Score: Raw -2396545.138727 + Penalty 5409.969759 = -2391135.168968 nChanged 9 SP:Iteration 29Q (790.062645 sec): 3 clusters Score: Raw -2396545.940813 + Penalty 5409.969759 = -2391135.971054 nChanged 9 SP:Iteration 30Q (790.280507 sec): 3 clusters Score: Raw -2396546.355633 + Penalty 5409.969759 = -2391136.385875 nChanged 6 SP:Iteration 31Q (790.471090 sec): 3 clusters Score: Raw -2396546.579937 + Penalty 5409.969759 = -2391136.610179 nChanged 4 SP:Iteration 32Q (790.660352 sec): 3 clusters Score: Raw -2396546.942629 + Penalty 5409.969759 = -2391136.972870 nChanged 4 SP:Iteration 33Q (790.859362 sec): 3 clusters Score: Raw -2396547.216089 + Penalty 5409.969759 = -2391137.246330 nChanged 5 SP:Iteration 34Q (791.029273 sec): 3 clusters Score: Raw -2396547.685069 + Penalty 5409.969759 = -2391137.715310 nChanged 6 SP:Iteration 35Q (791.229198 sec): 3 clusters Score: Raw -2396548.093863 + Penalty 5409.969759 = -2391138.124104 nChanged 3 SP:Iteration 36Q (791.412251 sec): 3 clusters Score: Raw -2396548.282644 + Penalty 5409.969759 = -2391138.312886 nChanged 2 SP:Iteration 37Q (791.612102 sec): 3 clusters Score: Raw -2396548.386697 + Penalty 5409.969759 = -2391138.416938 nChanged 2 SP:Iteration 38Q (791.787322 sec): 3 clusters Score: Raw -2396548.502887 + Penalty 5409.969759 = -2391138.533128 nChanged 2 SP:Iteration 39Q (791.957120 sec): 3 clusters Score: Raw -2396548.620073 + Penalty 5409.969759 = -2391138.650315 nChanged 2 SP:Iteration 40F (792.143284 sec): 3 clusters Score: Raw -2396548.733037 + Penalty 5409.969759 = -2391138.763278 nChanged 0 Score: Raw -11776121.314836 + Penalty 25113.254015 = -11751008.060821 Splitting cluster 4 changes total score from -11715518.522314 to -11751008.060821 So it's getting split into cluster 8. Iteration 59Q (795.937967 sec): 9 clusters Score: Raw -11783213.638974 + Penalty 25113.254015 = -11758100.384959 nChanged 6778 Iteration 60F (797.930910 sec): 9 clusters Score: Raw -11787815.765355 + Penalty 25113.254015 = -11762702.511340 nChanged 3863 Iteration 61Q (799.460497 sec): 9 clusters Score: Raw -11789551.002471 + Penalty 25113.254015 = -11764437.748456 nChanged 2624 Iteration 62Q (800.858621 sec): 9 clusters Score: Raw -11790478.506352 + Penalty 25113.254015 = -11765365.252337 nChanged 2004 Iteration 63Q (802.176792 sec): 9 clusters Score: Raw -11791045.251976 + Penalty 25113.254015 = -11765931.997961 nChanged 1505 Iteration 64Q (803.416602 sec): 9 clusters Score: Raw -11791407.392436 + Penalty 25113.254015 = -11766294.138421 nChanged 1235 Iteration 65Q (804.720101 sec): 9 clusters Score: Raw -11791662.787356 + Penalty 25113.254015 = -11766549.533341 nChanged 1020 Iteration 66Q (805.992839 sec): 9 clusters Score: Raw -11791835.275386 + Penalty 25113.254015 = -11766722.021371 nChanged 826 Iteration 67Q (807.258540 sec): 9 clusters Score: Raw -11791948.768163 + Penalty 25113.254015 = -11766835.514148 nChanged 646 Iteration 68Q (808.431903 sec): 9 clusters Score: Raw -11792026.142625 + Penalty 25113.254015 = -11766912.888610 nChanged 536 Iteration 69Q (809.733688 sec): 9 clusters Score: Raw -11792084.691526 + Penalty 25113.254015 = -11766971.437511 nChanged 481 Iteration 70Q (811.001855 sec): 9 clusters Score: Raw -11792133.269299 + Penalty 25113.254015 = -11767020.015284 nChanged 385 Iteration 71Q (812.275348 sec): 9 clusters Score: Raw -11792167.334520 + Penalty 25113.254015 = -11767054.080505 nChanged 331 Iteration 72Q (813.516522 sec): 9 clusters Score: Raw -11792194.243218 + Penalty 25113.254015 = -11767080.989203 nChanged 284 Iteration 73Q (814.802384 sec): 9 clusters Score: Raw -11792214.546710 + Penalty 25113.254015 = -11767101.292695 nChanged 261 Iteration 74Q (816.057145 sec): 9 clusters Score: Raw -11792233.040127 + Penalty 25113.254015 = -11767119.786112 nChanged 236 Iteration 75Q (817.246665 sec): 9 clusters Score: Raw -11792250.779307 + Penalty 25113.254015 = -11767137.525292 nChanged 233 Iteration 76Q (818.508780 sec): 9 clusters Score: Raw -11792267.812536 + Penalty 25113.254015 = -11767154.558521 nChanged 226 Iteration 77Q (819.697083 sec): 9 clusters Score: Raw -11792283.802373 + Penalty 25113.254015 = -11767170.548358 nChanged 191 Iteration 78Q (820.766139 sec): 9 clusters Score: Raw -11792296.851001 + Penalty 25113.254015 = -11767183.596986 nChanged 159 Iteration 79Q (821.907854 sec): 9 clusters Score: Raw -11792310.415321 + Penalty 25113.254015 = -11767197.161306 nChanged 165 Iteration 80F (823.502149 sec): 9 clusters Score: Raw -11792329.637823 + Penalty 25113.254015 = -11767216.383808 nChanged 157 Iteration 81Q (824.711879 sec): 9 clusters Score: Raw -11792342.577695 + Penalty 25113.254015 = -11767229.323680 nChanged 134 Iteration 82Q (825.981665 sec): 9 clusters Score: Raw -11792351.668627 + Penalty 25113.254015 = -11767238.414612 nChanged 117 Iteration 83Q (827.185819 sec): 9 clusters Score: Raw -11792358.744656 + Penalty 25113.254015 = -11767245.490641 nChanged 113 Iteration 84Q (828.346505 sec): 9 clusters Score: Raw -11792366.017234 + Penalty 25113.254015 = -11767252.763219 nChanged 115 Iteration 85Q (829.533086 sec): 9 clusters Score: Raw -11792373.625894 + Penalty 25113.254015 = -11767260.371879 nChanged 119 Iteration 86Q (830.790823 sec): 9 clusters Score: Raw -11792380.629535 + Penalty 25113.254015 = -11767267.375520 nChanged 115 Iteration 87Q (832.121406 sec): 9 clusters Score: Raw -11792386.463554 + Penalty 25113.254015 = -11767273.209539 nChanged 107 Iteration 88Q (833.612528 sec): 9 clusters Score: Raw -11792391.856125 + Penalty 25113.254015 = -11767278.602110 nChanged 96 Iteration 89Q (835.041985 sec): 9 clusters Score: Raw -11792397.113752 + Penalty 25113.254015 = -11767283.859737 nChanged 83 Iteration 90Q (836.471805 sec): 9 clusters Score: Raw -11792401.570937 + Penalty 25113.254015 = -11767288.316922 nChanged 75 Iteration 91Q (837.934772 sec): 9 clusters Score: Raw -11792405.690369 + Penalty 25113.254015 = -11767292.436354 nChanged 69 Iteration 92Q (839.386837 sec): 9 clusters Score: Raw -11792409.823490 + Penalty 25113.254015 = -11767296.569475 nChanged 73 Iteration 93Q (840.849811 sec): 9 clusters Score: Raw -11792414.972720 + Penalty 25113.254015 = -11767301.718705 nChanged 75 Iteration 94Q (842.320048 sec): 9 clusters Score: Raw -11792420.110175 + Penalty 25113.254015 = -11767306.856160 nChanged 70 Iteration 95Q (843.780723 sec): 9 clusters Score: Raw -11792423.790827 + Penalty 25113.254015 = -11767310.536812 nChanged 68 Iteration 96Q (845.233954 sec): 9 clusters Score: Raw -11792427.524695 + Penalty 25113.254015 = -11767314.270680 nChanged 53 Iteration 97Q (846.685608 sec): 9 clusters Score: Raw -11792430.141967 + Penalty 25113.254015 = -11767316.887952 nChanged 56 Iteration 98Q (848.106949 sec): 9 clusters Score: Raw -11792433.013488 + Penalty 25113.254015 = -11767319.759473 nChanged 58 Writing temp clu file Because OldScore, -11767316.887952, is greater than current (better) Score,-11767319.759473 Compute initial score before splitting: Score: Raw -11792433.013488 + Penalty 25113.254015 = -11767319.759473 Trying to split cluster 1 (5290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (848.314768 sec): 2 clusters Score: Raw -430888.395780 + Penalty 2263.423411 = -428624.972369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (848.496604 sec): 3 clusters Score: Raw -428400.601756 + Penalty 4526.846821 = -423873.754934 nChanged 2001 SP:Iteration 1F (848.611016 sec): 3 clusters Score: Raw -429614.148409 + Penalty 4526.846821 = -425087.301588 nChanged 446 SP:Iteration 2F (848.716082 sec): 3 clusters Score: Raw -429953.373828 + Penalty 4526.846821 = -425426.527007 nChanged 354 SP:Iteration 3F (848.829156 sec): 3 clusters Score: Raw -430291.529658 + Penalty 4526.846821 = -425764.682837 nChanged 369 SP:Iteration 4F (848.922002 sec): 3 clusters Score: Raw -430684.764852 + Penalty 4526.846821 = -426157.918031 nChanged 370 SP:Iteration 5F (849.038658 sec): 3 clusters Score: Raw -431078.612952 + Penalty 4526.846821 = -426551.766130 nChanged 345 SP:Iteration 6F (849.172285 sec): 3 clusters Score: Raw -431376.720443 + Penalty 4526.846821 = -426849.873622 nChanged 240 SP:Iteration 7Q (849.289221 sec): 3 clusters Score: Raw -431562.384511 + Penalty 4526.846821 = -427035.537690 nChanged 201 SP:Iteration 8Q (849.409219 sec): 3 clusters Score: Raw -431716.344043 + Penalty 4526.846821 = -427189.497222 nChanged 144 SP:Iteration 9Q (849.530550 sec): 3 clusters Score: Raw -431819.407765 + Penalty 4526.846821 = -427292.560944 nChanged 117 SP:Iteration 10Q (849.651981 sec): 3 clusters Score: Raw -431899.329622 + Penalty 4526.846821 = -427372.482801 nChanged 92 SP:Iteration 11Q (849.735962 sec): 3 clusters Score: Raw -431952.203658 + Penalty 4526.846821 = -427425.356837 nChanged 66 SP:Iteration 12Q (849.863576 sec): 3 clusters Score: Raw -431984.139248 + Penalty 4526.846821 = -427457.292426 nChanged 65 SP:Iteration 13Q (849.978382 sec): 3 clusters Score: Raw -432016.061006 + Penalty 4526.846821 = -427489.214185 nChanged 45 SP:Iteration 14Q (850.078860 sec): 3 clusters Score: Raw -432037.758946 + Penalty 4526.846821 = -427510.912125 nChanged 38 SP:Iteration 15Q (850.182000 sec): 3 clusters Score: Raw -432057.872845 + Penalty 4526.846821 = -427531.026024 nChanged 34 SP:Iteration 16Q (850.263789 sec): 3 clusters Score: Raw -432073.774577 + Penalty 4526.846821 = -427546.927756 nChanged 28 SP:Iteration 17Q (850.391352 sec): 3 clusters Score: Raw -432087.621313 + Penalty 4526.846821 = -427560.774492 nChanged 28 SP:Iteration 18Q (850.495257 sec): 3 clusters Score: Raw -432101.164182 + Penalty 4526.846821 = -427574.317361 nChanged 19 SP:Iteration 19Q (850.617543 sec): 3 clusters Score: Raw -432110.222356 + Penalty 4526.846821 = -427583.375535 nChanged 13 SP:Iteration 20F (850.708139 sec): 3 clusters Score: Raw -432115.661691 + Penalty 4526.846821 = -427588.814870 nChanged 13 SP:Iteration 21Q (850.821563 sec): 3 clusters Score: Raw -432120.614970 + Penalty 4526.846821 = -427593.768149 nChanged 3 SP:Iteration 22Q (850.939718 sec): 3 clusters Score: Raw -432121.475557 + Penalty 4526.846821 = -427594.628736 nChanged 4 SP:Iteration 23Q (851.021408 sec): 3 clusters Score: Raw -432122.258846 + Penalty 4526.846821 = -427595.412025 nChanged 4 SP:Iteration 24Q (851.161531 sec): 3 clusters Score: Raw -432123.861754 + Penalty 4526.846821 = -427597.014933 nChanged 1 SP:Iteration 25Q (851.249809 sec): 3 clusters Score: Raw -432124.024865 + Penalty 4526.846821 = -427597.178044 nChanged 2 SP:Iteration 26Q (851.391279 sec): 3 clusters Score: Raw -432124.526776 + Penalty 4526.846821 = -427597.679955 nChanged 4 SP:Iteration 27Q (851.504107 sec): 3 clusters Score: Raw -432125.445637 + Penalty 4526.846821 = -427598.598816 nChanged 4 SP:Iteration 28Q (851.640762 sec): 3 clusters Score: Raw -432126.811893 + Penalty 4526.846821 = -427599.965072 nChanged 6 SP:Iteration 29Q (851.745965 sec): 3 clusters Score: Raw -432128.065466 + Penalty 4526.846821 = -427601.218645 nChanged 4 SP:Iteration 30Q (851.849238 sec): 3 clusters Score: Raw -432129.588189 + Penalty 4526.846821 = -427602.741368 nChanged 4 SP:Iteration 31Q (851.958321 sec): 3 clusters Score: Raw -432130.761021 + Penalty 4526.846821 = -427603.914200 nChanged 6 SP:Iteration 32Q (852.082473 sec): 3 clusters Score: Raw -432132.951925 + Penalty 4526.846821 = -427606.105104 nChanged 8 SP:Iteration 33Q (852.190694 sec): 3 clusters Score: Raw -432135.032116 + Penalty 4526.846821 = -427608.185295 nChanged 8 SP:Iteration 34Q (852.330760 sec): 3 clusters Score: Raw -432137.160022 + Penalty 4526.846821 = -427610.313201 nChanged 4 SP:Iteration 35Q (852.420073 sec): 3 clusters Score: Raw -432138.294685 + Penalty 4526.846821 = -427611.447864 nChanged 2 SP:Iteration 36Q (852.548121 sec): 3 clusters Score: Raw -432139.632972 + Penalty 4526.846821 = -427612.786151 nChanged 2 SP:Iteration 37Q (852.670629 sec): 3 clusters Score: Raw -432140.195589 + Penalty 4526.846821 = -427613.348768 nChanged 1 SP:Iteration 38Q (852.772132 sec): 3 clusters Score: Raw -432140.693216 + Penalty 4526.846821 = -427613.846395 nChanged 0 SP:Iteration 39F (852.896902 sec): 3 clusters Score: Raw -432140.693216 + Penalty 4526.846821 = -427613.846395 nChanged 0 Trying to split cluster 2 (11976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (852.973509 sec): 2 clusters Score: Raw -1035861.743617 + Penalty 2479.134220 = -1033382.609396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.123533 sec): 3 clusters Score: Raw -1029403.177436 + Penalty 4958.268441 = -1024444.908995 nChanged 5018 SP:Iteration 1F (853.281201 sec): 3 clusters Score: Raw -1032231.539926 + Penalty 4958.268441 = -1027273.271485 nChanged 802 SP:Iteration 2F (853.448187 sec): 3 clusters Score: Raw -1032680.030862 + Penalty 4958.268441 = -1027721.762421 nChanged 721 SP:Iteration 3F (853.570230 sec): 3 clusters Score: Raw -1033136.803722 + Penalty 4958.268441 = -1028178.535281 nChanged 667 SP:Iteration 4F (853.704146 sec): 3 clusters Score: Raw -1033594.307174 + Penalty 4958.268441 = -1028636.038733 nChanged 636 SP:Iteration 5F (853.836069 sec): 3 clusters Score: Raw -1034099.776686 + Penalty 4958.268441 = -1029141.508245 nChanged 614 SP:Iteration 6F (853.994894 sec): 3 clusters Score: Raw -1034620.426092 + Penalty 4958.268441 = -1029662.157651 nChanged 624 SP:Iteration 7F (854.114914 sec): 3 clusters Score: Raw -1035121.645236 + Penalty 4958.268441 = -1030163.376795 nChanged 539 SP:Iteration 8Q (854.244012 sec): 3 clusters Score: Raw -1035492.775647 + Penalty 4958.268441 = -1030534.507206 nChanged 399 SP:Iteration 9Q (854.372652 sec): 3 clusters Score: Raw -1035734.148679 + Penalty 4958.268441 = -1030775.880238 nChanged 333 SP:Iteration 10Q (854.532077 sec): 3 clusters Score: Raw -1035909.482886 + Penalty 4958.268441 = -1030951.214445 nChanged 261 SP:Iteration 11Q (854.657779 sec): 3 clusters Score: Raw -1036027.922026 + Penalty 4958.268441 = -1031069.653585 nChanged 200 SP:Iteration 12Q (854.809946 sec): 3 clusters Score: Raw -1036111.633759 + Penalty 4958.268441 = -1031153.365318 nChanged 176 SP:Iteration 13Q (854.962466 sec): 3 clusters Score: Raw -1036183.450950 + Penalty 4958.268441 = -1031225.182510 nChanged 154 SP:Iteration 14Q (855.067345 sec): 3 clusters Score: Raw -1036240.431657 + Penalty 4958.268441 = -1031282.163216 nChanged 124 SP:Iteration 15Q (855.219470 sec): 3 clusters Score: Raw -1036286.889650 + Penalty 4958.268441 = -1031328.621209 nChanged 102 SP:Iteration 16Q (855.386587 sec): 3 clusters Score: Raw -1036325.140670 + Penalty 4958.268441 = -1031366.872229 nChanged 106 SP:Iteration 17Q (855.506441 sec): 3 clusters Score: Raw -1036360.123189 + Penalty 4958.268441 = -1031401.854748 nChanged 79 SP:Iteration 18Q (855.647343 sec): 3 clusters Score: Raw -1036379.224375 + Penalty 4958.268441 = -1031420.955934 nChanged 65 SP:Iteration 19Q (855.786291 sec): 3 clusters Score: Raw -1036393.721682 + Penalty 4958.268441 = -1031435.453241 nChanged 68 SP:Iteration 20F (855.943251 sec): 3 clusters Score: Raw -1036411.830826 + Penalty 4958.268441 = -1031453.562385 nChanged 57 SP:Iteration 21Q (856.071544 sec): 3 clusters Score: Raw -1036425.690498 + Penalty 4958.268441 = -1031467.422057 nChanged 47 SP:Iteration 22Q (856.219926 sec): 3 clusters Score: Raw -1036437.726632 + Penalty 4958.268441 = -1031479.458191 nChanged 53 SP:Iteration 23Q (856.345269 sec): 3 clusters Score: Raw -1036452.648727 + Penalty 4958.268441 = -1031494.380286 nChanged 53 SP:Iteration 24Q (856.498939 sec): 3 clusters Score: Raw -1036468.294212 + Penalty 4958.268441 = -1031510.025771 nChanged 48 SP:Iteration 25Q (856.628895 sec): 3 clusters Score: Raw -1036478.062528 + Penalty 4958.268441 = -1031519.794087 nChanged 37 SP:Iteration 26Q (856.772147 sec): 3 clusters Score: Raw -1036485.234704 + Penalty 4958.268441 = -1031526.966263 nChanged 31 SP:Iteration 27Q (856.932070 sec): 3 clusters Score: Raw -1036491.574467 + Penalty 4958.268441 = -1031533.306026 nChanged 30 SP:Iteration 28Q (857.097625 sec): 3 clusters Score: Raw -1036498.755806 + Penalty 4958.268441 = -1031540.487365 nChanged 28 SP:Iteration 29Q (857.261801 sec): 3 clusters Score: Raw -1036504.623796 + Penalty 4958.268441 = -1031546.355355 nChanged 30 SP:Iteration 30Q (857.386273 sec): 3 clusters Score: Raw -1036510.730429 + Penalty 4958.268441 = -1031552.461988 nChanged 31 SP:Iteration 31Q (857.535487 sec): 3 clusters Score: Raw -1036518.871862 + Penalty 4958.268441 = -1031560.603421 nChanged 33 SP:Iteration 32Q (857.671136 sec): 3 clusters Score: Raw -1036525.510759 + Penalty 4958.268441 = -1031567.242318 nChanged 28 SP:Iteration 33Q (857.801500 sec): 3 clusters Score: Raw -1036531.584511 + Penalty 4958.268441 = -1031573.316070 nChanged 31 SP:Iteration 34Q (857.964620 sec): 3 clusters Score: Raw -1036537.611135 + Penalty 4958.268441 = -1031579.342694 nChanged 29 SP:Iteration 35Q (858.095949 sec): 3 clusters Score: Raw -1036542.711835 + Penalty 4958.268441 = -1031584.443394 nChanged 25 SP:Iteration 36Q (858.253958 sec): 3 clusters Score: Raw -1036547.438310 + Penalty 4958.268441 = -1031589.169869 nChanged 12 SP:Iteration 37Q (858.374834 sec): 3 clusters Score: Raw -1036549.348950 + Penalty 4958.268441 = -1031591.080509 nChanged 14 SP:Iteration 38Q (858.509184 sec): 3 clusters Score: Raw -1036552.378393 + Penalty 4958.268441 = -1031594.109952 nChanged 18 SP:Iteration 39Q (858.691348 sec): 3 clusters Score: Raw -1036556.922714 + Penalty 4958.268441 = -1031598.654274 nChanged 23 SP:Iteration 40F (858.798887 sec): 3 clusters Score: Raw -1036561.768899 + Penalty 4958.268441 = -1031603.500458 nChanged 24 SP:Iteration 41Q (858.976374 sec): 3 clusters Score: Raw -1036565.707504 + Penalty 4958.268441 = -1031607.439063 nChanged 23 SP:Iteration 42Q (859.129106 sec): 3 clusters Score: Raw -1036570.273525 + Penalty 4958.268441 = -1031612.005084 nChanged 19 SP:Iteration 43Q (859.273377 sec): 3 clusters Score: Raw -1036573.918102 + Penalty 4958.268441 = -1031615.649661 nChanged 24 SP:Iteration 44Q (859.436793 sec): 3 clusters Score: Raw -1036578.959787 + Penalty 4958.268441 = -1031620.691346 nChanged 25 SP:Iteration 45Q (859.588601 sec): 3 clusters Score: Raw -1036584.787431 + Penalty 4958.268441 = -1031626.518990 nChanged 32 SP:Iteration 46Q (859.722915 sec): 3 clusters Score: Raw -1036592.334760 + Penalty 4958.268441 = -1031634.066319 nChanged 33 SP:Iteration 47Q (859.885582 sec): 3 clusters Score: Raw -1036599.227000 + Penalty 4958.268441 = -1031640.958559 nChanged 31 SP:Iteration 48Q (859.997702 sec): 3 clusters Score: Raw -1036605.018543 + Penalty 4958.268441 = -1031646.750102 nChanged 29 SP:Iteration 49Q (860.148019 sec): 3 clusters Score: Raw -1036611.977524 + Penalty 4958.268441 = -1031653.709083 nChanged 19 SP:Iteration 50Q (860.285715 sec): 3 clusters Score: Raw -1036615.071872 + Penalty 4958.268441 = -1031656.803431 nChanged 8 SP:Iteration 51Q (860.415520 sec): 3 clusters Score: Raw -1036616.442944 + Penalty 4958.268441 = -1031658.174503 nChanged 12 SP:Iteration 52Q (860.554547 sec): 3 clusters Score: Raw -1036618.287630 + Penalty 4958.268441 = -1031660.019189 nChanged 6 SP:Iteration 53Q (860.726322 sec): 3 clusters Score: Raw -1036619.247488 + Penalty 4958.268441 = -1031660.979047 nChanged 9 SP:Iteration 54Q (860.880472 sec): 3 clusters Score: Raw -1036620.702888 + Penalty 4958.268441 = -1031662.434447 nChanged 6 SP:Iteration 55Q (861.020572 sec): 3 clusters Score: Raw -1036622.123515 + Penalty 4958.268441 = -1031663.855074 nChanged 9 SP:Iteration 56Q (861.165840 sec): 3 clusters Score: Raw -1036623.337054 + Penalty 4958.268441 = -1031665.068613 nChanged 7 SP:Iteration 57Q (861.313437 sec): 3 clusters Score: Raw -1036624.115240 + Penalty 4958.268441 = -1031665.846799 nChanged 4 SP:Iteration 58Q (861.450473 sec): 3 clusters Score: Raw -1036624.652531 + Penalty 4958.268441 = -1031666.384090 nChanged 3 SP:Iteration 59Q (861.592017 sec): 3 clusters Score: Raw -1036625.211217 + Penalty 4958.268441 = -1031666.942776 nChanged 5 SP:Iteration 60F (861.752299 sec): 3 clusters Score: Raw -1036625.805742 + Penalty 4958.268441 = -1031667.537301 nChanged 4 SP:Iteration 61Q (861.877081 sec): 3 clusters Score: Raw -1036626.140109 + Penalty 4958.268441 = -1031667.871668 nChanged 2 SP:Iteration 62Q (862.022613 sec): 3 clusters Score: Raw -1036626.395513 + Penalty 4958.268441 = -1031668.127072 nChanged 2 SP:Iteration 63Q (862.181706 sec): 3 clusters Score: Raw -1036626.647960 + Penalty 4958.268441 = -1031668.379519 nChanged 1 SP:Iteration 64Q (862.283209 sec): 3 clusters Score: Raw -1036626.744455 + Penalty 4958.268441 = -1031668.476014 nChanged 2 SP:Iteration 65Q (862.416099 sec): 3 clusters Score: Raw -1036626.893576 + Penalty 4958.268441 = -1031668.625135 nChanged 0 SP:Iteration 66F (862.563865 sec): 3 clusters Score: Raw -1036626.893576 + Penalty 4958.268441 = -1031668.625135 nChanged 0 Trying to split cluster 3 (6736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.656902 sec): 2 clusters Score: Raw -479944.742023 + Penalty 2327.218491 = -477617.523532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.760677 sec): 3 clusters Score: Raw -476584.949614 + Penalty 4654.436982 = -471930.512633 nChanged 2695 SP:Iteration 1F (862.888660 sec): 3 clusters Score: Raw -478414.803380 + Penalty 4654.436982 = -473760.366398 nChanged 610 SP:Iteration 2F (863.001908 sec): 3 clusters Score: Raw -479286.688823 + Penalty 4654.436982 = -474632.251841 nChanged 650 SP:Iteration 3F (863.136976 sec): 3 clusters Score: Raw -480930.457453 + Penalty 4654.436982 = -476276.020472 nChanged 728 SP:Iteration 4F (863.280001 sec): 3 clusters Score: Raw -482829.948377 + Penalty 4654.436982 = -478175.511395 nChanged 689 SP:Iteration 5F (863.372537 sec): 3 clusters Score: Raw -484209.823725 + Penalty 4654.436982 = -479555.386744 nChanged 536 SP:Iteration 6F (863.489285 sec): 3 clusters Score: Raw -484977.496372 + Penalty 4654.436982 = -480323.059390 nChanged 360 SP:Iteration 7F (863.610067 sec): 3 clusters Score: Raw -485481.264719 + Penalty 4654.436982 = -480826.827738 nChanged 256 SP:Iteration 8Q (863.732563 sec): 3 clusters Score: Raw -485808.869341 + Penalty 4654.436982 = -481154.432360 nChanged 199 SP:Iteration 9Q (863.861631 sec): 3 clusters Score: Raw -485992.065740 + Penalty 4654.436982 = -481337.628759 nChanged 122 SP:Iteration 10Q (863.984970 sec): 3 clusters Score: Raw -486066.419226 + Penalty 4654.436982 = -481411.982244 nChanged 82 SP:Iteration 11Q (864.098041 sec): 3 clusters Score: Raw -486104.312449 + Penalty 4654.436982 = -481449.875467 nChanged 54 SP:Iteration 12Q (864.230733 sec): 3 clusters Score: Raw -486132.040310 + Penalty 4654.436982 = -481477.603329 nChanged 43 SP:Iteration 13Q (864.343576 sec): 3 clusters Score: Raw -486154.495191 + Penalty 4654.436982 = -481500.058209 nChanged 18 SP:Iteration 14Q (864.450286 sec): 3 clusters Score: Raw -486161.389486 + Penalty 4654.436982 = -481506.952504 nChanged 19 SP:Iteration 15Q (864.558232 sec): 3 clusters Score: Raw -486168.608175 + Penalty 4654.436982 = -481514.171194 nChanged 17 SP:Iteration 16Q (864.654347 sec): 3 clusters Score: Raw -486174.286679 + Penalty 4654.436982 = -481519.849697 nChanged 14 SP:Iteration 17Q (864.769997 sec): 3 clusters Score: Raw -486179.830581 + Penalty 4654.436982 = -481525.393599 nChanged 13 SP:Iteration 18Q (864.870656 sec): 3 clusters Score: Raw -486183.982092 + Penalty 4654.436982 = -481529.545111 nChanged 10 SP:Iteration 19Q (864.991344 sec): 3 clusters Score: Raw -486188.384754 + Penalty 4654.436982 = -481533.947773 nChanged 11 SP:Iteration 20F (865.103816 sec): 3 clusters Score: Raw -486191.677556 + Penalty 4654.436982 = -481537.240575 nChanged 14 SP:Iteration 21Q (865.224234 sec): 3 clusters Score: Raw -486196.099977 + Penalty 4654.436982 = -481541.662996 nChanged 12 SP:Iteration 22Q (865.326722 sec): 3 clusters Score: Raw -486199.576985 + Penalty 4654.436982 = -481545.140003 nChanged 12 SP:Iteration 23Q (865.452491 sec): 3 clusters Score: Raw -486202.623381 + Penalty 4654.436982 = -481548.186400 nChanged 7 SP:Iteration 24Q (865.553157 sec): 3 clusters Score: Raw -486204.021412 + Penalty 4654.436982 = -481549.584430 nChanged 8 SP:Iteration 25Q (865.671054 sec): 3 clusters Score: Raw -486205.651253 + Penalty 4654.436982 = -481551.214272 nChanged 7 SP:Iteration 26Q (865.805569 sec): 3 clusters Score: Raw -486207.156035 + Penalty 4654.436982 = -481552.719054 nChanged 3 SP:Iteration 27Q (865.896781 sec): 3 clusters Score: Raw -486207.806395 + Penalty 4654.436982 = -481553.369413 nChanged 6 SP:Iteration 28Q (865.952650 sec): 3 clusters Score: Raw -486209.002245 + Penalty 4654.436982 = -481554.565263 nChanged 3 SP:Iteration 29Q (866.079106 sec): 3 clusters Score: Raw -486209.885495 + Penalty 4654.436982 = -481555.448513 nChanged 7 SP:Iteration 30Q (866.202214 sec): 3 clusters Score: Raw -486210.934786 + Penalty 4654.436982 = -481556.497805 nChanged 2 SP:Iteration 31Q (866.323263 sec): 3 clusters Score: Raw -486211.364865 + Penalty 4654.436982 = -481556.927884 nChanged 2 SP:Iteration 32Q (866.425328 sec): 3 clusters Score: Raw -486211.603801 + Penalty 4654.436982 = -481557.166819 nChanged 0 SP:Iteration 33F (866.563809 sec): 3 clusters Score: Raw -486211.603801 + Penalty 4654.436982 = -481557.166819 nChanged 0 Score: Raw -11798702.192126 + Penalty 28252.410767 = -11770449.781359 Splitting cluster 3 changes total score from -11767319.759473 to -11770449.781359 So it's getting split into cluster 9. Trying to split cluster 4 (9077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (868.774798 sec): 2 clusters Score: Raw -749883.692389 + Penalty 2405.963741 = -747477.728647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (868.921770 sec): 3 clusters Score: Raw -745169.318783 + Penalty 4811.927483 = -740357.391300 nChanged 3662 SP:Iteration 1F (869.034540 sec): 3 clusters Score: Raw -747222.993095 + Penalty 4811.927483 = -742411.065612 nChanged 723 SP:Iteration 2F (869.184259 sec): 3 clusters Score: Raw -747752.635374 + Penalty 4811.927483 = -742940.707891 nChanged 661 SP:Iteration 3F (869.320017 sec): 3 clusters Score: Raw -748330.901789 + Penalty 4811.927483 = -743518.974307 nChanged 675 SP:Iteration 4F (869.446225 sec): 3 clusters Score: Raw -748962.882249 + Penalty 4811.927483 = -744150.954766 nChanged 651 SP:Iteration 5F (869.595637 sec): 3 clusters Score: Raw -749625.718214 + Penalty 4811.927483 = -744813.790731 nChanged 629 SP:Iteration 6F (869.725544 sec): 3 clusters Score: Raw -750244.971251 + Penalty 4811.927483 = -745433.043768 nChanged 518 SP:Iteration 7F (869.849963 sec): 3 clusters Score: Raw -750731.682071 + Penalty 4811.927483 = -745919.754588 nChanged 446 SP:Iteration 8Q (869.962870 sec): 3 clusters Score: Raw -751077.389180 + Penalty 4811.927483 = -746265.461697 nChanged 310 SP:Iteration 9Q (870.088736 sec): 3 clusters Score: Raw -751259.736304 + Penalty 4811.927483 = -746447.808821 nChanged 212 SP:Iteration 10Q (870.213304 sec): 3 clusters Score: Raw -751353.601432 + Penalty 4811.927483 = -746541.673950 nChanged 160 SP:Iteration 11Q (870.351842 sec): 3 clusters Score: Raw -751409.924464 + Penalty 4811.927483 = -746597.996981 nChanged 104 SP:Iteration 12Q (870.485289 sec): 3 clusters Score: Raw -751442.305344 + Penalty 4811.927483 = -746630.377861 nChanged 70 SP:Iteration 13Q (870.619825 sec): 3 clusters Score: Raw -751461.725255 + Penalty 4811.927483 = -746649.797772 nChanged 54 SP:Iteration 14Q (870.782493 sec): 3 clusters Score: Raw -751476.478145 + Penalty 4811.927483 = -746664.550662 nChanged 47 SP:Iteration 15Q (870.926472 sec): 3 clusters Score: Raw -751488.835534 + Penalty 4811.927483 = -746676.908051 nChanged 38 SP:Iteration 16Q (871.029350 sec): 3 clusters Score: Raw -751497.177757 + Penalty 4811.927483 = -746685.250274 nChanged 34 SP:Iteration 17Q (871.155313 sec): 3 clusters Score: Raw -751503.726072 + Penalty 4811.927483 = -746691.798590 nChanged 20 SP:Iteration 18Q (871.277201 sec): 3 clusters Score: Raw -751508.496822 + Penalty 4811.927483 = -746696.569339 nChanged 19 SP:Iteration 19Q (871.415564 sec): 3 clusters Score: Raw -751512.608007 + Penalty 4811.927483 = -746700.680524 nChanged 16 SP:Iteration 20F (871.541661 sec): 3 clusters Score: Raw -751515.942848 + Penalty 4811.927483 = -746704.015365 nChanged 19 SP:Iteration 21Q (871.677362 sec): 3 clusters Score: Raw -751520.695000 + Penalty 4811.927483 = -746708.767517 nChanged 16 SP:Iteration 22Q (871.794411 sec): 3 clusters Score: Raw -751524.314969 + Penalty 4811.927483 = -746712.387486 nChanged 10 SP:Iteration 23Q (871.915541 sec): 3 clusters Score: Raw -751526.256216 + Penalty 4811.927483 = -746714.328734 nChanged 11 SP:Iteration 24Q (872.047753 sec): 3 clusters Score: Raw -751529.324609 + Penalty 4811.927483 = -746717.397126 nChanged 24 SP:Iteration 25Q (872.194794 sec): 3 clusters Score: Raw -751534.610443 + Penalty 4811.927483 = -746722.682960 nChanged 22 SP:Iteration 26Q (872.306429 sec): 3 clusters Score: Raw -751539.112279 + Penalty 4811.927483 = -746727.184797 nChanged 19 SP:Iteration 27Q (872.455332 sec): 3 clusters Score: Raw -751543.482636 + Penalty 4811.927483 = -746731.555153 nChanged 18 SP:Iteration 28Q (872.569398 sec): 3 clusters Score: Raw -751547.294463 + Penalty 4811.927483 = -746735.366980 nChanged 17 SP:Iteration 29Q (872.710266 sec): 3 clusters Score: Raw -751550.973378 + Penalty 4811.927483 = -746739.045895 nChanged 21 SP:Iteration 30Q (872.849194 sec): 3 clusters Score: Raw -751554.951183 + Penalty 4811.927483 = -746743.023700 nChanged 15 SP:Iteration 31Q (872.959899 sec): 3 clusters Score: Raw -751557.863862 + Penalty 4811.927483 = -746745.936379 nChanged 13 SP:Iteration 32Q (873.076746 sec): 3 clusters Score: Raw -751560.783333 + Penalty 4811.927483 = -746748.855850 nChanged 13 SP:Iteration 33Q (873.203901 sec): 3 clusters Score: Raw -751562.807128 + Penalty 4811.927483 = -746750.879646 nChanged 9 SP:Iteration 34Q (873.337532 sec): 3 clusters Score: Raw -751564.870425 + Penalty 4811.927483 = -746752.942942 nChanged 8 SP:Iteration 35Q (873.498297 sec): 3 clusters Score: Raw -751565.943056 + Penalty 4811.927483 = -746754.015573 nChanged 6 SP:Iteration 36Q (873.645901 sec): 3 clusters Score: Raw -751566.730854 + Penalty 4811.927483 = -746754.803371 nChanged 6 SP:Iteration 37Q (873.781520 sec): 3 clusters Score: Raw -751568.136192 + Penalty 4811.927483 = -746756.208709 nChanged 8 SP:Iteration 38Q (873.925407 sec): 3 clusters Score: Raw -751569.688431 + Penalty 4811.927483 = -746757.760948 nChanged 5 SP:Iteration 39Q (874.042955 sec): 3 clusters Score: Raw -751571.061529 + Penalty 4811.927483 = -746759.134046 nChanged 8 SP:Iteration 40F (874.183332 sec): 3 clusters Score: Raw -751572.170829 + Penalty 4811.927483 = -746760.243346 nChanged 6 SP:Iteration 41Q (874.313059 sec): 3 clusters Score: Raw -751572.952838 + Penalty 4811.927483 = -746761.025355 nChanged 5 SP:Iteration 42Q (874.456450 sec): 3 clusters Score: Raw -751573.918340 + Penalty 4811.927483 = -746761.990857 nChanged 5 SP:Iteration 43Q (874.599165 sec): 3 clusters Score: Raw -751574.849514 + Penalty 4811.927483 = -746762.922031 nChanged 4 SP:Iteration 44Q (874.720611 sec): 3 clusters Score: Raw -751575.702394 + Penalty 4811.927483 = -746763.774912 nChanged 8 SP:Iteration 45Q (874.840568 sec): 3 clusters Score: Raw -751576.544250 + Penalty 4811.927483 = -746764.616767 nChanged 3 SP:Iteration 46Q (874.964784 sec): 3 clusters Score: Raw -751576.881212 + Penalty 4811.927483 = -746764.953730 nChanged 5 SP:Iteration 47Q (875.090440 sec): 3 clusters Score: Raw -751577.662873 + Penalty 4811.927483 = -746765.735390 nChanged 4 SP:Iteration 48Q (875.215653 sec): 3 clusters Score: Raw -751578.119967 + Penalty 4811.927483 = -746766.192484 nChanged 2 SP:Iteration 49Q (875.349952 sec): 3 clusters Score: Raw -751578.500811 + Penalty 4811.927483 = -746766.573329 nChanged 1 SP:Iteration 50Q (875.484960 sec): 3 clusters Score: Raw -751578.671420 + Penalty 4811.927483 = -746766.743938 nChanged 2 SP:Iteration 51Q (875.628108 sec): 3 clusters Score: Raw -751578.975450 + Penalty 4811.927483 = -746767.047967 nChanged 1 SP:Iteration 52Q (875.745402 sec): 3 clusters Score: Raw -751579.134064 + Penalty 4811.927483 = -746767.206581 nChanged 1 SP:Iteration 53Q (875.886364 sec): 3 clusters Score: Raw -751579.197113 + Penalty 4811.927483 = -746767.269630 nChanged 0 SP:Iteration 54F (876.011763 sec): 3 clusters Score: Raw -751579.197113 + Penalty 4811.927483 = -746767.269630 nChanged 0 Trying to split cluster 5 (25939 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (876.177652 sec): 2 clusters Score: Raw -1966339.698427 + Penalty 2683.164767 = -1963656.533660 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (876.354666 sec): 3 clusters Score: Raw -1951140.090299 + Penalty 5366.329535 = -1945773.760764 nChanged 11510 SP:Iteration 1F (876.564502 sec): 3 clusters Score: Raw -1958336.239634 + Penalty 5366.329535 = -1952969.910099 nChanged 2217 SP:Iteration 2F (876.781907 sec): 3 clusters Score: Raw -1960435.480013 + Penalty 5366.329535 = -1955069.150478 nChanged 2477 SP:Iteration 3F (876.948937 sec): 3 clusters Score: Raw -1963208.352381 + Penalty 5366.329535 = -1957842.022846 nChanged 2415 SP:Iteration 4F (877.174567 sec): 3 clusters Score: Raw -1965622.669362 + Penalty 5366.329535 = -1960256.339827 nChanged 1961 SP:Iteration 5F (877.343071 sec): 3 clusters Score: Raw -1967072.256530 + Penalty 5366.329535 = -1961705.926995 nChanged 1361 SP:Iteration 6F (877.548226 sec): 3 clusters Score: Raw -1967895.344757 + Penalty 5366.329535 = -1962529.015223 nChanged 1003 SP:Iteration 7Q (877.774409 sec): 3 clusters Score: Raw -1968422.972533 + Penalty 5366.329535 = -1963056.642998 nChanged 809 SP:Iteration 8Q (877.991172 sec): 3 clusters Score: Raw -1968792.633277 + Penalty 5366.329535 = -1963426.303743 nChanged 638 SP:Iteration 9Q (878.192223 sec): 3 clusters Score: Raw -1969034.077263 + Penalty 5366.329535 = -1963667.747728 nChanged 522 SP:Iteration 10Q (878.398616 sec): 3 clusters Score: Raw -1969213.879687 + Penalty 5366.329535 = -1963847.550152 nChanged 456 SP:Iteration 11Q (878.588257 sec): 3 clusters Score: Raw -1969359.390884 + Penalty 5366.329535 = -1963993.061350 nChanged 392 SP:Iteration 12Q (878.770757 sec): 3 clusters Score: Raw -1969484.944803 + Penalty 5366.329535 = -1964118.615269 nChanged 384 SP:Iteration 13Q (878.990276 sec): 3 clusters Score: Raw -1969610.608773 + Penalty 5366.329535 = -1964244.279239 nChanged 363 SP:Iteration 14Q (879.148449 sec): 3 clusters Score: Raw -1969737.953552 + Penalty 5366.329535 = -1964371.624017 nChanged 399 SP:Iteration 15Q (879.340283 sec): 3 clusters Score: Raw -1969879.496998 + Penalty 5366.329535 = -1964513.167463 nChanged 398 SP:Iteration 16Q (879.557367 sec): 3 clusters Score: Raw -1970023.388913 + Penalty 5366.329535 = -1964657.059378 nChanged 393 SP:Iteration 17Q (879.762198 sec): 3 clusters Score: Raw -1970164.204368 + Penalty 5366.329535 = -1964797.874833 nChanged 361 SP:Iteration 18Q (879.922962 sec): 3 clusters Score: Raw -1970278.256050 + Penalty 5366.329535 = -1964911.926515 nChanged 295 SP:Iteration 19Q (880.182017 sec): 3 clusters Score: Raw -1970353.758249 + Penalty 5366.329535 = -1964987.428714 nChanged 252 SP:Iteration 20F (880.316145 sec): 3 clusters Score: Raw -1970425.882518 + Penalty 5366.329535 = -1965059.552983 nChanged 259 SP:Iteration 21Q (880.506811 sec): 3 clusters Score: Raw -1970488.008043 + Penalty 5366.329535 = -1965121.678509 nChanged 234 SP:Iteration 22Q (880.703343 sec): 3 clusters Score: Raw -1970539.819177 + Penalty 5366.329535 = -1965173.489642 nChanged 217 SP:Iteration 23Q (880.926780 sec): 3 clusters Score: Raw -1970581.156037 + Penalty 5366.329535 = -1965214.826502 nChanged 198 SP:Iteration 24Q (881.114932 sec): 3 clusters Score: Raw -1970625.847186 + Penalty 5366.329535 = -1965259.517651 nChanged 184 SP:Iteration 25Q (881.304799 sec): 3 clusters Score: Raw -1970661.188170 + Penalty 5366.329535 = -1965294.858635 nChanged 153 SP:Iteration 26Q (881.505155 sec): 3 clusters Score: Raw -1970690.989703 + Penalty 5366.329535 = -1965324.660169 nChanged 157 SP:Iteration 27Q (881.666549 sec): 3 clusters Score: Raw -1970719.945397 + Penalty 5366.329535 = -1965353.615862 nChanged 144 SP:Iteration 28Q (881.864379 sec): 3 clusters Score: Raw -1970743.983242 + Penalty 5366.329535 = -1965377.653708 nChanged 150 SP:Iteration 29Q (882.062152 sec): 3 clusters Score: Raw -1970770.817290 + Penalty 5366.329535 = -1965404.487755 nChanged 161 SP:Iteration 30Q (882.225495 sec): 3 clusters Score: Raw -1970799.045493 + Penalty 5366.329535 = -1965432.715958 nChanged 142 SP:Iteration 31Q (882.444926 sec): 3 clusters Score: Raw -1970819.161142 + Penalty 5366.329535 = -1965452.831608 nChanged 117 SP:Iteration 32Q (882.642518 sec): 3 clusters Score: Raw -1970833.901176 + Penalty 5366.329535 = -1965467.571641 nChanged 72 SP:Iteration 33Q (882.810936 sec): 3 clusters Score: Raw -1970843.798264 + Penalty 5366.329535 = -1965477.468730 nChanged 72 SP:Iteration 34Q (882.990327 sec): 3 clusters Score: Raw -1970852.907638 + Penalty 5366.329535 = -1965486.578104 nChanged 61 SP:Iteration 35Q (883.150007 sec): 3 clusters Score: Raw -1970860.320320 + Penalty 5366.329535 = -1965493.990785 nChanged 57 SP:Iteration 36Q (883.350484 sec): 3 clusters Score: Raw -1970866.298899 + Penalty 5366.329535 = -1965499.969364 nChanged 55 SP:Iteration 37Q (883.548106 sec): 3 clusters Score: Raw -1970871.476213 + Penalty 5366.329535 = -1965505.146678 nChanged 46 SP:Iteration 38Q (883.724522 sec): 3 clusters Score: Raw -1970876.535135 + Penalty 5366.329535 = -1965510.205600 nChanged 36 SP:Iteration 39Q (883.910880 sec): 3 clusters Score: Raw -1970880.615432 + Penalty 5366.329535 = -1965514.285897 nChanged 39 SP:Iteration 40F (884.110060 sec): 3 clusters Score: Raw -1970884.960838 + Penalty 5366.329535 = -1965518.631303 nChanged 44 SP:Iteration 41Q (884.297906 sec): 3 clusters Score: Raw -1970888.919412 + Penalty 5366.329535 = -1965522.589877 nChanged 39 SP:Iteration 42Q (884.490320 sec): 3 clusters Score: Raw -1970892.615313 + Penalty 5366.329535 = -1965526.285778 nChanged 29 SP:Iteration 43Q (884.713052 sec): 3 clusters Score: Raw -1970895.972250 + Penalty 5366.329535 = -1965529.642715 nChanged 34 SP:Iteration 44Q (884.896306 sec): 3 clusters Score: Raw -1970899.865290 + Penalty 5366.329535 = -1965533.535755 nChanged 41 SP:Iteration 45Q (885.062083 sec): 3 clusters Score: Raw -1970904.016844 + Penalty 5366.329535 = -1965537.687309 nChanged 34 SP:Iteration 46Q (885.267995 sec): 3 clusters Score: Raw -1970907.924629 + Penalty 5366.329535 = -1965541.595094 nChanged 40 SP:Iteration 47Q (885.435769 sec): 3 clusters Score: Raw -1970912.098594 + Penalty 5366.329535 = -1965545.769059 nChanged 48 SP:Iteration 48Q (885.671417 sec): 3 clusters Score: Raw -1970917.219450 + Penalty 5366.329535 = -1965550.889916 nChanged 43 SP:Iteration 49Q (885.854308 sec): 3 clusters Score: Raw -1970921.640767 + Penalty 5366.329535 = -1965555.311232 nChanged 39 SP:Iteration 50Q (886.053910 sec): 3 clusters Score: Raw -1970925.824145 + Penalty 5366.329535 = -1965559.494610 nChanged 40 SP:Iteration 51Q (886.261341 sec): 3 clusters Score: Raw -1970930.175603 + Penalty 5366.329535 = -1965563.846068 nChanged 55 SP:Iteration 52Q (886.435021 sec): 3 clusters Score: Raw -1970936.348060 + Penalty 5366.329535 = -1965570.018525 nChanged 68 SP:Iteration 53Q (886.605704 sec): 3 clusters Score: Raw -1970943.058918 + Penalty 5366.329535 = -1965576.729383 nChanged 49 SP:Iteration 54Q (886.847474 sec): 3 clusters Score: Raw -1970948.639113 + Penalty 5366.329535 = -1965582.309578 nChanged 50 SP:Iteration 55Q (886.984862 sec): 3 clusters Score: Raw -1970953.812131 + Penalty 5366.329535 = -1965587.482596 nChanged 47 SP:Iteration 56Q (887.159804 sec): 3 clusters Score: Raw -1970959.528832 + Penalty 5366.329535 = -1965593.199298 nChanged 58 SP:Iteration 57Q (887.362546 sec): 3 clusters Score: Raw -1970966.806060 + Penalty 5366.329535 = -1965600.476525 nChanged 57 SP:Iteration 58Q (887.546926 sec): 3 clusters Score: Raw -1970974.753986 + Penalty 5366.329535 = -1965608.424451 nChanged 68 SP:Iteration 59Q (887.710356 sec): 3 clusters Score: Raw -1970984.567537 + Penalty 5366.329535 = -1965618.238002 nChanged 67 SP:Iteration 60F (887.911572 sec): 3 clusters Score: Raw -1970993.560375 + Penalty 5366.329535 = -1965627.230840 nChanged 83 SP:Iteration 61Q (888.086424 sec): 3 clusters Score: Raw -1971007.327357 + Penalty 5366.329535 = -1965640.997822 nChanged 91 SP:Iteration 62Q (888.256735 sec): 3 clusters Score: Raw -1971022.876516 + Penalty 5366.329535 = -1965656.546981 nChanged 98 SP:Iteration 63Q (888.448725 sec): 3 clusters Score: Raw -1971041.797976 + Penalty 5366.329535 = -1965675.468441 nChanged 120 SP:Iteration 64Q (888.659713 sec): 3 clusters Score: Raw -1971063.194737 + Penalty 5366.329535 = -1965696.865202 nChanged 110 SP:Iteration 65Q (888.835796 sec): 3 clusters Score: Raw -1971078.011734 + Penalty 5366.329535 = -1965711.682200 nChanged 89 SP:Iteration 66Q (889.017548 sec): 3 clusters Score: Raw -1971089.783717 + Penalty 5366.329535 = -1965723.454183 nChanged 76 SP:Iteration 67Q (889.210752 sec): 3 clusters Score: Raw -1971098.829333 + Penalty 5366.329535 = -1965732.499798 nChanged 53 SP:Iteration 68Q (889.379718 sec): 3 clusters Score: Raw -1971104.503302 + Penalty 5366.329535 = -1965738.173767 nChanged 53 SP:Iteration 69Q (889.561436 sec): 3 clusters Score: Raw -1971110.482177 + Penalty 5366.329535 = -1965744.152642 nChanged 51 SP:Iteration 70Q (889.762863 sec): 3 clusters Score: Raw -1971116.229287 + Penalty 5366.329535 = -1965749.899753 nChanged 40 SP:Iteration 71Q (889.975023 sec): 3 clusters Score: Raw -1971120.226989 + Penalty 5366.329535 = -1965753.897455 nChanged 40 SP:Iteration 72Q (890.117233 sec): 3 clusters Score: Raw -1971123.253931 + Penalty 5366.329535 = -1965756.924396 nChanged 32 SP:Iteration 73Q (890.327696 sec): 3 clusters Score: Raw -1971125.503777 + Penalty 5366.329535 = -1965759.174242 nChanged 23 SP:Iteration 74Q (890.487239 sec): 3 clusters Score: Raw -1971127.857685 + Penalty 5366.329535 = -1965761.528150 nChanged 23 SP:Iteration 75Q (890.697075 sec): 3 clusters Score: Raw -1971129.654528 + Penalty 5366.329535 = -1965763.324993 nChanged 22 SP:Iteration 76Q (890.900838 sec): 3 clusters Score: Raw -1971131.564943 + Penalty 5366.329535 = -1965765.235408 nChanged 19 SP:Iteration 77Q (891.109571 sec): 3 clusters Score: Raw -1971132.985597 + Penalty 5366.329535 = -1965766.656063 nChanged 12 SP:Iteration 78Q (891.279097 sec): 3 clusters Score: Raw -1971133.628997 + Penalty 5366.329535 = -1965767.299462 nChanged 7 SP:Iteration 79Q (891.473035 sec): 3 clusters Score: Raw -1971134.417994 + Penalty 5366.329535 = -1965768.088459 nChanged 10 SP:Iteration 80F (891.669944 sec): 3 clusters Score: Raw -1971135.228627 + Penalty 5366.329535 = -1965768.899092 nChanged 12 SP:Iteration 81Q (891.831988 sec): 3 clusters Score: Raw -1971135.896362 + Penalty 5366.329535 = -1965769.566827 nChanged 8 SP:Iteration 82Q (892.035900 sec): 3 clusters Score: Raw -1971136.435842 + Penalty 5366.329535 = -1965770.106307 nChanged 9 SP:Iteration 83Q (892.212174 sec): 3 clusters Score: Raw -1971137.251808 + Penalty 5366.329535 = -1965770.922273 nChanged 13 SP:Iteration 84Q (892.394036 sec): 3 clusters Score: Raw -1971138.610035 + Penalty 5366.329535 = -1965772.280500 nChanged 18 SP:Iteration 85Q (892.607041 sec): 3 clusters Score: Raw -1971139.991331 + Penalty 5366.329535 = -1965773.661796 nChanged 18 SP:Iteration 86Q (892.799716 sec): 3 clusters Score: Raw -1971141.664083 + Penalty 5366.329535 = -1965775.334548 nChanged 14 SP:Iteration 87Q (892.985521 sec): 3 clusters Score: Raw -1971142.534231 + Penalty 5366.329535 = -1965776.204696 nChanged 10 SP:Iteration 88Q (893.202987 sec): 3 clusters Score: Raw -1971142.939376 + Penalty 5366.329535 = -1965776.609842 nChanged 6 SP:Iteration 89Q (893.397704 sec): 3 clusters Score: Raw -1971143.195496 + Penalty 5366.329535 = -1965776.865962 nChanged 4 SP:Iteration 90Q (893.631095 sec): 3 clusters Score: Raw -1971143.390351 + Penalty 5366.329535 = -1965777.060817 nChanged 3 SP:Iteration 91Q (893.849369 sec): 3 clusters Score: Raw -1971143.513924 + Penalty 5366.329535 = -1965777.184389 nChanged 3 SP:Iteration 92Q (894.023028 sec): 3 clusters Score: Raw -1971143.629871 + Penalty 5366.329535 = -1965777.300336 nChanged 1 SP:Iteration 93Q (894.220698 sec): 3 clusters Score: Raw -1971143.727973 + Penalty 5366.329535 = -1965777.398439 nChanged 0 SP:Iteration 94F (894.384047 sec): 3 clusters Score: Raw -1971143.727973 + Penalty 5366.329535 = -1965777.398439 nChanged 0 Score: Raw -11803506.221672 + Penalty 31391.567519 = -11772114.654154 Splitting cluster 5 changes total score from -11767319.759473 to -11772114.654154 So it's getting split into cluster 10. Trying to split cluster 6 (65195 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (897.055220 sec): 2 clusters Score: Raw -5597334.200907 + Penalty 2926.476447 = -5594407.724459 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (897.428433 sec): 3 clusters Score: Raw -5556632.585110 + Penalty 5852.952895 = -5550779.632215 nChanged 30205 SP:Iteration 1F (897.725764 sec): 3 clusters Score: Raw -5573755.510735 + Penalty 5852.952895 = -5567902.557840 nChanged 3027 SP:Iteration 2Q (898.077830 sec): 3 clusters Score: Raw -5574747.769888 + Penalty 5852.952895 = -5568894.816994 nChanged 2868 SP:Iteration 3Q (898.409776 sec): 3 clusters Score: Raw -5575794.338561 + Penalty 5852.952895 = -5569941.385667 nChanged 3020 SP:Iteration 4Q (898.755314 sec): 3 clusters Score: Raw -5576987.449276 + Penalty 5852.952895 = -5571134.496381 nChanged 3144 SP:Iteration 5Q (899.137413 sec): 3 clusters Score: Raw -5578380.308580 + Penalty 5852.952895 = -5572527.355685 nChanged 3344 SP:Iteration 6F (899.484556 sec): 3 clusters Score: Raw -5579890.850048 + Penalty 5852.952895 = -5574037.897153 nChanged 3314 SP:Iteration 7F (899.770134 sec): 3 clusters Score: Raw -5581406.081297 + Penalty 5852.952895 = -5575553.128402 nChanged 3255 SP:Iteration 8Q (900.096623 sec): 3 clusters Score: Raw -5582924.371290 + Penalty 5852.952895 = -5577071.418396 nChanged 3084 SP:Iteration 9Q (900.404377 sec): 3 clusters Score: Raw -5584330.884903 + Penalty 5852.952895 = -5578477.932009 nChanged 2833 SP:Iteration 10Q (900.732332 sec): 3 clusters Score: Raw -5585566.383184 + Penalty 5852.952895 = -5579713.430290 nChanged 2509 SP:Iteration 11Q (901.041490 sec): 3 clusters Score: Raw -5586692.918605 + Penalty 5852.952895 = -5580839.965710 nChanged 2338 SP:Iteration 12Q (901.360509 sec): 3 clusters Score: Raw -5587847.692958 + Penalty 5852.952895 = -5581994.740063 nChanged 2150 SP:Iteration 13Q (901.703924 sec): 3 clusters Score: Raw -5589051.618540 + Penalty 5852.952895 = -5583198.665645 nChanged 2000 SP:Iteration 14Q (902.008815 sec): 3 clusters Score: Raw -5590277.460573 + Penalty 5852.952895 = -5584424.507678 nChanged 1835 SP:Iteration 15Q (902.347531 sec): 3 clusters Score: Raw -5591340.511833 + Penalty 5852.952895 = -5585487.558939 nChanged 1635 SP:Iteration 16Q (902.689933 sec): 3 clusters Score: Raw -5592218.666183 + Penalty 5852.952895 = -5586365.713288 nChanged 1360 SP:Iteration 17Q (903.017845 sec): 3 clusters Score: Raw -5592914.876597 + Penalty 5852.952895 = -5587061.923703 nChanged 1240 SP:Iteration 18Q (903.336287 sec): 3 clusters Score: Raw -5593536.644387 + Penalty 5852.952895 = -5587683.691492 nChanged 1182 SP:Iteration 19Q (903.627472 sec): 3 clusters Score: Raw -5594134.867424 + Penalty 5852.952895 = -5588281.914529 nChanged 1087 SP:Iteration 20F (903.961144 sec): 3 clusters Score: Raw -5594653.078340 + Penalty 5852.952895 = -5588800.125446 nChanged 960 SP:Iteration 21Q (904.295034 sec): 3 clusters Score: Raw -5595086.172528 + Penalty 5852.952895 = -5589233.219634 nChanged 943 SP:Iteration 22Q (904.604873 sec): 3 clusters Score: Raw -5595546.502041 + Penalty 5852.952895 = -5589693.549146 nChanged 899 SP:Iteration 23Q (904.920425 sec): 3 clusters Score: Raw -5595977.673846 + Penalty 5852.952895 = -5590124.720951 nChanged 791 SP:Iteration 24Q (905.229541 sec): 3 clusters Score: Raw -5596342.315792 + Penalty 5852.952895 = -5590489.362898 nChanged 705 SP:Iteration 25Q (905.546644 sec): 3 clusters Score: Raw -5596668.281716 + Penalty 5852.952895 = -5590815.328822 nChanged 644 SP:Iteration 26Q (905.849441 sec): 3 clusters Score: Raw -5596977.933119 + Penalty 5852.952895 = -5591124.980225 nChanged 567 SP:Iteration 27Q (906.148905 sec): 3 clusters Score: Raw -5597254.486058 + Penalty 5852.952895 = -5591401.533164 nChanged 546 SP:Iteration 28Q (906.456523 sec): 3 clusters Score: Raw -5597570.902829 + Penalty 5852.952895 = -5591717.949934 nChanged 525 SP:Iteration 29Q (906.761526 sec): 3 clusters Score: Raw -5597892.217497 + Penalty 5852.952895 = -5592039.264603 nChanged 464 SP:Iteration 30Q (907.052859 sec): 3 clusters Score: Raw -5598182.569769 + Penalty 5852.952895 = -5592329.616874 nChanged 444 SP:Iteration 31Q (907.345617 sec): 3 clusters Score: Raw -5598469.902917 + Penalty 5852.952895 = -5592616.950022 nChanged 372 SP:Iteration 32Q (907.680768 sec): 3 clusters Score: Raw -5598706.202394 + Penalty 5852.952895 = -5592853.249499 nChanged 356 SP:Iteration 33Q (907.993109 sec): 3 clusters Score: Raw -5598905.994612 + Penalty 5852.952895 = -5593053.041718 nChanged 302 SP:Iteration 34Q (908.274520 sec): 3 clusters Score: Raw -5599055.704457 + Penalty 5852.952895 = -5593202.751562 nChanged 252 SP:Iteration 35Q (908.561216 sec): 3 clusters Score: Raw -5599148.876380 + Penalty 5852.952895 = -5593295.923486 nChanged 224 SP:Iteration 36Q (908.865741 sec): 3 clusters Score: Raw -5599218.598091 + Penalty 5852.952895 = -5593365.645196 nChanged 153 SP:Iteration 37Q (909.154731 sec): 3 clusters Score: Raw -5599257.638429 + Penalty 5852.952895 = -5593404.685535 nChanged 109 SP:Iteration 38Q (909.446655 sec): 3 clusters Score: Raw -5599284.306105 + Penalty 5852.952895 = -5593431.353210 nChanged 104 SP:Iteration 39Q (909.740002 sec): 3 clusters Score: Raw -5599307.792825 + Penalty 5852.952895 = -5593454.839930 nChanged 87 SP:Iteration 40F (910.092381 sec): 3 clusters Score: Raw -5599324.381957 + Penalty 5852.952895 = -5593471.429062 nChanged 80 SP:Iteration 41Q (910.377413 sec): 3 clusters Score: Raw -5599335.903427 + Penalty 5852.952895 = -5593482.950533 nChanged 60 SP:Iteration 42Q (910.648226 sec): 3 clusters Score: Raw -5599346.238608 + Penalty 5852.952895 = -5593493.285713 nChanged 51 SP:Iteration 43Q (910.951765 sec): 3 clusters Score: Raw -5599355.071823 + Penalty 5852.952895 = -5593502.118929 nChanged 46 SP:Iteration 44Q (911.262290 sec): 3 clusters Score: Raw -5599361.878900 + Penalty 5852.952895 = -5593508.926005 nChanged 38 SP:Iteration 45Q (911.560940 sec): 3 clusters Score: Raw -5599366.855772 + Penalty 5852.952895 = -5593513.902878 nChanged 30 SP:Iteration 46Q (911.836043 sec): 3 clusters Score: Raw -5599370.867143 + Penalty 5852.952895 = -5593517.914249 nChanged 34 SP:Iteration 47Q (912.129186 sec): 3 clusters Score: Raw -5599375.137462 + Penalty 5852.952895 = -5593522.184567 nChanged 31 SP:Iteration 48Q (912.424070 sec): 3 clusters Score: Raw -5599379.321234 + Penalty 5852.952895 = -5593526.368339 nChanged 24 SP:Iteration 49Q (912.750094 sec): 3 clusters Score: Raw -5599382.506579 + Penalty 5852.952895 = -5593529.553684 nChanged 19 SP:Iteration 50Q (913.075914 sec): 3 clusters Score: Raw -5599384.463347 + Penalty 5852.952895 = -5593531.510452 nChanged 17 SP:Iteration 51Q (913.347952 sec): 3 clusters Score: Raw -5599386.390128 + Penalty 5852.952895 = -5593533.437234 nChanged 14 SP:Iteration 52Q (913.648674 sec): 3 clusters Score: Raw -5599388.004787 + Penalty 5852.952895 = -5593535.051893 nChanged 8 SP:Iteration 53Q (913.937636 sec): 3 clusters Score: Raw -5599388.859535 + Penalty 5852.952895 = -5593535.906641 nChanged 13 SP:Iteration 54Q (914.250413 sec): 3 clusters Score: Raw -5599390.220834 + Penalty 5852.952895 = -5593537.267939 nChanged 8 SP:Iteration 55Q (914.514360 sec): 3 clusters Score: Raw -5599390.779154 + Penalty 5852.952895 = -5593537.826259 nChanged 5 SP:Iteration 56Q (914.803211 sec): 3 clusters Score: Raw -5599391.142406 + Penalty 5852.952895 = -5593538.189511 nChanged 1 SP:Iteration 57Q (915.052356 sec): 3 clusters Score: Raw -5599391.234760 + Penalty 5852.952895 = -5593538.281865 nChanged 2 SP:Iteration 58Q (915.318602 sec): 3 clusters Score: Raw -5599391.364027 + Penalty 5852.952895 = -5593538.411133 nChanged 3 SP:Iteration 59Q (915.609590 sec): 3 clusters Score: Raw -5599391.670202 + Penalty 5852.952895 = -5593538.717307 nChanged 3 SP:Iteration 60F (915.925800 sec): 3 clusters Score: Raw -5599391.937924 + Penalty 5852.952895 = -5593538.985030 nChanged 1 SP:Iteration 61Q (916.221225 sec): 3 clusters Score: Raw -5599392.143500 + Penalty 5852.952895 = -5593539.190606 nChanged 3 SP:Iteration 62Q (916.540098 sec): 3 clusters Score: Raw -5599392.465582 + Penalty 5852.952895 = -5593539.512687 nChanged 2 SP:Iteration 63Q (916.822900 sec): 3 clusters Score: Raw -5599392.631180 + Penalty 5852.952895 = -5593539.678285 nChanged 2 SP:Iteration 64Q (917.112375 sec): 3 clusters Score: Raw -5599392.794577 + Penalty 5852.952895 = -5593539.841683 nChanged 3 SP:Iteration 65Q (917.400265 sec): 3 clusters Score: Raw -5599393.098136 + Penalty 5852.952895 = -5593540.145241 nChanged 2 SP:Iteration 66Q (917.704018 sec): 3 clusters Score: Raw -5599393.376058 + Penalty 5852.952895 = -5593540.423163 nChanged 1 SP:Iteration 67Q (917.973964 sec): 3 clusters Score: Raw -5599393.466327 + Penalty 5852.952895 = -5593540.513432 nChanged 2 SP:Iteration 68Q (918.258459 sec): 3 clusters Score: Raw -5599393.751885 + Penalty 5852.952895 = -5593540.798990 nChanged 2 SP:Iteration 69Q (918.516386 sec): 3 clusters Score: Raw -5599393.986963 + Penalty 5852.952895 = -5593541.034068 nChanged 3 SP:Iteration 70Q (918.811650 sec): 3 clusters Score: Raw -5599394.177341 + Penalty 5852.952895 = -5593541.224447 nChanged 1 SP:Iteration 71Q (919.095342 sec): 3 clusters Score: Raw -5599394.221649 + Penalty 5852.952895 = -5593541.268754 nChanged 1 SP:Iteration 72Q (919.404340 sec): 3 clusters Score: Raw -5599394.257628 + Penalty 5852.952895 = -5593541.304733 nChanged 2 SP:Iteration 73Q (919.678426 sec): 3 clusters Score: Raw -5599394.402499 + Penalty 5852.952895 = -5593541.449605 nChanged 2 SP:Iteration 74Q (919.921734 sec): 3 clusters Score: Raw -5599394.541923 + Penalty 5852.952895 = -5593541.589028 nChanged 4 SP:Iteration 75Q (920.217919 sec): 3 clusters Score: Raw -5599394.968674 + Penalty 5852.952895 = -5593542.015779 nChanged 4 SP:Iteration 76Q (920.525594 sec): 3 clusters Score: Raw -5599395.369800 + Penalty 5852.952895 = -5593542.416905 nChanged 4 SP:Iteration 77Q (920.802047 sec): 3 clusters Score: Raw -5599395.654853 + Penalty 5852.952895 = -5593542.701958 nChanged 0 SP:Iteration 78F (921.131742 sec): 3 clusters Score: Raw -5599395.654853 + Penalty 5852.952895 = -5593542.701958 nChanged 0 Trying to split cluster 7 (4053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (921.263187 sec): 2 clusters Score: Raw -252508.194854 + Penalty 2193.104133 = -250315.090721 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (921.406263 sec): 3 clusters Score: Raw -250807.418453 + Penalty 4386.208267 = -246421.210186 nChanged 1561 SP:Iteration 1F (921.519797 sec): 3 clusters Score: Raw -252720.754877 + Penalty 4386.208267 = -248334.546610 nChanged 577 SP:Iteration 2F (921.608785 sec): 3 clusters Score: Raw -254140.162070 + Penalty 4386.208267 = -249753.953803 nChanged 445 SP:Iteration 3F (921.728902 sec): 3 clusters Score: Raw -254945.847528 + Penalty 4386.208267 = -250559.639261 nChanged 253 SP:Iteration 4F (921.828566 sec): 3 clusters Score: Raw -255323.782610 + Penalty 4386.208267 = -250937.574343 nChanged 126 SP:Iteration 5Q (921.955089 sec): 3 clusters Score: Raw -255451.420945 + Penalty 4386.208267 = -251065.212679 nChanged 84 SP:Iteration 6Q (922.065231 sec): 3 clusters Score: Raw -255519.640701 + Penalty 4386.208267 = -251133.432434 nChanged 57 SP:Iteration 7Q (922.159697 sec): 3 clusters Score: Raw -255566.996398 + Penalty 4386.208267 = -251180.788131 nChanged 39 SP:Iteration 8Q (922.297758 sec): 3 clusters Score: Raw -255599.873434 + Penalty 4386.208267 = -251213.665167 nChanged 24 SP:Iteration 9Q (922.377372 sec): 3 clusters Score: Raw -255617.472842 + Penalty 4386.208267 = -251231.264575 nChanged 21 SP:Iteration 10Q (922.513501 sec): 3 clusters Score: Raw -255628.220980 + Penalty 4386.208267 = -251242.012714 nChanged 23 SP:Iteration 11Q (922.596717 sec): 3 clusters Score: Raw -255638.631464 + Penalty 4386.208267 = -251252.423197 nChanged 10 SP:Iteration 12Q (922.698530 sec): 3 clusters Score: Raw -255642.399668 + Penalty 4386.208267 = -251256.191401 nChanged 5 SP:Iteration 13Q (922.794369 sec): 3 clusters Score: Raw -255644.202801 + Penalty 4386.208267 = -251257.994534 nChanged 5 SP:Iteration 14Q (922.885824 sec): 3 clusters Score: Raw -255646.423086 + Penalty 4386.208267 = -251260.214819 nChanged 2 SP:Iteration 15Q (922.981708 sec): 3 clusters Score: Raw -255647.348424 + Penalty 4386.208267 = -251261.140157 nChanged 4 SP:Iteration 16Q (923.085192 sec): 3 clusters Score: Raw -255649.683630 + Penalty 4386.208267 = -251263.475363 nChanged 5 SP:Iteration 17Q (923.151673 sec): 3 clusters Score: Raw -255654.298710 + Penalty 4386.208267 = -251268.090443 nChanged 8 SP:Iteration 18Q (923.195288 sec): 3 clusters Score: Raw -255656.844307 + Penalty 4386.208267 = -251270.636040 nChanged 4 SP:Iteration 19Q (923.309990 sec): 3 clusters Score: Raw -255659.411481 + Penalty 4386.208267 = -251273.203214 nChanged 6 SP:Iteration 20F (923.443208 sec): 3 clusters Score: Raw -255661.728243 + Penalty 4386.208267 = -251275.519976 nChanged 10 SP:Iteration 21Q (923.546487 sec): 3 clusters Score: Raw -255666.521396 + Penalty 4386.208267 = -251280.313129 nChanged 9 SP:Iteration 22Q (923.596779 sec): 3 clusters Score: Raw -255669.823989 + Penalty 4386.208267 = -251283.615722 nChanged 2 SP:Iteration 23Q (923.639824 sec): 3 clusters Score: Raw -255670.329191 + Penalty 4386.208267 = -251284.120924 nChanged 1 SP:Iteration 24Q (923.685540 sec): 3 clusters Score: Raw -255670.741277 + Penalty 4386.208267 = -251284.533010 nChanged 0 SP:Iteration 25F (923.732684 sec): 3 clusters Score: Raw -255670.741277 + Penalty 4386.208267 = -251284.533010 nChanged 0 Score: Raw -11806668.768095 + Penalty 34530.724271 = -11772138.043825 Splitting cluster 7 changes total score from -11767319.759473 to -11772138.043825 So it's getting split into cluster 11. Trying to split cluster 8 (17636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.461547 sec): 2 clusters Score: Raw -1522274.133155 + Penalty 2581.312152 = -1519692.821003 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (926.647164 sec): 3 clusters Score: Raw -1512155.092409 + Penalty 5162.624305 = -1506992.468104 nChanged 7680 SP:Iteration 1F (926.786999 sec): 3 clusters Score: Raw -1516526.748756 + Penalty 5162.624305 = -1511364.124452 nChanged 1126 SP:Iteration 2F (926.967081 sec): 3 clusters Score: Raw -1517120.444110 + Penalty 5162.624305 = -1511957.819806 nChanged 1083 SP:Iteration 3F (927.166416 sec): 3 clusters Score: Raw -1517820.313875 + Penalty 5162.624305 = -1512657.689571 nChanged 1237 SP:Iteration 4F (927.355747 sec): 3 clusters Score: Raw -1518756.317202 + Penalty 5162.624305 = -1513593.692898 nChanged 1310 SP:Iteration 5F (927.540945 sec): 3 clusters Score: Raw -1519901.644242 + Penalty 5162.624305 = -1514739.019937 nChanged 1340 SP:Iteration 6F (927.696458 sec): 3 clusters Score: Raw -1521028.665781 + Penalty 5162.624305 = -1515866.041477 nChanged 1101 SP:Iteration 7F (927.865149 sec): 3 clusters Score: Raw -1521804.448436 + Penalty 5162.624305 = -1516641.824132 nChanged 819 SP:Iteration 8Q (928.017912 sec): 3 clusters Score: Raw -1522283.897059 + Penalty 5162.624305 = -1517121.272754 nChanged 600 SP:Iteration 9Q (928.202630 sec): 3 clusters Score: Raw -1522567.933834 + Penalty 5162.624305 = -1517405.309529 nChanged 439 SP:Iteration 10Q (928.372267 sec): 3 clusters Score: Raw -1522730.918072 + Penalty 5162.624305 = -1517568.293767 nChanged 310 SP:Iteration 11Q (928.524955 sec): 3 clusters Score: Raw -1522821.034534 + Penalty 5162.624305 = -1517658.410230 nChanged 225 SP:Iteration 12Q (928.689097 sec): 3 clusters Score: Raw -1522878.234915 + Penalty 5162.624305 = -1517715.610611 nChanged 175 SP:Iteration 13Q (928.847102 sec): 3 clusters Score: Raw -1522917.549406 + Penalty 5162.624305 = -1517754.925101 nChanged 120 SP:Iteration 14Q (929.030628 sec): 3 clusters Score: Raw -1522938.581230 + Penalty 5162.624305 = -1517775.956926 nChanged 90 SP:Iteration 15Q (929.217215 sec): 3 clusters Score: Raw -1522954.908132 + Penalty 5162.624305 = -1517792.283827 nChanged 85 SP:Iteration 16Q (929.374442 sec): 3 clusters Score: Raw -1522967.670697 + Penalty 5162.624305 = -1517805.046393 nChanged 68 SP:Iteration 17Q (929.553679 sec): 3 clusters Score: Raw -1522978.431327 + Penalty 5162.624305 = -1517815.807022 nChanged 54 SP:Iteration 18Q (929.707170 sec): 3 clusters Score: Raw -1522985.708642 + Penalty 5162.624305 = -1517823.084337 nChanged 44 SP:Iteration 19Q (929.892037 sec): 3 clusters Score: Raw -1522991.164418 + Penalty 5162.624305 = -1517828.540114 nChanged 44 SP:Iteration 20F (930.066299 sec): 3 clusters Score: Raw -1522996.387898 + Penalty 5162.624305 = -1517833.763594 nChanged 30 SP:Iteration 21Q (930.240416 sec): 3 clusters Score: Raw -1522999.088455 + Penalty 5162.624305 = -1517836.464150 nChanged 18 SP:Iteration 22Q (930.420203 sec): 3 clusters Score: Raw -1523000.894916 + Penalty 5162.624305 = -1517838.270612 nChanged 14 SP:Iteration 23Q (930.579911 sec): 3 clusters Score: Raw -1523002.108591 + Penalty 5162.624305 = -1517839.484287 nChanged 16 SP:Iteration 24Q (930.743131 sec): 3 clusters Score: Raw -1523003.656736 + Penalty 5162.624305 = -1517841.032431 nChanged 13 SP:Iteration 25Q (930.937752 sec): 3 clusters Score: Raw -1523004.764355 + Penalty 5162.624305 = -1517842.140050 nChanged 18 SP:Iteration 26Q (931.110302 sec): 3 clusters Score: Raw -1523006.318502 + Penalty 5162.624305 = -1517843.694198 nChanged 14 SP:Iteration 27Q (931.295404 sec): 3 clusters Score: Raw -1523007.399498 + Penalty 5162.624305 = -1517844.775193 nChanged 12 SP:Iteration 28Q (931.474363 sec): 3 clusters Score: Raw -1523008.384434 + Penalty 5162.624305 = -1517845.760130 nChanged 14 SP:Iteration 29Q (931.644798 sec): 3 clusters Score: Raw -1523009.743653 + Penalty 5162.624305 = -1517847.119349 nChanged 12 SP:Iteration 30Q (931.818689 sec): 3 clusters Score: Raw -1523010.809963 + Penalty 5162.624305 = -1517848.185658 nChanged 8 SP:Iteration 31Q (931.973708 sec): 3 clusters Score: Raw -1523011.521529 + Penalty 5162.624305 = -1517848.897224 nChanged 7 SP:Iteration 32Q (932.101962 sec): 3 clusters Score: Raw -1523012.402015 + Penalty 5162.624305 = -1517849.777710 nChanged 8 SP:Iteration 33Q (932.277618 sec): 3 clusters Score: Raw -1523013.014035 + Penalty 5162.624305 = -1517850.389731 nChanged 8 SP:Iteration 34Q (932.479124 sec): 3 clusters Score: Raw -1523013.775677 + Penalty 5162.624305 = -1517851.151373 nChanged 5 SP:Iteration 35Q (932.583783 sec): 3 clusters Score: Raw -1523014.305006 + Penalty 5162.624305 = -1517851.680701 nChanged 9 SP:Iteration 36Q (932.738394 sec): 3 clusters Score: Raw -1523015.296210 + Penalty 5162.624305 = -1517852.671905 nChanged 12 SP:Iteration 37Q (932.918325 sec): 3 clusters Score: Raw -1523016.301284 + Penalty 5162.624305 = -1517853.676979 nChanged 7 SP:Iteration 38Q (933.060500 sec): 3 clusters Score: Raw -1523016.733534 + Penalty 5162.624305 = -1517854.109229 nChanged 4 SP:Iteration 39Q (933.248191 sec): 3 clusters Score: Raw -1523017.090757 + Penalty 5162.624305 = -1517854.466453 nChanged 7 SP:Iteration 40F (933.458880 sec): 3 clusters Score: Raw -1523017.627788 + Penalty 5162.624305 = -1517855.003483 nChanged 5 SP:Iteration 41Q (933.595930 sec): 3 clusters Score: Raw -1523018.156503 + Penalty 5162.624305 = -1517855.532199 nChanged 9 SP:Iteration 42Q (933.756964 sec): 3 clusters Score: Raw -1523019.033662 + Penalty 5162.624305 = -1517856.409358 nChanged 6 SP:Iteration 43Q (933.895746 sec): 3 clusters Score: Raw -1523019.668323 + Penalty 5162.624305 = -1517857.044019 nChanged 9 SP:Iteration 44Q (934.059833 sec): 3 clusters Score: Raw -1523020.435143 + Penalty 5162.624305 = -1517857.810838 nChanged 10 SP:Iteration 45Q (934.223948 sec): 3 clusters Score: Raw -1523021.263016 + Penalty 5162.624305 = -1517858.638711 nChanged 5 SP:Iteration 46Q (934.378449 sec): 3 clusters Score: Raw -1523021.615508 + Penalty 5162.624305 = -1517858.991203 nChanged 4 SP:Iteration 47Q (934.539542 sec): 3 clusters Score: Raw -1523021.944992 + Penalty 5162.624305 = -1517859.320687 nChanged 6 SP:Iteration 48Q (934.716232 sec): 3 clusters Score: Raw -1523022.484773 + Penalty 5162.624305 = -1517859.860468 nChanged 5 SP:Iteration 49Q (934.886559 sec): 3 clusters Score: Raw -1523022.777165 + Penalty 5162.624305 = -1517860.152860 nChanged 3 SP:Iteration 50Q (935.059335 sec): 3 clusters Score: Raw -1523022.971571 + Penalty 5162.624305 = -1517860.347266 nChanged 2 SP:Iteration 51Q (935.195720 sec): 3 clusters Score: Raw -1523023.124128 + Penalty 5162.624305 = -1517860.499823 nChanged 2 SP:Iteration 52Q (935.362293 sec): 3 clusters Score: Raw -1523023.212125 + Penalty 5162.624305 = -1517860.587821 nChanged 3 SP:Iteration 53Q (935.576036 sec): 3 clusters Score: Raw -1523023.421658 + Penalty 5162.624305 = -1517860.797353 nChanged 3 SP:Iteration 54Q (935.760146 sec): 3 clusters Score: Raw -1523023.589689 + Penalty 5162.624305 = -1517860.965384 nChanged 1 SP:Iteration 55Q (935.929426 sec): 3 clusters Score: Raw -1523023.666188 + Penalty 5162.624305 = -1517861.041884 nChanged 2 SP:Iteration 56Q (936.087140 sec): 3 clusters Score: Raw -1523023.786812 + Penalty 5162.624305 = -1517861.162507 nChanged 1 SP:Iteration 57Q (936.257054 sec): 3 clusters Score: Raw -1523023.822493 + Penalty 5162.624305 = -1517861.198189 nChanged 1 SP:Iteration 58Q (936.407296 sec): 3 clusters Score: Raw -1523023.875413 + Penalty 5162.624305 = -1517861.251109 nChanged 1 SP:Iteration 59Q (936.599499 sec): 3 clusters Score: Raw -1523023.928609 + Penalty 5162.624305 = -1517861.304305 nChanged 1 SP:Iteration 60F (936.753679 sec): 3 clusters Score: Raw -1523024.002961 + Penalty 5162.624305 = -1517861.378656 nChanged 0 Iteration 99Q (938.841510 sec): 12 clusters Score: Raw -11809298.321888 + Penalty 34530.724271 = -11774767.597618 nChanged 3548 Iteration 100F (941.453714 sec): 12 clusters Score: Raw -11810964.519383 + Penalty 34530.724271 = -11776433.795112 nChanged 1895 Iteration 101Q (943.371701 sec): 12 clusters Score: Raw -11811534.281180 + Penalty 34530.724271 = -11777003.556909 nChanged 1123 Iteration 102Q (945.322133 sec): 12 clusters Score: Raw -11811827.822759 + Penalty 34530.724271 = -11777297.098488 nChanged 837 Iteration 103Q (947.347538 sec): 12 clusters Score: Raw -11812029.448420 + Penalty 34530.724271 = -11777498.724149 nChanged 712 Iteration 104Q (949.283649 sec): 12 clusters Score: Raw -11812176.341315 + Penalty 34530.724271 = -11777645.617044 nChanged 600 Iteration 105Q (950.988951 sec): 12 clusters Score: Raw -11812285.732472 + Penalty 34530.724271 = -11777755.008202 nChanged 518 Iteration 106Q (952.558959 sec): 12 clusters Score: Raw -11812378.101335 + Penalty 34530.724271 = -11777847.377065 nChanged 452 Iteration 107Q (954.181787 sec): 12 clusters Score: Raw -11812446.230933 + Penalty 34530.724271 = -11777915.506663 nChanged 375 Iteration 108Q (955.848952 sec): 12 clusters Score: Raw -11812498.856987 + Penalty 34530.724271 = -11777968.132716 nChanged 345 Iteration 109Q (957.476531 sec): 12 clusters Score: Raw -11812544.900117 + Penalty 34530.724271 = -11778014.175847 nChanged 317 Iteration 110Q (959.201368 sec): 12 clusters Score: Raw -11812588.246849 + Penalty 34530.724271 = -11778057.522579 nChanged 287 Iteration 111Q (960.799800 sec): 12 clusters Score: Raw -11812624.309890 + Penalty 34530.724271 = -11778093.585619 nChanged 260 Iteration 112Q (962.457863 sec): 12 clusters Score: Raw -11812655.821741 + Penalty 34530.724271 = -11778125.097471 nChanged 262 Iteration 113Q (963.997075 sec): 12 clusters Score: Raw -11812687.271153 + Penalty 34530.724271 = -11778156.546882 nChanged 238 Iteration 114Q (965.601204 sec): 12 clusters Score: Raw -11812716.804183 + Penalty 34530.724271 = -11778186.079912 nChanged 242 Iteration 115Q (967.268981 sec): 12 clusters Score: Raw -11812744.698011 + Penalty 34530.724271 = -11778213.973740 nChanged 215 Iteration 116Q (968.907366 sec): 12 clusters Score: Raw -11812768.008292 + Penalty 34530.724271 = -11778237.284021 nChanged 196 Iteration 117Q (970.530037 sec): 12 clusters Score: Raw -11812789.977286 + Penalty 34530.724271 = -11778259.253015 nChanged 215 Iteration 118Q (972.166580 sec): 12 clusters Score: Raw -11812815.113460 + Penalty 34530.724271 = -11778284.389189 nChanged 206 Iteration 119Q (973.606739 sec): 12 clusters Score: Raw -11812837.788497 + Penalty 34530.724271 = -11778307.064226 nChanged 196 Iteration 120F (975.909539 sec): 12 clusters Score: Raw -11812856.004533 + Penalty 34530.724271 = -11778325.280263 nChanged 183 Iteration 121Q (977.562673 sec): 12 clusters Score: Raw -11812874.273117 + Penalty 34530.724271 = -11778343.548847 nChanged 172 Iteration 122Q (979.470037 sec): 12 clusters Score: Raw -11812889.870865 + Penalty 34530.724271 = -11778359.146595 nChanged 157 Iteration 123Q (981.296535 sec): 12 clusters Score: Raw -11812902.937432 + Penalty 34530.724271 = -11778372.213162 nChanged 153 Iteration 124Q (983.231376 sec): 12 clusters Score: Raw -11812915.609147 + Penalty 34530.724271 = -11778384.884877 nChanged 138 Iteration 125Q (985.120274 sec): 12 clusters Score: Raw -11812928.456136 + Penalty 34530.724271 = -11778397.731865 nChanged 129 Iteration 126Q (987.060831 sec): 12 clusters Score: Raw -11812940.653781 + Penalty 34530.724271 = -11778409.929511 nChanged 130 Iteration 127Q (988.913179 sec): 12 clusters Score: Raw -11812952.632205 + Penalty 34530.724271 = -11778421.907935 nChanged 132 Iteration 128Q (990.797171 sec): 12 clusters Score: Raw -11812964.811640 + Penalty 34530.724271 = -11778434.087369 nChanged 119 Iteration 129Q (992.610353 sec): 12 clusters Score: Raw -11812975.850316 + Penalty 34530.724271 = -11778445.126045 nChanged 115 Iteration 130Q (994.557191 sec): 12 clusters Score: Raw -11812985.494786 + Penalty 34530.724271 = -11778454.770515 nChanged 119 Iteration 131Q (996.375506 sec): 12 clusters Score: Raw -11812997.273499 + Penalty 34530.724271 = -11778466.549229 nChanged 111 Iteration 132Q (998.277674 sec): 12 clusters Score: Raw -11813007.266568 + Penalty 34530.724271 = -11778476.542297 nChanged 109 Iteration 133Q (1000.149455 sec): 12 clusters Score: Raw -11813018.002700 + Penalty 34530.724271 = -11778487.278430 nChanged 106 Iteration 134Q (1002.118109 sec): 12 clusters Score: Raw -11813028.421845 + Penalty 34530.724271 = -11778497.697575 nChanged 101 Iteration 135Q (1004.003068 sec): 12 clusters Score: Raw -11813036.517116 + Penalty 34530.724271 = -11778505.792845 nChanged 88 Iteration 136Q (1005.903978 sec): 12 clusters Score: Raw -11813042.918591 + Penalty 34530.724271 = -11778512.194320 nChanged 73 Iteration 137Q (1007.827169 sec): 12 clusters Score: Raw -11813047.687362 + Penalty 34530.724271 = -11778516.963091 nChanged 60 Iteration 138Q (1009.644356 sec): 12 clusters Score: Raw -11813052.004275 + Penalty 34530.724271 = -11778521.280004 nChanged 61 Writing temp clu file Because OldScore, -11778516.963091, is greater than current (better) Score,-11778521.280004 Compute initial score before splitting: Score: Raw -11813052.004275 + Penalty 34530.724271 = -11778521.280004 Trying to split cluster 1 (5261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1009.858153 sec): 2 clusters Score: Raw -430669.512728 + Penalty 2261.972170 = -428407.540558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1010.016879 sec): 3 clusters Score: Raw -428173.499202 + Penalty 4523.944340 = -423649.554862 nChanged 2042 SP:Iteration 1F (1010.138529 sec): 3 clusters Score: Raw -429658.908766 + Penalty 4523.944340 = -425134.964426 nChanged 579 SP:Iteration 2F (1010.250544 sec): 3 clusters Score: Raw -430353.293060 + Penalty 4523.944340 = -425829.348720 nChanged 471 SP:Iteration 3F (1010.343631 sec): 3 clusters Score: Raw -430919.790461 + Penalty 4523.944340 = -426395.846121 nChanged 401 SP:Iteration 4F (1010.474167 sec): 3 clusters Score: Raw -431316.645662 + Penalty 4523.944340 = -426792.701322 nChanged 287 SP:Iteration 5F (1010.602211 sec): 3 clusters Score: Raw -431554.705713 + Penalty 4523.944340 = -427030.761373 nChanged 196 SP:Iteration 6Q (1010.717541 sec): 3 clusters Score: Raw -431692.085691 + Penalty 4523.944340 = -427168.141351 nChanged 144 SP:Iteration 7Q (1010.846089 sec): 3 clusters Score: Raw -431789.810075 + Penalty 4523.944340 = -427265.865735 nChanged 120 SP:Iteration 8Q (1010.938491 sec): 3 clusters Score: Raw -431857.743086 + Penalty 4523.944340 = -427333.798746 nChanged 80 SP:Iteration 9Q (1011.053678 sec): 3 clusters Score: Raw -431905.149457 + Penalty 4523.944340 = -427381.205117 nChanged 76 SP:Iteration 10Q (1011.160356 sec): 3 clusters Score: Raw -431941.685468 + Penalty 4523.944340 = -427417.741128 nChanged 62 SP:Iteration 11Q (1011.268277 sec): 3 clusters Score: Raw -431974.102573 + Penalty 4523.944340 = -427450.158233 nChanged 37 SP:Iteration 12Q (1011.384525 sec): 3 clusters Score: Raw -431989.313348 + Penalty 4523.944340 = -427465.369007 nChanged 19 SP:Iteration 13Q (1011.519808 sec): 3 clusters Score: Raw -431996.579946 + Penalty 4523.944340 = -427472.635606 nChanged 12 SP:Iteration 14Q (1011.635868 sec): 3 clusters Score: Raw -432001.472986 + Penalty 4523.944340 = -427477.528646 nChanged 16 SP:Iteration 15Q (1011.758037 sec): 3 clusters Score: Raw -432006.942409 + Penalty 4523.944340 = -427482.998069 nChanged 11 SP:Iteration 16Q (1011.881918 sec): 3 clusters Score: Raw -432009.966959 + Penalty 4523.944340 = -427486.022619 nChanged 6 SP:Iteration 17Q (1011.995948 sec): 3 clusters Score: Raw -432011.862506 + Penalty 4523.944340 = -427487.918166 nChanged 9 SP:Iteration 18Q (1012.126945 sec): 3 clusters Score: Raw -432014.880992 + Penalty 4523.944340 = -427490.936651 nChanged 6 SP:Iteration 19Q (1012.240711 sec): 3 clusters Score: Raw -432016.494504 + Penalty 4523.944340 = -427492.550163 nChanged 5 SP:Iteration 20F (1012.358022 sec): 3 clusters Score: Raw -432018.186167 + Penalty 4523.944340 = -427494.241826 nChanged 10 SP:Iteration 21Q (1012.448588 sec): 3 clusters Score: Raw -432021.547282 + Penalty 4523.944340 = -427497.602942 nChanged 7 SP:Iteration 22Q (1012.583925 sec): 3 clusters Score: Raw -432023.595118 + Penalty 4523.944340 = -427499.650778 nChanged 3 SP:Iteration 23Q (1012.682788 sec): 3 clusters Score: Raw -432024.292565 + Penalty 4523.944340 = -427500.348225 nChanged 1 SP:Iteration 24Q (1012.797275 sec): 3 clusters Score: Raw -432024.668437 + Penalty 4523.944340 = -427500.724097 nChanged 1 SP:Iteration 25Q (1012.905772 sec): 3 clusters Score: Raw -432024.915606 + Penalty 4523.944340 = -427500.971266 nChanged 0 SP:Iteration 26F (1013.042803 sec): 3 clusters Score: Raw -432024.915606 + Penalty 4523.944340 = -427500.971266 nChanged 0 Trying to split cluster 2 (12142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1013.169693 sec): 2 clusters Score: Raw -1049995.493989 + Penalty 2482.768410 = -1047512.725579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1013.326105 sec): 3 clusters Score: Raw -1043293.941236 + Penalty 4965.536820 = -1038328.404416 nChanged 5137 SP:Iteration 1F (1013.496215 sec): 3 clusters Score: Raw -1046070.531782 + Penalty 4965.536820 = -1041104.994962 nChanged 874 SP:Iteration 2F (1013.632625 sec): 3 clusters Score: Raw -1046530.649519 + Penalty 4965.536820 = -1041565.112699 nChanged 725 SP:Iteration 3F (1013.755763 sec): 3 clusters Score: Raw -1046900.744957 + Penalty 4965.536820 = -1041935.208137 nChanged 580 SP:Iteration 4Q (1013.902062 sec): 3 clusters Score: Raw -1047227.379322 + Penalty 4965.536820 = -1042261.842502 nChanged 557 SP:Iteration 5Q (1014.061032 sec): 3 clusters Score: Raw -1047564.258588 + Penalty 4965.536820 = -1042598.721768 nChanged 602 SP:Iteration 6Q (1014.198655 sec): 3 clusters Score: Raw -1047991.668233 + Penalty 4965.536820 = -1043026.131413 nChanged 633 SP:Iteration 7F (1014.327327 sec): 3 clusters Score: Raw -1048496.670894 + Penalty 4965.536820 = -1043531.134074 nChanged 689 SP:Iteration 8F (1014.456627 sec): 3 clusters Score: Raw -1049038.735649 + Penalty 4965.536820 = -1044073.198829 nChanged 675 SP:Iteration 9F (1014.613949 sec): 3 clusters Score: Raw -1049569.679085 + Penalty 4965.536820 = -1044604.142265 nChanged 609 SP:Iteration 10F (1014.788052 sec): 3 clusters Score: Raw -1050005.365534 + Penalty 4965.536820 = -1045039.828714 nChanged 518 SP:Iteration 11Q (1014.997395 sec): 3 clusters Score: Raw -1050320.606334 + Penalty 4965.536820 = -1045355.069514 nChanged 399 SP:Iteration 12Q (1015.165031 sec): 3 clusters Score: Raw -1050520.392323 + Penalty 4965.536820 = -1045554.855503 nChanged 298 SP:Iteration 13Q (1015.313154 sec): 3 clusters Score: Raw -1050630.337860 + Penalty 4965.536820 = -1045664.801040 nChanged 218 SP:Iteration 14Q (1015.498825 sec): 3 clusters Score: Raw -1050705.402922 + Penalty 4965.536820 = -1045739.866102 nChanged 171 SP:Iteration 15Q (1015.622941 sec): 3 clusters Score: Raw -1050749.768609 + Penalty 4965.536820 = -1045784.231788 nChanged 120 SP:Iteration 16Q (1015.789185 sec): 3 clusters Score: Raw -1050779.181233 + Penalty 4965.536820 = -1045813.644413 nChanged 96 SP:Iteration 17Q (1015.926176 sec): 3 clusters Score: Raw -1050801.695614 + Penalty 4965.536820 = -1045836.158794 nChanged 79 SP:Iteration 18Q (1016.075484 sec): 3 clusters Score: Raw -1050823.656230 + Penalty 4965.536820 = -1045858.119410 nChanged 81 SP:Iteration 19Q (1016.224446 sec): 3 clusters Score: Raw -1050840.985428 + Penalty 4965.536820 = -1045875.448608 nChanged 66 SP:Iteration 20F (1016.359556 sec): 3 clusters Score: Raw -1050853.762858 + Penalty 4965.536820 = -1045888.226038 nChanged 53 SP:Iteration 21Q (1016.478262 sec): 3 clusters Score: Raw -1050865.237317 + Penalty 4965.536820 = -1045899.700496 nChanged 52 SP:Iteration 22Q (1016.642301 sec): 3 clusters Score: Raw -1050878.404104 + Penalty 4965.536820 = -1045912.867284 nChanged 61 SP:Iteration 23Q (1016.796826 sec): 3 clusters Score: Raw -1050893.841363 + Penalty 4965.536820 = -1045928.304543 nChanged 56 SP:Iteration 24Q (1016.930897 sec): 3 clusters Score: Raw -1050910.666261 + Penalty 4965.536820 = -1045945.129441 nChanged 65 SP:Iteration 25Q (1017.056146 sec): 3 clusters Score: Raw -1050930.682118 + Penalty 4965.536820 = -1045965.145298 nChanged 68 SP:Iteration 26Q (1017.197787 sec): 3 clusters Score: Raw -1050953.713026 + Penalty 4965.536820 = -1045988.176206 nChanged 70 SP:Iteration 27Q (1017.329932 sec): 3 clusters Score: Raw -1050975.738935 + Penalty 4965.536820 = -1046010.202115 nChanged 65 SP:Iteration 28Q (1017.500334 sec): 3 clusters Score: Raw -1050991.740376 + Penalty 4965.536820 = -1046026.203556 nChanged 55 SP:Iteration 29Q (1017.635695 sec): 3 clusters Score: Raw -1051004.919847 + Penalty 4965.536820 = -1046039.383027 nChanged 48 SP:Iteration 30Q (1017.788391 sec): 3 clusters Score: Raw -1051014.105425 + Penalty 4965.536820 = -1046048.568605 nChanged 38 SP:Iteration 31Q (1017.930347 sec): 3 clusters Score: Raw -1051021.495412 + Penalty 4965.536820 = -1046055.958592 nChanged 34 SP:Iteration 32Q (1018.095076 sec): 3 clusters Score: Raw -1051028.379159 + Penalty 4965.536820 = -1046062.842338 nChanged 37 SP:Iteration 33Q (1018.216033 sec): 3 clusters Score: Raw -1051036.571775 + Penalty 4965.536820 = -1046071.034955 nChanged 30 SP:Iteration 34Q (1018.354731 sec): 3 clusters Score: Raw -1051043.029570 + Penalty 4965.536820 = -1046077.492749 nChanged 26 SP:Iteration 35Q (1018.504106 sec): 3 clusters Score: Raw -1051048.647666 + Penalty 4965.536820 = -1046083.110846 nChanged 28 SP:Iteration 36Q (1018.636287 sec): 3 clusters Score: Raw -1051054.221870 + Penalty 4965.536820 = -1046088.685050 nChanged 28 SP:Iteration 37Q (1018.795753 sec): 3 clusters Score: Raw -1051060.054382 + Penalty 4965.536820 = -1046094.517562 nChanged 29 SP:Iteration 38Q (1018.923742 sec): 3 clusters Score: Raw -1051065.082340 + Penalty 4965.536820 = -1046099.545520 nChanged 23 SP:Iteration 39Q (1019.061264 sec): 3 clusters Score: Raw -1051068.966420 + Penalty 4965.536820 = -1046103.429600 nChanged 25 SP:Iteration 40F (1019.219504 sec): 3 clusters Score: Raw -1051074.443240 + Penalty 4965.536820 = -1046108.906420 nChanged 31 SP:Iteration 41Q (1019.314412 sec): 3 clusters Score: Raw -1051081.209344 + Penalty 4965.536820 = -1046115.672523 nChanged 33 SP:Iteration 42Q (1019.453823 sec): 3 clusters Score: Raw -1051088.161045 + Penalty 4965.536820 = -1046122.624225 nChanged 30 SP:Iteration 43Q (1019.574465 sec): 3 clusters Score: Raw -1051093.826397 + Penalty 4965.536820 = -1046128.289576 nChanged 30 SP:Iteration 44Q (1019.755739 sec): 3 clusters Score: Raw -1051098.813823 + Penalty 4965.536820 = -1046133.277002 nChanged 27 SP:Iteration 45Q (1019.876796 sec): 3 clusters Score: Raw -1051103.579567 + Penalty 4965.536820 = -1046138.042746 nChanged 20 SP:Iteration 46Q (1020.024615 sec): 3 clusters Score: Raw -1051108.809509 + Penalty 4965.536820 = -1046143.272689 nChanged 25 SP:Iteration 47Q (1020.142233 sec): 3 clusters Score: Raw -1051114.616199 + Penalty 4965.536820 = -1046149.079379 nChanged 28 SP:Iteration 48Q (1020.259589 sec): 3 clusters Score: Raw -1051121.621748 + Penalty 4965.536820 = -1046156.084928 nChanged 34 SP:Iteration 49Q (1020.409776 sec): 3 clusters Score: Raw -1051129.764288 + Penalty 4965.536820 = -1046164.227468 nChanged 32 SP:Iteration 50Q (1020.561016 sec): 3 clusters Score: Raw -1051135.988724 + Penalty 4965.536820 = -1046170.451904 nChanged 27 SP:Iteration 51Q (1020.684990 sec): 3 clusters Score: Raw -1051141.361916 + Penalty 4965.536820 = -1046175.825096 nChanged 14 SP:Iteration 52Q (1020.832987 sec): 3 clusters Score: Raw -1051143.737682 + Penalty 4965.536820 = -1046178.200862 nChanged 11 SP:Iteration 53Q (1021.013756 sec): 3 clusters Score: Raw -1051145.820020 + Penalty 4965.536820 = -1046180.283200 nChanged 11 SP:Iteration 54Q (1021.142124 sec): 3 clusters Score: Raw -1051146.940376 + Penalty 4965.536820 = -1046181.403555 nChanged 5 SP:Iteration 55Q (1021.308826 sec): 3 clusters Score: Raw -1051147.478202 + Penalty 4965.536820 = -1046181.941382 nChanged 3 SP:Iteration 56Q (1021.465747 sec): 3 clusters Score: Raw -1051147.947098 + Penalty 4965.536820 = -1046182.410278 nChanged 2 SP:Iteration 57Q (1021.533202 sec): 3 clusters Score: Raw -1051148.351679 + Penalty 4965.536820 = -1046182.814859 nChanged 5 SP:Iteration 58Q (1021.669617 sec): 3 clusters Score: Raw -1051148.892891 + Penalty 4965.536820 = -1046183.356070 nChanged 3 SP:Iteration 59Q (1021.796521 sec): 3 clusters Score: Raw -1051149.375681 + Penalty 4965.536820 = -1046183.838861 nChanged 5 SP:Iteration 60F (1021.982444 sec): 3 clusters Score: Raw -1051150.012747 + Penalty 4965.536820 = -1046184.475927 nChanged 6 SP:Iteration 61Q (1022.127528 sec): 3 clusters Score: Raw -1051151.040909 + Penalty 4965.536820 = -1046185.504089 nChanged 8 SP:Iteration 62Q (1022.269019 sec): 3 clusters Score: Raw -1051152.223120 + Penalty 4965.536820 = -1046186.686300 nChanged 7 SP:Iteration 63Q (1022.442713 sec): 3 clusters Score: Raw -1051153.211292 + Penalty 4965.536820 = -1046187.674472 nChanged 8 SP:Iteration 64Q (1022.584145 sec): 3 clusters Score: Raw -1051154.419374 + Penalty 4965.536820 = -1046188.882554 nChanged 9 SP:Iteration 65Q (1022.717464 sec): 3 clusters Score: Raw -1051155.446782 + Penalty 4965.536820 = -1046189.909962 nChanged 5 SP:Iteration 66Q (1022.873838 sec): 3 clusters Score: Raw -1051156.099516 + Penalty 4965.536820 = -1046190.562696 nChanged 3 SP:Iteration 67Q (1023.010551 sec): 3 clusters Score: Raw -1051156.466041 + Penalty 4965.536820 = -1046190.929221 nChanged 1 SP:Iteration 68Q (1023.171059 sec): 3 clusters Score: Raw -1051156.528905 + Penalty 4965.536820 = -1046190.992085 nChanged 0 SP:Iteration 69F (1023.342160 sec): 3 clusters Score: Raw -1051156.528905 + Penalty 4965.536820 = -1046190.992085 nChanged 0 Trying to split cluster 3 (4025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1023.425110 sec): 2 clusters Score: Raw -293789.187050 + Penalty 2191.273970 = -291597.913079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1023.515190 sec): 3 clusters Score: Raw -292015.002916 + Penalty 4382.547940 = -287632.454976 nChanged 1502 SP:Iteration 1F (1023.641699 sec): 3 clusters Score: Raw -293109.983955 + Penalty 4382.547940 = -288727.436014 nChanged 367 SP:Iteration 2F (1023.759044 sec): 3 clusters Score: Raw -293515.894103 + Penalty 4382.547940 = -289133.346163 nChanged 293 SP:Iteration 3F (1023.877137 sec): 3 clusters Score: Raw -293868.375341 + Penalty 4382.547940 = -289485.827400 nChanged 254 SP:Iteration 4F (1023.996936 sec): 3 clusters Score: Raw -294121.654848 + Penalty 4382.547940 = -289739.106908 nChanged 207 SP:Iteration 5F (1024.137213 sec): 3 clusters Score: Raw -294331.915104 + Penalty 4382.547940 = -289949.367164 nChanged 163 SP:Iteration 6Q (1024.227170 sec): 3 clusters Score: Raw -294474.034309 + Penalty 4382.547940 = -290091.486369 nChanged 129 SP:Iteration 7Q (1024.338955 sec): 3 clusters Score: Raw -294565.161737 + Penalty 4382.547940 = -290182.613797 nChanged 98 SP:Iteration 8Q (1024.463171 sec): 3 clusters Score: Raw -294631.985588 + Penalty 4382.547940 = -290249.437648 nChanged 71 SP:Iteration 9Q (1024.588457 sec): 3 clusters Score: Raw -294678.077135 + Penalty 4382.547940 = -290295.529195 nChanged 48 SP:Iteration 10Q (1024.679532 sec): 3 clusters Score: Raw -294705.692639 + Penalty 4382.547940 = -290323.144699 nChanged 37 SP:Iteration 11Q (1024.792663 sec): 3 clusters Score: Raw -294727.154627 + Penalty 4382.547940 = -290344.606687 nChanged 28 SP:Iteration 12Q (1024.907435 sec): 3 clusters Score: Raw -294741.086432 + Penalty 4382.547940 = -290358.538492 nChanged 26 SP:Iteration 13Q (1025.031638 sec): 3 clusters Score: Raw -294751.151780 + Penalty 4382.547940 = -290368.603840 nChanged 17 SP:Iteration 14Q (1025.169432 sec): 3 clusters Score: Raw -294759.803652 + Penalty 4382.547940 = -290377.255711 nChanged 17 SP:Iteration 15Q (1025.293764 sec): 3 clusters Score: Raw -294766.418475 + Penalty 4382.547940 = -290383.870534 nChanged 17 SP:Iteration 16Q (1025.413776 sec): 3 clusters Score: Raw -294773.537976 + Penalty 4382.547940 = -290390.990036 nChanged 18 SP:Iteration 17Q (1025.521177 sec): 3 clusters Score: Raw -294779.875042 + Penalty 4382.547940 = -290397.327102 nChanged 9 SP:Iteration 18Q (1025.638824 sec): 3 clusters Score: Raw -294784.523523 + Penalty 4382.547940 = -290401.975583 nChanged 10 SP:Iteration 19Q (1025.755850 sec): 3 clusters Score: Raw -294788.290525 + Penalty 4382.547940 = -290405.742585 nChanged 8 SP:Iteration 20F (1025.875311 sec): 3 clusters Score: Raw -294792.486430 + Penalty 4382.547940 = -290409.938490 nChanged 14 SP:Iteration 21Q (1026.004448 sec): 3 clusters Score: Raw -294797.994685 + Penalty 4382.547940 = -290415.446745 nChanged 9 SP:Iteration 22Q (1026.108099 sec): 3 clusters Score: Raw -294805.777313 + Penalty 4382.547940 = -290423.229373 nChanged 16 SP:Iteration 23Q (1026.239699 sec): 3 clusters Score: Raw -294812.914011 + Penalty 4382.547940 = -290430.366071 nChanged 11 SP:Iteration 24Q (1026.326611 sec): 3 clusters Score: Raw -294817.482176 + Penalty 4382.547940 = -290434.934236 nChanged 8 SP:Iteration 25Q (1026.442269 sec): 3 clusters Score: Raw -294821.929569 + Penalty 4382.547940 = -290439.381628 nChanged 11 SP:Iteration 26Q (1026.571355 sec): 3 clusters Score: Raw -294826.124009 + Penalty 4382.547940 = -290443.576069 nChanged 5 SP:Iteration 27Q (1026.699424 sec): 3 clusters Score: Raw -294828.220589 + Penalty 4382.547940 = -290445.672649 nChanged 5 SP:Iteration 28Q (1026.840160 sec): 3 clusters Score: Raw -294829.462966 + Penalty 4382.547940 = -290446.915026 nChanged 3 SP:Iteration 29Q (1026.929834 sec): 3 clusters Score: Raw -294831.379230 + Penalty 4382.547940 = -290448.831290 nChanged 4 SP:Iteration 30Q (1027.041980 sec): 3 clusters Score: Raw -294833.153088 + Penalty 4382.547940 = -290450.605148 nChanged 5 SP:Iteration 31Q (1027.160445 sec): 3 clusters Score: Raw -294834.512657 + Penalty 4382.547940 = -290451.964716 nChanged 4 SP:Iteration 32Q (1027.308234 sec): 3 clusters Score: Raw -294835.811757 + Penalty 4382.547940 = -290453.263817 nChanged 7 SP:Iteration 33Q (1027.411951 sec): 3 clusters Score: Raw -294838.308995 + Penalty 4382.547940 = -290455.761055 nChanged 2 SP:Iteration 34Q (1027.536539 sec): 3 clusters Score: Raw -294838.756374 + Penalty 4382.547940 = -290456.208434 nChanged 0 SP:Iteration 35F (1027.648358 sec): 3 clusters Score: Raw -294838.756374 + Penalty 4382.547940 = -290456.208434 nChanged 0 Trying to split cluster 4 (9104 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.752721 sec): 2 clusters Score: Raw -769434.215519 + Penalty 2406.747857 = -767027.467662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.899667 sec): 3 clusters Score: Raw -764555.577814 + Penalty 4813.495715 = -759742.082100 nChanged 3785 SP:Iteration 1F (1028.023852 sec): 3 clusters Score: Raw -766850.859879 + Penalty 4813.495715 = -762037.364164 nChanged 757 SP:Iteration 2F (1028.164052 sec): 3 clusters Score: Raw -767471.064427 + Penalty 4813.495715 = -762657.568713 nChanged 681 SP:Iteration 3F (1028.307011 sec): 3 clusters Score: Raw -768055.174414 + Penalty 4813.495715 = -763241.678699 nChanged 628 SP:Iteration 4F (1028.449704 sec): 3 clusters Score: Raw -768568.601524 + Penalty 4813.495715 = -763755.105810 nChanged 581 SP:Iteration 5F (1028.599243 sec): 3 clusters Score: Raw -769087.183121 + Penalty 4813.495715 = -764273.687407 nChanged 555 SP:Iteration 6F (1028.750296 sec): 3 clusters Score: Raw -769559.874986 + Penalty 4813.495715 = -764746.379272 nChanged 482 SP:Iteration 7F (1028.913190 sec): 3 clusters Score: Raw -769907.656077 + Penalty 4813.495715 = -765094.160362 nChanged 353 SP:Iteration 8Q (1029.020596 sec): 3 clusters Score: Raw -770112.693871 + Penalty 4813.495715 = -765299.198156 nChanged 239 SP:Iteration 9Q (1029.151824 sec): 3 clusters Score: Raw -770233.100762 + Penalty 4813.495715 = -765419.605047 nChanged 178 SP:Iteration 10Q (1029.300222 sec): 3 clusters Score: Raw -770317.306493 + Penalty 4813.495715 = -765503.810778 nChanged 152 SP:Iteration 11Q (1029.435762 sec): 3 clusters Score: Raw -770381.762609 + Penalty 4813.495715 = -765568.266895 nChanged 121 SP:Iteration 12Q (1029.560204 sec): 3 clusters Score: Raw -770429.283231 + Penalty 4813.495715 = -765615.787517 nChanged 106 SP:Iteration 13Q (1029.697023 sec): 3 clusters Score: Raw -770463.563967 + Penalty 4813.495715 = -765650.068253 nChanged 75 SP:Iteration 14Q (1029.814928 sec): 3 clusters Score: Raw -770484.990614 + Penalty 4813.495715 = -765671.494899 nChanged 63 SP:Iteration 15Q (1029.976362 sec): 3 clusters Score: Raw -770500.022524 + Penalty 4813.495715 = -765686.526809 nChanged 49 SP:Iteration 16Q (1030.082428 sec): 3 clusters Score: Raw -770511.411963 + Penalty 4813.495715 = -765697.916248 nChanged 41 SP:Iteration 17Q (1030.198836 sec): 3 clusters Score: Raw -770521.887142 + Penalty 4813.495715 = -765708.391428 nChanged 44 SP:Iteration 18Q (1030.328168 sec): 3 clusters Score: Raw -770533.269782 + Penalty 4813.495715 = -765719.774067 nChanged 42 SP:Iteration 19Q (1030.470921 sec): 3 clusters Score: Raw -770542.329836 + Penalty 4813.495715 = -765728.834122 nChanged 33 SP:Iteration 20F (1030.626980 sec): 3 clusters Score: Raw -770550.603768 + Penalty 4813.495715 = -765737.108053 nChanged 27 SP:Iteration 21Q (1030.780352 sec): 3 clusters Score: Raw -770556.655678 + Penalty 4813.495715 = -765743.159963 nChanged 22 SP:Iteration 22Q (1030.915063 sec): 3 clusters Score: Raw -770562.167787 + Penalty 4813.495715 = -765748.672073 nChanged 13 SP:Iteration 23Q (1031.014618 sec): 3 clusters Score: Raw -770565.484932 + Penalty 4813.495715 = -765751.989218 nChanged 14 SP:Iteration 24Q (1031.154671 sec): 3 clusters Score: Raw -770568.629475 + Penalty 4813.495715 = -765755.133761 nChanged 13 SP:Iteration 25Q (1031.291779 sec): 3 clusters Score: Raw -770571.588123 + Penalty 4813.495715 = -765758.092408 nChanged 14 SP:Iteration 26Q (1031.423949 sec): 3 clusters Score: Raw -770574.023331 + Penalty 4813.495715 = -765760.527616 nChanged 14 SP:Iteration 27Q (1031.566289 sec): 3 clusters Score: Raw -770576.910800 + Penalty 4813.495715 = -765763.415085 nChanged 10 SP:Iteration 28Q (1031.730440 sec): 3 clusters Score: Raw -770578.645600 + Penalty 4813.495715 = -765765.149886 nChanged 3 SP:Iteration 29Q (1031.868925 sec): 3 clusters Score: Raw -770579.146421 + Penalty 4813.495715 = -765765.650706 nChanged 3 SP:Iteration 30Q (1032.003313 sec): 3 clusters Score: Raw -770579.619280 + Penalty 4813.495715 = -765766.123565 nChanged 1 SP:Iteration 31Q (1032.144446 sec): 3 clusters Score: Raw -770579.832948 + Penalty 4813.495715 = -765766.337234 nChanged 2 SP:Iteration 32Q (1032.290526 sec): 3 clusters Score: Raw -770580.160669 + Penalty 4813.495715 = -765766.664955 nChanged 0 SP:Iteration 33F (1032.444407 sec): 3 clusters Score: Raw -770580.160669 + Penalty 4813.495715 = -765766.664955 nChanged 0 Trying to split cluster 5 (15264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1032.576001 sec): 2 clusters Score: Raw -1174407.276294 + Penalty 2543.178632 = -1171864.097662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1032.720634 sec): 3 clusters Score: Raw -1165765.085294 + Penalty 5086.357264 = -1160678.728030 nChanged 6569 SP:Iteration 1F (1032.894919 sec): 3 clusters Score: Raw -1169677.718813 + Penalty 5086.357264 = -1164591.361549 nChanged 1127 SP:Iteration 2F (1033.043115 sec): 3 clusters Score: Raw -1170278.684308 + Penalty 5086.357264 = -1165192.327044 nChanged 897 SP:Iteration 3F (1033.206831 sec): 3 clusters Score: Raw -1170787.203199 + Penalty 5086.357264 = -1165700.845935 nChanged 832 SP:Iteration 4F (1033.384145 sec): 3 clusters Score: Raw -1171248.974576 + Penalty 5086.357264 = -1166162.617312 nChanged 773 SP:Iteration 5F (1033.527001 sec): 3 clusters Score: Raw -1171672.453486 + Penalty 5086.357264 = -1166586.096222 nChanged 692 SP:Iteration 6Q (1033.689599 sec): 3 clusters Score: Raw -1172064.336455 + Penalty 5086.357264 = -1166977.979191 nChanged 649 SP:Iteration 7Q (1033.854696 sec): 3 clusters Score: Raw -1172428.981439 + Penalty 5086.357264 = -1167342.624175 nChanged 618 SP:Iteration 8Q (1033.998410 sec): 3 clusters Score: Raw -1172741.160339 + Penalty 5086.357264 = -1167654.803075 nChanged 544 SP:Iteration 9Q (1034.139661 sec): 3 clusters Score: Raw -1173040.634281 + Penalty 5086.357264 = -1167954.277017 nChanged 521 SP:Iteration 10Q (1034.312631 sec): 3 clusters Score: Raw -1173309.646540 + Penalty 5086.357264 = -1168223.289277 nChanged 481 SP:Iteration 11Q (1034.481350 sec): 3 clusters Score: Raw -1173575.753109 + Penalty 5086.357264 = -1168489.395846 nChanged 440 SP:Iteration 12Q (1034.617866 sec): 3 clusters Score: Raw -1173818.563137 + Penalty 5086.357264 = -1168732.205873 nChanged 427 SP:Iteration 13Q (1034.712952 sec): 3 clusters Score: Raw -1174044.079833 + Penalty 5086.357264 = -1168957.722569 nChanged 383 SP:Iteration 14Q (1034.810029 sec): 3 clusters Score: Raw -1174244.134332 + Penalty 5086.357264 = -1169157.777069 nChanged 391 SP:Iteration 15Q (1034.951544 sec): 3 clusters Score: Raw -1174479.834370 + Penalty 5086.357264 = -1169393.477106 nChanged 341 SP:Iteration 16Q (1035.131201 sec): 3 clusters Score: Raw -1174662.999952 + Penalty 5086.357264 = -1169576.642688 nChanged 306 SP:Iteration 17Q (1035.291822 sec): 3 clusters Score: Raw -1174801.077274 + Penalty 5086.357264 = -1169714.720010 nChanged 253 SP:Iteration 18Q (1035.500414 sec): 3 clusters Score: Raw -1174896.385753 + Penalty 5086.357264 = -1169810.028489 nChanged 226 SP:Iteration 19Q (1035.696182 sec): 3 clusters Score: Raw -1174983.639165 + Penalty 5086.357264 = -1169897.281902 nChanged 218 SP:Iteration 20F (1035.841021 sec): 3 clusters Score: Raw -1175053.251897 + Penalty 5086.357264 = -1169966.894633 nChanged 166 SP:Iteration 21Q (1035.989391 sec): 3 clusters Score: Raw -1175100.755822 + Penalty 5086.357264 = -1170014.398558 nChanged 153 SP:Iteration 22Q (1036.144462 sec): 3 clusters Score: Raw -1175139.777117 + Penalty 5086.357264 = -1170053.419853 nChanged 114 SP:Iteration 23Q (1036.346686 sec): 3 clusters Score: Raw -1175168.504574 + Penalty 5086.357264 = -1170082.147310 nChanged 89 SP:Iteration 24Q (1036.489006 sec): 3 clusters Score: Raw -1175197.964394 + Penalty 5086.357264 = -1170111.607130 nChanged 110 SP:Iteration 25Q (1036.667644 sec): 3 clusters Score: Raw -1175227.252350 + Penalty 5086.357264 = -1170140.895086 nChanged 104 SP:Iteration 26Q (1036.815755 sec): 3 clusters Score: Raw -1175253.632732 + Penalty 5086.357264 = -1170167.275469 nChanged 94 SP:Iteration 27Q (1036.970549 sec): 3 clusters Score: Raw -1175278.086836 + Penalty 5086.357264 = -1170191.729572 nChanged 76 SP:Iteration 28Q (1037.129094 sec): 3 clusters Score: Raw -1175293.891079 + Penalty 5086.357264 = -1170207.533815 nChanged 53 SP:Iteration 29Q (1037.313593 sec): 3 clusters Score: Raw -1175304.144978 + Penalty 5086.357264 = -1170217.787714 nChanged 49 SP:Iteration 30Q (1037.453384 sec): 3 clusters Score: Raw -1175315.589512 + Penalty 5086.357264 = -1170229.232248 nChanged 51 SP:Iteration 31Q (1037.612905 sec): 3 clusters Score: Raw -1175325.482945 + Penalty 5086.357264 = -1170239.125681 nChanged 56 SP:Iteration 32Q (1037.794259 sec): 3 clusters Score: Raw -1175335.841169 + Penalty 5086.357264 = -1170249.483905 nChanged 44 SP:Iteration 33Q (1037.948328 sec): 3 clusters Score: Raw -1175343.093906 + Penalty 5086.357264 = -1170256.736642 nChanged 44 SP:Iteration 34Q (1038.101919 sec): 3 clusters Score: Raw -1175352.282467 + Penalty 5086.357264 = -1170265.925203 nChanged 48 SP:Iteration 35Q (1038.226888 sec): 3 clusters Score: Raw -1175360.312373 + Penalty 5086.357264 = -1170273.955110 nChanged 43 SP:Iteration 36Q (1038.415097 sec): 3 clusters Score: Raw -1175369.444407 + Penalty 5086.357264 = -1170283.087143 nChanged 54 SP:Iteration 37Q (1038.566171 sec): 3 clusters Score: Raw -1175383.857094 + Penalty 5086.357264 = -1170297.499830 nChanged 70 SP:Iteration 38Q (1038.715963 sec): 3 clusters Score: Raw -1175402.336021 + Penalty 5086.357264 = -1170315.978757 nChanged 63 SP:Iteration 39Q (1038.881317 sec): 3 clusters Score: Raw -1175418.887567 + Penalty 5086.357264 = -1170332.530303 nChanged 70 SP:Iteration 40F (1039.031628 sec): 3 clusters Score: Raw -1175435.238910 + Penalty 5086.357264 = -1170348.881646 nChanged 70 SP:Iteration 41Q (1039.222832 sec): 3 clusters Score: Raw -1175453.739032 + Penalty 5086.357264 = -1170367.381768 nChanged 74 SP:Iteration 42Q (1039.375036 sec): 3 clusters Score: Raw -1175474.709194 + Penalty 5086.357264 = -1170388.351931 nChanged 80 SP:Iteration 43Q (1039.519196 sec): 3 clusters Score: Raw -1175493.208698 + Penalty 5086.357264 = -1170406.851434 nChanged 70 SP:Iteration 44Q (1039.649475 sec): 3 clusters Score: Raw -1175513.647859 + Penalty 5086.357264 = -1170427.290595 nChanged 68 SP:Iteration 45Q (1039.790474 sec): 3 clusters Score: Raw -1175529.423350 + Penalty 5086.357264 = -1170443.066086 nChanged 65 SP:Iteration 46Q (1039.936492 sec): 3 clusters Score: Raw -1175543.692551 + Penalty 5086.357264 = -1170457.335287 nChanged 48 SP:Iteration 47Q (1040.102616 sec): 3 clusters Score: Raw -1175555.468305 + Penalty 5086.357264 = -1170469.111041 nChanged 47 SP:Iteration 48Q (1040.247508 sec): 3 clusters Score: Raw -1175566.645755 + Penalty 5086.357264 = -1170480.288491 nChanged 44 SP:Iteration 49Q (1040.424598 sec): 3 clusters Score: Raw -1175577.785874 + Penalty 5086.357264 = -1170491.428610 nChanged 42 SP:Iteration 50Q (1040.562473 sec): 3 clusters Score: Raw -1175587.891617 + Penalty 5086.357264 = -1170501.534353 nChanged 38 SP:Iteration 51Q (1040.691725 sec): 3 clusters Score: Raw -1175597.330036 + Penalty 5086.357264 = -1170510.972773 nChanged 39 SP:Iteration 52Q (1040.843858 sec): 3 clusters Score: Raw -1175604.751692 + Penalty 5086.357264 = -1170518.394428 nChanged 38 SP:Iteration 53Q (1040.994516 sec): 3 clusters Score: Raw -1175612.237947 + Penalty 5086.357264 = -1170525.880683 nChanged 42 SP:Iteration 54Q (1041.130144 sec): 3 clusters Score: Raw -1175620.871094 + Penalty 5086.357264 = -1170534.513830 nChanged 35 SP:Iteration 55Q (1041.297881 sec): 3 clusters Score: Raw -1175626.583059 + Penalty 5086.357264 = -1170540.225795 nChanged 24 SP:Iteration 56Q (1041.435487 sec): 3 clusters Score: Raw -1175631.624018 + Penalty 5086.357264 = -1170545.266754 nChanged 29 SP:Iteration 57Q (1041.594999 sec): 3 clusters Score: Raw -1175637.602309 + Penalty 5086.357264 = -1170551.245045 nChanged 29 SP:Iteration 58Q (1041.740475 sec): 3 clusters Score: Raw -1175643.619966 + Penalty 5086.357264 = -1170557.262702 nChanged 26 SP:Iteration 59Q (1041.916541 sec): 3 clusters Score: Raw -1175648.480826 + Penalty 5086.357264 = -1170562.123563 nChanged 17 SP:Iteration 60F (1042.063610 sec): 3 clusters Score: Raw -1175650.797138 + Penalty 5086.357264 = -1170564.439874 nChanged 16 SP:Iteration 61Q (1042.226421 sec): 3 clusters Score: Raw -1175652.660053 + Penalty 5086.357264 = -1170566.302789 nChanged 6 SP:Iteration 62Q (1042.367489 sec): 3 clusters Score: Raw -1175653.285160 + Penalty 5086.357264 = -1170566.927896 nChanged 2 SP:Iteration 63Q (1042.532766 sec): 3 clusters Score: Raw -1175653.761592 + Penalty 5086.357264 = -1170567.404328 nChanged 5 SP:Iteration 64Q (1042.705754 sec): 3 clusters Score: Raw -1175654.742423 + Penalty 5086.357264 = -1170568.385159 nChanged 16 SP:Iteration 65Q (1042.845854 sec): 3 clusters Score: Raw -1175657.856014 + Penalty 5086.357264 = -1170571.498750 nChanged 11 SP:Iteration 66Q (1042.927457 sec): 3 clusters Score: Raw -1175659.369967 + Penalty 5086.357264 = -1170573.012703 nChanged 4 SP:Iteration 67Q (1043.121044 sec): 3 clusters Score: Raw -1175659.977073 + Penalty 5086.357264 = -1170573.619809 nChanged 8 SP:Iteration 68Q (1043.251602 sec): 3 clusters Score: Raw -1175661.039261 + Penalty 5086.357264 = -1170574.681997 nChanged 6 SP:Iteration 69Q (1043.392209 sec): 3 clusters Score: Raw -1175662.027735 + Penalty 5086.357264 = -1170575.670471 nChanged 11 SP:Iteration 70Q (1043.552944 sec): 3 clusters Score: Raw -1175663.676235 + Penalty 5086.357264 = -1170577.318971 nChanged 9 SP:Iteration 71Q (1043.736737 sec): 3 clusters Score: Raw -1175665.170423 + Penalty 5086.357264 = -1170578.813159 nChanged 12 SP:Iteration 72Q (1043.876375 sec): 3 clusters Score: Raw -1175667.286758 + Penalty 5086.357264 = -1170580.929494 nChanged 11 SP:Iteration 73Q (1044.009804 sec): 3 clusters Score: Raw -1175669.309002 + Penalty 5086.357264 = -1170582.951739 nChanged 6 SP:Iteration 74Q (1044.155307 sec): 3 clusters Score: Raw -1175670.365563 + Penalty 5086.357264 = -1170584.008299 nChanged 7 SP:Iteration 75Q (1044.311575 sec): 3 clusters Score: Raw -1175671.281565 + Penalty 5086.357264 = -1170584.924301 nChanged 5 SP:Iteration 76Q (1044.442852 sec): 3 clusters Score: Raw -1175671.868919 + Penalty 5086.357264 = -1170585.511655 nChanged 5 SP:Iteration 77Q (1044.583608 sec): 3 clusters Score: Raw -1175672.454561 + Penalty 5086.357264 = -1170586.097298 nChanged 6 SP:Iteration 78Q (1044.734242 sec): 3 clusters Score: Raw -1175673.357644 + Penalty 5086.357264 = -1170587.000380 nChanged 6 SP:Iteration 79Q (1044.874016 sec): 3 clusters Score: Raw -1175674.410805 + Penalty 5086.357264 = -1170588.053541 nChanged 9 SP:Iteration 80F (1045.027616 sec): 3 clusters Score: Raw -1175675.841281 + Penalty 5086.357264 = -1170589.484018 nChanged 9 SP:Iteration 81Q (1045.181500 sec): 3 clusters Score: Raw -1175676.901276 + Penalty 5086.357264 = -1170590.544013 nChanged 12 SP:Iteration 82Q (1045.339002 sec): 3 clusters Score: Raw -1175678.778954 + Penalty 5086.357264 = -1170592.421691 nChanged 8 SP:Iteration 83Q (1045.488275 sec): 3 clusters Score: Raw -1175680.304512 + Penalty 5086.357264 = -1170593.947248 nChanged 7 SP:Iteration 84Q (1045.648104 sec): 3 clusters Score: Raw -1175681.834810 + Penalty 5086.357264 = -1170595.477546 nChanged 9 SP:Iteration 85Q (1045.780711 sec): 3 clusters Score: Raw -1175683.519846 + Penalty 5086.357264 = -1170597.162582 nChanged 10 SP:Iteration 86Q (1045.932263 sec): 3 clusters Score: Raw -1175685.238191 + Penalty 5086.357264 = -1170598.880927 nChanged 10 SP:Iteration 87Q (1046.152477 sec): 3 clusters Score: Raw -1175687.520908 + Penalty 5086.357264 = -1170601.163644 nChanged 13 SP:Iteration 88Q (1046.282067 sec): 3 clusters Score: Raw -1175690.472601 + Penalty 5086.357264 = -1170604.115337 nChanged 13 SP:Iteration 89Q (1046.432021 sec): 3 clusters Score: Raw -1175693.556809 + Penalty 5086.357264 = -1170607.199546 nChanged 18 SP:Iteration 90Q (1046.581057 sec): 3 clusters Score: Raw -1175697.511115 + Penalty 5086.357264 = -1170611.153852 nChanged 15 SP:Iteration 91Q (1046.724652 sec): 3 clusters Score: Raw -1175700.838688 + Penalty 5086.357264 = -1170614.481424 nChanged 19 SP:Iteration 92Q (1046.873413 sec): 3 clusters Score: Raw -1175705.063680 + Penalty 5086.357264 = -1170618.706417 nChanged 18 SP:Iteration 93Q (1047.017887 sec): 3 clusters Score: Raw -1175708.892886 + Penalty 5086.357264 = -1170622.535622 nChanged 13 SP:Iteration 94Q (1047.169695 sec): 3 clusters Score: Raw -1175711.493293 + Penalty 5086.357264 = -1170625.136029 nChanged 16 SP:Iteration 95Q (1047.329273 sec): 3 clusters Score: Raw -1175715.077514 + Penalty 5086.357264 = -1170628.720250 nChanged 19 SP:Iteration 96Q (1047.473444 sec): 3 clusters Score: Raw -1175719.435816 + Penalty 5086.357264 = -1170633.078552 nChanged 23 SP:Iteration 97Q (1047.615583 sec): 3 clusters Score: Raw -1175723.239014 + Penalty 5086.357264 = -1170636.881750 nChanged 24 SP:Iteration 98Q (1047.769795 sec): 3 clusters Score: Raw -1175728.143055 + Penalty 5086.357264 = -1170641.785791 nChanged 25 SP:Iteration 99Q (1047.928494 sec): 3 clusters Score: Raw -1175733.037339 + Penalty 5086.357264 = -1170646.680075 nChanged 20 SP:Iteration 100F (1048.093814 sec): 3 clusters Score: Raw -1175737.008039 + Penalty 5086.357264 = -1170650.650775 nChanged 19 SP:Iteration 101Q (1048.240891 sec): 3 clusters Score: Raw -1175740.681896 + Penalty 5086.357264 = -1170654.324632 nChanged 16 SP:Iteration 102Q (1048.399933 sec): 3 clusters Score: Raw -1175744.182902 + Penalty 5086.357264 = -1170657.825638 nChanged 30 SP:Iteration 103Q (1048.575508 sec): 3 clusters Score: Raw -1175753.325445 + Penalty 5086.357264 = -1170666.968181 nChanged 30 SP:Iteration 104Q (1048.701786 sec): 3 clusters Score: Raw -1175760.368515 + Penalty 5086.357264 = -1170674.011252 nChanged 30 SP:Iteration 105Q (1048.867412 sec): 3 clusters Score: Raw -1175766.571498 + Penalty 5086.357264 = -1170680.214234 nChanged 21 SP:Iteration 106Q (1049.040554 sec): 3 clusters Score: Raw -1175770.104535 + Penalty 5086.357264 = -1170683.747271 nChanged 13 SP:Iteration 107Q (1049.215967 sec): 3 clusters Score: Raw -1175772.571652 + Penalty 5086.357264 = -1170686.214388 nChanged 15 SP:Iteration 108Q (1049.362971 sec): 3 clusters Score: Raw -1175775.664948 + Penalty 5086.357264 = -1170689.307684 nChanged 8 SP:Iteration 109Q (1049.553577 sec): 3 clusters Score: Raw -1175777.406932 + Penalty 5086.357264 = -1170691.049668 nChanged 8 SP:Iteration 110Q (1049.708219 sec): 3 clusters Score: Raw -1175778.721481 + Penalty 5086.357264 = -1170692.364218 nChanged 8 SP:Iteration 111Q (1049.850186 sec): 3 clusters Score: Raw -1175780.720920 + Penalty 5086.357264 = -1170694.363657 nChanged 7 SP:Iteration 112Q (1050.025620 sec): 3 clusters Score: Raw -1175781.811720 + Penalty 5086.357264 = -1170695.454456 nChanged 4 SP:Iteration 113Q (1050.157447 sec): 3 clusters Score: Raw -1175782.617567 + Penalty 5086.357264 = -1170696.260303 nChanged 5 SP:Iteration 114Q (1050.326036 sec): 3 clusters Score: Raw -1175783.676936 + Penalty 5086.357264 = -1170697.319672 nChanged 9 SP:Iteration 115Q (1050.452089 sec): 3 clusters Score: Raw -1175785.100186 + Penalty 5086.357264 = -1170698.742923 nChanged 7 SP:Iteration 116Q (1050.597127 sec): 3 clusters Score: Raw -1175786.165596 + Penalty 5086.357264 = -1170699.808332 nChanged 6 SP:Iteration 117Q (1050.749731 sec): 3 clusters Score: Raw -1175787.438673 + Penalty 5086.357264 = -1170701.081409 nChanged 8 SP:Iteration 118Q (1050.912040 sec): 3 clusters Score: Raw -1175789.293333 + Penalty 5086.357264 = -1170702.936069 nChanged 11 SP:Iteration 119Q (1051.048204 sec): 3 clusters Score: Raw -1175792.626990 + Penalty 5086.357264 = -1170706.269726 nChanged 14 SP:Iteration 120F (1051.176285 sec): 3 clusters Score: Raw -1175796.351619 + Penalty 5086.357264 = -1170709.994355 nChanged 20 SP:Iteration 121Q (1051.334932 sec): 3 clusters Score: Raw -1175801.009451 + Penalty 5086.357264 = -1170714.652187 nChanged 19 SP:Iteration 122Q (1051.512913 sec): 3 clusters Score: Raw -1175805.658604 + Penalty 5086.357264 = -1170719.301340 nChanged 31 SP:Iteration 123Q (1051.660783 sec): 3 clusters Score: Raw -1175811.754095 + Penalty 5086.357264 = -1170725.396832 nChanged 23 SP:Iteration 124Q (1051.794448 sec): 3 clusters Score: Raw -1175819.157773 + Penalty 5086.357264 = -1170732.800509 nChanged 24 SP:Iteration 125Q (1051.953827 sec): 3 clusters Score: Raw -1175825.437773 + Penalty 5086.357264 = -1170739.080509 nChanged 22 SP:Iteration 126Q (1052.110503 sec): 3 clusters Score: Raw -1175830.418231 + Penalty 5086.357264 = -1170744.060968 nChanged 22 SP:Iteration 127Q (1052.253978 sec): 3 clusters Score: Raw -1175835.524292 + Penalty 5086.357264 = -1170749.167028 nChanged 25 SP:Iteration 128Q (1052.397195 sec): 3 clusters Score: Raw -1175841.279488 + Penalty 5086.357264 = -1170754.922224 nChanged 26 SP:Iteration 129Q (1052.541021 sec): 3 clusters Score: Raw -1175848.137695 + Penalty 5086.357264 = -1170761.780431 nChanged 11 SP:Iteration 130Q (1052.688267 sec): 3 clusters Score: Raw -1175850.228679 + Penalty 5086.357264 = -1170763.871415 nChanged 5 SP:Iteration 131Q (1052.829488 sec): 3 clusters Score: Raw -1175851.395397 + Penalty 5086.357264 = -1170765.038133 nChanged 7 SP:Iteration 132Q (1052.976141 sec): 3 clusters Score: Raw -1175852.717731 + Penalty 5086.357264 = -1170766.360468 nChanged 9 SP:Iteration 133Q (1053.113829 sec): 3 clusters Score: Raw -1175853.807305 + Penalty 5086.357264 = -1170767.450041 nChanged 4 SP:Iteration 134Q (1053.264838 sec): 3 clusters Score: Raw -1175854.545765 + Penalty 5086.357264 = -1170768.188502 nChanged 7 SP:Iteration 135Q (1053.387559 sec): 3 clusters Score: Raw -1175855.561122 + Penalty 5086.357264 = -1170769.203858 nChanged 5 SP:Iteration 136Q (1053.527017 sec): 3 clusters Score: Raw -1175856.359300 + Penalty 5086.357264 = -1170770.002036 nChanged 3 SP:Iteration 137Q (1053.655765 sec): 3 clusters Score: Raw -1175856.885713 + Penalty 5086.357264 = -1170770.528449 nChanged 4 SP:Iteration 138Q (1053.821424 sec): 3 clusters Score: Raw -1175857.280335 + Penalty 5086.357264 = -1170770.923071 nChanged 4 SP:Iteration 139Q (1053.965912 sec): 3 clusters Score: Raw -1175858.214872 + Penalty 5086.357264 = -1170771.857608 nChanged 4 SP:Iteration 140F (1054.097173 sec): 3 clusters Score: Raw -1175858.834759 + Penalty 5086.357264 = -1170772.477496 nChanged 4 SP:Iteration 141Q (1054.264364 sec): 3 clusters Score: Raw -1175859.290175 + Penalty 5086.357264 = -1170772.932911 nChanged 2 SP:Iteration 142Q (1054.413024 sec): 3 clusters Score: Raw -1175859.776964 + Penalty 5086.357264 = -1170773.419700 nChanged 3 SP:Iteration 143Q (1054.553264 sec): 3 clusters Score: Raw -1175860.294382 + Penalty 5086.357264 = -1170773.937118 nChanged 2 SP:Iteration 144Q (1054.701781 sec): 3 clusters Score: Raw -1175860.549625 + Penalty 5086.357264 = -1170774.192361 nChanged 3 SP:Iteration 145Q (1054.845711 sec): 3 clusters Score: Raw -1175861.523208 + Penalty 5086.357264 = -1170775.165944 nChanged 3 SP:Iteration 146Q (1055.006251 sec): 3 clusters Score: Raw -1175861.975483 + Penalty 5086.357264 = -1170775.618219 nChanged 2 SP:Iteration 147Q (1055.151097 sec): 3 clusters Score: Raw -1175862.305334 + Penalty 5086.357264 = -1170775.948070 nChanged 4 SP:Iteration 148Q (1055.320220 sec): 3 clusters Score: Raw -1175863.325025 + Penalty 5086.357264 = -1170776.967762 nChanged 6 SP:Iteration 149Q (1055.462918 sec): 3 clusters Score: Raw -1175864.378213 + Penalty 5086.357264 = -1170778.020949 nChanged 5 SP:Iteration 150Q (1055.619817 sec): 3 clusters Score: Raw -1175865.493086 + Penalty 5086.357264 = -1170779.135823 nChanged 4 SP:Iteration 151Q (1055.804144 sec): 3 clusters Score: Raw -1175866.099177 + Penalty 5086.357264 = -1170779.741913 nChanged 3 SP:Iteration 152Q (1055.936568 sec): 3 clusters Score: Raw -1175866.445263 + Penalty 5086.357264 = -1170780.087999 nChanged 2 SP:Iteration 153Q (1056.093322 sec): 3 clusters Score: Raw -1175866.963815 + Penalty 5086.357264 = -1170780.606552 nChanged 0 SP:Iteration 154F (1056.222269 sec): 3 clusters Score: Raw -1175866.963815 + Penalty 5086.357264 = -1170780.606552 nChanged 0 Trying to split cluster 6 (64726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1056.527213 sec): 2 clusters Score: Raw -5561013.446133 + Penalty 2924.570419 = -5558088.875714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1056.865553 sec): 3 clusters Score: Raw -5520387.462011 + Penalty 5849.140838 = -5514538.321173 nChanged 30166 SP:Iteration 1F (1057.183274 sec): 3 clusters Score: Raw -5537580.742210 + Penalty 5849.140838 = -5531731.601372 nChanged 3084 SP:Iteration 2Q (1057.499755 sec): 3 clusters Score: Raw -5538746.726241 + Penalty 5849.140838 = -5532897.585403 nChanged 3354 SP:Iteration 3F (1057.780957 sec): 3 clusters Score: Raw -5540231.164515 + Penalty 5849.140838 = -5534382.023677 nChanged 3739 SP:Iteration 4F (1058.097240 sec): 3 clusters Score: Raw -5542066.519931 + Penalty 5849.140838 = -5536217.379093 nChanged 3883 SP:Iteration 5F (1058.414195 sec): 3 clusters Score: Raw -5544129.334991 + Penalty 5849.140838 = -5538280.194153 nChanged 3970 SP:Iteration 6F (1058.728766 sec): 3 clusters Score: Raw -5546284.297175 + Penalty 5849.140838 = -5540435.156337 nChanged 3582 SP:Iteration 7F (1059.060950 sec): 3 clusters Score: Raw -5548305.474987 + Penalty 5849.140838 = -5542456.334149 nChanged 3252 SP:Iteration 8F (1059.408030 sec): 3 clusters Score: Raw -5550231.039232 + Penalty 5849.140838 = -5544381.898394 nChanged 2862 SP:Iteration 9Q (1059.702801 sec): 3 clusters Score: Raw -5552105.647041 + Penalty 5849.140838 = -5546256.506203 nChanged 2430 SP:Iteration 10Q (1060.044643 sec): 3 clusters Score: Raw -5553867.636432 + Penalty 5849.140838 = -5548018.495593 nChanged 2130 SP:Iteration 11Q (1060.393473 sec): 3 clusters Score: Raw -5555423.323179 + Penalty 5849.140838 = -5549574.182341 nChanged 1796 SP:Iteration 12Q (1060.717219 sec): 3 clusters Score: Raw -5556609.374348 + Penalty 5849.140838 = -5550760.233509 nChanged 1410 SP:Iteration 13Q (1061.064055 sec): 3 clusters Score: Raw -5557380.958777 + Penalty 5849.140838 = -5551531.817939 nChanged 1116 SP:Iteration 14Q (1061.385097 sec): 3 clusters Score: Raw -5557916.273145 + Penalty 5849.140838 = -5552067.132307 nChanged 964 SP:Iteration 15Q (1061.685131 sec): 3 clusters Score: Raw -5558362.720423 + Penalty 5849.140838 = -5552513.579585 nChanged 900 SP:Iteration 16Q (1061.991173 sec): 3 clusters Score: Raw -5558756.461606 + Penalty 5849.140838 = -5552907.320768 nChanged 775 SP:Iteration 17Q (1062.315357 sec): 3 clusters Score: Raw -5559076.689539 + Penalty 5849.140838 = -5553227.548701 nChanged 692 SP:Iteration 18Q (1062.602228 sec): 3 clusters Score: Raw -5559353.078688 + Penalty 5849.140838 = -5553503.937850 nChanged 627 SP:Iteration 19Q (1062.910223 sec): 3 clusters Score: Raw -5559605.555025 + Penalty 5849.140838 = -5553756.414186 nChanged 565 SP:Iteration 20F (1063.241587 sec): 3 clusters Score: Raw -5559837.952108 + Penalty 5849.140838 = -5553988.811269 nChanged 497 SP:Iteration 21Q (1063.535429 sec): 3 clusters Score: Raw -5560024.904727 + Penalty 5849.140838 = -5554175.763889 nChanged 408 SP:Iteration 22Q (1063.841535 sec): 3 clusters Score: Raw -5560170.561375 + Penalty 5849.140838 = -5554321.420536 nChanged 374 SP:Iteration 23Q (1064.155572 sec): 3 clusters Score: Raw -5560312.044224 + Penalty 5849.140838 = -5554462.903386 nChanged 330 SP:Iteration 24Q (1064.442989 sec): 3 clusters Score: Raw -5560433.512159 + Penalty 5849.140838 = -5554584.371320 nChanged 321 SP:Iteration 25Q (1064.756617 sec): 3 clusters Score: Raw -5560552.895810 + Penalty 5849.140838 = -5554703.754971 nChanged 326 SP:Iteration 26Q (1065.052430 sec): 3 clusters Score: Raw -5560683.071521 + Penalty 5849.140838 = -5554833.930683 nChanged 302 SP:Iteration 27Q (1065.317561 sec): 3 clusters Score: Raw -5560799.602670 + Penalty 5849.140838 = -5554950.461831 nChanged 249 SP:Iteration 28Q (1065.559467 sec): 3 clusters Score: Raw -5560888.501678 + Penalty 5849.140838 = -5555039.360839 nChanged 221 SP:Iteration 29Q (1065.865947 sec): 3 clusters Score: Raw -5560972.828999 + Penalty 5849.140838 = -5555123.688160 nChanged 204 SP:Iteration 30Q (1066.148488 sec): 3 clusters Score: Raw -5561061.464286 + Penalty 5849.140838 = -5555212.323448 nChanged 180 SP:Iteration 31Q (1066.440196 sec): 3 clusters Score: Raw -5561135.229655 + Penalty 5849.140838 = -5555286.088816 nChanged 144 SP:Iteration 32Q (1066.728962 sec): 3 clusters Score: Raw -5561189.300039 + Penalty 5849.140838 = -5555340.159200 nChanged 115 SP:Iteration 33Q (1067.019764 sec): 3 clusters Score: Raw -5561229.723850 + Penalty 5849.140838 = -5555380.583012 nChanged 110 SP:Iteration 34Q (1067.315541 sec): 3 clusters Score: Raw -5561268.024401 + Penalty 5849.140838 = -5555418.883563 nChanged 104 SP:Iteration 35Q (1067.595436 sec): 3 clusters Score: Raw -5561298.074593 + Penalty 5849.140838 = -5555448.933754 nChanged 73 SP:Iteration 36Q (1067.895280 sec): 3 clusters Score: Raw -5561320.156528 + Penalty 5849.140838 = -5555471.015689 nChanged 64 SP:Iteration 37Q (1068.188995 sec): 3 clusters Score: Raw -5561337.653850 + Penalty 5849.140838 = -5555488.513012 nChanged 46 SP:Iteration 38Q (1068.491653 sec): 3 clusters Score: Raw -5561348.941895 + Penalty 5849.140838 = -5555499.801056 nChanged 43 SP:Iteration 39Q (1068.816940 sec): 3 clusters Score: Raw -5561360.970219 + Penalty 5849.140838 = -5555511.829381 nChanged 29 SP:Iteration 40F (1069.133862 sec): 3 clusters Score: Raw -5561370.142785 + Penalty 5849.140838 = -5555521.001947 nChanged 33 SP:Iteration 41Q (1069.420763 sec): 3 clusters Score: Raw -5561379.543221 + Penalty 5849.140838 = -5555530.402383 nChanged 24 SP:Iteration 42Q (1069.730876 sec): 3 clusters Score: Raw -5561386.365340 + Penalty 5849.140838 = -5555537.224502 nChanged 23 SP:Iteration 43Q (1070.010898 sec): 3 clusters Score: Raw -5561393.008976 + Penalty 5849.140838 = -5555543.868138 nChanged 25 SP:Iteration 44Q (1070.277623 sec): 3 clusters Score: Raw -5561401.095663 + Penalty 5849.140838 = -5555551.954824 nChanged 22 SP:Iteration 45Q (1070.603602 sec): 3 clusters Score: Raw -5561406.721390 + Penalty 5849.140838 = -5555557.580552 nChanged 26 SP:Iteration 46Q (1070.893544 sec): 3 clusters Score: Raw -5561415.039349 + Penalty 5849.140838 = -5555565.898510 nChanged 28 SP:Iteration 47Q (1071.202940 sec): 3 clusters Score: Raw -5561422.880087 + Penalty 5849.140838 = -5555573.739249 nChanged 26 SP:Iteration 48Q (1071.476842 sec): 3 clusters Score: Raw -5561431.148157 + Penalty 5849.140838 = -5555582.007319 nChanged 28 SP:Iteration 49Q (1071.789521 sec): 3 clusters Score: Raw -5561441.413839 + Penalty 5849.140838 = -5555592.273001 nChanged 34 SP:Iteration 50Q (1072.113794 sec): 3 clusters Score: Raw -5561454.146074 + Penalty 5849.140838 = -5555605.005236 nChanged 33 SP:Iteration 51Q (1072.373783 sec): 3 clusters Score: Raw -5561468.529439 + Penalty 5849.140838 = -5555619.388601 nChanged 44 SP:Iteration 52Q (1072.723652 sec): 3 clusters Score: Raw -5561487.067829 + Penalty 5849.140838 = -5555637.926990 nChanged 36 SP:Iteration 53Q (1073.038544 sec): 3 clusters Score: Raw -5561503.459179 + Penalty 5849.140838 = -5555654.318341 nChanged 36 SP:Iteration 54Q (1073.288364 sec): 3 clusters Score: Raw -5561519.918842 + Penalty 5849.140838 = -5555670.778004 nChanged 32 SP:Iteration 55Q (1073.619417 sec): 3 clusters Score: Raw -5561530.601095 + Penalty 5849.140838 = -5555681.460256 nChanged 31 SP:Iteration 56Q (1073.910054 sec): 3 clusters Score: Raw -5561543.137435 + Penalty 5849.140838 = -5555693.996597 nChanged 29 SP:Iteration 57Q (1074.176728 sec): 3 clusters Score: Raw -5561553.607398 + Penalty 5849.140838 = -5555704.466559 nChanged 31 SP:Iteration 58Q (1074.513976 sec): 3 clusters Score: Raw -5561564.949633 + Penalty 5849.140838 = -5555715.808795 nChanged 30 SP:Iteration 59Q (1074.809351 sec): 3 clusters Score: Raw -5561575.725105 + Penalty 5849.140838 = -5555726.584267 nChanged 31 SP:Iteration 60F (1075.104083 sec): 3 clusters Score: Raw -5561587.504318 + Penalty 5849.140838 = -5555738.363479 nChanged 27 SP:Iteration 61Q (1075.408240 sec): 3 clusters Score: Raw -5561599.514784 + Penalty 5849.140838 = -5555750.373946 nChanged 29 SP:Iteration 62Q (1075.661047 sec): 3 clusters Score: Raw -5561609.965448 + Penalty 5849.140838 = -5555760.824610 nChanged 26 SP:Iteration 63Q (1075.969437 sec): 3 clusters Score: Raw -5561618.714123 + Penalty 5849.140838 = -5555769.573284 nChanged 23 SP:Iteration 64Q (1076.274884 sec): 3 clusters Score: Raw -5561628.930274 + Penalty 5849.140838 = -5555779.789435 nChanged 31 SP:Iteration 65Q (1076.587300 sec): 3 clusters Score: Raw -5561640.658815 + Penalty 5849.140838 = -5555791.517977 nChanged 24 SP:Iteration 66Q (1076.829655 sec): 3 clusters Score: Raw -5561650.738175 + Penalty 5849.140838 = -5555801.597337 nChanged 28 SP:Iteration 67Q (1077.140864 sec): 3 clusters Score: Raw -5561662.698576 + Penalty 5849.140838 = -5555813.557737 nChanged 27 SP:Iteration 68Q (1077.427461 sec): 3 clusters Score: Raw -5561672.661899 + Penalty 5849.140838 = -5555823.521060 nChanged 19 SP:Iteration 69Q (1077.703983 sec): 3 clusters Score: Raw -5561678.867434 + Penalty 5849.140838 = -5555829.726596 nChanged 17 SP:Iteration 70Q (1078.041188 sec): 3 clusters Score: Raw -5561686.484038 + Penalty 5849.140838 = -5555837.343200 nChanged 15 SP:Iteration 71Q (1078.324635 sec): 3 clusters Score: Raw -5561691.427810 + Penalty 5849.140838 = -5555842.286972 nChanged 12 SP:Iteration 72Q (1078.636087 sec): 3 clusters Score: Raw -5561694.948742 + Penalty 5849.140838 = -5555845.807904 nChanged 7 SP:Iteration 73Q (1078.945634 sec): 3 clusters Score: Raw -5561697.588167 + Penalty 5849.140838 = -5555848.447329 nChanged 7 SP:Iteration 74Q (1079.222686 sec): 3 clusters Score: Raw -5561699.853206 + Penalty 5849.140838 = -5555850.712367 nChanged 3 SP:Iteration 75Q (1079.581517 sec): 3 clusters Score: Raw -5561700.689637 + Penalty 5849.140838 = -5555851.548798 nChanged 1 SP:Iteration 76Q (1079.872254 sec): 3 clusters Score: Raw -5561700.912403 + Penalty 5849.140838 = -5555851.771564 nChanged 1 SP:Iteration 77Q (1080.176536 sec): 3 clusters Score: Raw -5561701.027129 + Penalty 5849.140838 = -5555851.886290 nChanged 0 SP:Iteration 78F (1080.508658 sec): 3 clusters Score: Raw -5561701.027129 + Penalty 5849.140838 = -5555851.886290 nChanged 0 Trying to split cluster 7 (2291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.585095 sec): 2 clusters Score: Raw -144951.652111 + Penalty 2042.500332 = -142909.151779 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.702695 sec): 3 clusters Score: Raw -144140.166732 + Penalty 4085.000664 = -140055.166067 nChanged 812 SP:Iteration 1F (1080.815845 sec): 3 clusters Score: Raw -144886.487990 + Penalty 4085.000664 = -140801.487326 nChanged 228 SP:Iteration 2F (1080.922318 sec): 3 clusters Score: Raw -145156.664471 + Penalty 4085.000664 = -141071.663807 nChanged 146 SP:Iteration 3F (1081.025756 sec): 3 clusters Score: Raw -145406.325064 + Penalty 4085.000664 = -141321.324400 nChanged 165 SP:Iteration 4F (1081.132329 sec): 3 clusters Score: Raw -145664.172179 + Penalty 4085.000664 = -141579.171514 nChanged 128 SP:Iteration 5F (1081.242173 sec): 3 clusters Score: Raw -145910.920949 + Penalty 4085.000664 = -141825.920285 nChanged 103 SP:Iteration 6Q (1081.338217 sec): 3 clusters Score: Raw -146070.162802 + Penalty 4085.000664 = -141985.162138 nChanged 84 SP:Iteration 7Q (1081.462362 sec): 3 clusters Score: Raw -146180.169867 + Penalty 4085.000664 = -142095.169202 nChanged 47 SP:Iteration 8Q (1081.567099 sec): 3 clusters Score: Raw -146227.811459 + Penalty 4085.000664 = -142142.810795 nChanged 26 SP:Iteration 9Q (1081.649405 sec): 3 clusters Score: Raw -146263.968861 + Penalty 4085.000664 = -142178.968196 nChanged 22 SP:Iteration 10Q (1081.681346 sec): 3 clusters Score: Raw -146283.834658 + Penalty 4085.000664 = -142198.833994 nChanged 12 SP:Iteration 11Q (1081.783636 sec): 3 clusters Score: Raw -146291.661039 + Penalty 4085.000664 = -142206.660375 nChanged 14 SP:Iteration 12Q (1081.873811 sec): 3 clusters Score: Raw -146304.751258 + Penalty 4085.000664 = -142219.750594 nChanged 13 SP:Iteration 13Q (1081.976845 sec): 3 clusters Score: Raw -146316.435317 + Penalty 4085.000664 = -142231.434653 nChanged 11 SP:Iteration 14Q (1082.056190 sec): 3 clusters Score: Raw -146326.659155 + Penalty 4085.000664 = -142241.658490 nChanged 11 SP:Iteration 15Q (1082.162708 sec): 3 clusters Score: Raw -146333.735481 + Penalty 4085.000664 = -142248.734817 nChanged 10 SP:Iteration 16Q (1082.276315 sec): 3 clusters Score: Raw -146343.240703 + Penalty 4085.000664 = -142258.240038 nChanged 7 SP:Iteration 17Q (1082.378907 sec): 3 clusters Score: Raw -146350.350324 + Penalty 4085.000664 = -142265.349660 nChanged 5 SP:Iteration 18Q (1082.486131 sec): 3 clusters Score: Raw -146353.638306 + Penalty 4085.000664 = -142268.637641 nChanged 4 SP:Iteration 19Q (1082.577057 sec): 3 clusters Score: Raw -146355.692902 + Penalty 4085.000664 = -142270.692237 nChanged 4 SP:Iteration 20F (1082.690220 sec): 3 clusters Score: Raw -146357.748215 + Penalty 4085.000664 = -142272.747551 nChanged 2 SP:Iteration 21Q (1082.792230 sec): 3 clusters Score: Raw -146358.637919 + Penalty 4085.000664 = -142273.637254 nChanged 1 SP:Iteration 22Q (1082.908330 sec): 3 clusters Score: Raw -146359.031736 + Penalty 4085.000664 = -142274.031071 nChanged 1 SP:Iteration 23Q (1082.995709 sec): 3 clusters Score: Raw -146359.263116 + Penalty 4085.000664 = -142274.262452 nChanged 0 SP:Iteration 24F (1083.109377 sec): 3 clusters Score: Raw -146359.263116 + Penalty 4085.000664 = -142274.262452 nChanged 0 Trying to split cluster 8 (15493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1083.217990 sec): 2 clusters Score: Raw -1338289.919018 + Penalty 2547.109907 = -1335742.809111 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1083.371593 sec): 3 clusters Score: Raw -1329609.363691 + Penalty 5094.219814 = -1324515.143876 nChanged 6748 SP:Iteration 1F (1083.532879 sec): 3 clusters Score: Raw -1333514.729219 + Penalty 5094.219814 = -1328420.509405 nChanged 1223 SP:Iteration 2F (1083.695243 sec): 3 clusters Score: Raw -1334417.514020 + Penalty 5094.219814 = -1329323.294205 nChanged 1219 SP:Iteration 3F (1083.827682 sec): 3 clusters Score: Raw -1335368.761004 + Penalty 5094.219814 = -1330274.541190 nChanged 1137 SP:Iteration 4F (1083.970077 sec): 3 clusters Score: Raw -1336234.793463 + Penalty 5094.219814 = -1331140.573649 nChanged 1005 SP:Iteration 5F (1084.133854 sec): 3 clusters Score: Raw -1336971.164326 + Penalty 5094.219814 = -1331876.944512 nChanged 869 SP:Iteration 6F (1084.282023 sec): 3 clusters Score: Raw -1337503.541780 + Penalty 5094.219814 = -1332409.321965 nChanged 636 SP:Iteration 7Q (1084.447911 sec): 3 clusters Score: Raw -1337829.994314 + Penalty 5094.219814 = -1332735.774500 nChanged 470 SP:Iteration 8Q (1084.574306 sec): 3 clusters Score: Raw -1338030.714359 + Penalty 5094.219814 = -1332936.494545 nChanged 341 SP:Iteration 9Q (1084.727970 sec): 3 clusters Score: Raw -1338163.549003 + Penalty 5094.219814 = -1333069.329188 nChanged 257 SP:Iteration 10Q (1084.875893 sec): 3 clusters Score: Raw -1338248.958589 + Penalty 5094.219814 = -1333154.738774 nChanged 195 SP:Iteration 11Q (1085.006566 sec): 3 clusters Score: Raw -1338309.499789 + Penalty 5094.219814 = -1333215.279975 nChanged 172 SP:Iteration 12Q (1085.163355 sec): 3 clusters Score: Raw -1338356.164892 + Penalty 5094.219814 = -1333261.945078 nChanged 140 SP:Iteration 13Q (1085.341290 sec): 3 clusters Score: Raw -1338391.539336 + Penalty 5094.219814 = -1333297.319521 nChanged 117 SP:Iteration 14Q (1085.479349 sec): 3 clusters Score: Raw -1338418.233468 + Penalty 5094.219814 = -1333324.013653 nChanged 101 SP:Iteration 15Q (1085.617621 sec): 3 clusters Score: Raw -1338441.810620 + Penalty 5094.219814 = -1333347.590806 nChanged 101 SP:Iteration 16Q (1085.769958 sec): 3 clusters Score: Raw -1338464.986047 + Penalty 5094.219814 = -1333370.766233 nChanged 90 SP:Iteration 17Q (1085.932172 sec): 3 clusters Score: Raw -1338489.699279 + Penalty 5094.219814 = -1333395.479464 nChanged 98 SP:Iteration 18Q (1086.081268 sec): 3 clusters Score: Raw -1338515.775993 + Penalty 5094.219814 = -1333421.556178 nChanged 110 SP:Iteration 19Q (1086.204385 sec): 3 clusters Score: Raw -1338541.903877 + Penalty 5094.219814 = -1333447.684062 nChanged 107 SP:Iteration 20F (1086.350573 sec): 3 clusters Score: Raw -1338565.852665 + Penalty 5094.219814 = -1333471.632850 nChanged 92 SP:Iteration 21Q (1086.538164 sec): 3 clusters Score: Raw -1338585.213609 + Penalty 5094.219814 = -1333490.993794 nChanged 84 SP:Iteration 22Q (1086.712390 sec): 3 clusters Score: Raw -1338603.927630 + Penalty 5094.219814 = -1333509.707816 nChanged 84 SP:Iteration 23Q (1086.871250 sec): 3 clusters Score: Raw -1338623.350677 + Penalty 5094.219814 = -1333529.130863 nChanged 84 SP:Iteration 24Q (1087.021068 sec): 3 clusters Score: Raw -1338638.410945 + Penalty 5094.219814 = -1333544.191130 nChanged 66 SP:Iteration 25Q (1087.220943 sec): 3 clusters Score: Raw -1338650.156771 + Penalty 5094.219814 = -1333555.936956 nChanged 72 SP:Iteration 26Q (1087.392323 sec): 3 clusters Score: Raw -1338663.309081 + Penalty 5094.219814 = -1333569.089266 nChanged 79 SP:Iteration 27Q (1087.525959 sec): 3 clusters Score: Raw -1338681.175685 + Penalty 5094.219814 = -1333586.955870 nChanged 82 SP:Iteration 28Q (1087.632766 sec): 3 clusters Score: Raw -1338697.356015 + Penalty 5094.219814 = -1333603.136201 nChanged 71 SP:Iteration 29Q (1087.734789 sec): 3 clusters Score: Raw -1338711.877946 + Penalty 5094.219814 = -1333617.658131 nChanged 74 SP:Iteration 30Q (1087.842324 sec): 3 clusters Score: Raw -1338728.837868 + Penalty 5094.219814 = -1333634.618053 nChanged 79 SP:Iteration 31Q (1087.936685 sec): 3 clusters Score: Raw -1338746.149154 + Penalty 5094.219814 = -1333651.929339 nChanged 85 SP:Iteration 32Q (1088.043234 sec): 3 clusters Score: Raw -1338765.118301 + Penalty 5094.219814 = -1333670.898486 nChanged 97 SP:Iteration 33Q (1088.155786 sec): 3 clusters Score: Raw -1338788.934774 + Penalty 5094.219814 = -1333694.714960 nChanged 109 SP:Iteration 34Q (1088.354029 sec): 3 clusters Score: Raw -1338817.881581 + Penalty 5094.219814 = -1333723.661766 nChanged 121 SP:Iteration 35Q (1088.511853 sec): 3 clusters Score: Raw -1338855.255517 + Penalty 5094.219814 = -1333761.035703 nChanged 139 SP:Iteration 36Q (1088.679466 sec): 3 clusters Score: Raw -1338890.769333 + Penalty 5094.219814 = -1333796.549519 nChanged 132 SP:Iteration 37Q (1088.866924 sec): 3 clusters Score: Raw -1338928.310112 + Penalty 5094.219814 = -1333834.090298 nChanged 152 SP:Iteration 38Q (1089.024942 sec): 3 clusters Score: Raw -1338974.126324 + Penalty 5094.219814 = -1333879.906510 nChanged 159 SP:Iteration 39Q (1089.185978 sec): 3 clusters Score: Raw -1339013.858596 + Penalty 5094.219814 = -1333919.638781 nChanged 133 SP:Iteration 40F (1089.329722 sec): 3 clusters Score: Raw -1339049.211152 + Penalty 5094.219814 = -1333954.991338 nChanged 134 SP:Iteration 41Q (1089.500191 sec): 3 clusters Score: Raw -1339085.932024 + Penalty 5094.219814 = -1333991.712210 nChanged 137 SP:Iteration 42Q (1089.630740 sec): 3 clusters Score: Raw -1339121.225067 + Penalty 5094.219814 = -1334027.005252 nChanged 144 SP:Iteration 43Q (1089.813267 sec): 3 clusters Score: Raw -1339158.208068 + Penalty 5094.219814 = -1334063.988254 nChanged 149 SP:Iteration 44Q (1090.034168 sec): 3 clusters Score: Raw -1339198.815245 + Penalty 5094.219814 = -1334104.595430 nChanged 147 SP:Iteration 45Q (1090.135727 sec): 3 clusters Score: Raw -1339237.727678 + Penalty 5094.219814 = -1334143.507864 nChanged 135 SP:Iteration 46Q (1090.316486 sec): 3 clusters Score: Raw -1339269.741303 + Penalty 5094.219814 = -1334175.521488 nChanged 129 SP:Iteration 47Q (1090.486949 sec): 3 clusters Score: Raw -1339299.899867 + Penalty 5094.219814 = -1334205.680052 nChanged 128 SP:Iteration 48Q (1090.682533 sec): 3 clusters Score: Raw -1339337.890460 + Penalty 5094.219814 = -1334243.670646 nChanged 140 SP:Iteration 49Q (1090.768716 sec): 3 clusters Score: Raw -1339379.771489 + Penalty 5094.219814 = -1334285.551674 nChanged 134 SP:Iteration 50Q (1090.875283 sec): 3 clusters Score: Raw -1339419.793785 + Penalty 5094.219814 = -1334325.573971 nChanged 137 SP:Iteration 51Q (1091.005858 sec): 3 clusters Score: Raw -1339465.927771 + Penalty 5094.219814 = -1334371.707956 nChanged 155 SP:Iteration 52Q (1091.223025 sec): 3 clusters Score: Raw -1339513.229939 + Penalty 5094.219814 = -1334419.010124 nChanged 131 SP:Iteration 53Q (1091.429785 sec): 3 clusters Score: Raw -1339549.883749 + Penalty 5094.219814 = -1334455.663934 nChanged 118 SP:Iteration 54Q (1091.593900 sec): 3 clusters Score: Raw -1339584.087268 + Penalty 5094.219814 = -1334489.867453 nChanged 122 SP:Iteration 55Q (1091.781484 sec): 3 clusters Score: Raw -1339614.572552 + Penalty 5094.219814 = -1334520.352738 nChanged 94 SP:Iteration 56Q (1091.945548 sec): 3 clusters Score: Raw -1339635.726931 + Penalty 5094.219814 = -1334541.507117 nChanged 82 SP:Iteration 57Q (1092.128973 sec): 3 clusters Score: Raw -1339651.612198 + Penalty 5094.219814 = -1334557.392383 nChanged 67 SP:Iteration 58Q (1092.284683 sec): 3 clusters Score: Raw -1339664.897270 + Penalty 5094.219814 = -1334570.677456 nChanged 58 SP:Iteration 59Q (1092.459163 sec): 3 clusters Score: Raw -1339676.765727 + Penalty 5094.219814 = -1334582.545913 nChanged 50 SP:Iteration 60F (1092.604810 sec): 3 clusters Score: Raw -1339686.759200 + Penalty 5094.219814 = -1334592.539385 nChanged 46 SP:Iteration 61Q (1092.748652 sec): 3 clusters Score: Raw -1339696.760035 + Penalty 5094.219814 = -1334602.540220 nChanged 56 SP:Iteration 62Q (1092.901861 sec): 3 clusters Score: Raw -1339709.255448 + Penalty 5094.219814 = -1334615.035634 nChanged 51 SP:Iteration 63Q (1093.047515 sec): 3 clusters Score: Raw -1339720.488912 + Penalty 5094.219814 = -1334626.269097 nChanged 65 SP:Iteration 64Q (1093.196134 sec): 3 clusters Score: Raw -1339733.982095 + Penalty 5094.219814 = -1334639.762280 nChanged 63 SP:Iteration 65Q (1093.387007 sec): 3 clusters Score: Raw -1339748.595591 + Penalty 5094.219814 = -1334654.375776 nChanged 59 SP:Iteration 66Q (1093.539807 sec): 3 clusters Score: Raw -1339761.494420 + Penalty 5094.219814 = -1334667.274605 nChanged 49 SP:Iteration 67Q (1093.679037 sec): 3 clusters Score: Raw -1339771.668839 + Penalty 5094.219814 = -1334677.449025 nChanged 39 SP:Iteration 68Q (1093.829840 sec): 3 clusters Score: Raw -1339778.475972 + Penalty 5094.219814 = -1334684.256157 nChanged 32 SP:Iteration 69Q (1093.971662 sec): 3 clusters Score: Raw -1339785.274684 + Penalty 5094.219814 = -1334691.054869 nChanged 35 SP:Iteration 70Q (1094.117681 sec): 3 clusters Score: Raw -1339791.621362 + Penalty 5094.219814 = -1334697.401548 nChanged 36 SP:Iteration 71Q (1094.242973 sec): 3 clusters Score: Raw -1339799.733175 + Penalty 5094.219814 = -1334705.513360 nChanged 36 SP:Iteration 72Q (1094.395500 sec): 3 clusters Score: Raw -1339807.159875 + Penalty 5094.219814 = -1334712.940061 nChanged 37 SP:Iteration 73Q (1094.583781 sec): 3 clusters Score: Raw -1339813.828356 + Penalty 5094.219814 = -1334719.608542 nChanged 31 SP:Iteration 74Q (1094.725884 sec): 3 clusters Score: Raw -1339819.543985 + Penalty 5094.219814 = -1334725.324171 nChanged 26 SP:Iteration 75Q (1094.874446 sec): 3 clusters Score: Raw -1339825.020941 + Penalty 5094.219814 = -1334730.801127 nChanged 27 SP:Iteration 76Q (1095.061031 sec): 3 clusters Score: Raw -1339830.654748 + Penalty 5094.219814 = -1334736.434933 nChanged 21 SP:Iteration 77Q (1095.240215 sec): 3 clusters Score: Raw -1339834.281425 + Penalty 5094.219814 = -1334740.061611 nChanged 23 SP:Iteration 78Q (1095.400494 sec): 3 clusters Score: Raw -1339838.110542 + Penalty 5094.219814 = -1334743.890728 nChanged 19 SP:Iteration 79Q (1095.569492 sec): 3 clusters Score: Raw -1339841.832611 + Penalty 5094.219814 = -1334747.612797 nChanged 24 SP:Iteration 80F (1095.706037 sec): 3 clusters Score: Raw -1339846.623690 + Penalty 5094.219814 = -1334752.403876 nChanged 20 SP:Iteration 81Q (1095.866070 sec): 3 clusters Score: Raw -1339850.187507 + Penalty 5094.219814 = -1334755.967693 nChanged 17 SP:Iteration 82Q (1096.023935 sec): 3 clusters Score: Raw -1339852.570534 + Penalty 5094.219814 = -1334758.350719 nChanged 7 SP:Iteration 83Q (1096.170791 sec): 3 clusters Score: Raw -1339853.637378 + Penalty 5094.219814 = -1334759.417564 nChanged 8 SP:Iteration 84Q (1096.334738 sec): 3 clusters Score: Raw -1339854.917763 + Penalty 5094.219814 = -1334760.697948 nChanged 10 SP:Iteration 85Q (1096.495063 sec): 3 clusters Score: Raw -1339856.966113 + Penalty 5094.219814 = -1334762.746298 nChanged 15 SP:Iteration 86Q (1096.637050 sec): 3 clusters Score: Raw -1339859.540166 + Penalty 5094.219814 = -1334765.320351 nChanged 16 SP:Iteration 87Q (1096.786233 sec): 3 clusters Score: Raw -1339862.286056 + Penalty 5094.219814 = -1334768.066242 nChanged 17 SP:Iteration 88Q (1096.928077 sec): 3 clusters Score: Raw -1339865.616080 + Penalty 5094.219814 = -1334771.396266 nChanged 25 SP:Iteration 89Q (1097.071151 sec): 3 clusters Score: Raw -1339869.948307 + Penalty 5094.219814 = -1334775.728493 nChanged 16 SP:Iteration 90Q (1097.229378 sec): 3 clusters Score: Raw -1339872.615494 + Penalty 5094.219814 = -1334778.395680 nChanged 15 SP:Iteration 91Q (1097.385762 sec): 3 clusters Score: Raw -1339875.258729 + Penalty 5094.219814 = -1334781.038915 nChanged 11 SP:Iteration 92Q (1097.515344 sec): 3 clusters Score: Raw -1339876.897103 + Penalty 5094.219814 = -1334782.677289 nChanged 7 SP:Iteration 93Q (1097.663566 sec): 3 clusters Score: Raw -1339878.044897 + Penalty 5094.219814 = -1334783.825082 nChanged 7 SP:Iteration 94Q (1097.824549 sec): 3 clusters Score: Raw -1339879.194476 + Penalty 5094.219814 = -1334784.974662 nChanged 4 SP:Iteration 95Q (1097.971121 sec): 3 clusters Score: Raw -1339879.793164 + Penalty 5094.219814 = -1334785.573350 nChanged 2 SP:Iteration 96Q (1098.138560 sec): 3 clusters Score: Raw -1339880.017732 + Penalty 5094.219814 = -1334785.797917 nChanged 2 SP:Iteration 97Q (1098.290559 sec): 3 clusters Score: Raw -1339880.297596 + Penalty 5094.219814 = -1334786.077781 nChanged 5 SP:Iteration 98Q (1098.435743 sec): 3 clusters Score: Raw -1339880.808973 + Penalty 5094.219814 = -1334786.589159 nChanged 3 SP:Iteration 99Q (1098.563048 sec): 3 clusters Score: Raw -1339881.221397 + Penalty 5094.219814 = -1334787.001582 nChanged 6 SP:Iteration 100F (1098.712172 sec): 3 clusters Score: Raw -1339882.676137 + Penalty 5094.219814 = -1334788.456322 nChanged 6 SP:Iteration 101Q (1098.871218 sec): 3 clusters Score: Raw -1339883.866951 + Penalty 5094.219814 = -1334789.647137 nChanged 3 SP:Iteration 102Q (1099.022314 sec): 3 clusters Score: Raw -1339884.199301 + Penalty 5094.219814 = -1334789.979486 nChanged 1 SP:Iteration 103Q (1099.166694 sec): 3 clusters Score: Raw -1339884.379774 + Penalty 5094.219814 = -1334790.159959 nChanged 0 SP:Iteration 104F (1099.312820 sec): 3 clusters Score: Raw -1339884.379774 + Penalty 5094.219814 = -1334790.159959 nChanged 0 Trying to split cluster 9 (3959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.411774 sec): 2 clusters Score: Raw -297833.478045 + Penalty 2186.909141 = -295646.568903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.528463 sec): 3 clusters Score: Raw -296053.343388 + Penalty 4373.818282 = -291679.525106 nChanged 1422 SP:Iteration 1F (1099.636729 sec): 3 clusters Score: Raw -296966.312443 + Penalty 4373.818282 = -292592.494160 nChanged 304 SP:Iteration 2F (1099.748210 sec): 3 clusters Score: Raw -297163.041405 + Penalty 4373.818282 = -292789.223122 nChanged 180 SP:Iteration 3Q (1099.867194 sec): 3 clusters Score: Raw -297274.845830 + Penalty 4373.818282 = -292901.027548 nChanged 133 SP:Iteration 4Q (1099.983015 sec): 3 clusters Score: Raw -297350.795143 + Penalty 4373.818282 = -292976.976861 nChanged 99 SP:Iteration 5Q (1100.099513 sec): 3 clusters Score: Raw -297406.624632 + Penalty 4373.818282 = -293032.806349 nChanged 90 SP:Iteration 6Q (1100.207690 sec): 3 clusters Score: Raw -297458.592442 + Penalty 4373.818282 = -293084.774160 nChanged 81 SP:Iteration 7Q (1100.283051 sec): 3 clusters Score: Raw -297513.191858 + Penalty 4373.818282 = -293139.373575 nChanged 99 SP:Iteration 8Q (1100.401784 sec): 3 clusters Score: Raw -297591.577309 + Penalty 4373.818282 = -293217.759026 nChanged 103 SP:Iteration 9Q (1100.498456 sec): 3 clusters Score: Raw -297680.136669 + Penalty 4373.818282 = -293306.318386 nChanged 128 SP:Iteration 10Q (1100.621153 sec): 3 clusters Score: Raw -297800.983421 + Penalty 4373.818282 = -293427.165138 nChanged 136 SP:Iteration 11Q (1100.744421 sec): 3 clusters Score: Raw -297949.198562 + Penalty 4373.818282 = -293575.380280 nChanged 170 SP:Iteration 12Q (1100.868593 sec): 3 clusters Score: Raw -298204.818789 + Penalty 4373.818282 = -293831.000506 nChanged 220 SP:Iteration 13F (1100.972375 sec): 3 clusters Score: Raw -298582.698546 + Penalty 4373.818282 = -294208.880264 nChanged 231 SP:Iteration 14F (1101.088576 sec): 3 clusters Score: Raw -299029.332549 + Penalty 4373.818282 = -294655.514267 nChanged 235 SP:Iteration 15F (1101.179408 sec): 3 clusters Score: Raw -299412.229559 + Penalty 4373.818282 = -295038.411276 nChanged 193 SP:Iteration 16Q (1101.292570 sec): 3 clusters Score: Raw -299649.077945 + Penalty 4373.818282 = -295275.259662 nChanged 126 SP:Iteration 17Q (1101.387598 sec): 3 clusters Score: Raw -299811.584559 + Penalty 4373.818282 = -295437.766277 nChanged 83 SP:Iteration 18Q (1101.492398 sec): 3 clusters Score: Raw -299903.823916 + Penalty 4373.818282 = -295530.005634 nChanged 59 SP:Iteration 19Q (1101.611690 sec): 3 clusters Score: Raw -299955.444935 + Penalty 4373.818282 = -295581.626653 nChanged 47 SP:Iteration 20F (1101.702850 sec): 3 clusters Score: Raw -299985.787501 + Penalty 4373.818282 = -295611.969219 nChanged 34 SP:Iteration 21Q (1101.779707 sec): 3 clusters Score: Raw -300005.645085 + Penalty 4373.818282 = -295631.826802 nChanged 20 SP:Iteration 22Q (1101.901130 sec): 3 clusters Score: Raw -300015.235723 + Penalty 4373.818282 = -295641.417441 nChanged 14 SP:Iteration 23Q (1102.006821 sec): 3 clusters Score: Raw -300023.219126 + Penalty 4373.818282 = -295649.400843 nChanged 14 SP:Iteration 24Q (1102.125154 sec): 3 clusters Score: Raw -300029.613585 + Penalty 4373.818282 = -295655.795302 nChanged 6 SP:Iteration 25Q (1102.236121 sec): 3 clusters Score: Raw -300031.984747 + Penalty 4373.818282 = -295658.166465 nChanged 9 SP:Iteration 26Q (1102.354039 sec): 3 clusters Score: Raw -300035.875782 + Penalty 4373.818282 = -295662.057499 nChanged 10 SP:Iteration 27Q (1102.482802 sec): 3 clusters Score: Raw -300041.654167 + Penalty 4373.818282 = -295667.835884 nChanged 8 SP:Iteration 28Q (1102.655804 sec): 3 clusters Score: Raw -300047.155577 + Penalty 4373.818282 = -295673.337294 nChanged 7 SP:Iteration 29Q (1102.757114 sec): 3 clusters Score: Raw -300051.562371 + Penalty 4373.818282 = -295677.744089 nChanged 5 SP:Iteration 30Q (1102.870460 sec): 3 clusters Score: Raw -300053.371495 + Penalty 4373.818282 = -295679.553212 nChanged 2 SP:Iteration 31Q (1102.976730 sec): 3 clusters Score: Raw -300053.981210 + Penalty 4373.818282 = -295680.162928 nChanged 1 SP:Iteration 32Q (1103.097819 sec): 3 clusters Score: Raw -300054.484951 + Penalty 4373.818282 = -295680.666668 nChanged 1 SP:Iteration 33Q (1103.203194 sec): 3 clusters Score: Raw -300054.684434 + Penalty 4373.818282 = -295680.866151 nChanged 0 SP:Iteration 34F (1103.319626 sec): 3 clusters Score: Raw -300054.684434 + Penalty 4373.818282 = -295680.866151 nChanged 0 Score: Raw -11815276.896602 + Penalty 37669.881023 = -11777607.015580 Splitting cluster 9 changes total score from -11778521.280004 to -11777607.015580 So it's not getting split. Trying to split cluster 10 (10967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1106.259157 sec): 2 clusters Score: Raw -848636.104327 + Penalty 2455.898555 = -846180.205772 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1106.420212 sec): 3 clusters Score: Raw -842715.982366 + Penalty 4911.797111 = -837804.185255 nChanged 4566 SP:Iteration 1F (1106.555991 sec): 3 clusters Score: Raw -845357.149683 + Penalty 4911.797111 = -840445.352572 nChanged 868 SP:Iteration 2F (1106.672094 sec): 3 clusters Score: Raw -845931.993567 + Penalty 4911.797111 = -841020.196457 nChanged 758 SP:Iteration 3F (1106.816468 sec): 3 clusters Score: Raw -846414.009920 + Penalty 4911.797111 = -841502.212809 nChanged 634 SP:Iteration 4F (1106.956927 sec): 3 clusters Score: Raw -846879.614358 + Penalty 4911.797111 = -841967.817248 nChanged 599 SP:Iteration 5F (1107.079036 sec): 3 clusters Score: Raw -847283.223609 + Penalty 4911.797111 = -842371.426498 nChanged 554 SP:Iteration 6F (1107.197223 sec): 3 clusters Score: Raw -847633.260336 + Penalty 4911.797111 = -842721.463225 nChanged 487 SP:Iteration 7Q (1107.329273 sec): 3 clusters Score: Raw -847946.477239 + Penalty 4911.797111 = -843034.680128 nChanged 422 SP:Iteration 8Q (1107.482847 sec): 3 clusters Score: Raw -848221.246551 + Penalty 4911.797111 = -843309.449441 nChanged 378 SP:Iteration 9Q (1107.604941 sec): 3 clusters Score: Raw -848467.216413 + Penalty 4911.797111 = -843555.419302 nChanged 344 SP:Iteration 10Q (1107.764861 sec): 3 clusters Score: Raw -848677.775245 + Penalty 4911.797111 = -843765.978135 nChanged 280 SP:Iteration 11Q (1107.908683 sec): 3 clusters Score: Raw -848837.731181 + Penalty 4911.797111 = -843925.934071 nChanged 262 SP:Iteration 12Q (1108.038807 sec): 3 clusters Score: Raw -848981.361307 + Penalty 4911.797111 = -844069.564197 nChanged 250 SP:Iteration 13Q (1108.180633 sec): 3 clusters Score: Raw -849113.153475 + Penalty 4911.797111 = -844201.356364 nChanged 245 SP:Iteration 14Q (1108.327796 sec): 3 clusters Score: Raw -849253.925549 + Penalty 4911.797111 = -844342.128438 nChanged 241 SP:Iteration 15Q (1108.496077 sec): 3 clusters Score: Raw -849386.989753 + Penalty 4911.797111 = -844475.192642 nChanged 225 SP:Iteration 16Q (1108.612756 sec): 3 clusters Score: Raw -849502.038361 + Penalty 4911.797111 = -844590.241250 nChanged 217 SP:Iteration 17Q (1108.770060 sec): 3 clusters Score: Raw -849618.183240 + Penalty 4911.797111 = -844706.386129 nChanged 203 SP:Iteration 18Q (1108.883155 sec): 3 clusters Score: Raw -849716.660900 + Penalty 4911.797111 = -844804.863790 nChanged 184 SP:Iteration 19Q (1109.031649 sec): 3 clusters Score: Raw -849805.028521 + Penalty 4911.797111 = -844893.231410 nChanged 185 SP:Iteration 20F (1109.159485 sec): 3 clusters Score: Raw -849880.960353 + Penalty 4911.797111 = -844969.163242 nChanged 152 SP:Iteration 21Q (1109.308133 sec): 3 clusters Score: Raw -849936.845637 + Penalty 4911.797111 = -845025.048527 nChanged 109 SP:Iteration 22Q (1109.468356 sec): 3 clusters Score: Raw -849972.245549 + Penalty 4911.797111 = -845060.448439 nChanged 90 SP:Iteration 23Q (1109.624690 sec): 3 clusters Score: Raw -850004.454433 + Penalty 4911.797111 = -845092.657323 nChanged 87 SP:Iteration 24Q (1109.747608 sec): 3 clusters Score: Raw -850039.881747 + Penalty 4911.797111 = -845128.084637 nChanged 79 SP:Iteration 25Q (1109.880328 sec): 3 clusters Score: Raw -850065.627357 + Penalty 4911.797111 = -845153.830246 nChanged 56 SP:Iteration 26Q (1110.062421 sec): 3 clusters Score: Raw -850080.425704 + Penalty 4911.797111 = -845168.628594 nChanged 51 SP:Iteration 27Q (1110.213135 sec): 3 clusters Score: Raw -850093.634439 + Penalty 4911.797111 = -845181.837328 nChanged 41 SP:Iteration 28Q (1110.361746 sec): 3 clusters Score: Raw -850100.162549 + Penalty 4911.797111 = -845188.365438 nChanged 17 SP:Iteration 29Q (1110.504890 sec): 3 clusters Score: Raw -850103.115485 + Penalty 4911.797111 = -845191.318374 nChanged 19 SP:Iteration 30Q (1110.686205 sec): 3 clusters Score: Raw -850106.663423 + Penalty 4911.797111 = -845194.866312 nChanged 13 SP:Iteration 31Q (1110.814015 sec): 3 clusters Score: Raw -850108.996942 + Penalty 4911.797111 = -845197.199831 nChanged 11 SP:Iteration 32Q (1110.966345 sec): 3 clusters Score: Raw -850110.846447 + Penalty 4911.797111 = -845199.049336 nChanged 7 SP:Iteration 33Q (1111.068929 sec): 3 clusters Score: Raw -850111.948780 + Penalty 4911.797111 = -845200.151670 nChanged 6 SP:Iteration 34Q (1111.195971 sec): 3 clusters Score: Raw -850112.716637 + Penalty 4911.797111 = -845200.919526 nChanged 8 SP:Iteration 35Q (1111.333236 sec): 3 clusters Score: Raw -850114.243178 + Penalty 4911.797111 = -845202.446068 nChanged 11 SP:Iteration 36Q (1111.478025 sec): 3 clusters Score: Raw -850115.609800 + Penalty 4911.797111 = -845203.812689 nChanged 3 SP:Iteration 37Q (1111.625835 sec): 3 clusters Score: Raw -850116.200235 + Penalty 4911.797111 = -845204.403124 nChanged 7 SP:Iteration 38Q (1111.765420 sec): 3 clusters Score: Raw -850117.330941 + Penalty 4911.797111 = -845205.533830 nChanged 6 SP:Iteration 39Q (1111.934060 sec): 3 clusters Score: Raw -850118.583085 + Penalty 4911.797111 = -845206.785974 nChanged 8 SP:Iteration 40F (1112.033014 sec): 3 clusters Score: Raw -850120.423662 + Penalty 4911.797111 = -845208.626551 nChanged 8 SP:Iteration 41Q (1112.190661 sec): 3 clusters Score: Raw -850121.682666 + Penalty 4911.797111 = -845209.885555 nChanged 9 SP:Iteration 42Q (1112.309975 sec): 3 clusters Score: Raw -850122.750135 + Penalty 4911.797111 = -845210.953024 nChanged 3 SP:Iteration 43Q (1112.469869 sec): 3 clusters Score: Raw -850123.135925 + Penalty 4911.797111 = -845211.338815 nChanged 3 SP:Iteration 44Q (1112.637172 sec): 3 clusters Score: Raw -850123.538860 + Penalty 4911.797111 = -845211.741749 nChanged 3 SP:Iteration 45Q (1112.729831 sec): 3 clusters Score: Raw -850124.041106 + Penalty 4911.797111 = -845212.243995 nChanged 3 SP:Iteration 46Q (1112.880562 sec): 3 clusters Score: Raw -850124.422364 + Penalty 4911.797111 = -845212.625254 nChanged 3 SP:Iteration 47Q (1113.014917 sec): 3 clusters Score: Raw -850124.852852 + Penalty 4911.797111 = -845213.055741 nChanged 2 SP:Iteration 48Q (1113.157425 sec): 3 clusters Score: Raw -850125.026620 + Penalty 4911.797111 = -845213.229509 nChanged 1 SP:Iteration 49Q (1113.308797 sec): 3 clusters Score: Raw -850125.093975 + Penalty 4911.797111 = -845213.296864 nChanged 2 SP:Iteration 50Q (1113.466385 sec): 3 clusters Score: Raw -850125.311151 + Penalty 4911.797111 = -845213.514040 nChanged 2 SP:Iteration 51Q (1113.578494 sec): 3 clusters Score: Raw -850125.650120 + Penalty 4911.797111 = -845213.853009 nChanged 2 SP:Iteration 52Q (1113.732756 sec): 3 clusters Score: Raw -850125.941541 + Penalty 4911.797111 = -845214.144430 nChanged 2 SP:Iteration 53Q (1113.858852 sec): 3 clusters Score: Raw -850126.157459 + Penalty 4911.797111 = -845214.360348 nChanged 1 SP:Iteration 54Q (1114.003517 sec): 3 clusters Score: Raw -850126.270083 + Penalty 4911.797111 = -845214.472972 nChanged 2 SP:Iteration 55Q (1114.131262 sec): 3 clusters Score: Raw -850126.365076 + Penalty 4911.797111 = -845214.567965 nChanged 1 SP:Iteration 56Q (1114.272837 sec): 3 clusters Score: Raw -850126.482289 + Penalty 4911.797111 = -845214.685179 nChanged 1 SP:Iteration 57Q (1114.409719 sec): 3 clusters Score: Raw -850126.629437 + Penalty 4911.797111 = -845214.832327 nChanged 1 SP:Iteration 58Q (1114.564632 sec): 3 clusters Score: Raw -850126.730752 + Penalty 4911.797111 = -845214.933642 nChanged 1 SP:Iteration 59Q (1114.694959 sec): 3 clusters Score: Raw -850127.020708 + Penalty 4911.797111 = -845215.223597 nChanged 6 SP:Iteration 60F (1114.794851 sec): 3 clusters Score: Raw -850127.911615 + Penalty 4911.797111 = -845216.114504 nChanged 2 SP:Iteration 61Q (1114.942967 sec): 3 clusters Score: Raw -850128.320783 + Penalty 4911.797111 = -845216.523672 nChanged 2 SP:Iteration 62Q (1115.076766 sec): 3 clusters Score: Raw -850128.716780 + Penalty 4911.797111 = -845216.919670 nChanged 1 SP:Iteration 63Q (1115.209208 sec): 3 clusters Score: Raw -850128.763792 + Penalty 4911.797111 = -845216.966681 nChanged 0 SP:Iteration 64F (1115.340308 sec): 3 clusters Score: Raw -850128.763792 + Penalty 4911.797111 = -845216.966681 nChanged 0 Trying to split cluster 11 (2671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.401423 sec): 2 clusters Score: Raw -176152.253101 + Penalty 2083.014968 = -174069.238133 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.493084 sec): 3 clusters Score: Raw -175181.410791 + Penalty 4166.029937 = -171015.380855 nChanged 927 SP:Iteration 1F (1115.599475 sec): 3 clusters Score: Raw -176067.225366 + Penalty 4166.029937 = -171901.195430 nChanged 277 SP:Iteration 2F (1115.705589 sec): 3 clusters Score: Raw -176462.428697 + Penalty 4166.029937 = -172296.398760 nChanged 222 SP:Iteration 3F (1115.800955 sec): 3 clusters Score: Raw -176834.977760 + Penalty 4166.029937 = -172668.947823 nChanged 183 SP:Iteration 4F (1115.894608 sec): 3 clusters Score: Raw -177130.383589 + Penalty 4166.029937 = -172964.353652 nChanged 164 SP:Iteration 5F (1115.998657 sec): 3 clusters Score: Raw -177351.505090 + Penalty 4166.029937 = -173185.475154 nChanged 108 SP:Iteration 6Q (1116.116620 sec): 3 clusters Score: Raw -177475.726005 + Penalty 4166.029937 = -173309.696068 nChanged 59 SP:Iteration 7Q (1116.242717 sec): 3 clusters Score: Raw -177552.388921 + Penalty 4166.029937 = -173386.358984 nChanged 42 SP:Iteration 8Q (1116.340028 sec): 3 clusters Score: Raw -177613.512655 + Penalty 4166.029937 = -173447.482718 nChanged 48 SP:Iteration 9Q (1116.431557 sec): 3 clusters Score: Raw -177666.742036 + Penalty 4166.029937 = -173500.712100 nChanged 51 SP:Iteration 10Q (1116.537179 sec): 3 clusters Score: Raw -177726.750702 + Penalty 4166.029937 = -173560.720766 nChanged 44 SP:Iteration 11Q (1116.649106 sec): 3 clusters Score: Raw -177790.377624 + Penalty 4166.029937 = -173624.347687 nChanged 34 SP:Iteration 12Q (1116.767716 sec): 3 clusters Score: Raw -177820.364201 + Penalty 4166.029937 = -173654.334264 nChanged 18 SP:Iteration 13Q (1116.883570 sec): 3 clusters Score: Raw -177833.188222 + Penalty 4166.029937 = -173667.158285 nChanged 14 SP:Iteration 14Q (1117.003882 sec): 3 clusters Score: Raw -177845.601116 + Penalty 4166.029937 = -173679.571179 nChanged 14 SP:Iteration 15Q (1117.127502 sec): 3 clusters Score: Raw -177855.372631 + Penalty 4166.029937 = -173689.342695 nChanged 12 SP:Iteration 16Q (1117.231186 sec): 3 clusters Score: Raw -177864.713654 + Penalty 4166.029937 = -173698.683718 nChanged 10 SP:Iteration 17Q (1117.340837 sec): 3 clusters Score: Raw -177871.865005 + Penalty 4166.029937 = -173705.835068 nChanged 7 SP:Iteration 18Q (1117.443460 sec): 3 clusters Score: Raw -177875.220489 + Penalty 4166.029937 = -173709.190553 nChanged 8 SP:Iteration 19Q (1117.563715 sec): 3 clusters Score: Raw -177878.008380 + Penalty 4166.029937 = -173711.978443 nChanged 3 SP:Iteration 20F (1117.664166 sec): 3 clusters Score: Raw -177881.083783 + Penalty 4166.029937 = -173715.053847 nChanged 8 SP:Iteration 21Q (1117.765123 sec): 3 clusters Score: Raw -177886.184742 + Penalty 4166.029937 = -173720.154806 nChanged 3 SP:Iteration 22Q (1117.884861 sec): 3 clusters Score: Raw -177888.216877 + Penalty 4166.029937 = -173722.186941 nChanged 7 SP:Iteration 23Q (1118.016358 sec): 3 clusters Score: Raw -177892.273378 + Penalty 4166.029937 = -173726.243441 nChanged 5 SP:Iteration 24Q (1118.113110 sec): 3 clusters Score: Raw -177896.308753 + Penalty 4166.029937 = -173730.278817 nChanged 7 SP:Iteration 25Q (1118.197966 sec): 3 clusters Score: Raw -177901.030144 + Penalty 4166.029937 = -173735.000208 nChanged 6 SP:Iteration 26Q (1118.286553 sec): 3 clusters Score: Raw -177903.597594 + Penalty 4166.029937 = -173737.567657 nChanged 2 SP:Iteration 27Q (1118.436423 sec): 3 clusters Score: Raw -177904.594755 + Penalty 4166.029937 = -173738.564819 nChanged 2 SP:Iteration 28Q (1118.500962 sec): 3 clusters Score: Raw -177905.384959 + Penalty 4166.029937 = -173739.355023 nChanged 1 SP:Iteration 29Q (1118.569035 sec): 3 clusters Score: Raw -177906.276987 + Penalty 4166.029937 = -173740.247051 nChanged 1 SP:Iteration 30Q (1118.689949 sec): 3 clusters Score: Raw -177906.941372 + Penalty 4166.029937 = -173740.911435 nChanged 0 SP:Iteration 31F (1118.815819 sec): 3 clusters Score: Raw -177906.941372 + Penalty 4166.029937 = -173740.911435 nChanged 0 Iteration 139Q (1120.843925 sec): 12 clusters Score: Raw -11813056.484896 + Penalty 34530.724271 = -11778525.760626 nChanged 60 Iteration 140F (1123.436272 sec): 12 clusters Score: Raw -11813060.992967 + Penalty 34530.724271 = -11778530.268696 nChanged 63 Iteration 141Q (1125.404143 sec): 12 clusters Score: Raw -11813065.708899 + Penalty 34530.724271 = -11778534.984629 nChanged 56 Iteration 142Q (1127.302136 sec): 12 clusters Score: Raw -11813070.600395 + Penalty 34530.724271 = -11778539.876125 nChanged 68 Iteration 143Q (1129.199650 sec): 12 clusters Score: Raw -11813075.103056 + Penalty 34530.724271 = -11778544.378786 nChanged 55 Iteration 144Q (1131.118215 sec): 12 clusters Score: Raw -11813078.493630 + Penalty 34530.724271 = -11778547.769359 nChanged 42 Iteration 145Q (1133.021334 sec): 12 clusters Score: Raw -11813080.783317 + Penalty 34530.724271 = -11778550.059046 nChanged 41 Iteration 146Q (1134.858400 sec): 12 clusters Score: Raw -11813082.904361 + Penalty 34530.724271 = -11778552.180091 nChanged 41 Iteration 147Q (1136.729316 sec): 12 clusters Score: Raw -11813085.296852 + Penalty 34530.724271 = -11778554.572581 nChanged 41 Iteration 148Q (1138.640634 sec): 12 clusters Score: Raw -11813088.010300 + Penalty 34530.724271 = -11778557.286029 nChanged 40 Iteration 149Q (1140.276536 sec): 12 clusters Score: Raw -11813091.225889 + Penalty 34530.724271 = -11778560.501619 nChanged 32 Iteration 150Q (1142.129012 sec): 12 clusters Score: Raw -11813093.930319 + Penalty 34530.724271 = -11778563.206048 nChanged 37 Iteration 151Q (1144.034236 sec): 12 clusters Score: Raw -11813096.674034 + Penalty 34530.724271 = -11778565.949764 nChanged 36 Iteration 152Q (1145.835647 sec): 12 clusters Score: Raw -11813099.500208 + Penalty 34530.724271 = -11778568.775937 nChanged 41 Iteration 153Q (1147.699966 sec): 12 clusters Score: Raw -11813102.199336 + Penalty 34530.724271 = -11778571.475066 nChanged 45 Iteration 154Q (1149.539084 sec): 12 clusters Score: Raw -11813105.175509 + Penalty 34530.724271 = -11778574.451239 nChanged 43 Iteration 155Q (1151.490237 sec): 12 clusters Score: Raw -11813108.108279 + Penalty 34530.724271 = -11778577.384008 nChanged 51 Iteration 156Q (1153.399325 sec): 12 clusters Score: Raw -11813112.631332 + Penalty 34530.724271 = -11778581.907061 nChanged 54 Iteration 157Q (1155.491658 sec): 12 clusters Score: Raw -11813117.046502 + Penalty 34530.724271 = -11778586.322232 nChanged 56 Iteration 158Q (1157.459829 sec): 12 clusters Score: Raw -11813121.742216 + Penalty 34530.724271 = -11778591.017946 nChanged 66 Iteration 159Q (1159.562615 sec): 12 clusters Score: Raw -11813125.594095 + Penalty 34530.724271 = -11778594.869824 nChanged 46 Iteration 160F (1161.966016 sec): 12 clusters Score: Raw -11813129.697870 + Penalty 34530.724271 = -11778598.973599 nChanged 47 Iteration 161Q (1163.734319 sec): 12 clusters Score: Raw -11813132.683959 + Penalty 34530.724271 = -11778601.959688 nChanged 45 Iteration 162Q (1165.316261 sec): 12 clusters Score: Raw -11813135.371950 + Penalty 34530.724271 = -11778604.647679 nChanged 32 Iteration 163Q (1167.152334 sec): 12 clusters Score: Raw -11813137.634394 + Penalty 34530.724271 = -11778606.910123 nChanged 25 Iteration 164Q (1168.851713 sec): 12 clusters Score: Raw -11813139.161426 + Penalty 34530.724271 = -11778608.437155 nChanged 12 Iteration 165Q (1170.595168 sec): 12 clusters Score: Raw -11813140.293262 + Penalty 34530.724271 = -11778609.568991 nChanged 12 Iteration 166Q (1172.268012 sec): 12 clusters Score: Raw -11813141.124538 + Penalty 34530.724271 = -11778610.400268 nChanged 17 Iteration 167Q (1173.749291 sec): 12 clusters Score: Raw -11813142.312485 + Penalty 34530.724271 = -11778611.588214 nChanged 22 Iteration 168Q (1175.283046 sec): 12 clusters Score: Raw -11813144.234012 + Penalty 34530.724271 = -11778613.509742 nChanged 27 Iteration 169Q (1176.869847 sec): 12 clusters Score: Raw -11813146.506157 + Penalty 34530.724271 = -11778615.781886 nChanged 31 Iteration 170Q (1178.463158 sec): 12 clusters Score: Raw -11813148.915267 + Penalty 34530.724271 = -11778618.190996 nChanged 35 Iteration 171Q (1180.108198 sec): 12 clusters Score: Raw -11813152.128749 + Penalty 34530.724271 = -11778621.404479 nChanged 35 Iteration 172Q (1181.672221 sec): 12 clusters Score: Raw -11813154.618791 + Penalty 34530.724271 = -11778623.894520 nChanged 26 Iteration 173Q (1183.169821 sec): 12 clusters Score: Raw -11813156.638532 + Penalty 34530.724271 = -11778625.914261 nChanged 36 Iteration 174Q (1184.737156 sec): 12 clusters Score: Raw -11813159.163231 + Penalty 34530.724271 = -11778628.438961 nChanged 40 Iteration 175Q (1186.388840 sec): 12 clusters Score: Raw -11813161.593696 + Penalty 34530.724271 = -11778630.869425 nChanged 50 Iteration 176Q (1188.050647 sec): 12 clusters Score: Raw -11813164.469743 + Penalty 34530.724271 = -11778633.745472 nChanged 50 Iteration 177Q (1189.808405 sec): 12 clusters Score: Raw -11813167.452320 + Penalty 34530.724271 = -11778636.728049 nChanged 38 Iteration 178Q (1191.462069 sec): 12 clusters Score: Raw -11813170.174790 + Penalty 34530.724271 = -11778639.450519 nChanged 30 Writing temp clu file Because OldScore, -11778636.728049, is greater than current (better) Score,-11778639.450519 Compute initial score before splitting: Score: Raw -11813170.174790 + Penalty 34530.724271 = -11778639.450519 Trying to split cluster 1 (5262 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1191.653215 sec): 2 clusters Score: Raw -430843.291590 + Penalty 2262.022346 = -428581.269244 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1191.804623 sec): 3 clusters Score: Raw -428310.868315 + Penalty 4524.044692 = -423786.823623 nChanged 2004 SP:Iteration 1F (1191.932111 sec): 3 clusters Score: Raw -429618.075736 + Penalty 4524.044692 = -425094.031044 nChanged 499 SP:Iteration 2F (1192.035892 sec): 3 clusters Score: Raw -430151.948531 + Penalty 4524.044692 = -425627.903839 nChanged 431 SP:Iteration 3F (1192.141820 sec): 3 clusters Score: Raw -430634.511872 + Penalty 4524.044692 = -426110.467181 nChanged 374 SP:Iteration 4F (1192.263536 sec): 3 clusters Score: Raw -431019.429784 + Penalty 4524.044692 = -426495.385092 nChanged 313 SP:Iteration 5F (1192.363668 sec): 3 clusters Score: Raw -431345.823737 + Penalty 4524.044692 = -426821.779045 nChanged 257 SP:Iteration 6Q (1192.483747 sec): 3 clusters Score: Raw -431551.126816 + Penalty 4524.044692 = -427027.082124 nChanged 177 SP:Iteration 7Q (1192.590441 sec): 3 clusters Score: Raw -431674.644802 + Penalty 4524.044692 = -427150.600110 nChanged 123 SP:Iteration 8Q (1192.712945 sec): 3 clusters Score: Raw -431744.356019 + Penalty 4524.044692 = -427220.311327 nChanged 91 SP:Iteration 9Q (1192.820477 sec): 3 clusters Score: Raw -431793.248129 + Penalty 4524.044692 = -427269.203437 nChanged 67 SP:Iteration 10Q (1192.932264 sec): 3 clusters Score: Raw -431825.894322 + Penalty 4524.044692 = -427301.849630 nChanged 54 SP:Iteration 11Q (1193.051556 sec): 3 clusters Score: Raw -431852.351121 + Penalty 4524.044692 = -427328.306429 nChanged 50 SP:Iteration 12Q (1193.156846 sec): 3 clusters Score: Raw -431874.174224 + Penalty 4524.044692 = -427350.129533 nChanged 39 SP:Iteration 13Q (1193.275508 sec): 3 clusters Score: Raw -431891.200553 + Penalty 4524.044692 = -427367.155861 nChanged 34 SP:Iteration 14Q (1193.375660 sec): 3 clusters Score: Raw -431905.925871 + Penalty 4524.044692 = -427381.881179 nChanged 35 SP:Iteration 15Q (1193.486933 sec): 3 clusters Score: Raw -431924.389035 + Penalty 4524.044692 = -427400.344344 nChanged 33 SP:Iteration 16Q (1193.611800 sec): 3 clusters Score: Raw -431936.075241 + Penalty 4524.044692 = -427412.030550 nChanged 21 SP:Iteration 17Q (1193.716766 sec): 3 clusters Score: Raw -431942.065011 + Penalty 4524.044692 = -427418.020320 nChanged 13 SP:Iteration 18Q (1193.842949 sec): 3 clusters Score: Raw -431946.245188 + Penalty 4524.044692 = -427422.200496 nChanged 11 SP:Iteration 19Q (1193.927122 sec): 3 clusters Score: Raw -431951.157384 + Penalty 4524.044692 = -427427.112693 nChanged 10 SP:Iteration 20F (1194.038382 sec): 3 clusters Score: Raw -431953.589709 + Penalty 4524.044692 = -427429.545017 nChanged 7 SP:Iteration 21Q (1194.147967 sec): 3 clusters Score: Raw -431955.279595 + Penalty 4524.044692 = -427431.234904 nChanged 8 SP:Iteration 22Q (1194.271100 sec): 3 clusters Score: Raw -431957.730613 + Penalty 4524.044692 = -427433.685921 nChanged 9 SP:Iteration 23Q (1194.391416 sec): 3 clusters Score: Raw -431960.332829 + Penalty 4524.044692 = -427436.288138 nChanged 7 SP:Iteration 24Q (1194.514200 sec): 3 clusters Score: Raw -431964.261582 + Penalty 4524.044692 = -427440.216890 nChanged 10 SP:Iteration 25Q (1194.652265 sec): 3 clusters Score: Raw -431972.366032 + Penalty 4524.044692 = -427448.321340 nChanged 20 SP:Iteration 26Q (1194.753018 sec): 3 clusters Score: Raw -431983.240933 + Penalty 4524.044692 = -427459.196241 nChanged 19 SP:Iteration 27Q (1194.863448 sec): 3 clusters Score: Raw -431994.003624 + Penalty 4524.044692 = -427469.958932 nChanged 23 SP:Iteration 28Q (1194.967614 sec): 3 clusters Score: Raw -432004.875346 + Penalty 4524.044692 = -427480.830654 nChanged 23 SP:Iteration 29Q (1195.096252 sec): 3 clusters Score: Raw -432018.761316 + Penalty 4524.044692 = -427494.716624 nChanged 22 SP:Iteration 30Q (1195.226846 sec): 3 clusters Score: Raw -432031.151935 + Penalty 4524.044692 = -427507.107243 nChanged 25 SP:Iteration 31Q (1195.343977 sec): 3 clusters Score: Raw -432047.666755 + Penalty 4524.044692 = -427523.622064 nChanged 21 SP:Iteration 32Q (1195.473329 sec): 3 clusters Score: Raw -432064.396269 + Penalty 4524.044692 = -427540.351577 nChanged 32 SP:Iteration 33Q (1195.566104 sec): 3 clusters Score: Raw -432084.199425 + Penalty 4524.044692 = -427560.154733 nChanged 32 SP:Iteration 34Q (1195.685056 sec): 3 clusters Score: Raw -432103.087059 + Penalty 4524.044692 = -427579.042367 nChanged 28 SP:Iteration 35Q (1195.806980 sec): 3 clusters Score: Raw -432119.949138 + Penalty 4524.044692 = -427595.904447 nChanged 28 SP:Iteration 36Q (1195.941820 sec): 3 clusters Score: Raw -432136.158772 + Penalty 4524.044692 = -427612.114080 nChanged 26 SP:Iteration 37Q (1196.048274 sec): 3 clusters Score: Raw -432150.358035 + Penalty 4524.044692 = -427626.313343 nChanged 26 SP:Iteration 38Q (1196.192075 sec): 3 clusters Score: Raw -432158.742972 + Penalty 4524.044692 = -427634.698280 nChanged 18 SP:Iteration 39Q (1196.314554 sec): 3 clusters Score: Raw -432166.249654 + Penalty 4524.044692 = -427642.204962 nChanged 19 SP:Iteration 40F (1196.441507 sec): 3 clusters Score: Raw -432176.931052 + Penalty 4524.044692 = -427652.886360 nChanged 16 SP:Iteration 41Q (1196.568278 sec): 3 clusters Score: Raw -432187.613051 + Penalty 4524.044692 = -427663.568359 nChanged 22 SP:Iteration 42Q (1196.692187 sec): 3 clusters Score: Raw -432196.063271 + Penalty 4524.044692 = -427672.018579 nChanged 17 SP:Iteration 43Q (1196.790393 sec): 3 clusters Score: Raw -432202.515657 + Penalty 4524.044692 = -427678.470965 nChanged 16 SP:Iteration 44Q (1196.926153 sec): 3 clusters Score: Raw -432208.226882 + Penalty 4524.044692 = -427684.182190 nChanged 10 SP:Iteration 45Q (1197.026379 sec): 3 clusters Score: Raw -432212.321478 + Penalty 4524.044692 = -427688.276786 nChanged 9 SP:Iteration 46Q (1197.132907 sec): 3 clusters Score: Raw -432215.973774 + Penalty 4524.044692 = -427691.929083 nChanged 13 SP:Iteration 47Q (1197.250495 sec): 3 clusters Score: Raw -432220.588375 + Penalty 4524.044692 = -427696.543683 nChanged 10 SP:Iteration 48Q (1197.362264 sec): 3 clusters Score: Raw -432224.694913 + Penalty 4524.044692 = -427700.650221 nChanged 5 SP:Iteration 49Q (1197.476852 sec): 3 clusters Score: Raw -432226.703382 + Penalty 4524.044692 = -427702.658690 nChanged 3 SP:Iteration 50Q (1197.596577 sec): 3 clusters Score: Raw -432227.504265 + Penalty 4524.044692 = -427703.459573 nChanged 3 SP:Iteration 51Q (1197.683160 sec): 3 clusters Score: Raw -432228.095612 + Penalty 4524.044692 = -427704.050920 nChanged 1 SP:Iteration 52Q (1197.795710 sec): 3 clusters Score: Raw -432228.341044 + Penalty 4524.044692 = -427704.296352 nChanged 0 SP:Iteration 53F (1197.913446 sec): 3 clusters Score: Raw -432228.341044 + Penalty 4524.044692 = -427704.296352 nChanged 0 Trying to split cluster 2 (12178 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1198.007187 sec): 2 clusters Score: Raw -1053180.842036 + Penalty 2483.549990 = -1050697.292046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1198.156468 sec): 3 clusters Score: Raw -1046502.947227 + Penalty 4967.099979 = -1041535.847248 nChanged 5181 SP:Iteration 1F (1198.307391 sec): 3 clusters Score: Raw -1049448.283562 + Penalty 4967.099979 = -1044481.183583 nChanged 853 SP:Iteration 2F (1198.438679 sec): 3 clusters Score: Raw -1049876.615226 + Penalty 4967.099979 = -1044909.515247 nChanged 667 SP:Iteration 3F (1198.556135 sec): 3 clusters Score: Raw -1050189.870867 + Penalty 4967.099979 = -1045222.770887 nChanged 559 SP:Iteration 4Q (1198.690616 sec): 3 clusters Score: Raw -1050493.654502 + Penalty 4967.099979 = -1045526.554523 nChanged 531 SP:Iteration 5Q (1198.854222 sec): 3 clusters Score: Raw -1050789.638483 + Penalty 4967.099979 = -1045822.538504 nChanged 494 SP:Iteration 6Q (1198.973431 sec): 3 clusters Score: Raw -1051079.931203 + Penalty 4967.099979 = -1046112.831224 nChanged 498 SP:Iteration 7Q (1199.140442 sec): 3 clusters Score: Raw -1051372.421345 + Penalty 4967.099979 = -1046405.321366 nChanged 467 SP:Iteration 8Q (1199.266143 sec): 3 clusters Score: Raw -1051635.181180 + Penalty 4967.099979 = -1046668.081201 nChanged 421 SP:Iteration 9Q (1199.435406 sec): 3 clusters Score: Raw -1051895.454535 + Penalty 4967.099979 = -1046928.354555 nChanged 424 SP:Iteration 10Q (1199.560146 sec): 3 clusters Score: Raw -1052164.879931 + Penalty 4967.099979 = -1047197.779951 nChanged 419 SP:Iteration 11Q (1199.727825 sec): 3 clusters Score: Raw -1052423.741690 + Penalty 4967.099979 = -1047456.641711 nChanged 378 SP:Iteration 12Q (1199.846457 sec): 3 clusters Score: Raw -1052662.329334 + Penalty 4967.099979 = -1047695.229355 nChanged 339 SP:Iteration 13Q (1199.992950 sec): 3 clusters Score: Raw -1052863.067925 + Penalty 4967.099979 = -1047895.967945 nChanged 310 SP:Iteration 14Q (1200.139684 sec): 3 clusters Score: Raw -1053030.297329 + Penalty 4967.099979 = -1048063.197350 nChanged 287 SP:Iteration 15Q (1200.305383 sec): 3 clusters Score: Raw -1053183.525466 + Penalty 4967.099979 = -1048216.425487 nChanged 259 SP:Iteration 16Q (1200.407930 sec): 3 clusters Score: Raw -1053328.209749 + Penalty 4967.099979 = -1048361.109770 nChanged 265 SP:Iteration 17Q (1200.536113 sec): 3 clusters Score: Raw -1053479.227480 + Penalty 4967.099979 = -1048512.127501 nChanged 242 SP:Iteration 18Q (1200.667935 sec): 3 clusters Score: Raw -1053607.369721 + Penalty 4967.099979 = -1048640.269742 nChanged 192 SP:Iteration 19Q (1200.818289 sec): 3 clusters Score: Raw -1053692.175940 + Penalty 4967.099979 = -1048725.075961 nChanged 166 SP:Iteration 20F (1200.963922 sec): 3 clusters Score: Raw -1053760.886561 + Penalty 4967.099979 = -1048793.786582 nChanged 120 SP:Iteration 21Q (1201.113314 sec): 3 clusters Score: Raw -1053800.941886 + Penalty 4967.099979 = -1048833.841907 nChanged 110 SP:Iteration 22Q (1201.266531 sec): 3 clusters Score: Raw -1053840.078513 + Penalty 4967.099979 = -1048872.978534 nChanged 101 SP:Iteration 23Q (1201.394640 sec): 3 clusters Score: Raw -1053873.524170 + Penalty 4967.099979 = -1048906.424191 nChanged 93 SP:Iteration 24Q (1201.542165 sec): 3 clusters Score: Raw -1053907.975099 + Penalty 4967.099979 = -1048940.875119 nChanged 89 SP:Iteration 25Q (1201.685131 sec): 3 clusters Score: Raw -1053940.711453 + Penalty 4967.099979 = -1048973.611474 nChanged 76 SP:Iteration 26Q (1201.835679 sec): 3 clusters Score: Raw -1053968.328044 + Penalty 4967.099979 = -1049001.228065 nChanged 75 SP:Iteration 27Q (1201.981887 sec): 3 clusters Score: Raw -1053991.928726 + Penalty 4967.099979 = -1049024.828747 nChanged 76 SP:Iteration 28Q (1202.113460 sec): 3 clusters Score: Raw -1054012.846429 + Penalty 4967.099979 = -1049045.746450 nChanged 47 SP:Iteration 29Q (1202.255889 sec): 3 clusters Score: Raw -1054024.671890 + Penalty 4967.099979 = -1049057.571911 nChanged 39 SP:Iteration 30Q (1202.393357 sec): 3 clusters Score: Raw -1054035.636947 + Penalty 4967.099979 = -1049068.536968 nChanged 40 SP:Iteration 31Q (1202.543416 sec): 3 clusters Score: Raw -1054045.659727 + Penalty 4967.099979 = -1049078.559748 nChanged 34 SP:Iteration 32Q (1202.691667 sec): 3 clusters Score: Raw -1054053.448378 + Penalty 4967.099979 = -1049086.348398 nChanged 27 SP:Iteration 33Q (1202.839632 sec): 3 clusters Score: Raw -1054059.210325 + Penalty 4967.099979 = -1049092.110345 nChanged 28 SP:Iteration 34Q (1203.017589 sec): 3 clusters Score: Raw -1054064.698439 + Penalty 4967.099979 = -1049097.598460 nChanged 26 SP:Iteration 35Q (1203.131728 sec): 3 clusters Score: Raw -1054069.828572 + Penalty 4967.099979 = -1049102.728593 nChanged 24 SP:Iteration 36Q (1203.271320 sec): 3 clusters Score: Raw -1054075.544270 + Penalty 4967.099979 = -1049108.444291 nChanged 30 SP:Iteration 37Q (1203.411520 sec): 3 clusters Score: Raw -1054081.797072 + Penalty 4967.099979 = -1049114.697093 nChanged 23 SP:Iteration 38Q (1203.569013 sec): 3 clusters Score: Raw -1054086.646502 + Penalty 4967.099979 = -1049119.546523 nChanged 22 SP:Iteration 39Q (1203.706320 sec): 3 clusters Score: Raw -1054090.652602 + Penalty 4967.099979 = -1049123.552623 nChanged 19 SP:Iteration 40F (1203.833789 sec): 3 clusters Score: Raw -1054094.099511 + Penalty 4967.099979 = -1049126.999531 nChanged 9 SP:Iteration 41Q (1203.966313 sec): 3 clusters Score: Raw -1054096.187806 + Penalty 4967.099979 = -1049129.087827 nChanged 10 SP:Iteration 42Q (1204.103518 sec): 3 clusters Score: Raw -1054098.260070 + Penalty 4967.099979 = -1049131.160091 nChanged 9 SP:Iteration 43Q (1204.268201 sec): 3 clusters Score: Raw -1054099.893687 + Penalty 4967.099979 = -1049132.793708 nChanged 8 SP:Iteration 44Q (1204.376500 sec): 3 clusters Score: Raw -1054101.452548 + Penalty 4967.099979 = -1049134.352568 nChanged 10 SP:Iteration 45Q (1204.501186 sec): 3 clusters Score: Raw -1054102.831146 + Penalty 4967.099979 = -1049135.731167 nChanged 8 SP:Iteration 46Q (1204.630690 sec): 3 clusters Score: Raw -1054103.822593 + Penalty 4967.099979 = -1049136.722614 nChanged 4 SP:Iteration 47Q (1204.782253 sec): 3 clusters Score: Raw -1054104.451631 + Penalty 4967.099979 = -1049137.351652 nChanged 2 SP:Iteration 48Q (1204.923078 sec): 3 clusters Score: Raw -1054104.720160 + Penalty 4967.099979 = -1049137.620181 nChanged 3 SP:Iteration 49Q (1205.070535 sec): 3 clusters Score: Raw -1054105.152671 + Penalty 4967.099979 = -1049138.052692 nChanged 3 SP:Iteration 50Q (1205.200830 sec): 3 clusters Score: Raw -1054105.510780 + Penalty 4967.099979 = -1049138.410801 nChanged 2 SP:Iteration 51Q (1205.323039 sec): 3 clusters Score: Raw -1054105.940961 + Penalty 4967.099979 = -1049138.840982 nChanged 1 SP:Iteration 52Q (1205.453968 sec): 3 clusters Score: Raw -1054106.200825 + Penalty 4967.099979 = -1049139.100846 nChanged 0 SP:Iteration 53F (1205.610231 sec): 3 clusters Score: Raw -1054106.200825 + Penalty 4967.099979 = -1049139.100846 nChanged 0 Trying to split cluster 3 (4123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1205.691036 sec): 2 clusters Score: Raw -301625.498091 + Penalty 2197.624792 = -299427.873299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1205.848809 sec): 3 clusters Score: Raw -299833.803689 + Penalty 4395.249584 = -295438.554105 nChanged 1493 SP:Iteration 1F (1205.946844 sec): 3 clusters Score: Raw -301017.383705 + Penalty 4395.249584 = -296622.134121 nChanged 409 SP:Iteration 2F (1206.057571 sec): 3 clusters Score: Raw -301493.872684 + Penalty 4395.249584 = -297098.623100 nChanged 332 SP:Iteration 3F (1206.168235 sec): 3 clusters Score: Raw -301936.744251 + Penalty 4395.249584 = -297541.494667 nChanged 297 SP:Iteration 4F (1206.275573 sec): 3 clusters Score: Raw -302274.501481 + Penalty 4395.249584 = -297879.251898 nChanged 220 SP:Iteration 5F (1206.386535 sec): 3 clusters Score: Raw -302476.805042 + Penalty 4395.249584 = -298081.555459 nChanged 139 SP:Iteration 6Q (1206.510837 sec): 3 clusters Score: Raw -302590.564997 + Penalty 4395.249584 = -298195.315414 nChanged 97 SP:Iteration 7Q (1206.633036 sec): 3 clusters Score: Raw -302663.374577 + Penalty 4395.249584 = -298268.124993 nChanged 77 SP:Iteration 8Q (1206.754453 sec): 3 clusters Score: Raw -302726.587800 + Penalty 4395.249584 = -298331.338216 nChanged 59 SP:Iteration 9Q (1206.868908 sec): 3 clusters Score: Raw -302771.515121 + Penalty 4395.249584 = -298376.265537 nChanged 44 SP:Iteration 10Q (1206.980902 sec): 3 clusters Score: Raw -302798.725105 + Penalty 4395.249584 = -298403.475521 nChanged 32 SP:Iteration 11Q (1207.096728 sec): 3 clusters Score: Raw -302817.464719 + Penalty 4395.249584 = -298422.215136 nChanged 24 SP:Iteration 12Q (1207.212595 sec): 3 clusters Score: Raw -302832.523374 + Penalty 4395.249584 = -298437.273790 nChanged 27 SP:Iteration 13Q (1207.342613 sec): 3 clusters Score: Raw -302849.409476 + Penalty 4395.249584 = -298454.159893 nChanged 25 SP:Iteration 14Q (1207.476871 sec): 3 clusters Score: Raw -302861.266708 + Penalty 4395.249584 = -298466.017124 nChanged 20 SP:Iteration 15Q (1207.590368 sec): 3 clusters Score: Raw -302870.522967 + Penalty 4395.249584 = -298475.273383 nChanged 11 SP:Iteration 16Q (1207.686618 sec): 3 clusters Score: Raw -302876.075606 + Penalty 4395.249584 = -298480.826022 nChanged 6 SP:Iteration 17Q (1207.818318 sec): 3 clusters Score: Raw -302878.472856 + Penalty 4395.249584 = -298483.223272 nChanged 3 SP:Iteration 18Q (1207.924077 sec): 3 clusters Score: Raw -302880.164217 + Penalty 4395.249584 = -298484.914633 nChanged 2 SP:Iteration 19Q (1208.070546 sec): 3 clusters Score: Raw -302881.285468 + Penalty 4395.249584 = -298486.035885 nChanged 2 SP:Iteration 20F (1208.182940 sec): 3 clusters Score: Raw -302881.832357 + Penalty 4395.249584 = -298486.582773 nChanged 2 SP:Iteration 21Q (1208.240530 sec): 3 clusters Score: Raw -302882.263551 + Penalty 4395.249584 = -298487.013967 nChanged 0 SP:Iteration 22F (1208.348470 sec): 3 clusters Score: Raw -302882.263551 + Penalty 4395.249584 = -298487.013967 nChanged 0 Trying to split cluster 4 (9209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1208.423485 sec): 2 clusters Score: Raw -780339.368486 + Penalty 2409.775248 = -777929.593238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1208.559680 sec): 3 clusters Score: Raw -775563.061388 + Penalty 4819.550496 = -770743.510892 nChanged 3707 SP:Iteration 1F (1208.724239 sec): 3 clusters Score: Raw -777789.848530 + Penalty 4819.550496 = -772970.298034 nChanged 779 SP:Iteration 2F (1208.876674 sec): 3 clusters Score: Raw -778486.928791 + Penalty 4819.550496 = -773667.378295 nChanged 775 SP:Iteration 3F (1208.982141 sec): 3 clusters Score: Raw -779316.599518 + Penalty 4819.550496 = -774497.049022 nChanged 770 SP:Iteration 4F (1209.132161 sec): 3 clusters Score: Raw -780052.770528 + Penalty 4819.550496 = -775233.220032 nChanged 607 SP:Iteration 5F (1209.218046 sec): 3 clusters Score: Raw -780584.428091 + Penalty 4819.550496 = -775764.877595 nChanged 479 SP:Iteration 6F (1209.282856 sec): 3 clusters Score: Raw -780972.813400 + Penalty 4819.550496 = -776153.262904 nChanged 342 SP:Iteration 7Q (1209.368361 sec): 3 clusters Score: Raw -781212.873825 + Penalty 4819.550496 = -776393.323329 nChanged 230 SP:Iteration 8Q (1209.453497 sec): 3 clusters Score: Raw -781336.927914 + Penalty 4819.550496 = -776517.377417 nChanged 151 SP:Iteration 9Q (1209.525234 sec): 3 clusters Score: Raw -781400.066525 + Penalty 4819.550496 = -776580.516029 nChanged 92 SP:Iteration 10Q (1209.690529 sec): 3 clusters Score: Raw -781431.408703 + Penalty 4819.550496 = -776611.858207 nChanged 67 SP:Iteration 11Q (1209.839884 sec): 3 clusters Score: Raw -781449.314538 + Penalty 4819.550496 = -776629.764042 nChanged 48 SP:Iteration 12Q (1209.959738 sec): 3 clusters Score: Raw -781461.413102 + Penalty 4819.550496 = -776641.862606 nChanged 33 SP:Iteration 13Q (1210.121579 sec): 3 clusters Score: Raw -781469.051393 + Penalty 4819.550496 = -776649.500897 nChanged 31 SP:Iteration 14Q (1210.284888 sec): 3 clusters Score: Raw -781475.998874 + Penalty 4819.550496 = -776656.448378 nChanged 29 SP:Iteration 15Q (1210.460723 sec): 3 clusters Score: Raw -781482.818798 + Penalty 4819.550496 = -776663.268302 nChanged 25 SP:Iteration 16Q (1210.547127 sec): 3 clusters Score: Raw -781487.533372 + Penalty 4819.550496 = -776667.982875 nChanged 18 SP:Iteration 17Q (1210.671965 sec): 3 clusters Score: Raw -781491.399219 + Penalty 4819.550496 = -776671.848723 nChanged 21 SP:Iteration 18Q (1210.824304 sec): 3 clusters Score: Raw -781495.731768 + Penalty 4819.550496 = -776676.181272 nChanged 14 SP:Iteration 19Q (1210.938801 sec): 3 clusters Score: Raw -781499.055248 + Penalty 4819.550496 = -776679.504752 nChanged 10 SP:Iteration 20F (1211.111246 sec): 3 clusters Score: Raw -781502.450744 + Penalty 4819.550496 = -776682.900247 nChanged 13 SP:Iteration 21Q (1211.229609 sec): 3 clusters Score: Raw -781505.640733 + Penalty 4819.550496 = -776686.090237 nChanged 13 SP:Iteration 22Q (1211.353141 sec): 3 clusters Score: Raw -781507.926244 + Penalty 4819.550496 = -776688.375748 nChanged 15 SP:Iteration 23Q (1211.460344 sec): 3 clusters Score: Raw -781510.851788 + Penalty 4819.550496 = -776691.301292 nChanged 3 SP:Iteration 24Q (1211.580674 sec): 3 clusters Score: Raw -781511.404704 + Penalty 4819.550496 = -776691.854208 nChanged 4 SP:Iteration 25Q (1211.717125 sec): 3 clusters Score: Raw -781512.178171 + Penalty 4819.550496 = -776692.627675 nChanged 5 SP:Iteration 26Q (1211.869794 sec): 3 clusters Score: Raw -781513.616399 + Penalty 4819.550496 = -776694.065903 nChanged 2 SP:Iteration 27Q (1211.983320 sec): 3 clusters Score: Raw -781513.923268 + Penalty 4819.550496 = -776694.372772 nChanged 4 SP:Iteration 28Q (1212.114669 sec): 3 clusters Score: Raw -781514.645390 + Penalty 4819.550496 = -776695.094894 nChanged 0 SP:Iteration 29F (1212.231726 sec): 3 clusters Score: Raw -781514.645390 + Penalty 4819.550496 = -776695.094894 nChanged 0 Trying to split cluster 5 (15218 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1212.368754 sec): 2 clusters Score: Raw -1171496.356208 + Penalty 2542.381833 = -1168953.974375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1212.524700 sec): 3 clusters Score: Raw -1162906.351941 + Penalty 5084.763666 = -1157821.588274 nChanged 6591 SP:Iteration 1F (1212.683864 sec): 3 clusters Score: Raw -1166773.850030 + Penalty 5084.763666 = -1161689.086363 nChanged 1122 SP:Iteration 2F (1212.854468 sec): 3 clusters Score: Raw -1167497.249668 + Penalty 5084.763666 = -1162412.486002 nChanged 1019 SP:Iteration 3F (1212.994019 sec): 3 clusters Score: Raw -1168199.618863 + Penalty 5084.763666 = -1163114.855197 nChanged 932 SP:Iteration 4F (1213.140861 sec): 3 clusters Score: Raw -1168896.982147 + Penalty 5084.763666 = -1163812.218480 nChanged 936 SP:Iteration 5F (1213.325770 sec): 3 clusters Score: Raw -1169612.900522 + Penalty 5084.763666 = -1164528.136855 nChanged 940 SP:Iteration 6F (1213.489438 sec): 3 clusters Score: Raw -1170319.018273 + Penalty 5084.763666 = -1165234.254606 nChanged 876 SP:Iteration 7F (1213.636891 sec): 3 clusters Score: Raw -1170890.534080 + Penalty 5084.763666 = -1165805.770414 nChanged 748 SP:Iteration 8Q (1213.797345 sec): 3 clusters Score: Raw -1171288.191719 + Penalty 5084.763666 = -1166203.428053 nChanged 564 SP:Iteration 9Q (1213.979259 sec): 3 clusters Score: Raw -1171537.553208 + Penalty 5084.763666 = -1166452.789541 nChanged 388 SP:Iteration 10Q (1214.106146 sec): 3 clusters Score: Raw -1171688.734445 + Penalty 5084.763666 = -1166603.970778 nChanged 351 SP:Iteration 11Q (1214.261427 sec): 3 clusters Score: Raw -1171791.572860 + Penalty 5084.763666 = -1166706.809194 nChanged 237 SP:Iteration 12Q (1214.408587 sec): 3 clusters Score: Raw -1171853.660811 + Penalty 5084.763666 = -1166768.897145 nChanged 203 SP:Iteration 13Q (1214.562709 sec): 3 clusters Score: Raw -1171902.461591 + Penalty 5084.763666 = -1166817.697925 nChanged 179 SP:Iteration 14Q (1214.697332 sec): 3 clusters Score: Raw -1171948.019879 + Penalty 5084.763666 = -1166863.256213 nChanged 161 SP:Iteration 15Q (1214.857124 sec): 3 clusters Score: Raw -1171983.749759 + Penalty 5084.763666 = -1166898.986093 nChanged 128 SP:Iteration 16Q (1214.989515 sec): 3 clusters Score: Raw -1172011.975114 + Penalty 5084.763666 = -1166927.211448 nChanged 130 SP:Iteration 17Q (1215.166799 sec): 3 clusters Score: Raw -1172038.716425 + Penalty 5084.763666 = -1166953.952758 nChanged 111 SP:Iteration 18Q (1215.330735 sec): 3 clusters Score: Raw -1172061.289152 + Penalty 5084.763666 = -1166976.525486 nChanged 104 SP:Iteration 19Q (1215.483845 sec): 3 clusters Score: Raw -1172079.737224 + Penalty 5084.763666 = -1166994.973558 nChanged 96 SP:Iteration 20F (1215.651203 sec): 3 clusters Score: Raw -1172097.271182 + Penalty 5084.763666 = -1167012.507516 nChanged 91 SP:Iteration 21Q (1215.804958 sec): 3 clusters Score: Raw -1172113.742673 + Penalty 5084.763666 = -1167028.979007 nChanged 75 SP:Iteration 22Q (1215.887861 sec): 3 clusters Score: Raw -1172124.139628 + Penalty 5084.763666 = -1167039.375961 nChanged 60 SP:Iteration 23Q (1215.975356 sec): 3 clusters Score: Raw -1172134.671313 + Penalty 5084.763666 = -1167049.907647 nChanged 53 SP:Iteration 24Q (1216.181646 sec): 3 clusters Score: Raw -1172145.030526 + Penalty 5084.763666 = -1167060.266860 nChanged 59 SP:Iteration 25Q (1216.328716 sec): 3 clusters Score: Raw -1172154.910302 + Penalty 5084.763666 = -1167070.146636 nChanged 51 SP:Iteration 26Q (1216.467769 sec): 3 clusters Score: Raw -1172163.474059 + Penalty 5084.763666 = -1167078.710393 nChanged 59 SP:Iteration 27Q (1216.639509 sec): 3 clusters Score: Raw -1172175.190116 + Penalty 5084.763666 = -1167090.426449 nChanged 55 SP:Iteration 28Q (1216.847588 sec): 3 clusters Score: Raw -1172184.635067 + Penalty 5084.763666 = -1167099.871400 nChanged 51 SP:Iteration 29Q (1216.992982 sec): 3 clusters Score: Raw -1172193.732616 + Penalty 5084.763666 = -1167108.968949 nChanged 46 SP:Iteration 30Q (1217.135052 sec): 3 clusters Score: Raw -1172203.267197 + Penalty 5084.763666 = -1167118.503530 nChanged 54 SP:Iteration 31Q (1217.346158 sec): 3 clusters Score: Raw -1172212.776478 + Penalty 5084.763666 = -1167128.012812 nChanged 49 SP:Iteration 32Q (1217.530031 sec): 3 clusters Score: Raw -1172220.226760 + Penalty 5084.763666 = -1167135.463093 nChanged 46 SP:Iteration 33Q (1217.682289 sec): 3 clusters Score: Raw -1172226.988083 + Penalty 5084.763666 = -1167142.224417 nChanged 43 SP:Iteration 34Q (1217.846840 sec): 3 clusters Score: Raw -1172232.148147 + Penalty 5084.763666 = -1167147.384481 nChanged 42 SP:Iteration 35Q (1218.056207 sec): 3 clusters Score: Raw -1172239.120965 + Penalty 5084.763666 = -1167154.357299 nChanged 49 SP:Iteration 36Q (1218.212774 sec): 3 clusters Score: Raw -1172246.194761 + Penalty 5084.763666 = -1167161.431095 nChanged 47 SP:Iteration 37Q (1218.368113 sec): 3 clusters Score: Raw -1172252.912563 + Penalty 5084.763666 = -1167168.148896 nChanged 56 SP:Iteration 38Q (1218.540296 sec): 3 clusters Score: Raw -1172262.153874 + Penalty 5084.763666 = -1167177.390208 nChanged 50 SP:Iteration 39Q (1218.709858 sec): 3 clusters Score: Raw -1172270.653917 + Penalty 5084.763666 = -1167185.890251 nChanged 61 SP:Iteration 40F (1218.839661 sec): 3 clusters Score: Raw -1172280.432868 + Penalty 5084.763666 = -1167195.669201 nChanged 52 SP:Iteration 41Q (1218.986087 sec): 3 clusters Score: Raw -1172289.437434 + Penalty 5084.763666 = -1167204.673768 nChanged 47 SP:Iteration 42Q (1219.122591 sec): 3 clusters Score: Raw -1172297.938309 + Penalty 5084.763666 = -1167213.174643 nChanged 50 SP:Iteration 43Q (1219.247486 sec): 3 clusters Score: Raw -1172305.179502 + Penalty 5084.763666 = -1167220.415836 nChanged 43 SP:Iteration 44Q (1219.427153 sec): 3 clusters Score: Raw -1172312.705673 + Penalty 5084.763666 = -1167227.942006 nChanged 54 SP:Iteration 45Q (1219.591677 sec): 3 clusters Score: Raw -1172322.514403 + Penalty 5084.763666 = -1167237.750737 nChanged 61 SP:Iteration 46Q (1219.738811 sec): 3 clusters Score: Raw -1172332.576586 + Penalty 5084.763666 = -1167247.812919 nChanged 52 SP:Iteration 47Q (1219.923101 sec): 3 clusters Score: Raw -1172341.441624 + Penalty 5084.763666 = -1167256.677958 nChanged 51 SP:Iteration 48Q (1220.142252 sec): 3 clusters Score: Raw -1172351.329971 + Penalty 5084.763666 = -1167266.566305 nChanged 49 SP:Iteration 49Q (1220.334045 sec): 3 clusters Score: Raw -1172360.288540 + Penalty 5084.763666 = -1167275.524873 nChanged 60 SP:Iteration 50Q (1220.539445 sec): 3 clusters Score: Raw -1172371.577618 + Penalty 5084.763666 = -1167286.813951 nChanged 54 SP:Iteration 51Q (1220.709394 sec): 3 clusters Score: Raw -1172381.777967 + Penalty 5084.763666 = -1167297.014301 nChanged 52 SP:Iteration 52Q (1220.867657 sec): 3 clusters Score: Raw -1172390.747115 + Penalty 5084.763666 = -1167305.983449 nChanged 49 SP:Iteration 53Q (1221.044160 sec): 3 clusters Score: Raw -1172401.783014 + Penalty 5084.763666 = -1167317.019347 nChanged 53 SP:Iteration 54Q (1221.193033 sec): 3 clusters Score: Raw -1172412.379237 + Penalty 5084.763666 = -1167327.615571 nChanged 60 SP:Iteration 55Q (1221.341422 sec): 3 clusters Score: Raw -1172424.283508 + Penalty 5084.763666 = -1167339.519841 nChanged 58 SP:Iteration 56Q (1221.482986 sec): 3 clusters Score: Raw -1172436.399294 + Penalty 5084.763666 = -1167351.635628 nChanged 56 SP:Iteration 57Q (1221.638888 sec): 3 clusters Score: Raw -1172449.257325 + Penalty 5084.763666 = -1167364.493658 nChanged 52 SP:Iteration 58Q (1221.795512 sec): 3 clusters Score: Raw -1172458.254070 + Penalty 5084.763666 = -1167373.490403 nChanged 44 SP:Iteration 59Q (1221.955680 sec): 3 clusters Score: Raw -1172467.978388 + Penalty 5084.763666 = -1167383.214722 nChanged 58 SP:Iteration 60F (1222.107976 sec): 3 clusters Score: Raw -1172480.080329 + Penalty 5084.763666 = -1167395.316662 nChanged 68 SP:Iteration 61Q (1222.266468 sec): 3 clusters Score: Raw -1172496.918889 + Penalty 5084.763666 = -1167412.155222 nChanged 73 SP:Iteration 62Q (1222.410127 sec): 3 clusters Score: Raw -1172515.725414 + Penalty 5084.763666 = -1167430.961747 nChanged 66 SP:Iteration 63Q (1222.549777 sec): 3 clusters Score: Raw -1172530.870791 + Penalty 5084.763666 = -1167446.107125 nChanged 56 SP:Iteration 64Q (1222.701090 sec): 3 clusters Score: Raw -1172540.552134 + Penalty 5084.763666 = -1167455.788468 nChanged 50 SP:Iteration 65Q (1222.854603 sec): 3 clusters Score: Raw -1172552.092473 + Penalty 5084.763666 = -1167467.328807 nChanged 54 SP:Iteration 66Q (1222.995046 sec): 3 clusters Score: Raw -1172562.188189 + Penalty 5084.763666 = -1167477.424523 nChanged 47 SP:Iteration 67Q (1223.173827 sec): 3 clusters Score: Raw -1172572.070468 + Penalty 5084.763666 = -1167487.306802 nChanged 51 SP:Iteration 68Q (1223.331565 sec): 3 clusters Score: Raw -1172583.288256 + Penalty 5084.763666 = -1167498.524589 nChanged 58 SP:Iteration 69Q (1223.503521 sec): 3 clusters Score: Raw -1172594.570985 + Penalty 5084.763666 = -1167509.807318 nChanged 44 SP:Iteration 70Q (1223.654936 sec): 3 clusters Score: Raw -1172603.612993 + Penalty 5084.763666 = -1167518.849327 nChanged 40 SP:Iteration 71Q (1223.808790 sec): 3 clusters Score: Raw -1172610.845000 + Penalty 5084.763666 = -1167526.081334 nChanged 34 SP:Iteration 72Q (1223.969247 sec): 3 clusters Score: Raw -1172616.636050 + Penalty 5084.763666 = -1167531.872383 nChanged 24 SP:Iteration 73Q (1224.132255 sec): 3 clusters Score: Raw -1172620.111195 + Penalty 5084.763666 = -1167535.347528 nChanged 19 SP:Iteration 74Q (1224.210569 sec): 3 clusters Score: Raw -1172623.492929 + Penalty 5084.763666 = -1167538.729263 nChanged 24 SP:Iteration 75Q (1224.362576 sec): 3 clusters Score: Raw -1172627.389103 + Penalty 5084.763666 = -1167542.625437 nChanged 22 SP:Iteration 76Q (1224.526848 sec): 3 clusters Score: Raw -1172630.839784 + Penalty 5084.763666 = -1167546.076118 nChanged 25 SP:Iteration 77Q (1224.658477 sec): 3 clusters Score: Raw -1172634.468809 + Penalty 5084.763666 = -1167549.705142 nChanged 13 SP:Iteration 78Q (1224.807225 sec): 3 clusters Score: Raw -1172636.280217 + Penalty 5084.763666 = -1167551.516551 nChanged 13 SP:Iteration 79Q (1224.944857 sec): 3 clusters Score: Raw -1172638.420648 + Penalty 5084.763666 = -1167553.656982 nChanged 15 SP:Iteration 80F (1225.105331 sec): 3 clusters Score: Raw -1172640.290110 + Penalty 5084.763666 = -1167555.526444 nChanged 18 SP:Iteration 81Q (1225.243728 sec): 3 clusters Score: Raw -1172643.333998 + Penalty 5084.763666 = -1167558.570331 nChanged 14 SP:Iteration 82Q (1225.411120 sec): 3 clusters Score: Raw -1172645.606970 + Penalty 5084.763666 = -1167560.843304 nChanged 12 SP:Iteration 83Q (1225.525119 sec): 3 clusters Score: Raw -1172647.033680 + Penalty 5084.763666 = -1167562.270014 nChanged 9 SP:Iteration 84Q (1225.696302 sec): 3 clusters Score: Raw -1172648.060756 + Penalty 5084.763666 = -1167563.297089 nChanged 9 SP:Iteration 85Q (1225.854001 sec): 3 clusters Score: Raw -1172649.640576 + Penalty 5084.763666 = -1167564.876910 nChanged 7 SP:Iteration 86Q (1225.982459 sec): 3 clusters Score: Raw -1172650.678450 + Penalty 5084.763666 = -1167565.914783 nChanged 5 SP:Iteration 87Q (1226.133425 sec): 3 clusters Score: Raw -1172651.339260 + Penalty 5084.763666 = -1167566.575594 nChanged 5 SP:Iteration 88Q (1226.225624 sec): 3 clusters Score: Raw -1172652.095979 + Penalty 5084.763666 = -1167567.332312 nChanged 2 SP:Iteration 89Q (1226.381458 sec): 3 clusters Score: Raw -1172652.467829 + Penalty 5084.763666 = -1167567.704162 nChanged 3 SP:Iteration 90Q (1226.523168 sec): 3 clusters Score: Raw -1172652.771381 + Penalty 5084.763666 = -1167568.007715 nChanged 0 SP:Iteration 91F (1226.690583 sec): 3 clusters Score: Raw -1172652.771381 + Penalty 5084.763666 = -1167568.007715 nChanged 0 Trying to split cluster 6 (64777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.993995 sec): 2 clusters Score: Raw -5565839.758960 + Penalty 2924.778353 = -5562914.980607 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1227.311205 sec): 3 clusters Score: Raw -5525249.419821 + Penalty 5849.556705 = -5519399.863116 nChanged 30166 SP:Iteration 1F (1227.646193 sec): 3 clusters Score: Raw -5542456.133542 + Penalty 5849.556705 = -5536606.576837 nChanged 2872 SP:Iteration 2Q (1227.936776 sec): 3 clusters Score: Raw -5543408.512636 + Penalty 5849.556705 = -5537558.955931 nChanged 2816 SP:Iteration 3Q (1228.267683 sec): 3 clusters Score: Raw -5544438.665120 + Penalty 5849.556705 = -5538589.108415 nChanged 3028 SP:Iteration 4Q (1228.555101 sec): 3 clusters Score: Raw -5545674.438158 + Penalty 5849.556705 = -5539824.881453 nChanged 3312 SP:Iteration 5F (1228.851245 sec): 3 clusters Score: Raw -5547234.951967 + Penalty 5849.556705 = -5541385.395262 nChanged 3604 SP:Iteration 6F (1229.162657 sec): 3 clusters Score: Raw -5549110.937151 + Penalty 5849.556705 = -5543261.380445 nChanged 3743 SP:Iteration 7F (1229.496187 sec): 3 clusters Score: Raw -5551213.198292 + Penalty 5849.556705 = -5545363.641587 nChanged 3762 SP:Iteration 8F (1229.816927 sec): 3 clusters Score: Raw -5553279.703486 + Penalty 5849.556705 = -5547430.146781 nChanged 3419 SP:Iteration 9F (1230.134827 sec): 3 clusters Score: Raw -5555214.751048 + Penalty 5849.556705 = -5549365.194343 nChanged 3093 SP:Iteration 10Q (1230.443901 sec): 3 clusters Score: Raw -5557163.499703 + Penalty 5849.556705 = -5551313.942998 nChanged 2665 SP:Iteration 11Q (1230.767345 sec): 3 clusters Score: Raw -5559238.723521 + Penalty 5849.556705 = -5553389.166816 nChanged 2221 SP:Iteration 12Q (1231.046172 sec): 3 clusters Score: Raw -5561107.718755 + Penalty 5849.556705 = -5555258.162050 nChanged 1781 SP:Iteration 13Q (1231.381248 sec): 3 clusters Score: Raw -5562327.078360 + Penalty 5849.556705 = -5556477.521655 nChanged 1318 SP:Iteration 14Q (1231.694223 sec): 3 clusters Score: Raw -5563024.673864 + Penalty 5849.556705 = -5557175.117159 nChanged 1040 SP:Iteration 15Q (1232.000312 sec): 3 clusters Score: Raw -5563495.654136 + Penalty 5849.556705 = -5557646.097431 nChanged 886 SP:Iteration 16Q (1232.327003 sec): 3 clusters Score: Raw -5563859.707434 + Penalty 5849.556705 = -5558010.150728 nChanged 781 SP:Iteration 17Q (1232.639158 sec): 3 clusters Score: Raw -5564159.463864 + Penalty 5849.556705 = -5558309.907159 nChanged 697 SP:Iteration 18Q (1232.955714 sec): 3 clusters Score: Raw -5564436.061347 + Penalty 5849.556705 = -5558586.504642 nChanged 625 SP:Iteration 19Q (1233.228878 sec): 3 clusters Score: Raw -5564681.155731 + Penalty 5849.556705 = -5558831.599026 nChanged 547 SP:Iteration 20F (1233.565256 sec): 3 clusters Score: Raw -5564883.719932 + Penalty 5849.556705 = -5559034.163226 nChanged 493 SP:Iteration 21Q (1233.876368 sec): 3 clusters Score: Raw -5565056.564618 + Penalty 5849.556705 = -5559207.007912 nChanged 423 SP:Iteration 22Q (1234.189487 sec): 3 clusters Score: Raw -5565206.594421 + Penalty 5849.556705 = -5559357.037716 nChanged 364 SP:Iteration 23Q (1234.459744 sec): 3 clusters Score: Raw -5565331.923817 + Penalty 5849.556705 = -5559482.367111 nChanged 305 SP:Iteration 24Q (1234.755607 sec): 3 clusters Score: Raw -5565444.277439 + Penalty 5849.556705 = -5559594.720734 nChanged 312 SP:Iteration 25Q (1235.046954 sec): 3 clusters Score: Raw -5565555.335778 + Penalty 5849.556705 = -5559705.779072 nChanged 284 SP:Iteration 26Q (1235.313993 sec): 3 clusters Score: Raw -5565649.810899 + Penalty 5849.556705 = -5559800.254194 nChanged 228 SP:Iteration 27Q (1235.588158 sec): 3 clusters Score: Raw -5565723.818912 + Penalty 5849.556705 = -5559874.262206 nChanged 233 SP:Iteration 28Q (1235.888107 sec): 3 clusters Score: Raw -5565801.738884 + Penalty 5849.556705 = -5559952.182179 nChanged 197 SP:Iteration 29Q (1236.188242 sec): 3 clusters Score: Raw -5565866.518594 + Penalty 5849.556705 = -5560016.961889 nChanged 168 SP:Iteration 30Q (1236.458827 sec): 3 clusters Score: Raw -5565922.633124 + Penalty 5849.556705 = -5560073.076419 nChanged 163 SP:Iteration 31Q (1236.750522 sec): 3 clusters Score: Raw -5565972.433714 + Penalty 5849.556705 = -5560122.877009 nChanged 133 SP:Iteration 32Q (1237.041186 sec): 3 clusters Score: Raw -5566007.952164 + Penalty 5849.556705 = -5560158.395458 nChanged 111 SP:Iteration 33Q (1237.356837 sec): 3 clusters Score: Raw -5566041.888259 + Penalty 5849.556705 = -5560192.331554 nChanged 119 SP:Iteration 34Q (1237.611612 sec): 3 clusters Score: Raw -5566082.731645 + Penalty 5849.556705 = -5560233.174940 nChanged 105 SP:Iteration 35Q (1237.913074 sec): 3 clusters Score: Raw -5566111.991986 + Penalty 5849.556705 = -5560262.435281 nChanged 86 SP:Iteration 36Q (1238.199192 sec): 3 clusters Score: Raw -5566138.130152 + Penalty 5849.556705 = -5560288.573447 nChanged 88 SP:Iteration 37Q (1238.490271 sec): 3 clusters Score: Raw -5566166.085408 + Penalty 5849.556705 = -5560316.528703 nChanged 77 SP:Iteration 38Q (1238.795483 sec): 3 clusters Score: Raw -5566196.572932 + Penalty 5849.556705 = -5560347.016227 nChanged 80 SP:Iteration 39Q (1239.090941 sec): 3 clusters Score: Raw -5566221.057301 + Penalty 5849.556705 = -5560371.500595 nChanged 67 SP:Iteration 40F (1239.388454 sec): 3 clusters Score: Raw -5566245.456727 + Penalty 5849.556705 = -5560395.900022 nChanged 81 SP:Iteration 41Q (1239.691624 sec): 3 clusters Score: Raw -5566279.846510 + Penalty 5849.556705 = -5560430.289805 nChanged 67 SP:Iteration 42Q (1239.951835 sec): 3 clusters Score: Raw -5566305.631394 + Penalty 5849.556705 = -5560456.074689 nChanged 70 SP:Iteration 43Q (1240.236132 sec): 3 clusters Score: Raw -5566330.934148 + Penalty 5849.556705 = -5560481.377443 nChanged 59 SP:Iteration 44Q (1240.509404 sec): 3 clusters Score: Raw -5566353.742197 + Penalty 5849.556705 = -5560504.185492 nChanged 59 SP:Iteration 45Q (1240.880712 sec): 3 clusters Score: Raw -5566378.984103 + Penalty 5849.556705 = -5560529.427397 nChanged 61 SP:Iteration 46Q (1241.129813 sec): 3 clusters Score: Raw -5566403.962392 + Penalty 5849.556705 = -5560554.405686 nChanged 59 SP:Iteration 47Q (1241.421598 sec): 3 clusters Score: Raw -5566427.377564 + Penalty 5849.556705 = -5560577.820859 nChanged 49 SP:Iteration 48Q (1241.705781 sec): 3 clusters Score: Raw -5566443.975709 + Penalty 5849.556705 = -5560594.419004 nChanged 35 SP:Iteration 49Q (1241.954726 sec): 3 clusters Score: Raw -5566456.352277 + Penalty 5849.556705 = -5560606.795572 nChanged 29 SP:Iteration 50Q (1242.247455 sec): 3 clusters Score: Raw -5566464.745631 + Penalty 5849.556705 = -5560615.188925 nChanged 30 SP:Iteration 51Q (1242.537914 sec): 3 clusters Score: Raw -5566474.406342 + Penalty 5849.556705 = -5560624.849637 nChanged 29 SP:Iteration 52Q (1242.826538 sec): 3 clusters Score: Raw -5566482.808024 + Penalty 5849.556705 = -5560633.251319 nChanged 22 SP:Iteration 53Q (1243.117750 sec): 3 clusters Score: Raw -5566489.641717 + Penalty 5849.556705 = -5560640.085011 nChanged 24 SP:Iteration 54Q (1243.413269 sec): 3 clusters Score: Raw -5566497.263753 + Penalty 5849.556705 = -5560647.707048 nChanged 22 SP:Iteration 55Q (1243.619603 sec): 3 clusters Score: Raw -5566504.088095 + Penalty 5849.556705 = -5560654.531390 nChanged 18 SP:Iteration 56Q (1243.919673 sec): 3 clusters Score: Raw -5566509.757493 + Penalty 5849.556705 = -5560660.200788 nChanged 14 SP:Iteration 57Q (1244.230843 sec): 3 clusters Score: Raw -5566514.124501 + Penalty 5849.556705 = -5560664.567795 nChanged 12 SP:Iteration 58Q (1244.511416 sec): 3 clusters Score: Raw -5566518.359203 + Penalty 5849.556705 = -5560668.802498 nChanged 18 SP:Iteration 59Q (1244.792278 sec): 3 clusters Score: Raw -5566524.261799 + Penalty 5849.556705 = -5560674.705093 nChanged 15 SP:Iteration 60F (1245.125595 sec): 3 clusters Score: Raw -5566528.887092 + Penalty 5849.556705 = -5560679.330387 nChanged 10 SP:Iteration 61Q (1245.450471 sec): 3 clusters Score: Raw -5566532.609150 + Penalty 5849.556705 = -5560683.052445 nChanged 13 SP:Iteration 62Q (1245.775009 sec): 3 clusters Score: Raw -5566536.621027 + Penalty 5849.556705 = -5560687.064322 nChanged 13 SP:Iteration 63Q (1246.070026 sec): 3 clusters Score: Raw -5566540.101871 + Penalty 5849.556705 = -5560690.545166 nChanged 12 SP:Iteration 64Q (1246.320367 sec): 3 clusters Score: Raw -5566543.774408 + Penalty 5849.556705 = -5560694.217703 nChanged 12 SP:Iteration 65Q (1246.635898 sec): 3 clusters Score: Raw -5566548.346991 + Penalty 5849.556705 = -5560698.790286 nChanged 11 SP:Iteration 66Q (1246.924187 sec): 3 clusters Score: Raw -5566551.797728 + Penalty 5849.556705 = -5560702.241023 nChanged 14 SP:Iteration 67Q (1247.176698 sec): 3 clusters Score: Raw -5566555.500041 + Penalty 5849.556705 = -5560705.943336 nChanged 17 SP:Iteration 68Q (1247.449435 sec): 3 clusters Score: Raw -5566560.959115 + Penalty 5849.556705 = -5560711.402410 nChanged 14 SP:Iteration 69Q (1247.766248 sec): 3 clusters Score: Raw -5566566.103263 + Penalty 5849.556705 = -5560716.546558 nChanged 20 SP:Iteration 70Q (1248.042301 sec): 3 clusters Score: Raw -5566572.580721 + Penalty 5849.556705 = -5560723.024015 nChanged 23 SP:Iteration 71Q (1248.333458 sec): 3 clusters Score: Raw -5566582.671660 + Penalty 5849.556705 = -5560733.114955 nChanged 28 SP:Iteration 72Q (1248.567844 sec): 3 clusters Score: Raw -5566590.681269 + Penalty 5849.556705 = -5560741.124564 nChanged 11 SP:Iteration 73Q (1248.869955 sec): 3 clusters Score: Raw -5566593.399112 + Penalty 5849.556705 = -5560743.842406 nChanged 14 SP:Iteration 74Q (1249.163098 sec): 3 clusters Score: Raw -5566597.898961 + Penalty 5849.556705 = -5560748.342256 nChanged 15 SP:Iteration 75Q (1249.371900 sec): 3 clusters Score: Raw -5566602.146050 + Penalty 5849.556705 = -5560752.589345 nChanged 12 SP:Iteration 76Q (1249.665411 sec): 3 clusters Score: Raw -5566605.474573 + Penalty 5849.556705 = -5560755.917868 nChanged 7 SP:Iteration 77Q (1249.964535 sec): 3 clusters Score: Raw -5566607.510854 + Penalty 5849.556705 = -5560757.954149 nChanged 5 SP:Iteration 78Q (1250.278302 sec): 3 clusters Score: Raw -5566608.421821 + Penalty 5849.556705 = -5560758.865116 nChanged 7 SP:Iteration 79Q (1250.507020 sec): 3 clusters Score: Raw -5566610.895891 + Penalty 5849.556705 = -5560761.339186 nChanged 7 SP:Iteration 80F (1250.833001 sec): 3 clusters Score: Raw -5566613.220165 + Penalty 5849.556705 = -5560763.663460 nChanged 8 SP:Iteration 81Q (1251.125996 sec): 3 clusters Score: Raw -5566615.820082 + Penalty 5849.556705 = -5560766.263377 nChanged 11 SP:Iteration 82Q (1251.415437 sec): 3 clusters Score: Raw -5566618.649792 + Penalty 5849.556705 = -5560769.093087 nChanged 9 SP:Iteration 83Q (1251.706713 sec): 3 clusters Score: Raw -5566621.842869 + Penalty 5849.556705 = -5560772.286164 nChanged 8 SP:Iteration 84Q (1251.971262 sec): 3 clusters Score: Raw -5566624.100544 + Penalty 5849.556705 = -5560774.543839 nChanged 8 SP:Iteration 85Q (1252.295995 sec): 3 clusters Score: Raw -5566626.407540 + Penalty 5849.556705 = -5560776.850835 nChanged 9 SP:Iteration 86Q (1252.579748 sec): 3 clusters Score: Raw -5566628.338250 + Penalty 5849.556705 = -5560778.781545 nChanged 7 SP:Iteration 87Q (1252.864072 sec): 3 clusters Score: Raw -5566630.628646 + Penalty 5849.556705 = -5560781.071941 nChanged 11 SP:Iteration 88Q (1253.151423 sec): 3 clusters Score: Raw -5566634.232768 + Penalty 5849.556705 = -5560784.676063 nChanged 14 SP:Iteration 89Q (1253.460596 sec): 3 clusters Score: Raw -5566638.749058 + Penalty 5849.556705 = -5560789.192353 nChanged 15 SP:Iteration 90Q (1253.745064 sec): 3 clusters Score: Raw -5566645.065604 + Penalty 5849.556705 = -5560795.508899 nChanged 18 SP:Iteration 91Q (1254.054111 sec): 3 clusters Score: Raw -5566652.235633 + Penalty 5849.556705 = -5560802.678928 nChanged 19 SP:Iteration 92Q (1254.369292 sec): 3 clusters Score: Raw -5566660.879932 + Penalty 5849.556705 = -5560811.323227 nChanged 19 SP:Iteration 93Q (1254.615713 sec): 3 clusters Score: Raw -5566669.602782 + Penalty 5849.556705 = -5560820.046077 nChanged 25 SP:Iteration 94Q (1254.887054 sec): 3 clusters Score: Raw -5566679.216280 + Penalty 5849.556705 = -5560829.659575 nChanged 25 SP:Iteration 95Q (1255.177840 sec): 3 clusters Score: Raw -5566688.928811 + Penalty 5849.556705 = -5560839.372106 nChanged 24 SP:Iteration 96Q (1255.493763 sec): 3 clusters Score: Raw -5566696.825936 + Penalty 5849.556705 = -5560847.269230 nChanged 27 SP:Iteration 97Q (1255.758620 sec): 3 clusters Score: Raw -5566712.000515 + Penalty 5849.556705 = -5560862.443810 nChanged 41 SP:Iteration 98Q (1256.054450 sec): 3 clusters Score: Raw -5566732.399355 + Penalty 5849.556705 = -5560882.842650 nChanged 35 SP:Iteration 99Q (1256.338659 sec): 3 clusters Score: Raw -5566744.771922 + Penalty 5849.556705 = -5560895.215216 nChanged 35 SP:Iteration 100F (1256.632136 sec): 3 clusters Score: Raw -5566760.326966 + Penalty 5849.556705 = -5560910.770261 nChanged 32 SP:Iteration 101Q (1256.919014 sec): 3 clusters Score: Raw -5566775.894154 + Penalty 5849.556705 = -5560926.337448 nChanged 32 SP:Iteration 102Q (1257.248305 sec): 3 clusters Score: Raw -5566792.832709 + Penalty 5849.556705 = -5560943.276004 nChanged 35 SP:Iteration 103Q (1257.519056 sec): 3 clusters Score: Raw -5566809.675965 + Penalty 5849.556705 = -5560960.119259 nChanged 34 SP:Iteration 104Q (1257.847414 sec): 3 clusters Score: Raw -5566827.013153 + Penalty 5849.556705 = -5560977.456448 nChanged 38 SP:Iteration 105Q (1258.145803 sec): 3 clusters Score: Raw -5566842.999428 + Penalty 5849.556705 = -5560993.442722 nChanged 33 SP:Iteration 106Q (1258.423226 sec): 3 clusters Score: Raw -5566859.483384 + Penalty 5849.556705 = -5561009.926679 nChanged 33 SP:Iteration 107Q (1258.743518 sec): 3 clusters Score: Raw -5566878.806989 + Penalty 5849.556705 = -5561029.250283 nChanged 47 SP:Iteration 108Q (1259.040824 sec): 3 clusters Score: Raw -5566905.517771 + Penalty 5849.556705 = -5561055.961066 nChanged 54 SP:Iteration 109Q (1259.330625 sec): 3 clusters Score: Raw -5566932.206460 + Penalty 5849.556705 = -5561082.649755 nChanged 42 SP:Iteration 110Q (1259.688078 sec): 3 clusters Score: Raw -5566955.185700 + Penalty 5849.556705 = -5561105.628994 nChanged 51 SP:Iteration 111Q (1260.031231 sec): 3 clusters Score: Raw -5566980.666562 + Penalty 5849.556705 = -5561131.109856 nChanged 35 SP:Iteration 112Q (1260.292555 sec): 3 clusters Score: Raw -5566997.607727 + Penalty 5849.556705 = -5561148.051022 nChanged 37 SP:Iteration 113Q (1260.602128 sec): 3 clusters Score: Raw -5567014.258650 + Penalty 5849.556705 = -5561164.701945 nChanged 39 SP:Iteration 114Q (1260.925992 sec): 3 clusters Score: Raw -5567031.151841 + Penalty 5849.556705 = -5561181.595136 nChanged 45 SP:Iteration 115Q (1261.187339 sec): 3 clusters Score: Raw -5567053.626621 + Penalty 5849.556705 = -5561204.069915 nChanged 56 SP:Iteration 116Q (1261.521214 sec): 3 clusters Score: Raw -5567078.457021 + Penalty 5849.556705 = -5561228.900316 nChanged 43 SP:Iteration 117Q (1261.831918 sec): 3 clusters Score: Raw -5567100.074824 + Penalty 5849.556705 = -5561250.518119 nChanged 43 SP:Iteration 118Q (1262.167681 sec): 3 clusters Score: Raw -5567117.410802 + Penalty 5849.556705 = -5561267.854097 nChanged 37 SP:Iteration 119Q (1262.487549 sec): 3 clusters Score: Raw -5567130.834367 + Penalty 5849.556705 = -5561281.277661 nChanged 36 SP:Iteration 120F (1262.773660 sec): 3 clusters Score: Raw -5567145.689644 + Penalty 5849.556705 = -5561296.132939 nChanged 35 SP:Iteration 121Q (1263.117830 sec): 3 clusters Score: Raw -5567160.385953 + Penalty 5849.556705 = -5561310.829248 nChanged 41 SP:Iteration 122Q (1263.392738 sec): 3 clusters Score: Raw -5567177.226287 + Penalty 5849.556705 = -5561327.669582 nChanged 45 SP:Iteration 123Q (1263.700824 sec): 3 clusters Score: Raw -5567194.312632 + Penalty 5849.556705 = -5561344.755927 nChanged 39 SP:Iteration 124Q (1263.991602 sec): 3 clusters Score: Raw -5567215.004626 + Penalty 5849.556705 = -5561365.447920 nChanged 60 SP:Iteration 125Q (1264.226737 sec): 3 clusters Score: Raw -5567241.804205 + Penalty 5849.556705 = -5561392.247500 nChanged 42 SP:Iteration 126Q (1264.518550 sec): 3 clusters Score: Raw -5567256.801193 + Penalty 5849.556705 = -5561407.244487 nChanged 31 SP:Iteration 127Q (1264.767712 sec): 3 clusters Score: Raw -5567266.507725 + Penalty 5849.556705 = -5561416.951020 nChanged 31 SP:Iteration 128Q (1265.103382 sec): 3 clusters Score: Raw -5567275.613006 + Penalty 5849.556705 = -5561426.056301 nChanged 23 SP:Iteration 129Q (1265.388491 sec): 3 clusters Score: Raw -5567281.447001 + Penalty 5849.556705 = -5561431.890295 nChanged 12 SP:Iteration 130Q (1265.640454 sec): 3 clusters Score: Raw -5567284.643709 + Penalty 5849.556705 = -5561435.087003 nChanged 13 SP:Iteration 131Q (1265.946970 sec): 3 clusters Score: Raw -5567288.667768 + Penalty 5849.556705 = -5561439.111063 nChanged 22 SP:Iteration 132Q (1266.205861 sec): 3 clusters Score: Raw -5567296.439217 + Penalty 5849.556705 = -5561446.882512 nChanged 29 SP:Iteration 133Q (1266.462776 sec): 3 clusters Score: Raw -5567307.093006 + Penalty 5849.556705 = -5561457.536301 nChanged 30 SP:Iteration 134Q (1266.820595 sec): 3 clusters Score: Raw -5567318.789979 + Penalty 5849.556705 = -5561469.233274 nChanged 31 SP:Iteration 135Q (1267.080365 sec): 3 clusters Score: Raw -5567328.985182 + Penalty 5849.556705 = -5561479.428477 nChanged 35 SP:Iteration 136Q (1267.379628 sec): 3 clusters Score: Raw -5567339.954387 + Penalty 5849.556705 = -5561490.397682 nChanged 23 SP:Iteration 137Q (1267.648464 sec): 3 clusters Score: Raw -5567345.850631 + Penalty 5849.556705 = -5561496.293926 nChanged 25 SP:Iteration 138Q (1267.945503 sec): 3 clusters Score: Raw -5567354.275176 + Penalty 5849.556705 = -5561504.718471 nChanged 39 SP:Iteration 139Q (1268.253628 sec): 3 clusters Score: Raw -5567367.072597 + Penalty 5849.556705 = -5561517.515892 nChanged 42 SP:Iteration 140F (1268.580283 sec): 3 clusters Score: Raw -5567381.446084 + Penalty 5849.556705 = -5561531.889378 nChanged 35 SP:Iteration 141Q (1268.861729 sec): 3 clusters Score: Raw -5567391.753723 + Penalty 5849.556705 = -5561542.197017 nChanged 25 SP:Iteration 142Q (1269.207464 sec): 3 clusters Score: Raw -5567399.106846 + Penalty 5849.556705 = -5561549.550141 nChanged 23 SP:Iteration 143Q (1269.511480 sec): 3 clusters Score: Raw -5567407.108627 + Penalty 5849.556705 = -5561557.551922 nChanged 27 SP:Iteration 144Q (1269.704619 sec): 3 clusters Score: Raw -5567414.491350 + Penalty 5849.556705 = -5561564.934645 nChanged 26 SP:Iteration 145Q (1270.062558 sec): 3 clusters Score: Raw -5567422.525048 + Penalty 5849.556705 = -5561572.968343 nChanged 27 SP:Iteration 146Q (1270.363775 sec): 3 clusters Score: Raw -5567431.108617 + Penalty 5849.556705 = -5561581.551912 nChanged 31 SP:Iteration 147Q (1270.626694 sec): 3 clusters Score: Raw -5567439.759678 + Penalty 5849.556705 = -5561590.202973 nChanged 32 SP:Iteration 148Q (1270.914422 sec): 3 clusters Score: Raw -5567447.628905 + Penalty 5849.556705 = -5561598.072200 nChanged 20 SP:Iteration 149Q (1271.174180 sec): 3 clusters Score: Raw -5567452.063966 + Penalty 5849.556705 = -5561602.507260 nChanged 12 SP:Iteration 150Q (1271.507629 sec): 3 clusters Score: Raw -5567454.629421 + Penalty 5849.556705 = -5561605.072716 nChanged 13 SP:Iteration 151Q (1271.779207 sec): 3 clusters Score: Raw -5567457.403552 + Penalty 5849.556705 = -5561607.846847 nChanged 7 SP:Iteration 152Q (1272.116267 sec): 3 clusters Score: Raw -5567458.244011 + Penalty 5849.556705 = -5561608.687306 nChanged 5 SP:Iteration 153Q (1272.426963 sec): 3 clusters Score: Raw -5567459.631581 + Penalty 5849.556705 = -5561610.074876 nChanged 13 SP:Iteration 154Q (1272.644066 sec): 3 clusters Score: Raw -5567462.737161 + Penalty 5849.556705 = -5561613.180456 nChanged 14 SP:Iteration 155Q (1272.971216 sec): 3 clusters Score: Raw -5567466.324402 + Penalty 5849.556705 = -5561616.767697 nChanged 12 SP:Iteration 156Q (1273.274596 sec): 3 clusters Score: Raw -5567468.500187 + Penalty 5849.556705 = -5561618.943482 nChanged 11 SP:Iteration 157Q (1273.569253 sec): 3 clusters Score: Raw -5567471.098485 + Penalty 5849.556705 = -5561621.541780 nChanged 14 SP:Iteration 158Q (1273.852856 sec): 3 clusters Score: Raw -5567474.317388 + Penalty 5849.556705 = -5561624.760682 nChanged 10 SP:Iteration 159Q (1274.106709 sec): 3 clusters Score: Raw -5567476.058493 + Penalty 5849.556705 = -5561626.501788 nChanged 8 SP:Iteration 160F (1274.424799 sec): 3 clusters Score: Raw -5567477.887104 + Penalty 5849.556705 = -5561628.330398 nChanged 7 SP:Iteration 161Q (1274.713914 sec): 3 clusters Score: Raw -5567479.614602 + Penalty 5849.556705 = -5561630.057897 nChanged 7 SP:Iteration 162Q (1275.021287 sec): 3 clusters Score: Raw -5567480.920207 + Penalty 5849.556705 = -5561631.363502 nChanged 3 SP:Iteration 163Q (1275.316453 sec): 3 clusters Score: Raw -5567481.505681 + Penalty 5849.556705 = -5561631.948976 nChanged 4 SP:Iteration 164Q (1275.603774 sec): 3 clusters Score: Raw -5567482.449548 + Penalty 5849.556705 = -5561632.892843 nChanged 2 SP:Iteration 165Q (1275.895186 sec): 3 clusters Score: Raw -5567482.756851 + Penalty 5849.556705 = -5561633.200145 nChanged 2 SP:Iteration 166Q (1276.203459 sec): 3 clusters Score: Raw -5567483.016370 + Penalty 5849.556705 = -5561633.459665 nChanged 1 SP:Iteration 167Q (1276.517888 sec): 3 clusters Score: Raw -5567483.132932 + Penalty 5849.556705 = -5561633.576227 nChanged 0 SP:Iteration 168F (1276.823464 sec): 3 clusters Score: Raw -5567483.132932 + Penalty 5849.556705 = -5561633.576227 nChanged 0 Trying to split cluster 7 (2321 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1276.935629 sec): 2 clusters Score: Raw -146881.564530 + Penalty 2045.934899 = -144835.629631 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1277.080094 sec): 3 clusters Score: Raw -145997.561213 + Penalty 4091.869799 = -141905.691414 nChanged 794 SP:Iteration 1F (1277.166171 sec): 3 clusters Score: Raw -146694.843336 + Penalty 4091.869799 = -142602.973537 nChanged 237 SP:Iteration 2F (1277.273532 sec): 3 clusters Score: Raw -146961.083352 + Penalty 4091.869799 = -142869.213553 nChanged 162 SP:Iteration 3F (1277.383877 sec): 3 clusters Score: Raw -147141.811840 + Penalty 4091.869799 = -143049.942042 nChanged 128 SP:Iteration 4F (1277.480843 sec): 3 clusters Score: Raw -147313.293168 + Penalty 4091.869799 = -143221.423369 nChanged 113 SP:Iteration 5Q (1277.591524 sec): 3 clusters Score: Raw -147485.809712 + Penalty 4091.869799 = -143393.939913 nChanged 107 SP:Iteration 6Q (1277.694888 sec): 3 clusters Score: Raw -147632.000561 + Penalty 4091.869799 = -143540.130763 nChanged 82 SP:Iteration 7Q (1277.801103 sec): 3 clusters Score: Raw -147741.944672 + Penalty 4091.869799 = -143650.074873 nChanged 73 SP:Iteration 8Q (1277.915481 sec): 3 clusters Score: Raw -147822.040497 + Penalty 4091.869799 = -143730.170699 nChanged 60 SP:Iteration 9Q (1278.049671 sec): 3 clusters Score: Raw -147885.010724 + Penalty 4091.869799 = -143793.140925 nChanged 49 SP:Iteration 10Q (1278.159633 sec): 3 clusters Score: Raw -147939.960953 + Penalty 4091.869799 = -143848.091154 nChanged 46 SP:Iteration 11Q (1278.282777 sec): 3 clusters Score: Raw -147973.000082 + Penalty 4091.869799 = -143881.130284 nChanged 27 SP:Iteration 12Q (1278.360379 sec): 3 clusters Score: Raw -147993.740538 + Penalty 4091.869799 = -143901.870740 nChanged 22 SP:Iteration 13Q (1278.470636 sec): 3 clusters Score: Raw -148014.881605 + Penalty 4091.869799 = -143923.011807 nChanged 21 SP:Iteration 14Q (1278.576065 sec): 3 clusters Score: Raw -148032.314367 + Penalty 4091.869799 = -143940.444569 nChanged 15 SP:Iteration 15Q (1278.666980 sec): 3 clusters Score: Raw -148040.499493 + Penalty 4091.869799 = -143948.629695 nChanged 8 SP:Iteration 16Q (1278.798125 sec): 3 clusters Score: Raw -148044.235015 + Penalty 4091.869799 = -143952.365217 nChanged 6 SP:Iteration 17Q (1278.892700 sec): 3 clusters Score: Raw -148047.354828 + Penalty 4091.869799 = -143955.485029 nChanged 3 SP:Iteration 18Q (1278.987258 sec): 3 clusters Score: Raw -148048.624426 + Penalty 4091.869799 = -143956.754627 nChanged 2 SP:Iteration 19Q (1279.089926 sec): 3 clusters Score: Raw -148049.440879 + Penalty 4091.869799 = -143957.571081 nChanged 1 SP:Iteration 20F (1279.194737 sec): 3 clusters Score: Raw -148050.398523 + Penalty 4091.869799 = -143958.528724 nChanged 2 SP:Iteration 21Q (1279.297788 sec): 3 clusters Score: Raw -148067.227704 + Penalty 4091.869799 = -143975.357905 nChanged 8 SP:Iteration 22Q (1279.417244 sec): 3 clusters Score: Raw -148074.181960 + Penalty 4091.869799 = -143982.312162 nChanged 4 SP:Iteration 23Q (1279.510134 sec): 3 clusters Score: Raw -148076.204068 + Penalty 4091.869799 = -143984.334269 nChanged 2 SP:Iteration 24Q (1279.634424 sec): 3 clusters Score: Raw -148077.150926 + Penalty 4091.869799 = -143985.281128 nChanged 0 SP:Iteration 25F (1279.742389 sec): 3 clusters Score: Raw -148077.150926 + Penalty 4091.869799 = -143985.281128 nChanged 0 Trying to split cluster 8 (15118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1279.866861 sec): 2 clusters Score: Raw -1305193.770169 + Penalty 2540.641321 = -1302653.128848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1280.007232 sec): 3 clusters Score: Raw -1296721.738539 + Penalty 5081.282641 = -1291640.455897 nChanged 6446 SP:Iteration 1F (1280.166441 sec): 3 clusters Score: Raw -1300250.196794 + Penalty 5081.282641 = -1295168.914153 nChanged 1029 SP:Iteration 2F (1280.316261 sec): 3 clusters Score: Raw -1300840.286513 + Penalty 5081.282641 = -1295759.003872 nChanged 988 SP:Iteration 3F (1280.447049 sec): 3 clusters Score: Raw -1301503.883345 + Penalty 5081.282641 = -1296422.600704 nChanged 1035 SP:Iteration 4F (1280.604696 sec): 3 clusters Score: Raw -1302304.219867 + Penalty 5081.282641 = -1297222.937226 nChanged 1065 SP:Iteration 5F (1280.761228 sec): 3 clusters Score: Raw -1303123.762286 + Penalty 5081.282641 = -1298042.479645 nChanged 967 SP:Iteration 6F (1280.939533 sec): 3 clusters Score: Raw -1303778.313458 + Penalty 5081.282641 = -1298697.030817 nChanged 770 SP:Iteration 7F (1281.096679 sec): 3 clusters Score: Raw -1304291.692687 + Penalty 5081.282641 = -1299210.410046 nChanged 642 SP:Iteration 8Q (1281.232032 sec): 3 clusters Score: Raw -1304656.707419 + Penalty 5081.282641 = -1299575.424778 nChanged 509 SP:Iteration 9Q (1281.396302 sec): 3 clusters Score: Raw -1304884.234889 + Penalty 5081.282641 = -1299802.952248 nChanged 375 SP:Iteration 10Q (1281.544756 sec): 3 clusters Score: Raw -1305038.073174 + Penalty 5081.282641 = -1299956.790532 nChanged 316 SP:Iteration 11Q (1281.700882 sec): 3 clusters Score: Raw -1305153.043119 + Penalty 5081.282641 = -1300071.760477 nChanged 256 SP:Iteration 12Q (1281.856619 sec): 3 clusters Score: Raw -1305231.212765 + Penalty 5081.282641 = -1300149.930123 nChanged 227 SP:Iteration 13Q (1282.049898 sec): 3 clusters Score: Raw -1305296.811003 + Penalty 5081.282641 = -1300215.528362 nChanged 171 SP:Iteration 14Q (1282.174933 sec): 3 clusters Score: Raw -1305340.651274 + Penalty 5081.282641 = -1300259.368633 nChanged 139 SP:Iteration 15Q (1282.334033 sec): 3 clusters Score: Raw -1305373.350006 + Penalty 5081.282641 = -1300292.067365 nChanged 107 SP:Iteration 16Q (1282.499210 sec): 3 clusters Score: Raw -1305396.682013 + Penalty 5081.282641 = -1300315.399372 nChanged 109 SP:Iteration 17Q (1282.655003 sec): 3 clusters Score: Raw -1305418.913509 + Penalty 5081.282641 = -1300337.630868 nChanged 88 SP:Iteration 18Q (1282.797946 sec): 3 clusters Score: Raw -1305436.235149 + Penalty 5081.282641 = -1300354.952508 nChanged 79 SP:Iteration 19Q (1282.942035 sec): 3 clusters Score: Raw -1305451.445635 + Penalty 5081.282641 = -1300370.162994 nChanged 81 SP:Iteration 20F (1283.088053 sec): 3 clusters Score: Raw -1305467.458878 + Penalty 5081.282641 = -1300386.176237 nChanged 78 SP:Iteration 21Q (1283.237794 sec): 3 clusters Score: Raw -1305481.671907 + Penalty 5081.282641 = -1300400.389266 nChanged 72 SP:Iteration 22Q (1283.401638 sec): 3 clusters Score: Raw -1305494.913031 + Penalty 5081.282641 = -1300413.630390 nChanged 68 SP:Iteration 23Q (1283.569765 sec): 3 clusters Score: Raw -1305506.083915 + Penalty 5081.282641 = -1300424.801273 nChanged 59 SP:Iteration 24Q (1283.719944 sec): 3 clusters Score: Raw -1305513.720175 + Penalty 5081.282641 = -1300432.437533 nChanged 46 SP:Iteration 25Q (1283.886263 sec): 3 clusters Score: Raw -1305520.249957 + Penalty 5081.282641 = -1300438.967316 nChanged 39 SP:Iteration 26Q (1284.000660 sec): 3 clusters Score: Raw -1305525.621778 + Penalty 5081.282641 = -1300444.339137 nChanged 36 SP:Iteration 27Q (1284.100665 sec): 3 clusters Score: Raw -1305530.503667 + Penalty 5081.282641 = -1300449.221026 nChanged 34 SP:Iteration 28Q (1284.270183 sec): 3 clusters Score: Raw -1305535.299911 + Penalty 5081.282641 = -1300454.017270 nChanged 31 SP:Iteration 29Q (1284.401917 sec): 3 clusters Score: Raw -1305539.254416 + Penalty 5081.282641 = -1300457.971775 nChanged 24 SP:Iteration 30Q (1284.572351 sec): 3 clusters Score: Raw -1305542.464439 + Penalty 5081.282641 = -1300461.181798 nChanged 18 SP:Iteration 31Q (1284.716641 sec): 3 clusters Score: Raw -1305544.580987 + Penalty 5081.282641 = -1300463.298346 nChanged 20 SP:Iteration 32Q (1284.873455 sec): 3 clusters Score: Raw -1305547.615992 + Penalty 5081.282641 = -1300466.333350 nChanged 26 SP:Iteration 33Q (1285.012808 sec): 3 clusters Score: Raw -1305550.777354 + Penalty 5081.282641 = -1300469.494713 nChanged 24 SP:Iteration 34Q (1285.164220 sec): 3 clusters Score: Raw -1305554.067096 + Penalty 5081.282641 = -1300472.784455 nChanged 28 SP:Iteration 35Q (1285.345384 sec): 3 clusters Score: Raw -1305557.428918 + Penalty 5081.282641 = -1300476.146277 nChanged 30 SP:Iteration 36Q (1285.528442 sec): 3 clusters Score: Raw -1305561.417670 + Penalty 5081.282641 = -1300480.135029 nChanged 30 SP:Iteration 37Q (1285.665280 sec): 3 clusters Score: Raw -1305565.743515 + Penalty 5081.282641 = -1300484.460874 nChanged 20 SP:Iteration 38Q (1285.824448 sec): 3 clusters Score: Raw -1305568.077693 + Penalty 5081.282641 = -1300486.795052 nChanged 29 SP:Iteration 39Q (1285.998096 sec): 3 clusters Score: Raw -1305572.463651 + Penalty 5081.282641 = -1300491.181010 nChanged 31 SP:Iteration 40F (1286.165046 sec): 3 clusters Score: Raw -1305578.332984 + Penalty 5081.282641 = -1300497.050343 nChanged 38 SP:Iteration 41Q (1286.280271 sec): 3 clusters Score: Raw -1305583.995193 + Penalty 5081.282641 = -1300502.712552 nChanged 36 SP:Iteration 42Q (1286.448388 sec): 3 clusters Score: Raw -1305589.247526 + Penalty 5081.282641 = -1300507.964885 nChanged 39 SP:Iteration 43Q (1286.606332 sec): 3 clusters Score: Raw -1305595.453721 + Penalty 5081.282641 = -1300514.171080 nChanged 40 SP:Iteration 44Q (1286.707770 sec): 3 clusters Score: Raw -1305602.348052 + Penalty 5081.282641 = -1300521.065411 nChanged 26 SP:Iteration 45Q (1286.870572 sec): 3 clusters Score: Raw -1305606.546317 + Penalty 5081.282641 = -1300525.263676 nChanged 44 SP:Iteration 46Q (1287.016142 sec): 3 clusters Score: Raw -1305612.484140 + Penalty 5081.282641 = -1300531.201499 nChanged 40 SP:Iteration 47Q (1287.189117 sec): 3 clusters Score: Raw -1305618.288746 + Penalty 5081.282641 = -1300537.006105 nChanged 44 SP:Iteration 48Q (1287.340166 sec): 3 clusters Score: Raw -1305625.653999 + Penalty 5081.282641 = -1300544.371357 nChanged 58 SP:Iteration 49Q (1287.476768 sec): 3 clusters Score: Raw -1305636.393692 + Penalty 5081.282641 = -1300555.111051 nChanged 80 SP:Iteration 50Q (1287.631065 sec): 3 clusters Score: Raw -1305652.108444 + Penalty 5081.282641 = -1300570.825802 nChanged 86 SP:Iteration 51Q (1287.795091 sec): 3 clusters Score: Raw -1305668.719962 + Penalty 5081.282641 = -1300587.437320 nChanged 74 SP:Iteration 52Q (1287.927149 sec): 3 clusters Score: Raw -1305686.078364 + Penalty 5081.282641 = -1300604.795723 nChanged 82 SP:Iteration 53Q (1288.081469 sec): 3 clusters Score: Raw -1305702.804683 + Penalty 5081.282641 = -1300621.522042 nChanged 103 SP:Iteration 54Q (1288.250151 sec): 3 clusters Score: Raw -1305728.562803 + Penalty 5081.282641 = -1300647.280162 nChanged 116 SP:Iteration 55Q (1288.398186 sec): 3 clusters Score: Raw -1305757.959356 + Penalty 5081.282641 = -1300676.676715 nChanged 113 SP:Iteration 56Q (1288.544931 sec): 3 clusters Score: Raw -1305783.690875 + Penalty 5081.282641 = -1300702.408234 nChanged 115 SP:Iteration 57Q (1288.712536 sec): 3 clusters Score: Raw -1305815.023997 + Penalty 5081.282641 = -1300733.741356 nChanged 123 SP:Iteration 58Q (1288.860468 sec): 3 clusters Score: Raw -1305852.267364 + Penalty 5081.282641 = -1300770.984723 nChanged 157 SP:Iteration 59Q (1289.001221 sec): 3 clusters Score: Raw -1305900.902100 + Penalty 5081.282641 = -1300819.619459 nChanged 179 SP:Iteration 60F (1289.148312 sec): 3 clusters Score: Raw -1305960.637157 + Penalty 5081.282641 = -1300879.354516 nChanged 187 SP:Iteration 61Q (1289.315881 sec): 3 clusters Score: Raw -1306020.427515 + Penalty 5081.282641 = -1300939.144874 nChanged 180 SP:Iteration 62Q (1289.475578 sec): 3 clusters Score: Raw -1306073.152373 + Penalty 5081.282641 = -1300991.869732 nChanged 175 SP:Iteration 63Q (1289.632027 sec): 3 clusters Score: Raw -1306124.409122 + Penalty 5081.282641 = -1301043.126481 nChanged 163 SP:Iteration 64Q (1289.796069 sec): 3 clusters Score: Raw -1306168.753299 + Penalty 5081.282641 = -1301087.470658 nChanged 158 SP:Iteration 65Q (1289.957579 sec): 3 clusters Score: Raw -1306209.414455 + Penalty 5081.282641 = -1301128.131814 nChanged 150 SP:Iteration 66Q (1290.111102 sec): 3 clusters Score: Raw -1306249.428195 + Penalty 5081.282641 = -1301168.145553 nChanged 147 SP:Iteration 67Q (1290.239441 sec): 3 clusters Score: Raw -1306286.077901 + Penalty 5081.282641 = -1301204.795260 nChanged 136 SP:Iteration 68Q (1290.408744 sec): 3 clusters Score: Raw -1306321.001811 + Penalty 5081.282641 = -1301239.719170 nChanged 149 SP:Iteration 69Q (1290.515618 sec): 3 clusters Score: Raw -1306357.827929 + Penalty 5081.282641 = -1301276.545287 nChanged 141 SP:Iteration 70Q (1290.680535 sec): 3 clusters Score: Raw -1306394.436843 + Penalty 5081.282641 = -1301313.154202 nChanged 145 SP:Iteration 71Q (1290.804813 sec): 3 clusters Score: Raw -1306430.073596 + Penalty 5081.282641 = -1301348.790955 nChanged 119 SP:Iteration 72Q (1290.886841 sec): 3 clusters Score: Raw -1306459.976053 + Penalty 5081.282641 = -1301378.693412 nChanged 136 SP:Iteration 73Q (1290.970611 sec): 3 clusters Score: Raw -1306498.153862 + Penalty 5081.282641 = -1301416.871221 nChanged 134 SP:Iteration 74Q (1291.069884 sec): 3 clusters Score: Raw -1306532.026547 + Penalty 5081.282641 = -1301450.743905 nChanged 117 SP:Iteration 75Q (1291.228333 sec): 3 clusters Score: Raw -1306562.958980 + Penalty 5081.282641 = -1301481.676339 nChanged 108 SP:Iteration 76Q (1291.312387 sec): 3 clusters Score: Raw -1306589.179329 + Penalty 5081.282641 = -1301507.896688 nChanged 85 SP:Iteration 77Q (1291.390778 sec): 3 clusters Score: Raw -1306608.898483 + Penalty 5081.282641 = -1301527.615842 nChanged 82 SP:Iteration 78Q (1291.484171 sec): 3 clusters Score: Raw -1306628.424789 + Penalty 5081.282641 = -1301547.142148 nChanged 76 SP:Iteration 79Q (1291.658750 sec): 3 clusters Score: Raw -1306644.285734 + Penalty 5081.282641 = -1301563.003093 nChanged 75 SP:Iteration 80F (1291.823514 sec): 3 clusters Score: Raw -1306661.818237 + Penalty 5081.282641 = -1301580.535596 nChanged 69 SP:Iteration 81Q (1291.984882 sec): 3 clusters Score: Raw -1306675.873912 + Penalty 5081.282641 = -1301594.591271 nChanged 62 SP:Iteration 82Q (1292.120050 sec): 3 clusters Score: Raw -1306688.366848 + Penalty 5081.282641 = -1301607.084207 nChanged 53 SP:Iteration 83Q (1292.285003 sec): 3 clusters Score: Raw -1306698.329869 + Penalty 5081.282641 = -1301617.047228 nChanged 46 SP:Iteration 84Q (1292.460564 sec): 3 clusters Score: Raw -1306707.470733 + Penalty 5081.282641 = -1301626.188092 nChanged 48 SP:Iteration 85Q (1292.608288 sec): 3 clusters Score: Raw -1306716.765913 + Penalty 5081.282641 = -1301635.483272 nChanged 37 SP:Iteration 86Q (1292.760368 sec): 3 clusters Score: Raw -1306724.395433 + Penalty 5081.282641 = -1301643.112792 nChanged 33 SP:Iteration 87Q (1292.926196 sec): 3 clusters Score: Raw -1306731.295684 + Penalty 5081.282641 = -1301650.013043 nChanged 37 SP:Iteration 88Q (1293.058894 sec): 3 clusters Score: Raw -1306738.242676 + Penalty 5081.282641 = -1301656.960035 nChanged 28 SP:Iteration 89Q (1293.227075 sec): 3 clusters Score: Raw -1306742.806332 + Penalty 5081.282641 = -1301661.523691 nChanged 24 SP:Iteration 90Q (1293.360594 sec): 3 clusters Score: Raw -1306746.792887 + Penalty 5081.282641 = -1301665.510246 nChanged 19 SP:Iteration 91Q (1293.512875 sec): 3 clusters Score: Raw -1306750.190512 + Penalty 5081.282641 = -1301668.907871 nChanged 25 SP:Iteration 92Q (1293.657703 sec): 3 clusters Score: Raw -1306754.977100 + Penalty 5081.282641 = -1301673.694459 nChanged 27 SP:Iteration 93Q (1293.820285 sec): 3 clusters Score: Raw -1306759.884948 + Penalty 5081.282641 = -1301678.602307 nChanged 23 SP:Iteration 94Q (1293.970946 sec): 3 clusters Score: Raw -1306764.343560 + Penalty 5081.282641 = -1301683.060919 nChanged 27 SP:Iteration 95Q (1294.135332 sec): 3 clusters Score: Raw -1306768.980409 + Penalty 5081.282641 = -1301687.697768 nChanged 19 SP:Iteration 96Q (1294.275867 sec): 3 clusters Score: Raw -1306772.664386 + Penalty 5081.282641 = -1301691.381745 nChanged 13 SP:Iteration 97Q (1294.415408 sec): 3 clusters Score: Raw -1306775.386386 + Penalty 5081.282641 = -1301694.103745 nChanged 16 SP:Iteration 98Q (1294.540728 sec): 3 clusters Score: Raw -1306778.027759 + Penalty 5081.282641 = -1301696.745117 nChanged 19 SP:Iteration 99Q (1294.690282 sec): 3 clusters Score: Raw -1306781.987402 + Penalty 5081.282641 = -1301700.704761 nChanged 12 SP:Iteration 100F (1294.847785 sec): 3 clusters Score: Raw -1306784.381706 + Penalty 5081.282641 = -1301703.099065 nChanged 15 SP:Iteration 101Q (1295.001484 sec): 3 clusters Score: Raw -1306786.944121 + Penalty 5081.282641 = -1301705.661480 nChanged 15 SP:Iteration 102Q (1295.159603 sec): 3 clusters Score: Raw -1306789.570500 + Penalty 5081.282641 = -1301708.287859 nChanged 13 SP:Iteration 103Q (1295.322435 sec): 3 clusters Score: Raw -1306791.699219 + Penalty 5081.282641 = -1301710.416578 nChanged 12 SP:Iteration 104Q (1295.469450 sec): 3 clusters Score: Raw -1306793.849571 + Penalty 5081.282641 = -1301712.566930 nChanged 7 SP:Iteration 105Q (1295.633723 sec): 3 clusters Score: Raw -1306794.946512 + Penalty 5081.282641 = -1301713.663871 nChanged 5 SP:Iteration 106Q (1295.764949 sec): 3 clusters Score: Raw -1306795.780671 + Penalty 5081.282641 = -1301714.498030 nChanged 5 SP:Iteration 107Q (1295.911074 sec): 3 clusters Score: Raw -1306796.414379 + Penalty 5081.282641 = -1301715.131737 nChanged 3 SP:Iteration 108Q (1296.075478 sec): 3 clusters Score: Raw -1306797.027034 + Penalty 5081.282641 = -1301715.744392 nChanged 3 SP:Iteration 109Q (1296.217134 sec): 3 clusters Score: Raw -1306797.541229 + Penalty 5081.282641 = -1301716.258587 nChanged 3 SP:Iteration 110Q (1296.389615 sec): 3 clusters Score: Raw -1306797.927135 + Penalty 5081.282641 = -1301716.644494 nChanged 4 SP:Iteration 111Q (1296.540266 sec): 3 clusters Score: Raw -1306798.511362 + Penalty 5081.282641 = -1301717.228721 nChanged 4 SP:Iteration 112Q (1296.666373 sec): 3 clusters Score: Raw -1306799.014076 + Penalty 5081.282641 = -1301717.731434 nChanged 1 SP:Iteration 113Q (1296.827481 sec): 3 clusters Score: Raw -1306799.118905 + Penalty 5081.282641 = -1301717.836264 nChanged 1 SP:Iteration 114Q (1296.986068 sec): 3 clusters Score: Raw -1306799.226921 + Penalty 5081.282641 = -1301717.944279 nChanged 0 SP:Iteration 115F (1297.123818 sec): 3 clusters Score: Raw -1306799.226921 + Penalty 5081.282641 = -1301717.944279 nChanged 0 Trying to split cluster 9 (3984 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1297.201629 sec): 2 clusters Score: Raw -299696.498500 + Penalty 2188.570987 = -297507.927512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1297.311338 sec): 3 clusters Score: Raw -297891.363077 + Penalty 4377.141975 = -293514.221102 nChanged 1459 SP:Iteration 1F (1297.409027 sec): 3 clusters Score: Raw -298814.080405 + Penalty 4377.141975 = -294436.938430 nChanged 344 SP:Iteration 2F (1297.527206 sec): 3 clusters Score: Raw -299084.860476 + Penalty 4377.141975 = -294707.718502 nChanged 229 SP:Iteration 3F (1297.618578 sec): 3 clusters Score: Raw -299278.782333 + Penalty 4377.141975 = -294901.640359 nChanged 194 SP:Iteration 4Q (1297.666878 sec): 3 clusters Score: Raw -299463.099119 + Penalty 4377.141975 = -295085.957145 nChanged 192 SP:Iteration 5Q (1297.716401 sec): 3 clusters Score: Raw -299668.914204 + Penalty 4377.141975 = -295291.772229 nChanged 180 SP:Iteration 6Q (1297.847173 sec): 3 clusters Score: Raw -299935.499375 + Penalty 4377.141975 = -295558.357400 nChanged 236 SP:Iteration 7F (1297.959499 sec): 3 clusters Score: Raw -300312.291871 + Penalty 4377.141975 = -295935.149896 nChanged 248 SP:Iteration 8F (1298.086038 sec): 3 clusters Score: Raw -300719.417302 + Penalty 4377.141975 = -296342.275328 nChanged 234 SP:Iteration 9F (1298.196729 sec): 3 clusters Score: Raw -301054.033542 + Penalty 4377.141975 = -296676.891568 nChanged 179 SP:Iteration 10Q (1298.309062 sec): 3 clusters Score: Raw -301289.350135 + Penalty 4377.141975 = -296912.208161 nChanged 134 SP:Iteration 11Q (1298.427425 sec): 3 clusters Score: Raw -301480.478322 + Penalty 4377.141975 = -297103.336348 nChanged 120 SP:Iteration 12Q (1298.557844 sec): 3 clusters Score: Raw -301669.863114 + Penalty 4377.141975 = -297292.721139 nChanged 102 SP:Iteration 13Q (1298.640874 sec): 3 clusters Score: Raw -301796.366334 + Penalty 4377.141975 = -297419.224359 nChanged 62 SP:Iteration 14Q (1298.750362 sec): 3 clusters Score: Raw -301856.637976 + Penalty 4377.141975 = -297479.496001 nChanged 42 SP:Iteration 15Q (1298.863433 sec): 3 clusters Score: Raw -301891.020467 + Penalty 4377.141975 = -297513.878493 nChanged 29 SP:Iteration 16Q (1298.971551 sec): 3 clusters Score: Raw -301910.542883 + Penalty 4377.141975 = -297533.400909 nChanged 30 SP:Iteration 17Q (1299.076908 sec): 3 clusters Score: Raw -301925.916802 + Penalty 4377.141975 = -297548.774827 nChanged 24 SP:Iteration 18Q (1299.188092 sec): 3 clusters Score: Raw -301936.985751 + Penalty 4377.141975 = -297559.843776 nChanged 14 SP:Iteration 19Q (1299.294436 sec): 3 clusters Score: Raw -301943.497542 + Penalty 4377.141975 = -297566.355567 nChanged 10 SP:Iteration 20F (1299.401520 sec): 3 clusters Score: Raw -301947.348768 + Penalty 4377.141975 = -297570.206794 nChanged 3 SP:Iteration 21Q (1299.525948 sec): 3 clusters Score: Raw -301949.162046 + Penalty 4377.141975 = -297572.020072 nChanged 7 SP:Iteration 22Q (1299.625732 sec): 3 clusters Score: Raw -301953.492892 + Penalty 4377.141975 = -297576.350917 nChanged 6 SP:Iteration 23Q (1299.738492 sec): 3 clusters Score: Raw -301955.832329 + Penalty 4377.141975 = -297578.690354 nChanged 5 SP:Iteration 24Q (1299.845947 sec): 3 clusters Score: Raw -301957.468951 + Penalty 4377.141975 = -297580.326976 nChanged 2 SP:Iteration 25Q (1299.962321 sec): 3 clusters Score: Raw -301958.302413 + Penalty 4377.141975 = -297581.160438 nChanged 0 SP:Iteration 26F (1300.109034 sec): 3 clusters Score: Raw -301958.302413 + Penalty 4377.141975 = -297581.160438 nChanged 0 Score: Raw -11815433.456922 + Penalty 37669.881023 = -11777763.575899 Splitting cluster 9 changes total score from -11778639.450519 to -11777763.575899 So it's not getting split. Trying to split cluster 10 (11007 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.971237 sec): 2 clusters Score: Raw -851870.918708 + Penalty 2456.859692 = -849414.059016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.108653 sec): 3 clusters Score: Raw -845853.398181 + Penalty 4913.719384 = -840939.678796 nChanged 4594 SP:Iteration 1F (1303.253448 sec): 3 clusters Score: Raw -848433.240667 + Penalty 4913.719384 = -843519.521283 nChanged 782 SP:Iteration 2F (1303.394914 sec): 3 clusters Score: Raw -848880.808778 + Penalty 4913.719384 = -843967.089394 nChanged 649 SP:Iteration 3F (1303.525130 sec): 3 clusters Score: Raw -849249.564710 + Penalty 4913.719384 = -844335.845326 nChanged 589 SP:Iteration 4F (1303.693917 sec): 3 clusters Score: Raw -849623.766567 + Penalty 4913.719384 = -844710.047183 nChanged 592 SP:Iteration 5F (1303.852182 sec): 3 clusters Score: Raw -850078.366034 + Penalty 4913.719384 = -845164.646650 nChanged 610 SP:Iteration 6F (1303.969149 sec): 3 clusters Score: Raw -850647.185320 + Penalty 4913.719384 = -845733.465936 nChanged 687 SP:Iteration 7F (1304.112897 sec): 3 clusters Score: Raw -851336.203710 + Penalty 4913.719384 = -846422.484325 nChanged 710 SP:Iteration 8F (1304.262781 sec): 3 clusters Score: Raw -851991.653986 + Penalty 4913.719384 = -847077.934601 nChanged 646 SP:Iteration 9F (1304.372391 sec): 3 clusters Score: Raw -852527.827176 + Penalty 4913.719384 = -847614.107791 nChanged 488 SP:Iteration 10Q (1304.540725 sec): 3 clusters Score: Raw -852847.218232 + Penalty 4913.719384 = -847933.498848 nChanged 368 SP:Iteration 11Q (1304.669057 sec): 3 clusters Score: Raw -853042.695976 + Penalty 4913.719384 = -848128.976592 nChanged 266 SP:Iteration 12Q (1304.821816 sec): 3 clusters Score: Raw -853156.240497 + Penalty 4913.719384 = -848242.521113 nChanged 191 SP:Iteration 13Q (1304.964571 sec): 3 clusters Score: Raw -853228.047075 + Penalty 4913.719384 = -848314.327691 nChanged 145 SP:Iteration 14Q (1305.117634 sec): 3 clusters Score: Raw -853284.118760 + Penalty 4913.719384 = -848370.399375 nChanged 118 SP:Iteration 15Q (1305.273640 sec): 3 clusters Score: Raw -853320.987348 + Penalty 4913.719384 = -848407.267964 nChanged 88 SP:Iteration 16Q (1305.345180 sec): 3 clusters Score: Raw -853341.456177 + Penalty 4913.719384 = -848427.736793 nChanged 65 SP:Iteration 17Q (1305.421279 sec): 3 clusters Score: Raw -853355.834985 + Penalty 4913.719384 = -848442.115601 nChanged 50 SP:Iteration 18Q (1305.566610 sec): 3 clusters Score: Raw -853365.351640 + Penalty 4913.719384 = -848451.632255 nChanged 35 SP:Iteration 19Q (1305.721144 sec): 3 clusters Score: Raw -853372.485226 + Penalty 4913.719384 = -848458.765841 nChanged 28 SP:Iteration 20F (1305.846202 sec): 3 clusters Score: Raw -853377.853874 + Penalty 4913.719384 = -848464.134489 nChanged 29 SP:Iteration 21Q (1305.992815 sec): 3 clusters Score: Raw -853384.911409 + Penalty 4913.719384 = -848471.192025 nChanged 29 SP:Iteration 22Q (1306.127129 sec): 3 clusters Score: Raw -853390.999064 + Penalty 4913.719384 = -848477.279680 nChanged 25 SP:Iteration 23Q (1306.253003 sec): 3 clusters Score: Raw -853394.228649 + Penalty 4913.719384 = -848480.509265 nChanged 14 SP:Iteration 24Q (1306.394558 sec): 3 clusters Score: Raw -853397.102231 + Penalty 4913.719384 = -848483.382847 nChanged 14 SP:Iteration 25Q (1306.561061 sec): 3 clusters Score: Raw -853400.420229 + Penalty 4913.719384 = -848486.700845 nChanged 16 SP:Iteration 26Q (1306.664240 sec): 3 clusters Score: Raw -853402.883979 + Penalty 4913.719384 = -848489.164595 nChanged 11 SP:Iteration 27Q (1306.790385 sec): 3 clusters Score: Raw -853404.658898 + Penalty 4913.719384 = -848490.939513 nChanged 10 SP:Iteration 28Q (1306.939851 sec): 3 clusters Score: Raw -853405.864727 + Penalty 4913.719384 = -848492.145343 nChanged 7 SP:Iteration 29Q (1307.077774 sec): 3 clusters Score: Raw -853406.896479 + Penalty 4913.719384 = -848493.177095 nChanged 12 SP:Iteration 30Q (1307.213875 sec): 3 clusters Score: Raw -853407.985289 + Penalty 4913.719384 = -848494.265904 nChanged 3 SP:Iteration 31Q (1307.341320 sec): 3 clusters Score: Raw -853408.395006 + Penalty 4913.719384 = -848494.675621 nChanged 8 SP:Iteration 32Q (1307.455041 sec): 3 clusters Score: Raw -853409.369391 + Penalty 4913.719384 = -848495.650006 nChanged 8 SP:Iteration 33Q (1307.609696 sec): 3 clusters Score: Raw -853410.373306 + Penalty 4913.719384 = -848496.653922 nChanged 4 SP:Iteration 34Q (1307.729529 sec): 3 clusters Score: Raw -853410.900566 + Penalty 4913.719384 = -848497.181181 nChanged 2 SP:Iteration 35Q (1307.858131 sec): 3 clusters Score: Raw -853411.231341 + Penalty 4913.719384 = -848497.511957 nChanged 2 SP:Iteration 36Q (1308.015210 sec): 3 clusters Score: Raw -853411.477972 + Penalty 4913.719384 = -848497.758587 nChanged 2 SP:Iteration 37Q (1308.138069 sec): 3 clusters Score: Raw -853411.807543 + Penalty 4913.719384 = -848498.088159 nChanged 3 SP:Iteration 38Q (1308.277775 sec): 3 clusters Score: Raw -853412.439569 + Penalty 4913.719384 = -848498.720185 nChanged 4 SP:Iteration 39Q (1308.415736 sec): 3 clusters Score: Raw -853413.018890 + Penalty 4913.719384 = -848499.299505 nChanged 2 SP:Iteration 40F (1308.576024 sec): 3 clusters Score: Raw -853413.108584 + Penalty 4913.719384 = -848499.389199 nChanged 0 Trying to split cluster 11 (2706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1308.663411 sec): 2 clusters Score: Raw -178604.519747 + Penalty 2086.451878 = -176518.067869 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1308.738509 sec): 3 clusters Score: Raw -177540.473411 + Penalty 4172.903755 = -173367.569656 nChanged 955 SP:Iteration 1F (1308.836415 sec): 3 clusters Score: Raw -178356.290336 + Penalty 4172.903755 = -174183.386581 nChanged 293 SP:Iteration 2F (1308.953189 sec): 3 clusters Score: Raw -178787.016252 + Penalty 4172.903755 = -174614.112497 nChanged 268 SP:Iteration 3F (1309.045945 sec): 3 clusters Score: Raw -179251.335501 + Penalty 4172.903755 = -175078.431746 nChanged 186 SP:Iteration 4F (1309.163438 sec): 3 clusters Score: Raw -179564.130688 + Penalty 4172.903755 = -175391.226933 nChanged 139 SP:Iteration 5F (1309.296196 sec): 3 clusters Score: Raw -179789.522256 + Penalty 4172.903755 = -175616.618501 nChanged 98 SP:Iteration 6Q (1309.398118 sec): 3 clusters Score: Raw -179933.073855 + Penalty 4172.903755 = -175760.170100 nChanged 76 SP:Iteration 7Q (1309.525173 sec): 3 clusters Score: Raw -180024.092023 + Penalty 4172.903755 = -175851.188268 nChanged 54 SP:Iteration 8Q (1309.629953 sec): 3 clusters Score: Raw -180075.544114 + Penalty 4172.903755 = -175902.640359 nChanged 34 SP:Iteration 9Q (1309.738795 sec): 3 clusters Score: Raw -180108.235529 + Penalty 4172.903755 = -175935.331774 nChanged 30 SP:Iteration 10Q (1309.831802 sec): 3 clusters Score: Raw -180140.687558 + Penalty 4172.903755 = -175967.783803 nChanged 30 SP:Iteration 11Q (1309.928313 sec): 3 clusters Score: Raw -180166.879863 + Penalty 4172.903755 = -175993.976108 nChanged 23 SP:Iteration 12Q (1310.022472 sec): 3 clusters Score: Raw -180187.708284 + Penalty 4172.903755 = -176014.804529 nChanged 21 SP:Iteration 13Q (1310.134355 sec): 3 clusters Score: Raw -180202.480294 + Penalty 4172.903755 = -176029.576539 nChanged 14 SP:Iteration 14Q (1310.232251 sec): 3 clusters Score: Raw -180212.230598 + Penalty 4172.903755 = -176039.326843 nChanged 12 SP:Iteration 15Q (1310.348506 sec): 3 clusters Score: Raw -180221.354957 + Penalty 4172.903755 = -176048.451202 nChanged 8 SP:Iteration 16Q (1310.488753 sec): 3 clusters Score: Raw -180225.812515 + Penalty 4172.903755 = -176052.908760 nChanged 3 SP:Iteration 17Q (1310.536924 sec): 3 clusters Score: Raw -180227.363188 + Penalty 4172.903755 = -176054.459433 nChanged 1 SP:Iteration 18Q (1310.645796 sec): 3 clusters Score: Raw -180228.593419 + Penalty 4172.903755 = -176055.689664 nChanged 2 SP:Iteration 19Q (1310.764930 sec): 3 clusters Score: Raw -180229.786998 + Penalty 4172.903755 = -176056.883243 nChanged 7 SP:Iteration 20F (1310.855679 sec): 3 clusters Score: Raw -180234.629633 + Penalty 4172.903755 = -176061.725878 nChanged 9 SP:Iteration 21Q (1310.951496 sec): 3 clusters Score: Raw -180242.868071 + Penalty 4172.903755 = -176069.964316 nChanged 9 SP:Iteration 22Q (1311.059477 sec): 3 clusters Score: Raw -180247.599531 + Penalty 4172.903755 = -176074.695776 nChanged 11 SP:Iteration 23Q (1311.172112 sec): 3 clusters Score: Raw -180256.635490 + Penalty 4172.903755 = -176083.731735 nChanged 10 SP:Iteration 24Q (1311.287504 sec): 3 clusters Score: Raw -180266.332715 + Penalty 4172.903755 = -176093.428960 nChanged 14 SP:Iteration 25Q (1311.372749 sec): 3 clusters Score: Raw -180277.054202 + Penalty 4172.903755 = -176104.150447 nChanged 17 SP:Iteration 26Q (1311.480109 sec): 3 clusters Score: Raw -180293.141308 + Penalty 4172.903755 = -176120.237553 nChanged 15 SP:Iteration 27Q (1311.586018 sec): 3 clusters Score: Raw -180304.424114 + Penalty 4172.903755 = -176131.520359 nChanged 13 SP:Iteration 28Q (1311.689931 sec): 3 clusters Score: Raw -180311.711672 + Penalty 4172.903755 = -176138.807917 nChanged 5 SP:Iteration 29Q (1311.805631 sec): 3 clusters Score: Raw -180313.742155 + Penalty 4172.903755 = -176140.838400 nChanged 5 SP:Iteration 30Q (1311.931681 sec): 3 clusters Score: Raw -180315.929653 + Penalty 4172.903755 = -176143.025898 nChanged 6 SP:Iteration 31Q (1312.043269 sec): 3 clusters Score: Raw -180318.095426 + Penalty 4172.903755 = -176145.191671 nChanged 2 SP:Iteration 32Q (1312.161609 sec): 3 clusters Score: Raw -180318.841677 + Penalty 4172.903755 = -176145.937922 nChanged 2 SP:Iteration 33Q (1312.302473 sec): 3 clusters Score: Raw -180322.980032 + Penalty 4172.903755 = -176150.076277 nChanged 6 SP:Iteration 34Q (1312.413807 sec): 3 clusters Score: Raw -180329.557725 + Penalty 4172.903755 = -176156.653970 nChanged 9 SP:Iteration 35Q (1312.506817 sec): 3 clusters Score: Raw -180336.749967 + Penalty 4172.903755 = -176163.846212 nChanged 6 SP:Iteration 36Q (1312.610395 sec): 3 clusters Score: Raw -180340.739338 + Penalty 4172.903755 = -176167.835583 nChanged 3 SP:Iteration 37Q (1312.716864 sec): 3 clusters Score: Raw -180343.270796 + Penalty 4172.903755 = -176170.367041 nChanged 6 SP:Iteration 38Q (1312.826421 sec): 3 clusters Score: Raw -180348.368400 + Penalty 4172.903755 = -176175.464645 nChanged 12 SP:Iteration 39Q (1312.946659 sec): 3 clusters Score: Raw -180354.121421 + Penalty 4172.903755 = -176181.217666 nChanged 6 SP:Iteration 40F (1313.063076 sec): 3 clusters Score: Raw -180356.159028 + Penalty 4172.903755 = -176183.255273 nChanged 3 SP:Iteration 41Q (1313.153983 sec): 3 clusters Score: Raw -180358.339083 + Penalty 4172.903755 = -176185.435328 nChanged 3 SP:Iteration 42Q (1313.271718 sec): 3 clusters Score: Raw -180361.395203 + Penalty 4172.903755 = -176188.491448 nChanged 4 SP:Iteration 43Q (1313.357432 sec): 3 clusters Score: Raw -180362.874403 + Penalty 4172.903755 = -176189.970648 nChanged 1 SP:Iteration 44Q (1313.473772 sec): 3 clusters Score: Raw -180363.585149 + Penalty 4172.903755 = -176190.681394 nChanged 1 SP:Iteration 45Q (1313.581405 sec): 3 clusters Score: Raw -180364.652047 + Penalty 4172.903755 = -176191.748292 nChanged 0 SP:Iteration 46F (1313.718273 sec): 3 clusters Score: Raw -180364.652047 + Penalty 4172.903755 = -176191.748292 nChanged 0 Iteration 179Q (1315.642755 sec): 12 clusters Score: Raw -11813172.024770 + Penalty 34530.724271 = -11778641.300500 nChanged 36 Iteration 180F (1318.236385 sec): 12 clusters Score: Raw -11813173.995276 + Penalty 34530.724271 = -11778643.271005 nChanged 41 Iteration 181Q (1319.985211 sec): 12 clusters Score: Raw -11813176.993273 + Penalty 34530.724271 = -11778646.269003 nChanged 48 Iteration 182Q (1321.680768 sec): 12 clusters Score: Raw -11813180.495920 + Penalty 34530.724271 = -11778649.771649 nChanged 44 Iteration 183Q (1323.249569 sec): 12 clusters Score: Raw -11813183.711005 + Penalty 34530.724271 = -11778652.986735 nChanged 47 Iteration 184Q (1324.953394 sec): 12 clusters Score: Raw -11813187.104704 + Penalty 34530.724271 = -11778656.380433 nChanged 52 Iteration 185Q (1326.565417 sec): 12 clusters Score: Raw -11813190.970692 + Penalty 34530.724271 = -11778660.246422 nChanged 32 Iteration 186Q (1328.344422 sec): 12 clusters Score: Raw -11813193.014260 + Penalty 34530.724271 = -11778662.289990 nChanged 30 Iteration 187Q (1329.843465 sec): 12 clusters Score: Raw -11813195.018086 + Penalty 34530.724271 = -11778664.293815 nChanged 26 Iteration 188Q (1331.523672 sec): 12 clusters Score: Raw -11813196.576440 + Penalty 34530.724271 = -11778665.852169 nChanged 19 Iteration 189Q (1333.087811 sec): 12 clusters Score: Raw -11813197.639431 + Penalty 34530.724271 = -11778666.915160 nChanged 15 Iteration 190Q (1334.749709 sec): 12 clusters Score: Raw -11813198.351640 + Penalty 34530.724271 = -11778667.627369 nChanged 12 Iteration 191Q (1336.477822 sec): 12 clusters Score: Raw -11813198.980480 + Penalty 34530.724271 = -11778668.256210 nChanged 16 Iteration 192Q (1338.113190 sec): 12 clusters Score: Raw -11813199.952252 + Penalty 34530.724271 = -11778669.227981 nChanged 11 Iteration 193Q (1339.929887 sec): 12 clusters Score: Raw -11813200.818838 + Penalty 34530.724271 = -11778670.094567 nChanged 10 Iteration 194Q (1341.856356 sec): 12 clusters Score: Raw -11813201.424003 + Penalty 34530.724271 = -11778670.699733 nChanged 11 Iteration 195Q (1343.770685 sec): 12 clusters Score: Raw -11813202.094908 + Penalty 34530.724271 = -11778671.370638 nChanged 10 Iteration 196Q (1345.599962 sec): 12 clusters Score: Raw -11813202.877462 + Penalty 34530.724271 = -11778672.153191 nChanged 5 Iteration 197Q (1347.346496 sec): 12 clusters Score: Raw -11813203.250607 + Penalty 34530.724271 = -11778672.526336 nChanged 10 Iteration 198Q (1348.951893 sec): 12 clusters Score: Raw -11813203.989553 + Penalty 34530.724271 = -11778673.265282 nChanged 7 Iteration 199Q (1350.637888 sec): 12 clusters Score: Raw -11813204.313268 + Penalty 34530.724271 = -11778673.588997 nChanged 8 Iteration 200F (1353.060603 sec): 12 clusters Score: Raw -11813204.738249 + Penalty 34530.724271 = -11778674.013978 nChanged 6 Iteration 201Q (1354.706164 sec): 12 clusters Score: Raw -11813205.229590 + Penalty 34530.724271 = -11778674.505319 nChanged 9 Iteration 202Q (1356.430665 sec): 12 clusters Score: Raw -11813205.677352 + Penalty 34530.724271 = -11778674.953081 nChanged 4 Iteration 203Q (1358.116358 sec): 12 clusters Score: Raw -11813205.777961 + Penalty 34530.724271 = -11778675.053691 nChanged 4 Iteration 204Q (1359.789774 sec): 12 clusters Score: Raw -11813205.911083 + Penalty 34530.724271 = -11778675.186813 nChanged 0 Iteration 205F (1362.153765 sec): 12 clusters Score: Raw -11813205.911083 + Penalty 34530.724271 = -11778675.186813 nChanged 0 Compute initial score before splitting: Score: Raw -11813205.911083 + Penalty 34530.724271 = -11778675.186813 Trying to split cluster 1 (5267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1362.323051 sec): 2 clusters Score: Raw -431255.108310 + Penalty 2262.273082 = -428992.835228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1362.469298 sec): 3 clusters Score: Raw -428863.134351 + Penalty 4524.546164 = -424338.588187 nChanged 1988 SP:Iteration 1F (1362.572819 sec): 3 clusters Score: Raw -430085.165921 + Penalty 4524.546164 = -425560.619757 nChanged 459 SP:Iteration 2F (1362.706718 sec): 3 clusters Score: Raw -430462.538867 + Penalty 4524.546164 = -425937.992703 nChanged 366 SP:Iteration 3F (1362.808893 sec): 3 clusters Score: Raw -430853.976882 + Penalty 4524.546164 = -426329.430718 nChanged 350 SP:Iteration 4F (1362.938284 sec): 3 clusters Score: Raw -431246.364173 + Penalty 4524.546164 = -426721.818009 nChanged 351 SP:Iteration 5F (1363.037790 sec): 3 clusters Score: Raw -431626.603552 + Penalty 4524.546164 = -427102.057388 nChanged 333 SP:Iteration 6F (1363.175480 sec): 3 clusters Score: Raw -431993.699521 + Penalty 4524.546164 = -427469.153357 nChanged 271 SP:Iteration 7F (1363.269464 sec): 3 clusters Score: Raw -432268.822947 + Penalty 4524.546164 = -427744.276783 nChanged 203 SP:Iteration 8Q (1363.391988 sec): 3 clusters Score: Raw -432438.378911 + Penalty 4524.546164 = -427913.832747 nChanged 131 SP:Iteration 9Q (1363.496647 sec): 3 clusters Score: Raw -432518.799023 + Penalty 4524.546164 = -427994.252859 nChanged 80 SP:Iteration 10Q (1363.629056 sec): 3 clusters Score: Raw -432562.720423 + Penalty 4524.546164 = -428038.174259 nChanged 66 SP:Iteration 11Q (1363.738367 sec): 3 clusters Score: Raw -432590.175430 + Penalty 4524.546164 = -428065.629266 nChanged 40 SP:Iteration 12Q (1363.871559 sec): 3 clusters Score: Raw -432604.807881 + Penalty 4524.546164 = -428080.261717 nChanged 26 SP:Iteration 13Q (1363.966634 sec): 3 clusters Score: Raw -432617.525660 + Penalty 4524.546164 = -428092.979496 nChanged 27 SP:Iteration 14Q (1364.096188 sec): 3 clusters Score: Raw -432627.367202 + Penalty 4524.546164 = -428102.821038 nChanged 19 SP:Iteration 15Q (1364.195567 sec): 3 clusters Score: Raw -432632.894964 + Penalty 4524.546164 = -428108.348801 nChanged 9 SP:Iteration 16Q (1364.309864 sec): 3 clusters Score: Raw -432636.476272 + Penalty 4524.546164 = -428111.930108 nChanged 8 SP:Iteration 17Q (1364.421757 sec): 3 clusters Score: Raw -432638.856874 + Penalty 4524.546164 = -428114.310711 nChanged 5 SP:Iteration 18Q (1364.529454 sec): 3 clusters Score: Raw -432640.121095 + Penalty 4524.546164 = -428115.574932 nChanged 0 SP:Iteration 19F (1364.663347 sec): 3 clusters Score: Raw -432640.121095 + Penalty 4524.546164 = -428115.574932 nChanged 0 Trying to split cluster 2 (12182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1364.809106 sec): 2 clusters Score: Raw -1053553.696627 + Penalty 2483.636689 = -1051070.059938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1364.974174 sec): 3 clusters Score: Raw -1046848.004103 + Penalty 4967.273378 = -1041880.730725 nChanged 5127 SP:Iteration 1F (1365.137519 sec): 3 clusters Score: Raw -1049762.437782 + Penalty 4967.273378 = -1044795.164403 nChanged 920 SP:Iteration 2F (1365.273856 sec): 3 clusters Score: Raw -1050387.527686 + Penalty 4967.273378 = -1045420.254308 nChanged 858 SP:Iteration 3F (1365.426156 sec): 3 clusters Score: Raw -1051054.652898 + Penalty 4967.273378 = -1046087.379520 nChanged 836 SP:Iteration 4F (1365.578488 sec): 3 clusters Score: Raw -1051765.926192 + Penalty 4967.273378 = -1046798.652814 nChanged 819 SP:Iteration 5F (1365.698262 sec): 3 clusters Score: Raw -1052397.162873 + Penalty 4967.273378 = -1047429.889495 nChanged 696 SP:Iteration 6F (1365.849228 sec): 3 clusters Score: Raw -1052890.131878 + Penalty 4967.273378 = -1047922.858500 nChanged 556 SP:Iteration 7Q (1366.001950 sec): 3 clusters Score: Raw -1053199.760649 + Penalty 4967.273378 = -1048232.487271 nChanged 469 SP:Iteration 8Q (1366.163607 sec): 3 clusters Score: Raw -1053444.525349 + Penalty 4967.273378 = -1048477.251971 nChanged 378 SP:Iteration 9Q (1366.291348 sec): 3 clusters Score: Raw -1053592.676230 + Penalty 4967.273378 = -1048625.402851 nChanged 251 SP:Iteration 10Q (1366.439381 sec): 3 clusters Score: Raw -1053676.829825 + Penalty 4967.273378 = -1048709.556447 nChanged 217 SP:Iteration 11Q (1366.581304 sec): 3 clusters Score: Raw -1053740.145407 + Penalty 4967.273378 = -1048772.872029 nChanged 163 SP:Iteration 12Q (1366.738112 sec): 3 clusters Score: Raw -1053781.444539 + Penalty 4967.273378 = -1048814.171161 nChanged 121 SP:Iteration 13Q (1366.892139 sec): 3 clusters Score: Raw -1053815.426511 + Penalty 4967.273378 = -1048848.153133 nChanged 117 SP:Iteration 14Q (1367.035259 sec): 3 clusters Score: Raw -1053846.521567 + Penalty 4967.273378 = -1048879.248189 nChanged 95 SP:Iteration 15Q (1367.168503 sec): 3 clusters Score: Raw -1053866.573788 + Penalty 4967.273378 = -1048899.300410 nChanged 67 SP:Iteration 16Q (1367.302317 sec): 3 clusters Score: Raw -1053882.466553 + Penalty 4967.273378 = -1048915.193175 nChanged 58 SP:Iteration 17Q (1367.447107 sec): 3 clusters Score: Raw -1053896.578248 + Penalty 4967.273378 = -1048929.304870 nChanged 46 SP:Iteration 18Q (1367.585611 sec): 3 clusters Score: Raw -1053907.082065 + Penalty 4967.273378 = -1048939.808687 nChanged 49 SP:Iteration 19Q (1367.744823 sec): 3 clusters Score: Raw -1053917.753446 + Penalty 4967.273378 = -1048950.480067 nChanged 48 SP:Iteration 20F (1367.857025 sec): 3 clusters Score: Raw -1053928.216800 + Penalty 4967.273378 = -1048960.943422 nChanged 54 SP:Iteration 21Q (1367.985186 sec): 3 clusters Score: Raw -1053939.598025 + Penalty 4967.273378 = -1048972.324646 nChanged 57 SP:Iteration 22Q (1368.135821 sec): 3 clusters Score: Raw -1053952.044420 + Penalty 4967.273378 = -1048984.771042 nChanged 56 SP:Iteration 23Q (1368.313374 sec): 3 clusters Score: Raw -1053960.791484 + Penalty 4967.273378 = -1048993.518106 nChanged 45 SP:Iteration 24Q (1368.434218 sec): 3 clusters Score: Raw -1053968.443735 + Penalty 4967.273378 = -1049001.170356 nChanged 31 SP:Iteration 25Q (1368.585269 sec): 3 clusters Score: Raw -1053974.056046 + Penalty 4967.273378 = -1049006.782668 nChanged 32 SP:Iteration 26Q (1368.730338 sec): 3 clusters Score: Raw -1053979.799877 + Penalty 4967.273378 = -1049012.526498 nChanged 26 SP:Iteration 27Q (1368.881551 sec): 3 clusters Score: Raw -1053983.791720 + Penalty 4967.273378 = -1049016.518341 nChanged 22 SP:Iteration 28Q (1369.017071 sec): 3 clusters Score: Raw -1053987.423670 + Penalty 4967.273378 = -1049020.150292 nChanged 26 SP:Iteration 29Q (1369.168332 sec): 3 clusters Score: Raw -1053992.044514 + Penalty 4967.273378 = -1049024.771136 nChanged 26 SP:Iteration 30Q (1369.332897 sec): 3 clusters Score: Raw -1053996.804623 + Penalty 4967.273378 = -1049029.531245 nChanged 26 SP:Iteration 31Q (1369.498969 sec): 3 clusters Score: Raw -1054000.900559 + Penalty 4967.273378 = -1049033.627181 nChanged 31 SP:Iteration 32Q (1369.649808 sec): 3 clusters Score: Raw -1054006.403420 + Penalty 4967.273378 = -1049039.130042 nChanged 23 SP:Iteration 33Q (1369.808413 sec): 3 clusters Score: Raw -1054009.958980 + Penalty 4967.273378 = -1049042.685602 nChanged 16 SP:Iteration 34Q (1369.888892 sec): 3 clusters Score: Raw -1054013.766130 + Penalty 4967.273378 = -1049046.492752 nChanged 24 SP:Iteration 35Q (1370.012338 sec): 3 clusters Score: Raw -1054017.328023 + Penalty 4967.273378 = -1049050.054645 nChanged 28 SP:Iteration 36Q (1370.160728 sec): 3 clusters Score: Raw -1054022.500768 + Penalty 4967.273378 = -1049055.227390 nChanged 23 SP:Iteration 37Q (1370.314196 sec): 3 clusters Score: Raw -1054025.962625 + Penalty 4967.273378 = -1049058.689246 nChanged 21 SP:Iteration 38Q (1370.451189 sec): 3 clusters Score: Raw -1054028.334172 + Penalty 4967.273378 = -1049061.060794 nChanged 10 SP:Iteration 39Q (1370.593079 sec): 3 clusters Score: Raw -1054029.519512 + Penalty 4967.273378 = -1049062.246133 nChanged 7 SP:Iteration 40F (1370.728546 sec): 3 clusters Score: Raw -1054030.396474 + Penalty 4967.273378 = -1049063.123096 nChanged 8 SP:Iteration 41Q (1370.871873 sec): 3 clusters Score: Raw -1054031.343351 + Penalty 4967.273378 = -1049064.069973 nChanged 8 SP:Iteration 42Q (1371.026723 sec): 3 clusters Score: Raw -1054032.422588 + Penalty 4967.273378 = -1049065.149210 nChanged 5 SP:Iteration 43Q (1371.162297 sec): 3 clusters Score: Raw -1054032.912870 + Penalty 4967.273378 = -1049065.639492 nChanged 4 SP:Iteration 44Q (1371.279445 sec): 3 clusters Score: Raw -1054033.441557 + Penalty 4967.273378 = -1049066.168179 nChanged 4 SP:Iteration 45Q (1371.419374 sec): 3 clusters Score: Raw -1054034.019286 + Penalty 4967.273378 = -1049066.745908 nChanged 5 SP:Iteration 46Q (1371.561776 sec): 3 clusters Score: Raw -1054034.547121 + Penalty 4967.273378 = -1049067.273743 nChanged 3 SP:Iteration 47Q (1371.696890 sec): 3 clusters Score: Raw -1054034.912888 + Penalty 4967.273378 = -1049067.639510 nChanged 4 SP:Iteration 48Q (1371.831991 sec): 3 clusters Score: Raw -1054035.519274 + Penalty 4967.273378 = -1049068.245896 nChanged 3 SP:Iteration 49Q (1371.976782 sec): 3 clusters Score: Raw -1054035.916366 + Penalty 4967.273378 = -1049068.642988 nChanged 3 SP:Iteration 50Q (1372.105077 sec): 3 clusters Score: Raw -1054036.458270 + Penalty 4967.273378 = -1049069.184892 nChanged 5 SP:Iteration 51Q (1372.267345 sec): 3 clusters Score: Raw -1054036.950875 + Penalty 4967.273378 = -1049069.677497 nChanged 3 SP:Iteration 52Q (1372.424129 sec): 3 clusters Score: Raw -1054037.297780 + Penalty 4967.273378 = -1049070.024402 nChanged 6 SP:Iteration 53Q (1372.534133 sec): 3 clusters Score: Raw -1054038.283303 + Penalty 4967.273378 = -1049071.009924 nChanged 6 SP:Iteration 54Q (1372.699764 sec): 3 clusters Score: Raw -1054039.371679 + Penalty 4967.273378 = -1049072.098301 nChanged 7 SP:Iteration 55Q (1372.827722 sec): 3 clusters Score: Raw -1054040.623709 + Penalty 4967.273378 = -1049073.350330 nChanged 9 SP:Iteration 56Q (1372.973720 sec): 3 clusters Score: Raw -1054042.635871 + Penalty 4967.273378 = -1049075.362493 nChanged 10 SP:Iteration 57Q (1373.110743 sec): 3 clusters Score: Raw -1054043.720454 + Penalty 4967.273378 = -1049076.447075 nChanged 7 SP:Iteration 58Q (1373.281820 sec): 3 clusters Score: Raw -1054044.715636 + Penalty 4967.273378 = -1049077.442258 nChanged 10 SP:Iteration 59Q (1373.408757 sec): 3 clusters Score: Raw -1054046.301848 + Penalty 4967.273378 = -1049079.028470 nChanged 11 SP:Iteration 60F (1373.546211 sec): 3 clusters Score: Raw -1054047.491319 + Penalty 4967.273378 = -1049080.217941 nChanged 11 SP:Iteration 61Q (1373.678411 sec): 3 clusters Score: Raw -1054048.675286 + Penalty 4967.273378 = -1049081.401908 nChanged 6 SP:Iteration 62Q (1373.822819 sec): 3 clusters Score: Raw -1054049.534123 + Penalty 4967.273378 = -1049082.260745 nChanged 8 SP:Iteration 63Q (1373.971880 sec): 3 clusters Score: Raw -1054050.462124 + Penalty 4967.273378 = -1049083.188746 nChanged 10 SP:Iteration 64Q (1374.122545 sec): 3 clusters Score: Raw -1054051.557867 + Penalty 4967.273378 = -1049084.284489 nChanged 9 SP:Iteration 65Q (1374.253744 sec): 3 clusters Score: Raw -1054052.544531 + Penalty 4967.273378 = -1049085.271153 nChanged 6 SP:Iteration 66Q (1374.393962 sec): 3 clusters Score: Raw -1054053.455314 + Penalty 4967.273378 = -1049086.181935 nChanged 8 SP:Iteration 67Q (1374.538981 sec): 3 clusters Score: Raw -1054054.295595 + Penalty 4967.273378 = -1049087.022216 nChanged 4 SP:Iteration 68Q (1374.681997 sec): 3 clusters Score: Raw -1054055.366676 + Penalty 4967.273378 = -1049088.093298 nChanged 7 SP:Iteration 69Q (1374.824315 sec): 3 clusters Score: Raw -1054056.066057 + Penalty 4967.273378 = -1049088.792678 nChanged 5 SP:Iteration 70Q (1374.956398 sec): 3 clusters Score: Raw -1054056.834735 + Penalty 4967.273378 = -1049089.561357 nChanged 4 SP:Iteration 71Q (1375.103538 sec): 3 clusters Score: Raw -1054057.687105 + Penalty 4967.273378 = -1049090.413727 nChanged 6 SP:Iteration 72Q (1375.242412 sec): 3 clusters Score: Raw -1054058.658174 + Penalty 4967.273378 = -1049091.384796 nChanged 7 SP:Iteration 73Q (1375.381599 sec): 3 clusters Score: Raw -1054059.890319 + Penalty 4967.273378 = -1049092.616940 nChanged 8 SP:Iteration 74Q (1375.500627 sec): 3 clusters Score: Raw -1054060.882250 + Penalty 4967.273378 = -1049093.608872 nChanged 8 SP:Iteration 75Q (1375.650398 sec): 3 clusters Score: Raw -1054061.987237 + Penalty 4967.273378 = -1049094.713858 nChanged 7 SP:Iteration 76Q (1375.821556 sec): 3 clusters Score: Raw -1054062.943101 + Penalty 4967.273378 = -1049095.669723 nChanged 5 SP:Iteration 77Q (1375.979288 sec): 3 clusters Score: Raw -1054063.580779 + Penalty 4967.273378 = -1049096.307401 nChanged 5 SP:Iteration 78Q (1376.112336 sec): 3 clusters Score: Raw -1054063.987046 + Penalty 4967.273378 = -1049096.713668 nChanged 5 SP:Iteration 79Q (1376.262443 sec): 3 clusters Score: Raw -1054064.880501 + Penalty 4967.273378 = -1049097.607123 nChanged 5 SP:Iteration 80F (1376.408563 sec): 3 clusters Score: Raw -1054065.583649 + Penalty 4967.273378 = -1049098.310271 nChanged 5 SP:Iteration 81Q (1376.484696 sec): 3 clusters Score: Raw -1054066.098124 + Penalty 4967.273378 = -1049098.824746 nChanged 3 SP:Iteration 82Q (1376.639459 sec): 3 clusters Score: Raw -1054066.369760 + Penalty 4967.273378 = -1049099.096382 nChanged 1 SP:Iteration 83Q (1376.799075 sec): 3 clusters Score: Raw -1054066.445636 + Penalty 4967.273378 = -1049099.172258 nChanged 0 SP:Iteration 84F (1376.958790 sec): 3 clusters Score: Raw -1054066.445636 + Penalty 4967.273378 = -1049099.172258 nChanged 0 Trying to split cluster 3 (4152 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1377.029730 sec): 2 clusters Score: Raw -303906.037198 + Penalty 2199.475192 = -301706.562006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1377.148191 sec): 3 clusters Score: Raw -302127.868973 + Penalty 4398.950384 = -297728.918589 nChanged 1544 SP:Iteration 1F (1377.256050 sec): 3 clusters Score: Raw -303334.967844 + Penalty 4398.950384 = -298936.017460 nChanged 389 SP:Iteration 2F (1377.366320 sec): 3 clusters Score: Raw -303834.392050 + Penalty 4398.950384 = -299435.441666 nChanged 348 SP:Iteration 3F (1377.442205 sec): 3 clusters Score: Raw -304271.009636 + Penalty 4398.950384 = -299872.059252 nChanged 285 SP:Iteration 4F (1377.555908 sec): 3 clusters Score: Raw -304555.423861 + Penalty 4398.950384 = -300156.473476 nChanged 223 SP:Iteration 5F (1377.668690 sec): 3 clusters Score: Raw -304766.609358 + Penalty 4398.950384 = -300367.658974 nChanged 158 SP:Iteration 6Q (1377.785575 sec): 3 clusters Score: Raw -304911.423456 + Penalty 4398.950384 = -300512.473072 nChanged 116 SP:Iteration 7Q (1377.886380 sec): 3 clusters Score: Raw -305012.404441 + Penalty 4398.950384 = -300613.454056 nChanged 100 SP:Iteration 8Q (1378.011427 sec): 3 clusters Score: Raw -305100.960806 + Penalty 4398.950384 = -300702.010421 nChanged 71 SP:Iteration 9Q (1378.133048 sec): 3 clusters Score: Raw -305151.240307 + Penalty 4398.950384 = -300752.289923 nChanged 58 SP:Iteration 10Q (1378.214561 sec): 3 clusters Score: Raw -305195.339849 + Penalty 4398.950384 = -300796.389464 nChanged 47 SP:Iteration 11Q (1378.323706 sec): 3 clusters Score: Raw -305227.958949 + Penalty 4398.950384 = -300829.008565 nChanged 35 SP:Iteration 12Q (1378.443133 sec): 3 clusters Score: Raw -305248.508662 + Penalty 4398.950384 = -300849.558278 nChanged 24 SP:Iteration 13Q (1378.558342 sec): 3 clusters Score: Raw -305260.831330 + Penalty 4398.950384 = -300861.880945 nChanged 23 SP:Iteration 14Q (1378.664081 sec): 3 clusters Score: Raw -305274.278230 + Penalty 4398.950384 = -300875.327845 nChanged 25 SP:Iteration 15Q (1378.801483 sec): 3 clusters Score: Raw -305290.730623 + Penalty 4398.950384 = -300891.780238 nChanged 31 SP:Iteration 16Q (1378.910644 sec): 3 clusters Score: Raw -305307.690804 + Penalty 4398.950384 = -300908.740420 nChanged 24 SP:Iteration 17Q (1379.009741 sec): 3 clusters Score: Raw -305323.404066 + Penalty 4398.950384 = -300924.453682 nChanged 21 SP:Iteration 18Q (1379.121715 sec): 3 clusters Score: Raw -305337.723567 + Penalty 4398.950384 = -300938.773182 nChanged 21 SP:Iteration 19Q (1379.258207 sec): 3 clusters Score: Raw -305349.056929 + Penalty 4398.950384 = -300950.106544 nChanged 15 SP:Iteration 20F (1379.351273 sec): 3 clusters Score: Raw -305357.535526 + Penalty 4398.950384 = -300958.585142 nChanged 16 SP:Iteration 21Q (1379.452298 sec): 3 clusters Score: Raw -305370.014424 + Penalty 4398.950384 = -300971.064040 nChanged 16 SP:Iteration 22Q (1379.572904 sec): 3 clusters Score: Raw -305385.413942 + Penalty 4398.950384 = -300986.463557 nChanged 15 SP:Iteration 23Q (1379.711013 sec): 3 clusters Score: Raw -305397.213677 + Penalty 4398.950384 = -300998.263292 nChanged 19 SP:Iteration 24Q (1379.807666 sec): 3 clusters Score: Raw -305407.866910 + Penalty 4398.950384 = -301008.916525 nChanged 10 SP:Iteration 25Q (1379.913219 sec): 3 clusters Score: Raw -305411.786454 + Penalty 4398.950384 = -301012.836070 nChanged 6 SP:Iteration 26Q (1380.046103 sec): 3 clusters Score: Raw -305414.713373 + Penalty 4398.950384 = -301015.762989 nChanged 5 SP:Iteration 27Q (1380.143900 sec): 3 clusters Score: Raw -305417.369767 + Penalty 4398.950384 = -301018.419383 nChanged 5 SP:Iteration 28Q (1380.255644 sec): 3 clusters Score: Raw -305420.097519 + Penalty 4398.950384 = -301021.147135 nChanged 5 SP:Iteration 29Q (1380.347066 sec): 3 clusters Score: Raw -305422.696713 + Penalty 4398.950384 = -301023.746329 nChanged 6 SP:Iteration 30Q (1380.470077 sec): 3 clusters Score: Raw -305427.137644 + Penalty 4398.950384 = -301028.187260 nChanged 8 SP:Iteration 31Q (1380.579050 sec): 3 clusters Score: Raw -305431.880509 + Penalty 4398.950384 = -301032.930125 nChanged 7 SP:Iteration 32Q (1380.697110 sec): 3 clusters Score: Raw -305437.626045 + Penalty 4398.950384 = -301038.675661 nChanged 8 SP:Iteration 33Q (1380.808074 sec): 3 clusters Score: Raw -305442.227737 + Penalty 4398.950384 = -301043.277353 nChanged 3 SP:Iteration 34Q (1380.907988 sec): 3 clusters Score: Raw -305443.704888 + Penalty 4398.950384 = -301044.754503 nChanged 1 SP:Iteration 35Q (1381.043656 sec): 3 clusters Score: Raw -305444.105922 + Penalty 4398.950384 = -301045.155538 nChanged 0 SP:Iteration 36F (1381.134068 sec): 3 clusters Score: Raw -305444.105922 + Penalty 4398.950384 = -301045.155538 nChanged 0 Trying to split cluster 4 (9285 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1381.248811 sec): 2 clusters Score: Raw -787451.635963 + Penalty 2411.945045 = -785039.690918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1381.376071 sec): 3 clusters Score: Raw -782566.708247 + Penalty 4823.890090 = -777742.818157 nChanged 3790 SP:Iteration 1F (1381.493422 sec): 3 clusters Score: Raw -784733.093001 + Penalty 4823.890090 = -779909.202911 nChanged 771 SP:Iteration 2F (1381.637529 sec): 3 clusters Score: Raw -785325.890321 + Penalty 4823.890090 = -780502.000231 nChanged 695 SP:Iteration 3F (1381.782604 sec): 3 clusters Score: Raw -785864.974252 + Penalty 4823.890090 = -781041.084162 nChanged 593 SP:Iteration 4F (1381.919907 sec): 3 clusters Score: Raw -786331.162992 + Penalty 4823.890090 = -781507.272902 nChanged 542 SP:Iteration 5F (1382.050140 sec): 3 clusters Score: Raw -786752.674523 + Penalty 4823.890090 = -781928.784432 nChanged 478 SP:Iteration 6F (1382.181238 sec): 3 clusters Score: Raw -787118.505974 + Penalty 4823.890090 = -782294.615884 nChanged 468 SP:Iteration 7F (1382.290203 sec): 3 clusters Score: Raw -787426.364161 + Penalty 4823.890090 = -782602.474070 nChanged 372 SP:Iteration 8Q (1382.451164 sec): 3 clusters Score: Raw -787634.237271 + Penalty 4823.890090 = -782810.347181 nChanged 269 SP:Iteration 9Q (1382.568663 sec): 3 clusters Score: Raw -787787.917897 + Penalty 4823.890090 = -782964.027807 nChanged 227 SP:Iteration 10Q (1382.689048 sec): 3 clusters Score: Raw -787911.413503 + Penalty 4823.890090 = -783087.523413 nChanged 200 SP:Iteration 11Q (1382.750779 sec): 3 clusters Score: Raw -788018.682921 + Penalty 4823.890090 = -783194.792831 nChanged 198 SP:Iteration 12Q (1382.875833 sec): 3 clusters Score: Raw -788114.249171 + Penalty 4823.890090 = -783290.359080 nChanged 158 SP:Iteration 13Q (1382.995094 sec): 3 clusters Score: Raw -788185.485919 + Penalty 4823.890090 = -783361.595828 nChanged 131 SP:Iteration 14Q (1383.131137 sec): 3 clusters Score: Raw -788235.975596 + Penalty 4823.890090 = -783412.085506 nChanged 97 SP:Iteration 15Q (1383.196118 sec): 3 clusters Score: Raw -788267.222702 + Penalty 4823.890090 = -783443.332611 nChanged 73 SP:Iteration 16Q (1383.323638 sec): 3 clusters Score: Raw -788285.924926 + Penalty 4823.890090 = -783462.034836 nChanged 52 SP:Iteration 17Q (1383.475915 sec): 3 clusters Score: Raw -788300.479236 + Penalty 4823.890090 = -783476.589146 nChanged 55 SP:Iteration 18Q (1383.586765 sec): 3 clusters Score: Raw -788313.968054 + Penalty 4823.890090 = -783490.077964 nChanged 46 SP:Iteration 19Q (1383.722065 sec): 3 clusters Score: Raw -788326.960858 + Penalty 4823.890090 = -783503.070768 nChanged 46 SP:Iteration 20F (1383.851830 sec): 3 clusters Score: Raw -788341.348798 + Penalty 4823.890090 = -783517.458708 nChanged 46 SP:Iteration 21Q (1383.997452 sec): 3 clusters Score: Raw -788354.732502 + Penalty 4823.890090 = -783530.842412 nChanged 39 SP:Iteration 22Q (1384.123597 sec): 3 clusters Score: Raw -788364.454872 + Penalty 4823.890090 = -783540.564781 nChanged 30 SP:Iteration 23Q (1384.249427 sec): 3 clusters Score: Raw -788371.559517 + Penalty 4823.890090 = -783547.669427 nChanged 27 SP:Iteration 24Q (1384.366056 sec): 3 clusters Score: Raw -788377.862321 + Penalty 4823.890090 = -783553.972231 nChanged 22 SP:Iteration 25Q (1384.509782 sec): 3 clusters Score: Raw -788383.226250 + Penalty 4823.890090 = -783559.336160 nChanged 25 SP:Iteration 26Q (1384.615854 sec): 3 clusters Score: Raw -788390.095500 + Penalty 4823.890090 = -783566.205410 nChanged 37 SP:Iteration 27Q (1384.747524 sec): 3 clusters Score: Raw -788399.752018 + Penalty 4823.890090 = -783575.861928 nChanged 37 SP:Iteration 28Q (1384.880756 sec): 3 clusters Score: Raw -788409.420077 + Penalty 4823.890090 = -783585.529987 nChanged 32 SP:Iteration 29Q (1385.013918 sec): 3 clusters Score: Raw -788417.509738 + Penalty 4823.890090 = -783593.619648 nChanged 30 SP:Iteration 30Q (1385.146387 sec): 3 clusters Score: Raw -788425.058348 + Penalty 4823.890090 = -783601.168258 nChanged 27 SP:Iteration 31Q (1385.283885 sec): 3 clusters Score: Raw -788430.546192 + Penalty 4823.890090 = -783606.656102 nChanged 17 SP:Iteration 32Q (1385.419170 sec): 3 clusters Score: Raw -788433.282109 + Penalty 4823.890090 = -783609.392019 nChanged 7 SP:Iteration 33Q (1385.551895 sec): 3 clusters Score: Raw -788434.535025 + Penalty 4823.890090 = -783610.644934 nChanged 9 SP:Iteration 34Q (1385.704835 sec): 3 clusters Score: Raw -788436.183792 + Penalty 4823.890090 = -783612.293702 nChanged 8 SP:Iteration 35Q (1385.815603 sec): 3 clusters Score: Raw -788437.388764 + Penalty 4823.890090 = -783613.498673 nChanged 8 SP:Iteration 36Q (1385.934815 sec): 3 clusters Score: Raw -788438.795133 + Penalty 4823.890090 = -783614.905043 nChanged 5 SP:Iteration 37Q (1386.094789 sec): 3 clusters Score: Raw -788439.943455 + Penalty 4823.890090 = -783616.053364 nChanged 3 SP:Iteration 38Q (1386.206641 sec): 3 clusters Score: Raw -788440.283269 + Penalty 4823.890090 = -783616.393179 nChanged 2 SP:Iteration 39Q (1386.339901 sec): 3 clusters Score: Raw -788440.865615 + Penalty 4823.890090 = -783616.975525 nChanged 4 SP:Iteration 40F (1386.474862 sec): 3 clusters Score: Raw -788441.507430 + Penalty 4823.890090 = -783617.617340 nChanged 2 SP:Iteration 41Q (1386.602419 sec): 3 clusters Score: Raw -788441.766432 + Penalty 4823.890090 = -783617.876342 nChanged 2 SP:Iteration 42Q (1386.750947 sec): 3 clusters Score: Raw -788442.034007 + Penalty 4823.890090 = -783618.143917 nChanged 0 SP:Iteration 43F (1386.906168 sec): 3 clusters Score: Raw -788442.034007 + Penalty 4823.890090 = -783618.143917 nChanged 0 Trying to split cluster 5 (15192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1387.023439 sec): 2 clusters Score: Raw -1169579.564842 + Penalty 2541.930403 = -1167037.634439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1387.169596 sec): 3 clusters Score: Raw -1160979.103469 + Penalty 5083.860805 = -1155895.242663 nChanged 6561 SP:Iteration 1F (1387.324480 sec): 3 clusters Score: Raw -1164705.078214 + Penalty 5083.860805 = -1159621.217409 nChanged 1035 SP:Iteration 2F (1387.480640 sec): 3 clusters Score: Raw -1165212.672128 + Penalty 5083.860805 = -1160128.811322 nChanged 877 SP:Iteration 3F (1387.622067 sec): 3 clusters Score: Raw -1165676.332915 + Penalty 5083.860805 = -1160592.472109 nChanged 785 SP:Iteration 4F (1387.766338 sec): 3 clusters Score: Raw -1166192.704822 + Penalty 5083.860805 = -1161108.844017 nChanged 869 SP:Iteration 5F (1387.915596 sec): 3 clusters Score: Raw -1166871.457712 + Penalty 5083.860805 = -1161787.596907 nChanged 905 SP:Iteration 6F (1388.059100 sec): 3 clusters Score: Raw -1167607.478529 + Penalty 5083.860805 = -1162523.617724 nChanged 891 SP:Iteration 7F (1388.225562 sec): 3 clusters Score: Raw -1168280.796734 + Penalty 5083.860805 = -1163196.935929 nChanged 798 SP:Iteration 8F (1388.401229 sec): 3 clusters Score: Raw -1168838.998243 + Penalty 5083.860805 = -1163755.137438 nChanged 659 SP:Iteration 9Q (1388.590439 sec): 3 clusters Score: Raw -1169245.914329 + Penalty 5083.860805 = -1164162.053523 nChanged 546 SP:Iteration 10Q (1388.725912 sec): 3 clusters Score: Raw -1169569.447364 + Penalty 5083.860805 = -1164485.586559 nChanged 446 SP:Iteration 11Q (1388.898174 sec): 3 clusters Score: Raw -1169800.542348 + Penalty 5083.860805 = -1164716.681543 nChanged 398 SP:Iteration 12Q (1389.038143 sec): 3 clusters Score: Raw -1169973.550786 + Penalty 5083.860805 = -1164889.689981 nChanged 314 SP:Iteration 13Q (1389.206069 sec): 3 clusters Score: Raw -1170096.307199 + Penalty 5083.860805 = -1165012.446394 nChanged 243 SP:Iteration 14Q (1389.404120 sec): 3 clusters Score: Raw -1170187.860791 + Penalty 5083.860805 = -1165103.999986 nChanged 216 SP:Iteration 15Q (1389.553866 sec): 3 clusters Score: Raw -1170261.670225 + Penalty 5083.860805 = -1165177.809419 nChanged 186 SP:Iteration 16Q (1389.714263 sec): 3 clusters Score: Raw -1170314.387693 + Penalty 5083.860805 = -1165230.526888 nChanged 136 SP:Iteration 17Q (1389.859514 sec): 3 clusters Score: Raw -1170353.056133 + Penalty 5083.860805 = -1165269.195328 nChanged 126 SP:Iteration 18Q (1390.030134 sec): 3 clusters Score: Raw -1170388.558266 + Penalty 5083.860805 = -1165304.697460 nChanged 119 SP:Iteration 19Q (1390.204934 sec): 3 clusters Score: Raw -1170421.344007 + Penalty 5083.860805 = -1165337.483201 nChanged 102 SP:Iteration 20F (1390.356510 sec): 3 clusters Score: Raw -1170451.516421 + Penalty 5083.860805 = -1165367.655616 nChanged 97 SP:Iteration 21Q (1390.512414 sec): 3 clusters Score: Raw -1170475.429473 + Penalty 5083.860805 = -1165391.568668 nChanged 91 SP:Iteration 22Q (1390.660260 sec): 3 clusters Score: Raw -1170496.175493 + Penalty 5083.860805 = -1165412.314688 nChanged 85 SP:Iteration 23Q (1390.815538 sec): 3 clusters Score: Raw -1170516.061370 + Penalty 5083.860805 = -1165432.200564 nChanged 75 SP:Iteration 24Q (1391.008536 sec): 3 clusters Score: Raw -1170533.060937 + Penalty 5083.860805 = -1165449.200132 nChanged 69 SP:Iteration 25Q (1391.151016 sec): 3 clusters Score: Raw -1170547.334794 + Penalty 5083.860805 = -1165463.473988 nChanged 66 SP:Iteration 26Q (1391.286882 sec): 3 clusters Score: Raw -1170563.751717 + Penalty 5083.860805 = -1165479.890912 nChanged 71 SP:Iteration 27Q (1391.437268 sec): 3 clusters Score: Raw -1170581.725902 + Penalty 5083.860805 = -1165497.865097 nChanged 69 SP:Iteration 28Q (1391.585140 sec): 3 clusters Score: Raw -1170601.861223 + Penalty 5083.860805 = -1165518.000418 nChanged 86 SP:Iteration 29Q (1391.742575 sec): 3 clusters Score: Raw -1170626.164137 + Penalty 5083.860805 = -1165542.303332 nChanged 102 SP:Iteration 30Q (1391.891036 sec): 3 clusters Score: Raw -1170654.724507 + Penalty 5083.860805 = -1165570.863702 nChanged 88 SP:Iteration 31Q (1392.043108 sec): 3 clusters Score: Raw -1170675.155827 + Penalty 5083.860805 = -1165591.295021 nChanged 74 SP:Iteration 32Q (1392.173124 sec): 3 clusters Score: Raw -1170692.434477 + Penalty 5083.860805 = -1165608.573672 nChanged 67 SP:Iteration 33Q (1392.348017 sec): 3 clusters Score: Raw -1170709.557811 + Penalty 5083.860805 = -1165625.697005 nChanged 65 SP:Iteration 34Q (1392.538304 sec): 3 clusters Score: Raw -1170725.107247 + Penalty 5083.860805 = -1165641.246442 nChanged 62 SP:Iteration 35Q (1392.701501 sec): 3 clusters Score: Raw -1170741.244231 + Penalty 5083.860805 = -1165657.383425 nChanged 67 SP:Iteration 36Q (1392.834524 sec): 3 clusters Score: Raw -1170758.640712 + Penalty 5083.860805 = -1165674.779907 nChanged 65 SP:Iteration 37Q (1392.968753 sec): 3 clusters Score: Raw -1170775.024915 + Penalty 5083.860805 = -1165691.164110 nChanged 65 SP:Iteration 38Q (1393.147822 sec): 3 clusters Score: Raw -1170793.160101 + Penalty 5083.860805 = -1165709.299295 nChanged 68 SP:Iteration 39Q (1393.338336 sec): 3 clusters Score: Raw -1170812.740206 + Penalty 5083.860805 = -1165728.879401 nChanged 58 SP:Iteration 40F (1393.476067 sec): 3 clusters Score: Raw -1170827.050265 + Penalty 5083.860805 = -1165743.189460 nChanged 61 SP:Iteration 41Q (1393.599572 sec): 3 clusters Score: Raw -1170842.228190 + Penalty 5083.860805 = -1165758.367385 nChanged 54 SP:Iteration 42Q (1393.742123 sec): 3 clusters Score: Raw -1170856.691640 + Penalty 5083.860805 = -1165772.830835 nChanged 57 SP:Iteration 43Q (1393.879705 sec): 3 clusters Score: Raw -1170874.475926 + Penalty 5083.860805 = -1165790.615121 nChanged 63 SP:Iteration 44Q (1394.058630 sec): 3 clusters Score: Raw -1170892.534464 + Penalty 5083.860805 = -1165808.673658 nChanged 55 SP:Iteration 45Q (1394.209727 sec): 3 clusters Score: Raw -1170907.654211 + Penalty 5083.860805 = -1165823.793406 nChanged 49 SP:Iteration 46Q (1394.374274 sec): 3 clusters Score: Raw -1170920.807187 + Penalty 5083.860805 = -1165836.946381 nChanged 50 SP:Iteration 47Q (1394.536680 sec): 3 clusters Score: Raw -1170933.675501 + Penalty 5083.860805 = -1165849.814695 nChanged 43 SP:Iteration 48Q (1394.682067 sec): 3 clusters Score: Raw -1170946.663272 + Penalty 5083.860805 = -1165862.802467 nChanged 46 SP:Iteration 49Q (1394.830766 sec): 3 clusters Score: Raw -1170958.697795 + Penalty 5083.860805 = -1165874.836989 nChanged 36 SP:Iteration 50Q (1394.960435 sec): 3 clusters Score: Raw -1170968.356034 + Penalty 5083.860805 = -1165884.495228 nChanged 33 SP:Iteration 51Q (1395.123020 sec): 3 clusters Score: Raw -1170976.022293 + Penalty 5083.860805 = -1165892.161488 nChanged 24 SP:Iteration 52Q (1395.261357 sec): 3 clusters Score: Raw -1170981.935731 + Penalty 5083.860805 = -1165898.074926 nChanged 25 SP:Iteration 53Q (1395.381848 sec): 3 clusters Score: Raw -1170986.672974 + Penalty 5083.860805 = -1165902.812169 nChanged 20 SP:Iteration 54Q (1395.540367 sec): 3 clusters Score: Raw -1170990.689430 + Penalty 5083.860805 = -1165906.828624 nChanged 15 SP:Iteration 55Q (1395.691488 sec): 3 clusters Score: Raw -1170994.217427 + Penalty 5083.860805 = -1165910.356621 nChanged 14 SP:Iteration 56Q (1395.834923 sec): 3 clusters Score: Raw -1170998.115603 + Penalty 5083.860805 = -1165914.254798 nChanged 10 SP:Iteration 57Q (1395.969029 sec): 3 clusters Score: Raw -1171000.373878 + Penalty 5083.860805 = -1165916.513072 nChanged 10 SP:Iteration 58Q (1396.117445 sec): 3 clusters Score: Raw -1171002.897731 + Penalty 5083.860805 = -1165919.036926 nChanged 9 SP:Iteration 59Q (1396.300868 sec): 3 clusters Score: Raw -1171005.706002 + Penalty 5083.860805 = -1165921.845197 nChanged 13 SP:Iteration 60F (1396.429408 sec): 3 clusters Score: Raw -1171009.298482 + Penalty 5083.860805 = -1165925.437677 nChanged 13 SP:Iteration 61Q (1396.582257 sec): 3 clusters Score: Raw -1171012.333383 + Penalty 5083.860805 = -1165928.472577 nChanged 10 SP:Iteration 62Q (1396.731646 sec): 3 clusters Score: Raw -1171014.271766 + Penalty 5083.860805 = -1165930.410961 nChanged 7 SP:Iteration 63Q (1396.883458 sec): 3 clusters Score: Raw -1171015.748336 + Penalty 5083.860805 = -1165931.887531 nChanged 5 SP:Iteration 64Q (1397.010914 sec): 3 clusters Score: Raw -1171017.110754 + Penalty 5083.860805 = -1165933.249949 nChanged 7 SP:Iteration 65Q (1397.170525 sec): 3 clusters Score: Raw -1171018.780969 + Penalty 5083.860805 = -1165934.920163 nChanged 8 SP:Iteration 66Q (1397.274758 sec): 3 clusters Score: Raw -1171020.146269 + Penalty 5083.860805 = -1165936.285464 nChanged 4 SP:Iteration 67Q (1397.424947 sec): 3 clusters Score: Raw -1171020.946883 + Penalty 5083.860805 = -1165937.086077 nChanged 6 SP:Iteration 68Q (1397.585370 sec): 3 clusters Score: Raw -1171021.863921 + Penalty 5083.860805 = -1165938.003116 nChanged 3 SP:Iteration 69Q (1397.710792 sec): 3 clusters Score: Raw -1171022.328332 + Penalty 5083.860805 = -1165938.467527 nChanged 3 SP:Iteration 70Q (1397.869893 sec): 3 clusters Score: Raw -1171023.012309 + Penalty 5083.860805 = -1165939.151503 nChanged 0 SP:Iteration 71F (1397.991128 sec): 3 clusters Score: Raw -1171023.012309 + Penalty 5083.860805 = -1165939.151503 nChanged 0 Trying to split cluster 6 (64795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1398.310652 sec): 2 clusters Score: Raw -5567502.826607 + Penalty 2924.851702 = -5564577.974905 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1398.601345 sec): 3 clusters Score: Raw -5526912.922081 + Penalty 5849.703404 = -5521063.218678 nChanged 30073 SP:Iteration 1F (1398.902281 sec): 3 clusters Score: Raw -5544804.683042 + Penalty 5849.703404 = -5538954.979638 nChanged 3682 SP:Iteration 2F (1399.197111 sec): 3 clusters Score: Raw -5546835.467343 + Penalty 5849.703404 = -5540985.763939 nChanged 4328 SP:Iteration 3F (1399.510935 sec): 3 clusters Score: Raw -5549532.680672 + Penalty 5849.703404 = -5543682.977268 nChanged 4669 SP:Iteration 4F (1399.817794 sec): 3 clusters Score: Raw -5552382.368462 + Penalty 5849.703404 = -5546532.665058 nChanged 4353 SP:Iteration 5F (1400.097408 sec): 3 clusters Score: Raw -5554696.700682 + Penalty 5849.703404 = -5548846.997278 nChanged 3582 SP:Iteration 6F (1400.405276 sec): 3 clusters Score: Raw -5556217.354269 + Penalty 5849.703404 = -5550367.650865 nChanged 2699 SP:Iteration 7Q (1400.723159 sec): 3 clusters Score: Raw -5557152.678267 + Penalty 5849.703404 = -5551302.974864 nChanged 2098 SP:Iteration 8Q (1401.013387 sec): 3 clusters Score: Raw -5557724.729416 + Penalty 5849.703404 = -5551875.026013 nChanged 1643 SP:Iteration 9Q (1401.323322 sec): 3 clusters Score: Raw -5558133.844243 + Penalty 5849.703404 = -5552284.140839 nChanged 1331 SP:Iteration 10Q (1401.631272 sec): 3 clusters Score: Raw -5558463.936152 + Penalty 5849.703404 = -5552614.232749 nChanged 1206 SP:Iteration 11Q (1401.940608 sec): 3 clusters Score: Raw -5558784.829233 + Penalty 5849.703404 = -5552935.125830 nChanged 1178 SP:Iteration 12Q (1402.238219 sec): 3 clusters Score: Raw -5559116.779519 + Penalty 5849.703404 = -5553267.076115 nChanged 1130 SP:Iteration 13Q (1402.523998 sec): 3 clusters Score: Raw -5559467.468095 + Penalty 5849.703404 = -5553617.764691 nChanged 1163 SP:Iteration 14Q (1402.848626 sec): 3 clusters Score: Raw -5559858.163498 + Penalty 5849.703404 = -5554008.460095 nChanged 1267 SP:Iteration 15Q (1403.168426 sec): 3 clusters Score: Raw -5560363.129815 + Penalty 5849.703404 = -5554513.426411 nChanged 1398 SP:Iteration 16Q (1403.478584 sec): 3 clusters Score: Raw -5560996.338459 + Penalty 5849.703404 = -5555146.635055 nChanged 1526 SP:Iteration 17Q (1403.771348 sec): 3 clusters Score: Raw -5561868.623774 + Penalty 5849.703404 = -5556018.920371 nChanged 1627 SP:Iteration 18Q (1404.088067 sec): 3 clusters Score: Raw -5562912.783016 + Penalty 5849.703404 = -5557063.079613 nChanged 1548 SP:Iteration 19Q (1404.386309 sec): 3 clusters Score: Raw -5563978.280255 + Penalty 5849.703404 = -5558128.576851 nChanged 1414 SP:Iteration 20F (1404.650531 sec): 3 clusters Score: Raw -5564854.127948 + Penalty 5849.703404 = -5559004.424544 nChanged 1203 SP:Iteration 21Q (1404.940502 sec): 3 clusters Score: Raw -5565513.006205 + Penalty 5849.703404 = -5559663.302802 nChanged 1017 SP:Iteration 22Q (1405.227181 sec): 3 clusters Score: Raw -5566007.575198 + Penalty 5849.703404 = -5560157.871795 nChanged 885 SP:Iteration 23Q (1405.531991 sec): 3 clusters Score: Raw -5566432.746821 + Penalty 5849.703404 = -5560583.043418 nChanged 770 SP:Iteration 24Q (1405.824025 sec): 3 clusters Score: Raw -5566777.932439 + Penalty 5849.703404 = -5560928.229035 nChanged 659 SP:Iteration 25Q (1406.104692 sec): 3 clusters Score: Raw -5567086.512603 + Penalty 5849.703404 = -5561236.809199 nChanged 585 SP:Iteration 26Q (1406.411130 sec): 3 clusters Score: Raw -5567389.431485 + Penalty 5849.703404 = -5561539.728082 nChanged 553 SP:Iteration 27Q (1406.675895 sec): 3 clusters Score: Raw -5567724.988469 + Penalty 5849.703404 = -5561875.285066 nChanged 512 SP:Iteration 28Q (1406.965161 sec): 3 clusters Score: Raw -5568061.200988 + Penalty 5849.703404 = -5562211.497584 nChanged 432 SP:Iteration 29Q (1407.209168 sec): 3 clusters Score: Raw -5568360.623764 + Penalty 5849.703404 = -5562510.920360 nChanged 415 SP:Iteration 30Q (1407.483832 sec): 3 clusters Score: Raw -5568647.217999 + Penalty 5849.703404 = -5562797.514596 nChanged 386 SP:Iteration 31Q (1407.741208 sec): 3 clusters Score: Raw -5568868.549341 + Penalty 5849.703404 = -5563018.845938 nChanged 296 SP:Iteration 32Q (1408.033965 sec): 3 clusters Score: Raw -5569017.467955 + Penalty 5849.703404 = -5563167.764552 nChanged 257 SP:Iteration 33Q (1408.297855 sec): 3 clusters Score: Raw -5569119.977571 + Penalty 5849.703404 = -5563270.274168 nChanged 206 SP:Iteration 34Q (1408.553865 sec): 3 clusters Score: Raw -5569192.141115 + Penalty 5849.703404 = -5563342.437711 nChanged 155 SP:Iteration 35Q (1408.791371 sec): 3 clusters Score: Raw -5569236.873999 + Penalty 5849.703404 = -5563387.170595 nChanged 115 SP:Iteration 36Q (1409.051269 sec): 3 clusters Score: Raw -5569264.433415 + Penalty 5849.703404 = -5563414.730011 nChanged 97 SP:Iteration 37Q (1409.308231 sec): 3 clusters Score: Raw -5569284.055889 + Penalty 5849.703404 = -5563434.352485 nChanged 88 SP:Iteration 38Q (1409.581569 sec): 3 clusters Score: Raw -5569299.846261 + Penalty 5849.703404 = -5563450.142857 nChanged 80 SP:Iteration 39Q (1409.865369 sec): 3 clusters Score: Raw -5569313.111946 + Penalty 5849.703404 = -5563463.408543 nChanged 48 SP:Iteration 40F (1410.161404 sec): 3 clusters Score: Raw -5569320.726581 + Penalty 5849.703404 = -5563471.023178 nChanged 39 SP:Iteration 41Q (1410.445853 sec): 3 clusters Score: Raw -5569325.908362 + Penalty 5849.703404 = -5563476.204958 nChanged 29 SP:Iteration 42Q (1410.696001 sec): 3 clusters Score: Raw -5569331.580947 + Penalty 5849.703404 = -5563481.877544 nChanged 38 SP:Iteration 43Q (1410.936549 sec): 3 clusters Score: Raw -5569337.156203 + Penalty 5849.703404 = -5563487.452799 nChanged 36 SP:Iteration 44Q (1411.198323 sec): 3 clusters Score: Raw -5569342.163484 + Penalty 5849.703404 = -5563492.460081 nChanged 27 SP:Iteration 45Q (1411.478696 sec): 3 clusters Score: Raw -5569345.808253 + Penalty 5849.703404 = -5563496.104849 nChanged 31 SP:Iteration 46Q (1411.682348 sec): 3 clusters Score: Raw -5569349.606743 + Penalty 5849.703404 = -5563499.903339 nChanged 19 SP:Iteration 47Q (1411.982787 sec): 3 clusters Score: Raw -5569351.736835 + Penalty 5849.703404 = -5563502.033432 nChanged 15 SP:Iteration 48Q (1412.244898 sec): 3 clusters Score: Raw -5569353.635136 + Penalty 5849.703404 = -5563503.931732 nChanged 21 SP:Iteration 49Q (1412.505194 sec): 3 clusters Score: Raw -5569356.147052 + Penalty 5849.703404 = -5563506.443649 nChanged 14 SP:Iteration 50Q (1412.794660 sec): 3 clusters Score: Raw -5569357.828930 + Penalty 5849.703404 = -5563508.125527 nChanged 16 SP:Iteration 51Q (1413.043971 sec): 3 clusters Score: Raw -5569359.385038 + Penalty 5849.703404 = -5563509.681634 nChanged 8 SP:Iteration 52Q (1413.329983 sec): 3 clusters Score: Raw -5569359.985682 + Penalty 5849.703404 = -5563510.282278 nChanged 5 SP:Iteration 53Q (1413.571304 sec): 3 clusters Score: Raw -5569360.652628 + Penalty 5849.703404 = -5563510.949225 nChanged 5 SP:Iteration 54Q (1413.851302 sec): 3 clusters Score: Raw -5569361.370311 + Penalty 5849.703404 = -5563511.666908 nChanged 6 SP:Iteration 55Q (1414.115097 sec): 3 clusters Score: Raw -5569361.825945 + Penalty 5849.703404 = -5563512.122542 nChanged 5 SP:Iteration 56Q (1414.356671 sec): 3 clusters Score: Raw -5569362.271693 + Penalty 5849.703404 = -5563512.568289 nChanged 2 SP:Iteration 57Q (1414.628655 sec): 3 clusters Score: Raw -5569362.508814 + Penalty 5849.703404 = -5563512.805410 nChanged 1 SP:Iteration 58Q (1414.872333 sec): 3 clusters Score: Raw -5569362.581371 + Penalty 5849.703404 = -5563512.877967 nChanged 0 SP:Iteration 59F (1415.174236 sec): 3 clusters Score: Raw -5569362.581371 + Penalty 5849.703404 = -5563512.877967 nChanged 0 Trying to split cluster 7 (2327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.291373 sec): 2 clusters Score: Raw -147259.078625 + Penalty 2046.616483 = -145212.462142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.410356 sec): 3 clusters Score: Raw -146363.370091 + Penalty 4093.232966 = -142270.137125 nChanged 796 SP:Iteration 1F (1415.517829 sec): 3 clusters Score: Raw -147059.396025 + Penalty 4093.232966 = -142966.163058 nChanged 213 SP:Iteration 2F (1415.618875 sec): 3 clusters Score: Raw -147370.602722 + Penalty 4093.232966 = -143277.369756 nChanged 163 SP:Iteration 3F (1415.718486 sec): 3 clusters Score: Raw -147639.926115 + Penalty 4093.232966 = -143546.693149 nChanged 168 SP:Iteration 4F (1415.824292 sec): 3 clusters Score: Raw -147898.904177 + Penalty 4093.232966 = -143805.671210 nChanged 129 SP:Iteration 5F (1415.931515 sec): 3 clusters Score: Raw -148076.637652 + Penalty 4093.232966 = -143983.404686 nChanged 91 SP:Iteration 6Q (1416.018846 sec): 3 clusters Score: Raw -148176.594273 + Penalty 4093.232966 = -144083.361307 nChanged 52 SP:Iteration 7Q (1416.126862 sec): 3 clusters Score: Raw -148239.419847 + Penalty 4093.232966 = -144146.186880 nChanged 57 SP:Iteration 8Q (1416.233271 sec): 3 clusters Score: Raw -148297.625381 + Penalty 4093.232966 = -144204.392415 nChanged 32 SP:Iteration 9Q (1416.328819 sec): 3 clusters Score: Raw -148319.273653 + Penalty 4093.232966 = -144226.040687 nChanged 30 SP:Iteration 10Q (1416.454293 sec): 3 clusters Score: Raw -148338.830323 + Penalty 4093.232966 = -144245.597357 nChanged 18 SP:Iteration 11Q (1416.536258 sec): 3 clusters Score: Raw -148352.314842 + Penalty 4093.232966 = -144259.081876 nChanged 18 SP:Iteration 12Q (1416.635707 sec): 3 clusters Score: Raw -148366.207016 + Penalty 4093.232966 = -144272.974050 nChanged 8 SP:Iteration 13Q (1416.718291 sec): 3 clusters Score: Raw -148372.129307 + Penalty 4093.232966 = -144278.896341 nChanged 8 SP:Iteration 14Q (1416.812482 sec): 3 clusters Score: Raw -148378.081742 + Penalty 4093.232966 = -144284.848776 nChanged 8 SP:Iteration 15Q (1416.929026 sec): 3 clusters Score: Raw -148383.615997 + Penalty 4093.232966 = -144290.383031 nChanged 8 SP:Iteration 16Q (1417.034660 sec): 3 clusters Score: Raw -148392.503737 + Penalty 4093.232966 = -144299.270771 nChanged 8 SP:Iteration 17Q (1417.135871 sec): 3 clusters Score: Raw -148397.341045 + Penalty 4093.232966 = -144304.108079 nChanged 6 SP:Iteration 18Q (1417.218836 sec): 3 clusters Score: Raw -148403.997918 + Penalty 4093.232966 = -144310.764952 nChanged 6 SP:Iteration 19Q (1417.307065 sec): 3 clusters Score: Raw -148407.531188 + Penalty 4093.232966 = -144314.298222 nChanged 5 SP:Iteration 20F (1417.410569 sec): 3 clusters Score: Raw -148409.913941 + Penalty 4093.232966 = -144316.680975 nChanged 2 SP:Iteration 21Q (1417.539772 sec): 3 clusters Score: Raw -148410.788605 + Penalty 4093.232966 = -144317.555639 nChanged 2 SP:Iteration 22Q (1417.634559 sec): 3 clusters Score: Raw -148411.302028 + Penalty 4093.232966 = -144318.069062 nChanged 3 SP:Iteration 23Q (1417.726665 sec): 3 clusters Score: Raw -148412.139998 + Penalty 4093.232966 = -144318.907031 nChanged 3 SP:Iteration 24Q (1417.832901 sec): 3 clusters Score: Raw -148412.953284 + Penalty 4093.232966 = -144319.720318 nChanged 3 SP:Iteration 25Q (1417.937099 sec): 3 clusters Score: Raw -148414.220648 + Penalty 4093.232966 = -144320.987681 nChanged 2 SP:Iteration 26Q (1418.060369 sec): 3 clusters Score: Raw -148416.850081 + Penalty 4093.232966 = -144323.617114 nChanged 3 SP:Iteration 27Q (1418.151825 sec): 3 clusters Score: Raw -148419.247002 + Penalty 4093.232966 = -144326.014036 nChanged 1 SP:Iteration 28Q (1418.260067 sec): 3 clusters Score: Raw -148419.811032 + Penalty 4093.232966 = -144326.578065 nChanged 1 SP:Iteration 29Q (1418.387522 sec): 3 clusters Score: Raw -148420.246944 + Penalty 4093.232966 = -144327.013977 nChanged 0 SP:Iteration 30F (1418.488044 sec): 3 clusters Score: Raw -148420.246944 + Penalty 4093.232966 = -144327.013977 nChanged 0 Trying to split cluster 8 (14978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1418.583804 sec): 2 clusters Score: Raw -1292889.505833 + Penalty 2538.185163 = -1290351.320670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1418.726776 sec): 3 clusters Score: Raw -1284502.487021 + Penalty 5076.370325 = -1279426.116696 nChanged 6443 SP:Iteration 1F (1418.898674 sec): 3 clusters Score: Raw -1288008.587096 + Penalty 5076.370325 = -1282932.216771 nChanged 1047 SP:Iteration 2F (1419.034183 sec): 3 clusters Score: Raw -1288624.327030 + Penalty 5076.370325 = -1283547.956705 nChanged 1011 SP:Iteration 3F (1419.162321 sec): 3 clusters Score: Raw -1289329.613142 + Penalty 5076.370325 = -1284253.242817 nChanged 1067 SP:Iteration 4F (1419.322309 sec): 3 clusters Score: Raw -1290229.131790 + Penalty 5076.370325 = -1285152.761465 nChanged 1126 SP:Iteration 5F (1419.459223 sec): 3 clusters Score: Raw -1291219.618279 + Penalty 5076.370325 = -1286143.247954 nChanged 1032 SP:Iteration 6F (1419.598182 sec): 3 clusters Score: Raw -1292012.464452 + Penalty 5076.370325 = -1286936.094127 nChanged 818 SP:Iteration 7F (1419.744846 sec): 3 clusters Score: Raw -1292523.036187 + Penalty 5076.370325 = -1287446.665862 nChanged 635 SP:Iteration 8Q (1419.877021 sec): 3 clusters Score: Raw -1292830.794635 + Penalty 5076.370325 = -1287754.424310 nChanged 426 SP:Iteration 9Q (1420.019219 sec): 3 clusters Score: Raw -1292997.392562 + Penalty 5076.370325 = -1287921.022237 nChanged 307 SP:Iteration 10Q (1420.190210 sec): 3 clusters Score: Raw -1293098.739793 + Penalty 5076.370325 = -1288022.369468 nChanged 243 SP:Iteration 11Q (1420.325823 sec): 3 clusters Score: Raw -1293172.842865 + Penalty 5076.370325 = -1288096.472540 nChanged 215 SP:Iteration 12Q (1420.490259 sec): 3 clusters Score: Raw -1293241.298245 + Penalty 5076.370325 = -1288164.927920 nChanged 212 SP:Iteration 13Q (1420.620930 sec): 3 clusters Score: Raw -1293310.896697 + Penalty 5076.370325 = -1288234.526372 nChanged 187 SP:Iteration 14Q (1420.769363 sec): 3 clusters Score: Raw -1293365.099698 + Penalty 5076.370325 = -1288288.729373 nChanged 181 SP:Iteration 15Q (1420.935638 sec): 3 clusters Score: Raw -1293418.926380 + Penalty 5076.370325 = -1288342.556055 nChanged 191 SP:Iteration 16Q (1421.069546 sec): 3 clusters Score: Raw -1293474.870713 + Penalty 5076.370325 = -1288398.500388 nChanged 187 SP:Iteration 17Q (1421.220003 sec): 3 clusters Score: Raw -1293532.368745 + Penalty 5076.370325 = -1288455.998419 nChanged 201 SP:Iteration 18Q (1421.384824 sec): 3 clusters Score: Raw -1293593.548556 + Penalty 5076.370325 = -1288517.178231 nChanged 205 SP:Iteration 19Q (1421.519481 sec): 3 clusters Score: Raw -1293660.375972 + Penalty 5076.370325 = -1288584.005647 nChanged 192 SP:Iteration 20F (1421.674501 sec): 3 clusters Score: Raw -1293716.341250 + Penalty 5076.370325 = -1288639.970925 nChanged 182 SP:Iteration 21Q (1421.818969 sec): 3 clusters Score: Raw -1293764.359726 + Penalty 5076.370325 = -1288687.989400 nChanged 157 SP:Iteration 22Q (1421.972866 sec): 3 clusters Score: Raw -1293801.723633 + Penalty 5076.370325 = -1288725.353308 nChanged 143 SP:Iteration 23Q (1422.141754 sec): 3 clusters Score: Raw -1293836.017805 + Penalty 5076.370325 = -1288759.647480 nChanged 137 SP:Iteration 24Q (1422.277889 sec): 3 clusters Score: Raw -1293869.666664 + Penalty 5076.370325 = -1288793.296339 nChanged 147 SP:Iteration 25Q (1422.438678 sec): 3 clusters Score: Raw -1293908.481953 + Penalty 5076.370325 = -1288832.111628 nChanged 164 SP:Iteration 26Q (1422.569921 sec): 3 clusters Score: Raw -1293952.265557 + Penalty 5076.370325 = -1288875.895232 nChanged 156 SP:Iteration 27Q (1422.734948 sec): 3 clusters Score: Raw -1293992.862479 + Penalty 5076.370325 = -1288916.492154 nChanged 142 SP:Iteration 28Q (1422.873493 sec): 3 clusters Score: Raw -1294029.228561 + Penalty 5076.370325 = -1288952.858235 nChanged 124 SP:Iteration 29Q (1423.025642 sec): 3 clusters Score: Raw -1294060.188480 + Penalty 5076.370325 = -1288983.818155 nChanged 114 SP:Iteration 30Q (1423.181629 sec): 3 clusters Score: Raw -1294088.632582 + Penalty 5076.370325 = -1289012.262257 nChanged 127 SP:Iteration 31Q (1423.350778 sec): 3 clusters Score: Raw -1294118.570810 + Penalty 5076.370325 = -1289042.200485 nChanged 114 SP:Iteration 32Q (1423.507564 sec): 3 clusters Score: Raw -1294147.238650 + Penalty 5076.370325 = -1289070.868325 nChanged 120 SP:Iteration 33Q (1423.650460 sec): 3 clusters Score: Raw -1294177.893872 + Penalty 5076.370325 = -1289101.523547 nChanged 123 SP:Iteration 34Q (1423.780595 sec): 3 clusters Score: Raw -1294209.451000 + Penalty 5076.370325 = -1289133.080675 nChanged 115 SP:Iteration 35Q (1423.915698 sec): 3 clusters Score: Raw -1294237.709371 + Penalty 5076.370325 = -1289161.339046 nChanged 111 SP:Iteration 36Q (1424.065457 sec): 3 clusters Score: Raw -1294263.383772 + Penalty 5076.370325 = -1289187.013447 nChanged 87 SP:Iteration 37Q (1424.218464 sec): 3 clusters Score: Raw -1294283.238921 + Penalty 5076.370325 = -1289206.868596 nChanged 85 SP:Iteration 38Q (1424.341631 sec): 3 clusters Score: Raw -1294302.223276 + Penalty 5076.370325 = -1289225.852951 nChanged 76 SP:Iteration 39Q (1424.497195 sec): 3 clusters Score: Raw -1294317.281369 + Penalty 5076.370325 = -1289240.911044 nChanged 67 SP:Iteration 40F (1424.623241 sec): 3 clusters Score: Raw -1294330.921331 + Penalty 5076.370325 = -1289254.551006 nChanged 58 SP:Iteration 41Q (1424.758402 sec): 3 clusters Score: Raw -1294341.135822 + Penalty 5076.370325 = -1289264.765497 nChanged 56 SP:Iteration 42Q (1424.907022 sec): 3 clusters Score: Raw -1294351.795046 + Penalty 5076.370325 = -1289275.424721 nChanged 42 SP:Iteration 43Q (1425.058100 sec): 3 clusters Score: Raw -1294360.784427 + Penalty 5076.370325 = -1289284.414102 nChanged 48 SP:Iteration 44Q (1425.224551 sec): 3 clusters Score: Raw -1294372.774514 + Penalty 5076.370325 = -1289296.404189 nChanged 59 SP:Iteration 45Q (1425.351019 sec): 3 clusters Score: Raw -1294385.340278 + Penalty 5076.370325 = -1289308.969953 nChanged 41 SP:Iteration 46Q (1425.508355 sec): 3 clusters Score: Raw -1294392.781701 + Penalty 5076.370325 = -1289316.411375 nChanged 25 SP:Iteration 47Q (1425.651509 sec): 3 clusters Score: Raw -1294397.289114 + Penalty 5076.370325 = -1289320.918789 nChanged 30 SP:Iteration 48Q (1425.811417 sec): 3 clusters Score: Raw -1294402.056902 + Penalty 5076.370325 = -1289325.686577 nChanged 20 SP:Iteration 49Q (1425.929534 sec): 3 clusters Score: Raw -1294405.505107 + Penalty 5076.370325 = -1289329.134782 nChanged 19 SP:Iteration 50Q (1426.070922 sec): 3 clusters Score: Raw -1294408.780617 + Penalty 5076.370325 = -1289332.410291 nChanged 20 SP:Iteration 51Q (1426.241131 sec): 3 clusters Score: Raw -1294412.237863 + Penalty 5076.370325 = -1289335.867538 nChanged 17 SP:Iteration 52Q (1426.354971 sec): 3 clusters Score: Raw -1294415.227155 + Penalty 5076.370325 = -1289338.856830 nChanged 18 SP:Iteration 53Q (1426.490197 sec): 3 clusters Score: Raw -1294418.651479 + Penalty 5076.370325 = -1289342.281154 nChanged 15 SP:Iteration 54Q (1426.649500 sec): 3 clusters Score: Raw -1294420.679943 + Penalty 5076.370325 = -1289344.309618 nChanged 12 SP:Iteration 55Q (1426.768490 sec): 3 clusters Score: Raw -1294422.714633 + Penalty 5076.370325 = -1289346.344308 nChanged 8 SP:Iteration 56Q (1426.931960 sec): 3 clusters Score: Raw -1294424.378665 + Penalty 5076.370325 = -1289348.008340 nChanged 12 SP:Iteration 57Q (1427.074516 sec): 3 clusters Score: Raw -1294426.502998 + Penalty 5076.370325 = -1289350.132673 nChanged 14 SP:Iteration 58Q (1427.212046 sec): 3 clusters Score: Raw -1294429.168762 + Penalty 5076.370325 = -1289352.798437 nChanged 15 SP:Iteration 59Q (1427.349210 sec): 3 clusters Score: Raw -1294431.234988 + Penalty 5076.370325 = -1289354.864663 nChanged 8 SP:Iteration 60F (1427.493376 sec): 3 clusters Score: Raw -1294432.347090 + Penalty 5076.370325 = -1289355.976765 nChanged 13 SP:Iteration 61Q (1427.624116 sec): 3 clusters Score: Raw -1294434.050395 + Penalty 5076.370325 = -1289357.680070 nChanged 9 SP:Iteration 62Q (1427.775135 sec): 3 clusters Score: Raw -1294435.179109 + Penalty 5076.370325 = -1289358.808784 nChanged 7 SP:Iteration 63Q (1427.927605 sec): 3 clusters Score: Raw -1294436.173462 + Penalty 5076.370325 = -1289359.803137 nChanged 11 SP:Iteration 64Q (1428.057495 sec): 3 clusters Score: Raw -1294437.772546 + Penalty 5076.370325 = -1289361.402221 nChanged 10 SP:Iteration 65Q (1428.218980 sec): 3 clusters Score: Raw -1294439.679026 + Penalty 5076.370325 = -1289363.308701 nChanged 13 SP:Iteration 66Q (1428.340962 sec): 3 clusters Score: Raw -1294441.718150 + Penalty 5076.370325 = -1289365.347825 nChanged 7 SP:Iteration 67Q (1428.505734 sec): 3 clusters Score: Raw -1294443.136043 + Penalty 5076.370325 = -1289366.765718 nChanged 12 SP:Iteration 68Q (1428.632974 sec): 3 clusters Score: Raw -1294445.102843 + Penalty 5076.370325 = -1289368.732518 nChanged 7 SP:Iteration 69Q (1428.807212 sec): 3 clusters Score: Raw -1294446.507037 + Penalty 5076.370325 = -1289370.136712 nChanged 10 SP:Iteration 70Q (1428.950021 sec): 3 clusters Score: Raw -1294447.995515 + Penalty 5076.370325 = -1289371.625190 nChanged 8 SP:Iteration 71Q (1429.074482 sec): 3 clusters Score: Raw -1294449.090241 + Penalty 5076.370325 = -1289372.719916 nChanged 5 SP:Iteration 72Q (1429.224339 sec): 3 clusters Score: Raw -1294449.717494 + Penalty 5076.370325 = -1289373.347169 nChanged 5 SP:Iteration 73Q (1429.364641 sec): 3 clusters Score: Raw -1294450.383388 + Penalty 5076.370325 = -1289374.013063 nChanged 3 SP:Iteration 74Q (1429.516751 sec): 3 clusters Score: Raw -1294450.837553 + Penalty 5076.370325 = -1289374.467228 nChanged 6 SP:Iteration 75Q (1429.659490 sec): 3 clusters Score: Raw -1294451.695794 + Penalty 5076.370325 = -1289375.325469 nChanged 6 SP:Iteration 76Q (1429.799389 sec): 3 clusters Score: Raw -1294452.674759 + Penalty 5076.370325 = -1289376.304434 nChanged 10 SP:Iteration 77Q (1429.951473 sec): 3 clusters Score: Raw -1294454.354450 + Penalty 5076.370325 = -1289377.984124 nChanged 5 SP:Iteration 78Q (1430.058678 sec): 3 clusters Score: Raw -1294455.187024 + Penalty 5076.370325 = -1289378.816699 nChanged 4 SP:Iteration 79Q (1430.200440 sec): 3 clusters Score: Raw -1294455.824383 + Penalty 5076.370325 = -1289379.454058 nChanged 6 SP:Iteration 80F (1430.348104 sec): 3 clusters Score: Raw -1294456.481749 + Penalty 5076.370325 = -1289380.111424 nChanged 3 SP:Iteration 81Q (1430.465576 sec): 3 clusters Score: Raw -1294456.879598 + Penalty 5076.370325 = -1289380.509273 nChanged 3 SP:Iteration 82Q (1430.625445 sec): 3 clusters Score: Raw -1294457.294788 + Penalty 5076.370325 = -1289380.924463 nChanged 3 SP:Iteration 83Q (1430.778907 sec): 3 clusters Score: Raw -1294457.621302 + Penalty 5076.370325 = -1289381.250977 nChanged 1 SP:Iteration 84Q (1430.910794 sec): 3 clusters Score: Raw -1294457.768413 + Penalty 5076.370325 = -1289381.398088 nChanged 2 SP:Iteration 85Q (1431.062987 sec): 3 clusters Score: Raw -1294458.109392 + Penalty 5076.370325 = -1289381.739067 nChanged 1 SP:Iteration 86Q (1431.229373 sec): 3 clusters Score: Raw -1294458.278610 + Penalty 5076.370325 = -1289381.908285 nChanged 2 SP:Iteration 87Q (1431.349792 sec): 3 clusters Score: Raw -1294458.560945 + Penalty 5076.370325 = -1289382.190620 nChanged 1 SP:Iteration 88Q (1431.494588 sec): 3 clusters Score: Raw -1294458.810906 + Penalty 5076.370325 = -1289382.440581 nChanged 1 SP:Iteration 89Q (1431.639284 sec): 3 clusters Score: Raw -1294458.926848 + Penalty 5076.370325 = -1289382.556523 nChanged 0 SP:Iteration 90F (1431.793153 sec): 3 clusters Score: Raw -1294458.926848 + Penalty 5076.370325 = -1289382.556523 nChanged 0 Trying to split cluster 9 (3988 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1431.864938 sec): 2 clusters Score: Raw -299978.847757 + Penalty 2188.835915 = -297790.011843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1432.008923 sec): 3 clusters Score: Raw -298142.961334 + Penalty 4377.671829 = -293765.289504 nChanged 1476 SP:Iteration 1F (1432.100254 sec): 3 clusters Score: Raw -299081.258597 + Penalty 4377.671829 = -294703.586767 nChanged 316 SP:Iteration 2F (1432.206435 sec): 3 clusters Score: Raw -299319.455578 + Penalty 4377.671829 = -294941.783748 nChanged 242 SP:Iteration 3F (1432.337761 sec): 3 clusters Score: Raw -299530.161471 + Penalty 4377.671829 = -295152.489642 nChanged 215 SP:Iteration 4F (1432.435817 sec): 3 clusters Score: Raw -299732.851993 + Penalty 4377.671829 = -295355.180164 nChanged 197 SP:Iteration 5Q (1432.562094 sec): 3 clusters Score: Raw -299933.981731 + Penalty 4377.671829 = -295556.309902 nChanged 203 SP:Iteration 6F (1432.671467 sec): 3 clusters Score: Raw -300137.924140 + Penalty 4377.671829 = -295760.252311 nChanged 192 SP:Iteration 7Q (1432.771210 sec): 3 clusters Score: Raw -300343.826868 + Penalty 4377.671829 = -295966.155039 nChanged 183 SP:Iteration 8Q (1432.894063 sec): 3 clusters Score: Raw -300595.122658 + Penalty 4377.671829 = -296217.450829 nChanged 207 SP:Iteration 9F (1433.000761 sec): 3 clusters Score: Raw -300955.332013 + Penalty 4377.671829 = -296577.660184 nChanged 233 SP:Iteration 10F (1433.094783 sec): 3 clusters Score: Raw -301406.508373 + Penalty 4377.671829 = -297028.836544 nChanged 183 SP:Iteration 11Q (1433.222418 sec): 3 clusters Score: Raw -301714.451112 + Penalty 4377.671829 = -297336.779283 nChanged 136 SP:Iteration 12Q (1433.317271 sec): 3 clusters Score: Raw -301953.352932 + Penalty 4377.671829 = -297575.681103 nChanged 101 SP:Iteration 13Q (1433.438785 sec): 3 clusters Score: Raw -302100.964782 + Penalty 4377.671829 = -297723.292953 nChanged 71 SP:Iteration 14Q (1433.566652 sec): 3 clusters Score: Raw -302160.342145 + Penalty 4377.671829 = -297782.670316 nChanged 34 SP:Iteration 15Q (1433.658778 sec): 3 clusters Score: Raw -302186.642539 + Penalty 4377.671829 = -297808.970710 nChanged 31 SP:Iteration 16Q (1433.765495 sec): 3 clusters Score: Raw -302203.905188 + Penalty 4377.671829 = -297826.233359 nChanged 27 SP:Iteration 17Q (1433.896525 sec): 3 clusters Score: Raw -302222.187103 + Penalty 4377.671829 = -297844.515274 nChanged 21 SP:Iteration 18Q (1433.975626 sec): 3 clusters Score: Raw -302232.195019 + Penalty 4377.671829 = -297854.523189 nChanged 13 SP:Iteration 19Q (1434.091278 sec): 3 clusters Score: Raw -302237.426101 + Penalty 4377.671829 = -297859.754272 nChanged 8 SP:Iteration 20F (1434.207565 sec): 3 clusters Score: Raw -302239.246095 + Penalty 4377.671829 = -297861.574265 nChanged 2 SP:Iteration 21Q (1434.309340 sec): 3 clusters Score: Raw -302239.719937 + Penalty 4377.671829 = -297862.048108 nChanged 1 SP:Iteration 22Q (1434.422079 sec): 3 clusters Score: Raw -302240.124679 + Penalty 4377.671829 = -297862.452850 nChanged 1 SP:Iteration 23Q (1434.528313 sec): 3 clusters Score: Raw -302240.183684 + Penalty 4377.671829 = -297862.511855 nChanged 0 SP:Iteration 24F (1434.648467 sec): 3 clusters Score: Raw -302240.183684 + Penalty 4377.671829 = -297862.511855 nChanged 0 Score: Raw -11815467.247010 + Penalty 37669.881023 = -11777797.365988 Splitting cluster 9 changes total score from -11778675.186813 to -11777797.365988 So it's not getting split. Trying to split cluster 10 (11028 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1437.317662 sec): 2 clusters Score: Raw -853491.204482 + Penalty 2457.362892 = -851033.841590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1437.458603 sec): 3 clusters Score: Raw -847624.207672 + Penalty 4914.725784 = -842709.481888 nChanged 4566 SP:Iteration 1F (1437.589033 sec): 3 clusters Score: Raw -850257.485188 + Penalty 4914.725784 = -845342.759404 nChanged 847 SP:Iteration 2F (1437.730988 sec): 3 clusters Score: Raw -850861.621905 + Penalty 4914.725784 = -845946.896121 nChanged 755 SP:Iteration 3F (1437.882825 sec): 3 clusters Score: Raw -851414.814321 + Penalty 4914.725784 = -846500.088537 nChanged 696 SP:Iteration 4F (1438.021476 sec): 3 clusters Score: Raw -851935.315446 + Penalty 4914.725784 = -847020.589662 nChanged 630 SP:Iteration 5F (1438.149548 sec): 3 clusters Score: Raw -852412.753396 + Penalty 4914.725784 = -847498.027612 nChanged 542 SP:Iteration 6Q (1438.306711 sec): 3 clusters Score: Raw -852785.022006 + Penalty 4914.725784 = -847870.296222 nChanged 456 SP:Iteration 7Q (1438.441463 sec): 3 clusters Score: Raw -853069.726215 + Penalty 4914.725784 = -848155.000431 nChanged 381 SP:Iteration 8Q (1438.569849 sec): 3 clusters Score: Raw -853287.676206 + Penalty 4914.725784 = -848372.950422 nChanged 304 SP:Iteration 9Q (1438.694852 sec): 3 clusters Score: Raw -853459.158076 + Penalty 4914.725784 = -848544.432292 nChanged 227 SP:Iteration 10Q (1438.855881 sec): 3 clusters Score: Raw -853567.994799 + Penalty 4914.725784 = -848653.269016 nChanged 183 SP:Iteration 11Q (1438.975552 sec): 3 clusters Score: Raw -853645.101881 + Penalty 4914.725784 = -848730.376097 nChanged 149 SP:Iteration 12Q (1439.118605 sec): 3 clusters Score: Raw -853690.846073 + Penalty 4914.725784 = -848776.120289 nChanged 97 SP:Iteration 13Q (1439.250686 sec): 3 clusters Score: Raw -853715.975180 + Penalty 4914.725784 = -848801.249396 nChanged 79 SP:Iteration 14Q (1439.402367 sec): 3 clusters Score: Raw -853735.987783 + Penalty 4914.725784 = -848821.261999 nChanged 71 SP:Iteration 15Q (1439.513805 sec): 3 clusters Score: Raw -853758.384267 + Penalty 4914.725784 = -848843.658484 nChanged 64 SP:Iteration 16Q (1439.660156 sec): 3 clusters Score: Raw -853777.415199 + Penalty 4914.725784 = -848862.689415 nChanged 66 SP:Iteration 17Q (1439.799161 sec): 3 clusters Score: Raw -853795.593818 + Penalty 4914.725784 = -848880.868034 nChanged 59 SP:Iteration 18Q (1439.949067 sec): 3 clusters Score: Raw -853814.572780 + Penalty 4914.725784 = -848899.846996 nChanged 58 SP:Iteration 19Q (1440.062475 sec): 3 clusters Score: Raw -853835.058064 + Penalty 4914.725784 = -848920.332281 nChanged 77 SP:Iteration 20F (1440.193811 sec): 3 clusters Score: Raw -853860.854300 + Penalty 4914.725784 = -848946.128516 nChanged 69 SP:Iteration 21Q (1440.313104 sec): 3 clusters Score: Raw -853881.055932 + Penalty 4914.725784 = -848966.330149 nChanged 60 SP:Iteration 22Q (1440.434581 sec): 3 clusters Score: Raw -853899.921555 + Penalty 4914.725784 = -848985.195771 nChanged 65 SP:Iteration 23Q (1440.584395 sec): 3 clusters Score: Raw -853917.934286 + Penalty 4914.725784 = -849003.208502 nChanged 57 SP:Iteration 24Q (1440.720571 sec): 3 clusters Score: Raw -853931.760079 + Penalty 4914.725784 = -849017.034295 nChanged 48 SP:Iteration 25Q (1440.845363 sec): 3 clusters Score: Raw -853943.255422 + Penalty 4914.725784 = -849028.529639 nChanged 46 SP:Iteration 26Q (1440.985052 sec): 3 clusters Score: Raw -853956.396519 + Penalty 4914.725784 = -849041.670735 nChanged 60 SP:Iteration 27Q (1441.097026 sec): 3 clusters Score: Raw -853973.417294 + Penalty 4914.725784 = -849058.691511 nChanged 52 SP:Iteration 28Q (1441.228554 sec): 3 clusters Score: Raw -853989.836169 + Penalty 4914.725784 = -849075.110385 nChanged 59 SP:Iteration 29Q (1441.377731 sec): 3 clusters Score: Raw -854006.231750 + Penalty 4914.725784 = -849091.505967 nChanged 59 SP:Iteration 30Q (1441.505395 sec): 3 clusters Score: Raw -854021.077947 + Penalty 4914.725784 = -849106.352164 nChanged 42 SP:Iteration 31Q (1441.663511 sec): 3 clusters Score: Raw -854031.712046 + Penalty 4914.725784 = -849116.986262 nChanged 40 SP:Iteration 32Q (1441.779009 sec): 3 clusters Score: Raw -854043.606345 + Penalty 4914.725784 = -849128.880561 nChanged 46 SP:Iteration 33Q (1441.942916 sec): 3 clusters Score: Raw -854061.345181 + Penalty 4914.725784 = -849146.619397 nChanged 51 SP:Iteration 34Q (1442.058276 sec): 3 clusters Score: Raw -854075.327181 + Penalty 4914.725784 = -849160.601397 nChanged 46 SP:Iteration 35Q (1442.214102 sec): 3 clusters Score: Raw -854088.623509 + Penalty 4914.725784 = -849173.897725 nChanged 40 SP:Iteration 36Q (1442.332689 sec): 3 clusters Score: Raw -854098.967657 + Penalty 4914.725784 = -849184.241874 nChanged 37 SP:Iteration 37Q (1442.448334 sec): 3 clusters Score: Raw -854107.892226 + Penalty 4914.725784 = -849193.166442 nChanged 37 SP:Iteration 38Q (1442.583030 sec): 3 clusters Score: Raw -854118.832030 + Penalty 4914.725784 = -849204.106246 nChanged 34 SP:Iteration 39Q (1442.741738 sec): 3 clusters Score: Raw -854128.069639 + Penalty 4914.725784 = -849213.343855 nChanged 29 SP:Iteration 40F (1442.867594 sec): 3 clusters Score: Raw -854135.130249 + Penalty 4914.725784 = -849220.404465 nChanged 28 SP:Iteration 41Q (1443.025053 sec): 3 clusters Score: Raw -854141.662004 + Penalty 4914.725784 = -849226.936221 nChanged 24 SP:Iteration 42Q (1443.126791 sec): 3 clusters Score: Raw -854146.397015 + Penalty 4914.725784 = -849231.671232 nChanged 21 SP:Iteration 43Q (1443.260725 sec): 3 clusters Score: Raw -854150.009961 + Penalty 4914.725784 = -849235.284178 nChanged 13 SP:Iteration 44Q (1443.419919 sec): 3 clusters Score: Raw -854152.602077 + Penalty 4914.725784 = -849237.876294 nChanged 9 SP:Iteration 45Q (1443.533241 sec): 3 clusters Score: Raw -854154.108492 + Penalty 4914.725784 = -849239.382708 nChanged 7 SP:Iteration 46Q (1443.675547 sec): 3 clusters Score: Raw -854155.060026 + Penalty 4914.725784 = -849240.334243 nChanged 6 SP:Iteration 47Q (1443.814162 sec): 3 clusters Score: Raw -854156.307023 + Penalty 4914.725784 = -849241.581239 nChanged 6 SP:Iteration 48Q (1443.928571 sec): 3 clusters Score: Raw -854156.867419 + Penalty 4914.725784 = -849242.141635 nChanged 2 SP:Iteration 49Q (1444.064492 sec): 3 clusters Score: Raw -854157.016233 + Penalty 4914.725784 = -849242.290450 nChanged 2 SP:Iteration 50Q (1444.189325 sec): 3 clusters Score: Raw -854157.243678 + Penalty 4914.725784 = -849242.517894 nChanged 2 SP:Iteration 51Q (1444.329915 sec): 3 clusters Score: Raw -854157.624318 + Penalty 4914.725784 = -849242.898534 nChanged 1 SP:Iteration 52Q (1444.469226 sec): 3 clusters Score: Raw -854157.712764 + Penalty 4914.725784 = -849242.986980 nChanged 2 SP:Iteration 53Q (1444.619244 sec): 3 clusters Score: Raw -854157.895033 + Penalty 4914.725784 = -849243.169249 nChanged 3 SP:Iteration 54Q (1444.742355 sec): 3 clusters Score: Raw -854158.460322 + Penalty 4914.725784 = -849243.734538 nChanged 5 SP:Iteration 55Q (1444.878579 sec): 3 clusters Score: Raw -854159.093593 + Penalty 4914.725784 = -849244.367809 nChanged 3 SP:Iteration 56Q (1444.998219 sec): 3 clusters Score: Raw -854159.516130 + Penalty 4914.725784 = -849244.790347 nChanged 3 SP:Iteration 57Q (1445.112744 sec): 3 clusters Score: Raw -854159.855508 + Penalty 4914.725784 = -849245.129724 nChanged 3 SP:Iteration 58Q (1445.276032 sec): 3 clusters Score: Raw -854160.204114 + Penalty 4914.725784 = -849245.478330 nChanged 2 SP:Iteration 59Q (1445.391970 sec): 3 clusters Score: Raw -854160.609193 + Penalty 4914.725784 = -849245.883409 nChanged 3 SP:Iteration 60F (1445.537311 sec): 3 clusters Score: Raw -854160.967565 + Penalty 4914.725784 = -849246.241781 nChanged 4 SP:Iteration 61Q (1445.673199 sec): 3 clusters Score: Raw -854161.755704 + Penalty 4914.725784 = -849247.029920 nChanged 5 SP:Iteration 62Q (1445.809673 sec): 3 clusters Score: Raw -854163.141896 + Penalty 4914.725784 = -849248.416112 nChanged 7 SP:Iteration 63Q (1445.932569 sec): 3 clusters Score: Raw -854165.323903 + Penalty 4914.725784 = -849250.598120 nChanged 9 SP:Iteration 64Q (1446.069077 sec): 3 clusters Score: Raw -854166.943641 + Penalty 4914.725784 = -849252.217857 nChanged 8 SP:Iteration 65Q (1446.191454 sec): 3 clusters Score: Raw -854168.210705 + Penalty 4914.725784 = -849253.484922 nChanged 7 SP:Iteration 66Q (1446.345229 sec): 3 clusters Score: Raw -854169.203180 + Penalty 4914.725784 = -849254.477396 nChanged 7 SP:Iteration 67Q (1446.482841 sec): 3 clusters Score: Raw -854170.226436 + Penalty 4914.725784 = -849255.500652 nChanged 2 SP:Iteration 68Q (1446.625617 sec): 3 clusters Score: Raw -854170.676379 + Penalty 4914.725784 = -849255.950595 nChanged 1 SP:Iteration 69Q (1446.770386 sec): 3 clusters Score: Raw -854171.160559 + Penalty 4914.725784 = -849256.434775 nChanged 3 SP:Iteration 70Q (1446.895413 sec): 3 clusters Score: Raw -854171.890419 + Penalty 4914.725784 = -849257.164635 nChanged 3 SP:Iteration 71Q (1447.030652 sec): 3 clusters Score: Raw -854172.404610 + Penalty 4914.725784 = -849257.678826 nChanged 1 SP:Iteration 72Q (1447.142155 sec): 3 clusters Score: Raw -854172.677377 + Penalty 4914.725784 = -849257.951593 nChanged 2 SP:Iteration 73Q (1447.264767 sec): 3 clusters Score: Raw -854172.862590 + Penalty 4914.725784 = -849258.136806 nChanged 2 SP:Iteration 74Q (1447.396347 sec): 3 clusters Score: Raw -854173.127471 + Penalty 4914.725784 = -849258.401688 nChanged 1 SP:Iteration 75Q (1447.530158 sec): 3 clusters Score: Raw -854173.325358 + Penalty 4914.725784 = -849258.599574 nChanged 2 SP:Iteration 76Q (1447.684028 sec): 3 clusters Score: Raw -854173.770152 + Penalty 4914.725784 = -849259.044368 nChanged 2 SP:Iteration 77Q (1447.793068 sec): 3 clusters Score: Raw -854174.030199 + Penalty 4914.725784 = -849259.304415 nChanged 5 SP:Iteration 78Q (1447.933600 sec): 3 clusters Score: Raw -854174.771307 + Penalty 4914.725784 = -849260.045523 nChanged 6 SP:Iteration 79Q (1448.068957 sec): 3 clusters Score: Raw -854175.960335 + Penalty 4914.725784 = -849261.234551 nChanged 7 SP:Iteration 80F (1448.203983 sec): 3 clusters Score: Raw -854177.018819 + Penalty 4914.725784 = -849262.293035 nChanged 7 SP:Iteration 81Q (1448.347856 sec): 3 clusters Score: Raw -854178.005434 + Penalty 4914.725784 = -849263.279650 nChanged 3 SP:Iteration 82Q (1448.493624 sec): 3 clusters Score: Raw -854178.271272 + Penalty 4914.725784 = -849263.545489 nChanged 1 SP:Iteration 83Q (1448.624971 sec): 3 clusters Score: Raw -854178.364064 + Penalty 4914.725784 = -849263.638281 nChanged 2 SP:Iteration 84Q (1448.773581 sec): 3 clusters Score: Raw -854178.633849 + Penalty 4914.725784 = -849263.908066 nChanged 1 SP:Iteration 85Q (1448.893174 sec): 3 clusters Score: Raw -854178.703730 + Penalty 4914.725784 = -849263.977946 nChanged 0 SP:Iteration 86F (1449.038552 sec): 3 clusters Score: Raw -854178.703730 + Penalty 4914.725784 = -849263.977946 nChanged 0 Trying to split cluster 11 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1449.108811 sec): 2 clusters Score: Raw -178821.893896 + Penalty 2086.744398 = -176735.149498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1449.216413 sec): 3 clusters Score: Raw -177817.263778 + Penalty 4173.488797 = -173643.774982 nChanged 924 SP:Iteration 1F (1449.335410 sec): 3 clusters Score: Raw -178688.855160 + Penalty 4173.488797 = -174515.366364 nChanged 275 SP:Iteration 2F (1449.432404 sec): 3 clusters Score: Raw -179140.968148 + Penalty 4173.488797 = -174967.479351 nChanged 243 SP:Iteration 3F (1449.547031 sec): 3 clusters Score: Raw -179567.027496 + Penalty 4173.488797 = -175393.538700 nChanged 209 SP:Iteration 4F (1449.643801 sec): 3 clusters Score: Raw -179972.355814 + Penalty 4173.488797 = -175798.867018 nChanged 187 SP:Iteration 5F (1449.773070 sec): 3 clusters Score: Raw -180280.675602 + Penalty 4173.488797 = -176107.186805 nChanged 134 SP:Iteration 6Q (1449.870131 sec): 3 clusters Score: Raw -180494.555381 + Penalty 4173.488797 = -176321.066584 nChanged 93 SP:Iteration 7Q (1449.983483 sec): 3 clusters Score: Raw -180577.097710 + Penalty 4173.488797 = -176403.608914 nChanged 49 SP:Iteration 8Q (1450.087601 sec): 3 clusters Score: Raw -180613.566137 + Penalty 4173.488797 = -176440.077341 nChanged 29 SP:Iteration 9Q (1450.214947 sec): 3 clusters Score: Raw -180634.600871 + Penalty 4173.488797 = -176461.112075 nChanged 20 SP:Iteration 10Q (1450.301661 sec): 3 clusters Score: Raw -180647.260558 + Penalty 4173.488797 = -176473.771761 nChanged 6 SP:Iteration 11Q (1450.421636 sec): 3 clusters Score: Raw -180661.502986 + Penalty 4173.488797 = -176488.014190 nChanged 7 SP:Iteration 12Q (1450.504272 sec): 3 clusters Score: Raw -180669.009608 + Penalty 4173.488797 = -176495.520812 nChanged 5 SP:Iteration 13Q (1450.625636 sec): 3 clusters Score: Raw -180672.695304 + Penalty 4173.488797 = -176499.206507 nChanged 4 SP:Iteration 14Q (1450.729922 sec): 3 clusters Score: Raw -180677.297073 + Penalty 4173.488797 = -176503.808276 nChanged 1 SP:Iteration 15Q (1450.818701 sec): 3 clusters Score: Raw -180677.901098 + Penalty 4173.488797 = -176504.412301 nChanged 1 SP:Iteration 16Q (1450.942647 sec): 3 clusters Score: Raw -180678.685347 + Penalty 4173.488797 = -176505.196550 nChanged 1 SP:Iteration 17Q (1451.053209 sec): 3 clusters Score: Raw -180678.886787 + Penalty 4173.488797 = -176505.397990 nChanged 0 SP:Iteration 18F (1451.143205 sec): 3 clusters Score: Raw -180678.886787 + Penalty 4173.488797 = -176505.397990 nChanged 0 Time taken for this iteration:811.441806 seconds. 3->12 Clusters: Score -11778675.186813, best is -11777979.903320 THE BEST YET! Starting from 4 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 4 initial classes randomly. Iteration 0F (1451.983485 sec): 4 clusters Score: Raw -11294680.121020 + Penalty 9417.470256 = -11285262.650764 nChanged 94434 Iteration 1F (1452.734896 sec): 4 clusters Score: Raw -11445726.008270 + Penalty 9417.470256 = -11436308.538015 nChanged 41440 Iteration 2F (1453.537851 sec): 4 clusters Score: Raw -11608551.174853 + Penalty 9417.470256 = -11599133.704598 nChanged 29142 Iteration 3F (1454.277826 sec): 4 clusters Score: Raw -11661557.422818 + Penalty 9417.470256 = -11652139.952563 nChanged 11992 Iteration 4F (1454.974844 sec): 4 clusters Score: Raw -11676754.752253 + Penalty 9417.470256 = -11667337.281998 nChanged 6817 Iteration 5Q (1455.611786 sec): 4 clusters Score: Raw -11684754.006426 + Penalty 9417.470256 = -11675336.536170 nChanged 4351 Iteration 6Q (1456.282179 sec): 4 clusters Score: Raw -11689484.700367 + Penalty 9417.470256 = -11680067.230111 nChanged 2890 Iteration 7Q (1456.948287 sec): 4 clusters Score: Raw -11692429.032154 + Penalty 9417.470256 = -11683011.561899 nChanged 1978 Iteration 8Q (1457.576252 sec): 4 clusters Score: Raw -11693731.760796 + Penalty 9417.470256 = -11684314.290541 nChanged 1512 Iteration 9Q (1458.216626 sec): 4 clusters Score: Raw -11694469.069106 + Penalty 9417.470256 = -11685051.598851 nChanged 1181 Iteration 10Q (1458.850594 sec): 4 clusters Score: Raw -11694998.037123 + Penalty 9417.470256 = -11685580.566867 nChanged 1006 Iteration 11Q (1459.443140 sec): 4 clusters Score: Raw -11695420.655946 + Penalty 9417.470256 = -11686003.185690 nChanged 871 Iteration 12Q (1460.064810 sec): 4 clusters Score: Raw -11695751.905518 + Penalty 9417.470256 = -11686334.435262 nChanged 805 Iteration 13Q (1460.708711 sec): 4 clusters Score: Raw -11696071.661484 + Penalty 9417.470256 = -11686654.191229 nChanged 748 Iteration 14Q (1461.354276 sec): 4 clusters Score: Raw -11696358.974252 + Penalty 9417.470256 = -11686941.503996 nChanged 688 Iteration 15Q (1461.963037 sec): 4 clusters Score: Raw -11696634.812176 + Penalty 9417.470256 = -11687217.341921 nChanged 662 Iteration 16Q (1462.563525 sec): 4 clusters Score: Raw -11696849.900969 + Penalty 9417.470256 = -11687432.430714 nChanged 611 Iteration 17Q (1463.245737 sec): 4 clusters Score: Raw -11697034.232813 + Penalty 9417.470256 = -11687616.762557 nChanged 538 Iteration 18Q (1463.925810 sec): 4 clusters Score: Raw -11697213.300384 + Penalty 9417.470256 = -11687795.830128 nChanged 500 Iteration 19Q (1464.563695 sec): 4 clusters Score: Raw -11697369.875350 + Penalty 9417.470256 = -11687952.405094 nChanged 515 Writing temp clu file Because OldScore, -11687795.830128, is greater than current (better) Score,-11687952.405094 Compute initial score before splitting: Score: Raw -11697369.875350 + Penalty 9417.470256 = -11687952.405094 Trying to split cluster 1 (106960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.192877 sec): 2 clusters Score: Raw -8951859.436382 + Penalty 3057.175496 = -8948802.260886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1465.639382 sec): 3 clusters Score: Raw -8883830.540806 + Penalty 6114.350992 = -8877716.189814 nChanged 50603 SP:Iteration 1F (1466.062936 sec): 3 clusters Score: Raw -8921930.994733 + Penalty 6114.350992 = -8915816.643742 nChanged 10989 SP:Iteration 2F (1466.480158 sec): 3 clusters Score: Raw -8940145.587771 + Penalty 6114.350992 = -8934031.236780 nChanged 13516 SP:Iteration 3F (1466.930174 sec): 3 clusters Score: Raw -8959241.425246 + Penalty 6114.350992 = -8953127.074255 nChanged 10876 SP:Iteration 4F (1467.348944 sec): 3 clusters Score: Raw -8967790.378852 + Penalty 6114.350992 = -8961676.027860 nChanged 6370 SP:Iteration 5F (1467.747031 sec): 3 clusters Score: Raw -8970713.251530 + Penalty 6114.350992 = -8964598.900538 nChanged 3801 SP:Iteration 6Q (1468.161862 sec): 3 clusters Score: Raw -8971934.086999 + Penalty 6114.350992 = -8965819.736008 nChanged 2673 SP:Iteration 7Q (1468.567675 sec): 3 clusters Score: Raw -8972641.248167 + Penalty 6114.350992 = -8966526.897175 nChanged 2105 SP:Iteration 8Q (1469.008213 sec): 3 clusters Score: Raw -8973149.027898 + Penalty 6114.350992 = -8967034.676906 nChanged 1865 SP:Iteration 9Q (1469.383787 sec): 3 clusters Score: Raw -8973589.669488 + Penalty 6114.350992 = -8967475.318496 nChanged 1765 SP:Iteration 10Q (1469.819434 sec): 3 clusters Score: Raw -8973994.111450 + Penalty 6114.350992 = -8967879.760458 nChanged 1567 SP:Iteration 11Q (1470.261398 sec): 3 clusters Score: Raw -8974351.588854 + Penalty 6114.350992 = -8968237.237862 nChanged 1451 SP:Iteration 12Q (1470.677351 sec): 3 clusters Score: Raw -8974709.566577 + Penalty 6114.350992 = -8968595.215585 nChanged 1392 SP:Iteration 13Q (1471.088443 sec): 3 clusters Score: Raw -8975057.114073 + Penalty 6114.350992 = -8968942.763081 nChanged 1334 SP:Iteration 14Q (1471.498224 sec): 3 clusters Score: Raw -8975363.992778 + Penalty 6114.350992 = -8969249.641786 nChanged 1239 SP:Iteration 15Q (1471.891916 sec): 3 clusters Score: Raw -8975645.798669 + Penalty 6114.350992 = -8969531.447677 nChanged 1238 SP:Iteration 16Q (1472.352532 sec): 3 clusters Score: Raw -8975959.929517 + Penalty 6114.350992 = -8969845.578526 nChanged 1189 SP:Iteration 17Q (1472.763048 sec): 3 clusters Score: Raw -8976288.995669 + Penalty 6114.350992 = -8970174.644678 nChanged 1212 SP:Iteration 18Q (1473.136777 sec): 3 clusters Score: Raw -8976633.612531 + Penalty 6114.350992 = -8970519.261539 nChanged 1161 SP:Iteration 19Q (1473.545776 sec): 3 clusters Score: Raw -8976953.815983 + Penalty 6114.350992 = -8970839.464992 nChanged 1106 SP:Iteration 20F (1473.950309 sec): 3 clusters Score: Raw -8977243.986905 + Penalty 6114.350992 = -8971129.635913 nChanged 993 SP:Iteration 21Q (1474.350489 sec): 3 clusters Score: Raw -8977498.014352 + Penalty 6114.350992 = -8971383.663360 nChanged 968 SP:Iteration 22Q (1474.743764 sec): 3 clusters Score: Raw -8977740.959447 + Penalty 6114.350992 = -8971626.608455 nChanged 931 SP:Iteration 23Q (1475.130474 sec): 3 clusters Score: Raw -8977971.493933 + Penalty 6114.350992 = -8971857.142941 nChanged 861 SP:Iteration 24Q (1475.551931 sec): 3 clusters Score: Raw -8978158.231931 + Penalty 6114.350992 = -8972043.880939 nChanged 727 SP:Iteration 25Q (1475.949619 sec): 3 clusters Score: Raw -8978309.622427 + Penalty 6114.350992 = -8972195.271435 nChanged 668 SP:Iteration 26Q (1476.388878 sec): 3 clusters Score: Raw -8978447.654170 + Penalty 6114.350992 = -8972333.303178 nChanged 616 SP:Iteration 27Q (1476.795964 sec): 3 clusters Score: Raw -8978560.430587 + Penalty 6114.350992 = -8972446.079595 nChanged 523 SP:Iteration 28Q (1477.187597 sec): 3 clusters Score: Raw -8978652.748616 + Penalty 6114.350992 = -8972538.397625 nChanged 503 SP:Iteration 29Q (1477.609812 sec): 3 clusters Score: Raw -8978734.132330 + Penalty 6114.350992 = -8972619.781338 nChanged 453 SP:Iteration 30Q (1478.017341 sec): 3 clusters Score: Raw -8978800.124351 + Penalty 6114.350992 = -8972685.773359 nChanged 376 SP:Iteration 31Q (1478.418825 sec): 3 clusters Score: Raw -8978847.898753 + Penalty 6114.350992 = -8972733.547761 nChanged 321 SP:Iteration 32Q (1478.833515 sec): 3 clusters Score: Raw -8978883.043338 + Penalty 6114.350992 = -8972768.692346 nChanged 289 SP:Iteration 33Q (1479.249289 sec): 3 clusters Score: Raw -8978914.427474 + Penalty 6114.350992 = -8972800.076482 nChanged 255 SP:Iteration 34Q (1479.638840 sec): 3 clusters Score: Raw -8978941.956969 + Penalty 6114.350992 = -8972827.605977 nChanged 237 SP:Iteration 35Q (1480.042243 sec): 3 clusters Score: Raw -8978966.214110 + Penalty 6114.350992 = -8972851.863119 nChanged 218 SP:Iteration 36Q (1480.479815 sec): 3 clusters Score: Raw -8978986.275480 + Penalty 6114.350992 = -8972871.924488 nChanged 184 SP:Iteration 37Q (1480.898037 sec): 3 clusters Score: Raw -8979001.024147 + Penalty 6114.350992 = -8972886.673156 nChanged 152 SP:Iteration 38Q (1481.301413 sec): 3 clusters Score: Raw -8979012.110876 + Penalty 6114.350992 = -8972897.759884 nChanged 128 SP:Iteration 39Q (1481.683889 sec): 3 clusters Score: Raw -8979021.153276 + Penalty 6114.350992 = -8972906.802284 nChanged 118 SP:Iteration 40F (1482.101447 sec): 3 clusters Score: Raw -8979028.388598 + Penalty 6114.350992 = -8972914.037606 nChanged 98 SP:Iteration 41Q (1482.529739 sec): 3 clusters Score: Raw -8979033.891132 + Penalty 6114.350992 = -8972919.540140 nChanged 76 SP:Iteration 42Q (1482.947431 sec): 3 clusters Score: Raw -8979038.036434 + Penalty 6114.350992 = -8972923.685443 nChanged 67 SP:Iteration 43Q (1483.341557 sec): 3 clusters Score: Raw -8979040.898132 + Penalty 6114.350992 = -8972926.547140 nChanged 55 SP:Iteration 44Q (1483.708361 sec): 3 clusters Score: Raw -8979043.432132 + Penalty 6114.350992 = -8972929.081140 nChanged 55 SP:Iteration 45Q (1484.051341 sec): 3 clusters Score: Raw -8979045.811437 + Penalty 6114.350992 = -8972931.460446 nChanged 45 SP:Iteration 46Q (1484.462872 sec): 3 clusters Score: Raw -8979047.637425 + Penalty 6114.350992 = -8972933.286433 nChanged 41 SP:Iteration 47Q (1484.854916 sec): 3 clusters Score: Raw -8979049.091916 + Penalty 6114.350992 = -8972934.740925 nChanged 33 SP:Iteration 48Q (1485.263775 sec): 3 clusters Score: Raw -8979050.338539 + Penalty 6114.350992 = -8972935.987548 nChanged 29 SP:Iteration 49Q (1485.656476 sec): 3 clusters Score: Raw -8979051.485686 + Penalty 6114.350992 = -8972937.134694 nChanged 24 SP:Iteration 50Q (1486.043959 sec): 3 clusters Score: Raw -8979052.332964 + Penalty 6114.350992 = -8972937.981973 nChanged 19 SP:Iteration 51Q (1486.453968 sec): 3 clusters Score: Raw -8979052.993868 + Penalty 6114.350992 = -8972938.642876 nChanged 18 SP:Iteration 52Q (1486.813989 sec): 3 clusters Score: Raw -8979053.538504 + Penalty 6114.350992 = -8972939.187513 nChanged 20 SP:Iteration 53Q (1487.208727 sec): 3 clusters Score: Raw -8979054.192677 + Penalty 6114.350992 = -8972939.841685 nChanged 15 SP:Iteration 54Q (1487.617334 sec): 3 clusters Score: Raw -8979054.576904 + Penalty 6114.350992 = -8972940.225913 nChanged 13 SP:Iteration 55Q (1487.987352 sec): 3 clusters Score: Raw -8979055.089329 + Penalty 6114.350992 = -8972940.738337 nChanged 17 SP:Iteration 56Q (1488.387574 sec): 3 clusters Score: Raw -8979055.658519 + Penalty 6114.350992 = -8972941.307527 nChanged 14 SP:Iteration 57Q (1488.757601 sec): 3 clusters Score: Raw -8979056.121156 + Penalty 6114.350992 = -8972941.770164 nChanged 11 SP:Iteration 58Q (1489.149878 sec): 3 clusters Score: Raw -8979056.559275 + Penalty 6114.350992 = -8972942.208283 nChanged 16 SP:Iteration 59Q (1489.555642 sec): 3 clusters Score: Raw -8979057.153143 + Penalty 6114.350992 = -8972942.802151 nChanged 17 SP:Iteration 60F (1489.938090 sec): 3 clusters Score: Raw -8979057.766867 + Penalty 6114.350992 = -8972943.415875 nChanged 7 SP:Iteration 61Q (1490.320723 sec): 3 clusters Score: Raw -8979058.085719 + Penalty 6114.350992 = -8972943.734728 nChanged 14 SP:Iteration 62Q (1490.709686 sec): 3 clusters Score: Raw -8979058.721631 + Penalty 6114.350992 = -8972944.370640 nChanged 17 SP:Iteration 63Q (1491.125256 sec): 3 clusters Score: Raw -8979059.348195 + Penalty 6114.350992 = -8972944.997203 nChanged 15 SP:Iteration 64Q (1491.524773 sec): 3 clusters Score: Raw -8979059.806469 + Penalty 6114.350992 = -8972945.455477 nChanged 18 SP:Iteration 65Q (1491.930067 sec): 3 clusters Score: Raw -8979060.365333 + Penalty 6114.350992 = -8972946.014341 nChanged 12 SP:Iteration 66Q (1492.325029 sec): 3 clusters Score: Raw -8979060.717941 + Penalty 6114.350992 = -8972946.366949 nChanged 7 SP:Iteration 67Q (1492.730168 sec): 3 clusters Score: Raw -8979060.857553 + Penalty 6114.350992 = -8972946.506561 nChanged 3 SP:Iteration 68Q (1493.154256 sec): 3 clusters Score: Raw -8979060.897594 + Penalty 6114.350992 = -8972946.546603 nChanged 3 SP:Iteration 69Q (1493.555857 sec): 3 clusters Score: Raw -8979060.972471 + Penalty 6114.350992 = -8972946.621479 nChanged 2 SP:Iteration 70Q (1493.942017 sec): 3 clusters Score: Raw -8979061.019437 + Penalty 6114.350992 = -8972946.668445 nChanged 2 SP:Iteration 71Q (1494.324839 sec): 3 clusters Score: Raw -8979061.044580 + Penalty 6114.350992 = -8972946.693589 nChanged 2 SP:Iteration 72Q (1494.740852 sec): 3 clusters Score: Raw -8979061.091962 + Penalty 6114.350992 = -8972946.740970 nChanged 3 SP:Iteration 73Q (1495.158949 sec): 3 clusters Score: Raw -8979061.116883 + Penalty 6114.350992 = -8972946.765891 nChanged 1 SP:Iteration 74Q (1495.541212 sec): 3 clusters Score: Raw -8979061.154532 + Penalty 6114.350992 = -8972946.803540 nChanged 2 SP:Iteration 75Q (1495.941268 sec): 3 clusters Score: Raw -8979061.182873 + Penalty 6114.350992 = -8972946.831881 nChanged 2 SP:Iteration 76Q (1496.340016 sec): 3 clusters Score: Raw -8979061.251523 + Penalty 6114.350992 = -8972946.900531 nChanged 4 SP:Iteration 77Q (1496.742087 sec): 3 clusters Score: Raw -8979061.378515 + Penalty 6114.350992 = -8972947.027523 nChanged 4 SP:Iteration 78Q (1497.145633 sec): 3 clusters Score: Raw -8979061.500852 + Penalty 6114.350992 = -8972947.149860 nChanged 1 SP:Iteration 79Q (1497.554144 sec): 3 clusters Score: Raw -8979061.534246 + Penalty 6114.350992 = -8972947.183254 nChanged 0 SP:Iteration 80F (1497.967561 sec): 3 clusters Score: Raw -8979061.534246 + Penalty 6114.350992 = -8972947.183254 nChanged 0 Score: Raw -11724652.854320 + Penalty 12556.627008 = -11712096.227312 Splitting cluster 1 changes total score from -11687952.405094 to -11712096.227312 So it's getting split into cluster 4. Trying to split cluster 2 (22056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.032880 sec): 2 clusters Score: Raw -1516105.713437 + Penalty 2640.353748 = -1513465.359690 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.187448 sec): 3 clusters Score: Raw -1503680.100819 + Penalty 5280.707495 = -1498399.393324 nChanged 9900 SP:Iteration 1F (1499.349197 sec): 3 clusters Score: Raw -1515828.306392 + Penalty 5280.707495 = -1510547.598897 nChanged 3485 SP:Iteration 2F (1499.532263 sec): 3 clusters Score: Raw -1523055.177179 + Penalty 5280.707495 = -1517774.469684 nChanged 2805 SP:Iteration 3F (1499.696046 sec): 3 clusters Score: Raw -1527009.762215 + Penalty 5280.707495 = -1521729.054720 nChanged 1650 SP:Iteration 4F (1499.907940 sec): 3 clusters Score: Raw -1529045.060173 + Penalty 5280.707495 = -1523764.352678 nChanged 1012 SP:Iteration 5Q (1500.078358 sec): 3 clusters Score: Raw -1530166.736113 + Penalty 5280.707495 = -1524886.028618 nChanged 691 SP:Iteration 6Q (1500.240321 sec): 3 clusters Score: Raw -1530862.416085 + Penalty 5280.707495 = -1525581.708590 nChanged 524 SP:Iteration 7Q (1500.414947 sec): 3 clusters Score: Raw -1531402.994064 + Penalty 5280.707495 = -1526122.286569 nChanged 422 SP:Iteration 8Q (1500.550017 sec): 3 clusters Score: Raw -1531791.529556 + Penalty 5280.707495 = -1526510.822061 nChanged 321 SP:Iteration 9Q (1500.731717 sec): 3 clusters Score: Raw -1531980.112490 + Penalty 5280.707495 = -1526699.404995 nChanged 224 SP:Iteration 10Q (1500.879472 sec): 3 clusters Score: Raw -1532062.860341 + Penalty 5280.707495 = -1526782.152846 nChanged 177 SP:Iteration 11Q (1501.052660 sec): 3 clusters Score: Raw -1532107.342851 + Penalty 5280.707495 = -1526826.635356 nChanged 113 SP:Iteration 12Q (1501.236234 sec): 3 clusters Score: Raw -1532129.854260 + Penalty 5280.707495 = -1526849.146765 nChanged 77 SP:Iteration 13Q (1501.380824 sec): 3 clusters Score: Raw -1532142.144968 + Penalty 5280.707495 = -1526861.437473 nChanged 46 SP:Iteration 14Q (1501.538984 sec): 3 clusters Score: Raw -1532150.224597 + Penalty 5280.707495 = -1526869.517102 nChanged 39 SP:Iteration 15Q (1501.715197 sec): 3 clusters Score: Raw -1532156.861870 + Penalty 5280.707495 = -1526876.154375 nChanged 33 SP:Iteration 16Q (1501.869510 sec): 3 clusters Score: Raw -1532162.861565 + Penalty 5280.707495 = -1526882.154070 nChanged 35 SP:Iteration 17Q (1502.013383 sec): 3 clusters Score: Raw -1532170.037304 + Penalty 5280.707495 = -1526889.329809 nChanged 36 SP:Iteration 18Q (1502.185225 sec): 3 clusters Score: Raw -1532177.758423 + Penalty 5280.707495 = -1526897.050928 nChanged 39 SP:Iteration 19Q (1502.360344 sec): 3 clusters Score: Raw -1532192.216407 + Penalty 5280.707495 = -1526911.508912 nChanged 40 SP:Iteration 20F (1502.529213 sec): 3 clusters Score: Raw -1532247.408650 + Penalty 5280.707495 = -1526966.701155 nChanged 57 SP:Iteration 21Q (1502.676699 sec): 3 clusters Score: Raw -1532299.778132 + Penalty 5280.707495 = -1527019.070637 nChanged 91 SP:Iteration 22Q (1502.841972 sec): 3 clusters Score: Raw -1532342.397458 + Penalty 5280.707495 = -1527061.689963 nChanged 103 SP:Iteration 23Q (1503.003518 sec): 3 clusters Score: Raw -1532385.855814 + Penalty 5280.707495 = -1527105.148319 nChanged 120 SP:Iteration 24Q (1503.160346 sec): 3 clusters Score: Raw -1532426.192973 + Penalty 5280.707495 = -1527145.485478 nChanged 102 SP:Iteration 25Q (1503.309140 sec): 3 clusters Score: Raw -1532455.231769 + Penalty 5280.707495 = -1527174.524274 nChanged 86 SP:Iteration 26Q (1503.486238 sec): 3 clusters Score: Raw -1532492.665932 + Penalty 5280.707495 = -1527211.958437 nChanged 86 SP:Iteration 27Q (1503.630413 sec): 3 clusters Score: Raw -1532530.488236 + Penalty 5280.707495 = -1527249.780741 nChanged 86 SP:Iteration 28Q (1503.819979 sec): 3 clusters Score: Raw -1532570.003618 + Penalty 5280.707495 = -1527289.296123 nChanged 88 SP:Iteration 29Q (1503.971143 sec): 3 clusters Score: Raw -1532606.206863 + Penalty 5280.707495 = -1527325.499368 nChanged 65 SP:Iteration 30Q (1504.158739 sec): 3 clusters Score: Raw -1532624.793860 + Penalty 5280.707495 = -1527344.086365 nChanged 53 SP:Iteration 31Q (1504.300322 sec): 3 clusters Score: Raw -1532635.511450 + Penalty 5280.707495 = -1527354.803955 nChanged 39 SP:Iteration 32Q (1504.466638 sec): 3 clusters Score: Raw -1532645.190943 + Penalty 5280.707495 = -1527364.483448 nChanged 42 SP:Iteration 33Q (1504.662762 sec): 3 clusters Score: Raw -1532652.165834 + Penalty 5280.707495 = -1527371.458339 nChanged 36 SP:Iteration 34Q (1504.824581 sec): 3 clusters Score: Raw -1532657.626206 + Penalty 5280.707495 = -1527376.918711 nChanged 22 SP:Iteration 35Q (1504.971699 sec): 3 clusters Score: Raw -1532660.171542 + Penalty 5280.707495 = -1527379.464047 nChanged 15 SP:Iteration 36Q (1505.136099 sec): 3 clusters Score: Raw -1532661.429232 + Penalty 5280.707495 = -1527380.721737 nChanged 9 SP:Iteration 37Q (1505.284743 sec): 3 clusters Score: Raw -1532662.049646 + Penalty 5280.707495 = -1527381.342151 nChanged 6 SP:Iteration 38Q (1505.455951 sec): 3 clusters Score: Raw -1532662.338385 + Penalty 5280.707495 = -1527381.630890 nChanged 6 SP:Iteration 39Q (1505.644571 sec): 3 clusters Score: Raw -1532662.818950 + Penalty 5280.707495 = -1527382.111455 nChanged 2 SP:Iteration 40F (1505.811036 sec): 3 clusters Score: Raw -1532662.884595 + Penalty 5280.707495 = -1527382.177100 nChanged 2 SP:Iteration 41Q (1505.977749 sec): 3 clusters Score: Raw -1532662.932472 + Penalty 5280.707495 = -1527382.224976 nChanged 0 SP:Iteration 42F (1506.150914 sec): 3 clusters Score: Raw -1532662.932472 + Penalty 5280.707495 = -1527382.224976 nChanged 0 Score: Raw -11741210.073354 + Penalty 15695.783759 = -11725514.289595 Splitting cluster 2 changes total score from -11687952.405094 to -11725514.289595 So it's getting split into cluster 5. Trying to split cluster 3 (16877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1507.437335 sec): 2 clusters Score: Raw -1340928.501301 + Penalty 2569.698655 = -1338358.802646 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1507.584512 sec): 3 clusters Score: Raw -1331474.235233 + Penalty 5139.397310 = -1326334.837923 nChanged 7391 SP:Iteration 1F (1507.740879 sec): 3 clusters Score: Raw -1336539.918615 + Penalty 5139.397310 = -1331400.521305 nChanged 1922 SP:Iteration 2F (1507.890791 sec): 3 clusters Score: Raw -1339812.973781 + Penalty 5139.397310 = -1334673.576471 nChanged 2341 SP:Iteration 3F (1508.033602 sec): 3 clusters Score: Raw -1344658.226030 + Penalty 5139.397310 = -1339518.828720 nChanged 1929 SP:Iteration 4F (1508.167050 sec): 3 clusters Score: Raw -1347601.332873 + Penalty 5139.397310 = -1342461.935563 nChanged 1152 SP:Iteration 5F (1508.318666 sec): 3 clusters Score: Raw -1348827.317740 + Penalty 5139.397310 = -1343687.920429 nChanged 747 SP:Iteration 6Q (1508.491691 sec): 3 clusters Score: Raw -1349487.193480 + Penalty 5139.397310 = -1344347.796170 nChanged 526 SP:Iteration 7Q (1508.637598 sec): 3 clusters Score: Raw -1349847.108098 + Penalty 5139.397310 = -1344707.710788 nChanged 380 SP:Iteration 8Q (1508.771692 sec): 3 clusters Score: Raw -1350082.873669 + Penalty 5139.397310 = -1344943.476359 nChanged 337 SP:Iteration 9Q (1508.917132 sec): 3 clusters Score: Raw -1350263.928374 + Penalty 5139.397310 = -1345124.531064 nChanged 266 SP:Iteration 10Q (1509.072822 sec): 3 clusters Score: Raw -1350378.150081 + Penalty 5139.397310 = -1345238.752770 nChanged 203 SP:Iteration 11Q (1509.205127 sec): 3 clusters Score: Raw -1350450.050244 + Penalty 5139.397310 = -1345310.652934 nChanged 162 SP:Iteration 12Q (1509.361245 sec): 3 clusters Score: Raw -1350494.278525 + Penalty 5139.397310 = -1345354.881215 nChanged 106 SP:Iteration 13Q (1509.503868 sec): 3 clusters Score: Raw -1350519.415848 + Penalty 5139.397310 = -1345380.018538 nChanged 86 SP:Iteration 14Q (1509.659009 sec): 3 clusters Score: Raw -1350536.554513 + Penalty 5139.397310 = -1345397.157202 nChanged 65 SP:Iteration 15Q (1509.808205 sec): 3 clusters Score: Raw -1350548.703368 + Penalty 5139.397310 = -1345409.306057 nChanged 60 SP:Iteration 16Q (1509.979496 sec): 3 clusters Score: Raw -1350560.372769 + Penalty 5139.397310 = -1345420.975459 nChanged 47 SP:Iteration 17Q (1510.112625 sec): 3 clusters Score: Raw -1350567.835418 + Penalty 5139.397310 = -1345428.438108 nChanged 33 SP:Iteration 18Q (1510.255818 sec): 3 clusters Score: Raw -1350572.193647 + Penalty 5139.397310 = -1345432.796336 nChanged 28 SP:Iteration 19Q (1510.406184 sec): 3 clusters Score: Raw -1350575.300529 + Penalty 5139.397310 = -1345435.903218 nChanged 21 SP:Iteration 20F (1510.567167 sec): 3 clusters Score: Raw -1350577.591392 + Penalty 5139.397310 = -1345438.194082 nChanged 21 SP:Iteration 21Q (1510.725024 sec): 3 clusters Score: Raw -1350580.347176 + Penalty 5139.397310 = -1345440.949865 nChanged 17 SP:Iteration 22Q (1510.888906 sec): 3 clusters Score: Raw -1350581.882404 + Penalty 5139.397310 = -1345442.485093 nChanged 10 SP:Iteration 23Q (1511.043009 sec): 3 clusters Score: Raw -1350582.643780 + Penalty 5139.397310 = -1345443.246469 nChanged 6 SP:Iteration 24Q (1511.189430 sec): 3 clusters Score: Raw -1350583.267226 + Penalty 5139.397310 = -1345443.869916 nChanged 7 SP:Iteration 25Q (1511.351454 sec): 3 clusters Score: Raw -1350584.106118 + Penalty 5139.397310 = -1345444.708807 nChanged 4 SP:Iteration 26Q (1511.488738 sec): 3 clusters Score: Raw -1350584.772210 + Penalty 5139.397310 = -1345445.374899 nChanged 5 SP:Iteration 27Q (1511.644575 sec): 3 clusters Score: Raw -1350585.230909 + Penalty 5139.397310 = -1345445.833599 nChanged 7 SP:Iteration 28Q (1511.806636 sec): 3 clusters Score: Raw -1350585.746967 + Penalty 5139.397310 = -1345446.349656 nChanged 5 SP:Iteration 29Q (1511.954940 sec): 3 clusters Score: Raw -1350586.135221 + Penalty 5139.397310 = -1345446.737910 nChanged 3 SP:Iteration 30Q (1512.127141 sec): 3 clusters Score: Raw -1350586.318174 + Penalty 5139.397310 = -1345446.920863 nChanged 0 SP:Iteration 31F (1512.262891 sec): 3 clusters Score: Raw -1350586.318174 + Penalty 5139.397310 = -1345446.920863 nChanged 0 Score: Raw -11750867.890227 + Penalty 18834.940511 = -11732032.949716 Splitting cluster 3 changes total score from -11687952.405094 to -11732032.949716 So it's getting split into cluster 6. Iteration 20F (1515.041988 sec): 7 clusters Score: Raw -11761980.202928 + Penalty 18834.940511 = -11743145.262416 nChanged 8241 Iteration 21F (1516.419576 sec): 7 clusters Score: Raw -11767302.622482 + Penalty 18834.940511 = -11748467.681971 nChanged 4357 Iteration 22Q (1517.496956 sec): 7 clusters Score: Raw -11769335.341309 + Penalty 18834.940511 = -11750500.400797 nChanged 3137 Iteration 23Q (1518.513539 sec): 7 clusters Score: Raw -11770467.458948 + Penalty 18834.940511 = -11751632.518437 nChanged 2521 Iteration 24Q (1519.627098 sec): 7 clusters Score: Raw -11771230.065993 + Penalty 18834.940511 = -11752395.125482 nChanged 2023 Iteration 25Q (1520.657405 sec): 7 clusters Score: Raw -11771761.282409 + Penalty 18834.940511 = -11752926.341898 nChanged 1729 Iteration 26Q (1521.749905 sec): 7 clusters Score: Raw -11772148.729818 + Penalty 18834.940511 = -11753313.789307 nChanged 1510 Iteration 27Q (1522.865620 sec): 7 clusters Score: Raw -11772451.507101 + Penalty 18834.940511 = -11753616.566589 nChanged 1287 Iteration 28Q (1523.888463 sec): 7 clusters Score: Raw -11772669.730756 + Penalty 18834.940511 = -11753834.790245 nChanged 1075 Iteration 29Q (1524.958080 sec): 7 clusters Score: Raw -11772837.912331 + Penalty 18834.940511 = -11754002.971820 nChanged 980 Iteration 30Q (1526.021247 sec): 7 clusters Score: Raw -11772999.981993 + Penalty 18834.940511 = -11754165.041482 nChanged 909 Iteration 31Q (1527.083925 sec): 7 clusters Score: Raw -11773134.579743 + Penalty 18834.940511 = -11754299.639231 nChanged 795 Iteration 32Q (1528.106495 sec): 7 clusters Score: Raw -11773242.618186 + Penalty 18834.940511 = -11754407.677675 nChanged 703 Iteration 33Q (1529.068159 sec): 7 clusters Score: Raw -11773329.826221 + Penalty 18834.940511 = -11754494.885710 nChanged 667 Iteration 34Q (1530.007133 sec): 7 clusters Score: Raw -11773409.002770 + Penalty 18834.940511 = -11754574.062258 nChanged 606 Iteration 35Q (1530.979868 sec): 7 clusters Score: Raw -11773477.226633 + Penalty 18834.940511 = -11754642.286122 nChanged 545 Iteration 36Q (1532.060938 sec): 7 clusters Score: Raw -11773534.299335 + Penalty 18834.940511 = -11754699.358824 nChanged 467 Iteration 37Q (1533.109238 sec): 7 clusters Score: Raw -11773586.154523 + Penalty 18834.940511 = -11754751.214011 nChanged 444 Iteration 38Q (1534.138006 sec): 7 clusters Score: Raw -11773626.798106 + Penalty 18834.940511 = -11754791.857595 nChanged 399 Iteration 39Q (1535.227947 sec): 7 clusters Score: Raw -11773658.999212 + Penalty 18834.940511 = -11754824.058701 nChanged 365 Iteration 40F (1536.590172 sec): 7 clusters Score: Raw -11773691.132621 + Penalty 18834.940511 = -11754856.192110 nChanged 337 Iteration 41Q (1537.714294 sec): 7 clusters Score: Raw -11773718.353873 + Penalty 18834.940511 = -11754883.413362 nChanged 306 Iteration 42Q (1538.882080 sec): 7 clusters Score: Raw -11773741.328892 + Penalty 18834.940511 = -11754906.388380 nChanged 255 Iteration 43Q (1539.990234 sec): 7 clusters Score: Raw -11773759.003198 + Penalty 18834.940511 = -11754924.062687 nChanged 237 Iteration 44Q (1541.134830 sec): 7 clusters Score: Raw -11773775.939803 + Penalty 18834.940511 = -11754940.999291 nChanged 238 Iteration 45Q (1542.284124 sec): 7 clusters Score: Raw -11773793.054583 + Penalty 18834.940511 = -11754958.114072 nChanged 232 Iteration 46Q (1543.401437 sec): 7 clusters Score: Raw -11773808.827001 + Penalty 18834.940511 = -11754973.886490 nChanged 197 Iteration 47Q (1544.542442 sec): 7 clusters Score: Raw -11773820.558137 + Penalty 18834.940511 = -11754985.617625 nChanged 175 Iteration 48Q (1545.640778 sec): 7 clusters Score: Raw -11773830.670518 + Penalty 18834.940511 = -11754995.730006 nChanged 154 Iteration 49Q (1546.761933 sec): 7 clusters Score: Raw -11773838.870748 + Penalty 18834.940511 = -11755003.930237 nChanged 135 Iteration 50Q (1547.878695 sec): 7 clusters Score: Raw -11773845.564343 + Penalty 18834.940511 = -11755010.623832 nChanged 144 Iteration 51Q (1548.987641 sec): 7 clusters Score: Raw -11773852.156083 + Penalty 18834.940511 = -11755017.215572 nChanged 129 Iteration 52Q (1550.030161 sec): 7 clusters Score: Raw -11773858.126772 + Penalty 18834.940511 = -11755023.186261 nChanged 120 Iteration 53Q (1551.016517 sec): 7 clusters Score: Raw -11773863.298815 + Penalty 18834.940511 = -11755028.358304 nChanged 117 Iteration 54Q (1552.025072 sec): 7 clusters Score: Raw -11773868.235410 + Penalty 18834.940511 = -11755033.294899 nChanged 97 Iteration 55Q (1552.942478 sec): 7 clusters Score: Raw -11773871.864790 + Penalty 18834.940511 = -11755036.924279 nChanged 98 Iteration 56Q (1553.974394 sec): 7 clusters Score: Raw -11773876.364730 + Penalty 18834.940511 = -11755041.424219 nChanged 89 Iteration 57Q (1554.964265 sec): 7 clusters Score: Raw -11773880.441015 + Penalty 18834.940511 = -11755045.500504 nChanged 88 Iteration 58Q (1556.028729 sec): 7 clusters Score: Raw -11773884.117476 + Penalty 18834.940511 = -11755049.176965 nChanged 72 Writing temp clu file Because OldScore, -11755045.500504, is greater than current (better) Score,-11755049.176965 Compute initial score before splitting: Score: Raw -11773884.117476 + Penalty 18834.940511 = -11755049.176965 Trying to split cluster 1 (16973 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1556.280145 sec): 2 clusters Score: Raw -1431517.927947 + Penalty 2571.196089 = -1428946.731858 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1556.448199 sec): 3 clusters Score: Raw -1421865.471482 + Penalty 5142.392178 = -1416723.079304 nChanged 7327 SP:Iteration 1F (1556.616688 sec): 3 clusters Score: Raw -1426131.831972 + Penalty 5142.392178 = -1420989.439794 nChanged 1329 SP:Iteration 2F (1556.768989 sec): 3 clusters Score: Raw -1427498.549068 + Penalty 5142.392178 = -1422356.156890 nChanged 1608 SP:Iteration 3F (1556.900802 sec): 3 clusters Score: Raw -1429721.317206 + Penalty 5142.392178 = -1424578.925028 nChanged 1872 SP:Iteration 4F (1557.068644 sec): 3 clusters Score: Raw -1432572.553536 + Penalty 5142.392178 = -1427430.161358 nChanged 1785 SP:Iteration 5F (1557.212979 sec): 3 clusters Score: Raw -1434614.041486 + Penalty 5142.392178 = -1429471.649308 nChanged 1205 SP:Iteration 6F (1557.370650 sec): 3 clusters Score: Raw -1435451.542388 + Penalty 5142.392178 = -1430309.150210 nChanged 696 SP:Iteration 7Q (1557.521210 sec): 3 clusters Score: Raw -1435803.377234 + Penalty 5142.392178 = -1430660.985056 nChanged 455 SP:Iteration 8Q (1557.683841 sec): 3 clusters Score: Raw -1435977.978168 + Penalty 5142.392178 = -1430835.585990 nChanged 291 SP:Iteration 9Q (1557.822903 sec): 3 clusters Score: Raw -1436075.821182 + Penalty 5142.392178 = -1430933.429004 nChanged 215 SP:Iteration 10Q (1557.972052 sec): 3 clusters Score: Raw -1436145.259940 + Penalty 5142.392178 = -1431002.867761 nChanged 168 SP:Iteration 11Q (1558.125095 sec): 3 clusters Score: Raw -1436198.669351 + Penalty 5142.392178 = -1431056.277173 nChanged 141 SP:Iteration 12Q (1558.261407 sec): 3 clusters Score: Raw -1436236.081003 + Penalty 5142.392178 = -1431093.688825 nChanged 133 SP:Iteration 13Q (1558.427924 sec): 3 clusters Score: Raw -1436273.205264 + Penalty 5142.392178 = -1431130.813085 nChanged 118 SP:Iteration 14Q (1558.578016 sec): 3 clusters Score: Raw -1436305.663346 + Penalty 5142.392178 = -1431163.271168 nChanged 108 SP:Iteration 15Q (1558.725173 sec): 3 clusters Score: Raw -1436332.627947 + Penalty 5142.392178 = -1431190.235769 nChanged 97 SP:Iteration 16Q (1558.864838 sec): 3 clusters Score: Raw -1436358.094648 + Penalty 5142.392178 = -1431215.702470 nChanged 98 SP:Iteration 17Q (1559.000445 sec): 3 clusters Score: Raw -1436383.833133 + Penalty 5142.392178 = -1431241.440955 nChanged 87 SP:Iteration 18Q (1559.171593 sec): 3 clusters Score: Raw -1436402.321373 + Penalty 5142.392178 = -1431259.929195 nChanged 80 SP:Iteration 19Q (1559.316617 sec): 3 clusters Score: Raw -1436417.655791 + Penalty 5142.392178 = -1431275.263613 nChanged 81 SP:Iteration 20F (1559.489432 sec): 3 clusters Score: Raw -1436435.765111 + Penalty 5142.392178 = -1431293.372933 nChanged 79 SP:Iteration 21Q (1559.614701 sec): 3 clusters Score: Raw -1436452.575911 + Penalty 5142.392178 = -1431310.183733 nChanged 65 SP:Iteration 22Q (1559.764140 sec): 3 clusters Score: Raw -1436466.832289 + Penalty 5142.392178 = -1431324.440111 nChanged 66 SP:Iteration 23Q (1559.911703 sec): 3 clusters Score: Raw -1436477.431572 + Penalty 5142.392178 = -1431335.039394 nChanged 51 SP:Iteration 24Q (1560.056915 sec): 3 clusters Score: Raw -1436485.323848 + Penalty 5142.392178 = -1431342.931670 nChanged 47 SP:Iteration 25Q (1560.199423 sec): 3 clusters Score: Raw -1436492.587661 + Penalty 5142.392178 = -1431350.195483 nChanged 43 SP:Iteration 26Q (1560.345771 sec): 3 clusters Score: Raw -1436498.623138 + Penalty 5142.392178 = -1431356.230960 nChanged 41 SP:Iteration 27Q (1560.499218 sec): 3 clusters Score: Raw -1436503.461287 + Penalty 5142.392178 = -1431361.069109 nChanged 42 SP:Iteration 28Q (1560.660725 sec): 3 clusters Score: Raw -1436509.061340 + Penalty 5142.392178 = -1431366.669162 nChanged 48 SP:Iteration 29Q (1560.799233 sec): 3 clusters Score: Raw -1436517.004769 + Penalty 5142.392178 = -1431374.612591 nChanged 37 SP:Iteration 30Q (1560.949324 sec): 3 clusters Score: Raw -1436522.098894 + Penalty 5142.392178 = -1431379.706716 nChanged 43 SP:Iteration 31Q (1561.102428 sec): 3 clusters Score: Raw -1436527.910202 + Penalty 5142.392178 = -1431385.518024 nChanged 37 SP:Iteration 32Q (1561.243651 sec): 3 clusters Score: Raw -1436532.203968 + Penalty 5142.392178 = -1431389.811789 nChanged 26 SP:Iteration 33Q (1561.402748 sec): 3 clusters Score: Raw -1436535.101056 + Penalty 5142.392178 = -1431392.708878 nChanged 28 SP:Iteration 34Q (1561.538594 sec): 3 clusters Score: Raw -1436538.840948 + Penalty 5142.392178 = -1431396.448770 nChanged 25 SP:Iteration 35Q (1561.702726 sec): 3 clusters Score: Raw -1436542.960781 + Penalty 5142.392178 = -1431400.568603 nChanged 24 SP:Iteration 36Q (1561.844684 sec): 3 clusters Score: Raw -1436547.096377 + Penalty 5142.392178 = -1431404.704199 nChanged 31 SP:Iteration 37Q (1562.017112 sec): 3 clusters Score: Raw -1436552.901108 + Penalty 5142.392178 = -1431410.508930 nChanged 27 SP:Iteration 38Q (1562.159350 sec): 3 clusters Score: Raw -1436557.145181 + Penalty 5142.392178 = -1431414.753003 nChanged 26 SP:Iteration 39Q (1562.321886 sec): 3 clusters Score: Raw -1436560.902238 + Penalty 5142.392178 = -1431418.510060 nChanged 17 SP:Iteration 40F (1562.475449 sec): 3 clusters Score: Raw -1436562.891093 + Penalty 5142.392178 = -1431420.498915 nChanged 13 SP:Iteration 41Q (1562.620479 sec): 3 clusters Score: Raw -1436564.303571 + Penalty 5142.392178 = -1431421.911393 nChanged 10 SP:Iteration 42Q (1562.764771 sec): 3 clusters Score: Raw -1436565.465603 + Penalty 5142.392178 = -1431423.073425 nChanged 7 SP:Iteration 43Q (1562.915146 sec): 3 clusters Score: Raw -1436566.373419 + Penalty 5142.392178 = -1431423.981241 nChanged 4 SP:Iteration 44Q (1563.075226 sec): 3 clusters Score: Raw -1436566.973508 + Penalty 5142.392178 = -1431424.581330 nChanged 7 SP:Iteration 45Q (1563.217818 sec): 3 clusters Score: Raw -1436567.849579 + Penalty 5142.392178 = -1431425.457401 nChanged 13 SP:Iteration 46Q (1563.376556 sec): 3 clusters Score: Raw -1436569.575246 + Penalty 5142.392178 = -1431427.183068 nChanged 11 SP:Iteration 47Q (1563.514359 sec): 3 clusters Score: Raw -1436570.963744 + Penalty 5142.392178 = -1431428.571566 nChanged 10 SP:Iteration 48Q (1563.657618 sec): 3 clusters Score: Raw -1436572.374203 + Penalty 5142.392178 = -1431429.982025 nChanged 9 SP:Iteration 49Q (1563.808772 sec): 3 clusters Score: Raw -1436573.417998 + Penalty 5142.392178 = -1431431.025820 nChanged 4 SP:Iteration 50Q (1563.948439 sec): 3 clusters Score: Raw -1436573.640976 + Penalty 5142.392178 = -1431431.248798 nChanged 2 SP:Iteration 51Q (1564.109422 sec): 3 clusters Score: Raw -1436573.804096 + Penalty 5142.392178 = -1431431.411918 nChanged 2 SP:Iteration 52Q (1564.242503 sec): 3 clusters Score: Raw -1436574.035528 + Penalty 5142.392178 = -1431431.643350 nChanged 2 SP:Iteration 53Q (1564.399410 sec): 3 clusters Score: Raw -1436574.256836 + Penalty 5142.392178 = -1431431.864658 nChanged 1 SP:Iteration 54Q (1564.542413 sec): 3 clusters Score: Raw -1436574.319666 + Penalty 5142.392178 = -1431431.927488 nChanged 0 SP:Iteration 55F (1564.705157 sec): 3 clusters Score: Raw -1436574.319666 + Penalty 5142.392178 = -1431431.927488 nChanged 0 Score: Raw -11778942.838494 + Penalty 21974.097263 = -11756968.741231 Splitting cluster 1 changes total score from -11755049.176965 to -11756968.741231 So it's getting split into cluster 7. Trying to split cluster 2 (7130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1566.393710 sec): 2 clusters Score: Raw -459068.663347 + Penalty 2342.225560 = -456726.437788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1566.511844 sec): 3 clusters Score: Raw -455870.596512 + Penalty 4684.451119 = -451186.145393 nChanged 2912 SP:Iteration 1F (1566.630348 sec): 3 clusters Score: Raw -460165.629748 + Penalty 4684.451119 = -455481.178629 nChanged 1142 SP:Iteration 2F (1566.752591 sec): 3 clusters Score: Raw -463345.443736 + Penalty 4684.451119 = -458660.992617 nChanged 727 SP:Iteration 3F (1566.878428 sec): 3 clusters Score: Raw -464748.782406 + Penalty 4684.451119 = -460064.331287 nChanged 389 SP:Iteration 4F (1567.014176 sec): 3 clusters Score: Raw -465277.708263 + Penalty 4684.451119 = -460593.257144 nChanged 234 SP:Iteration 5Q (1567.147375 sec): 3 clusters Score: Raw -465504.869895 + Penalty 4684.451119 = -460820.418776 nChanged 161 SP:Iteration 6Q (1567.243398 sec): 3 clusters Score: Raw -465647.679967 + Penalty 4684.451119 = -460963.228848 nChanged 137 SP:Iteration 7Q (1567.387142 sec): 3 clusters Score: Raw -465775.580882 + Penalty 4684.451119 = -461091.129763 nChanged 123 SP:Iteration 8Q (1567.485809 sec): 3 clusters Score: Raw -465933.367331 + Penalty 4684.451119 = -461248.916212 nChanged 108 SP:Iteration 9Q (1567.615012 sec): 3 clusters Score: Raw -466079.630772 + Penalty 4684.451119 = -461395.179653 nChanged 104 SP:Iteration 10Q (1567.748110 sec): 3 clusters Score: Raw -466198.215337 + Penalty 4684.451119 = -461513.764218 nChanged 84 SP:Iteration 11Q (1567.849857 sec): 3 clusters Score: Raw -466289.712909 + Penalty 4684.451119 = -461605.261790 nChanged 77 SP:Iteration 12Q (1567.954185 sec): 3 clusters Score: Raw -466351.571083 + Penalty 4684.451119 = -461667.119964 nChanged 66 SP:Iteration 13Q (1568.085964 sec): 3 clusters Score: Raw -466396.805693 + Penalty 4684.451119 = -461712.354574 nChanged 49 SP:Iteration 14Q (1568.183549 sec): 3 clusters Score: Raw -466432.066399 + Penalty 4684.451119 = -461747.615280 nChanged 44 SP:Iteration 15Q (1568.308267 sec): 3 clusters Score: Raw -466455.698752 + Penalty 4684.451119 = -461771.247633 nChanged 30 SP:Iteration 16Q (1568.448953 sec): 3 clusters Score: Raw -466471.436739 + Penalty 4684.451119 = -461786.985620 nChanged 22 SP:Iteration 17Q (1568.565244 sec): 3 clusters Score: Raw -466482.914625 + Penalty 4684.451119 = -461798.463506 nChanged 14 SP:Iteration 18Q (1568.684194 sec): 3 clusters Score: Raw -466487.324083 + Penalty 4684.451119 = -461802.872964 nChanged 12 SP:Iteration 19Q (1568.805033 sec): 3 clusters Score: Raw -466491.017143 + Penalty 4684.451119 = -461806.566023 nChanged 8 SP:Iteration 20F (1568.931514 sec): 3 clusters Score: Raw -466494.972280 + Penalty 4684.451119 = -461810.521161 nChanged 9 SP:Iteration 21Q (1569.038178 sec): 3 clusters Score: Raw -466500.220810 + Penalty 4684.451119 = -461815.769691 nChanged 15 SP:Iteration 22Q (1569.164376 sec): 3 clusters Score: Raw -466505.008885 + Penalty 4684.451119 = -461820.557766 nChanged 10 SP:Iteration 23Q (1569.289196 sec): 3 clusters Score: Raw -466507.435443 + Penalty 4684.451119 = -461822.984324 nChanged 3 SP:Iteration 24Q (1569.388854 sec): 3 clusters Score: Raw -466508.414365 + Penalty 4684.451119 = -461823.963246 nChanged 3 SP:Iteration 25Q (1569.509992 sec): 3 clusters Score: Raw -466509.080054 + Penalty 4684.451119 = -461824.628935 nChanged 2 SP:Iteration 26Q (1569.650313 sec): 3 clusters Score: Raw -466509.693833 + Penalty 4684.451119 = -461825.242714 nChanged 0 SP:Iteration 27F (1569.755209 sec): 3 clusters Score: Raw -466509.693833 + Penalty 4684.451119 = -461825.242714 nChanged 0 Score: Raw -11786383.868980 + Penalty 25113.254015 = -11761270.614965 Splitting cluster 2 changes total score from -11755049.176965 to -11761270.614965 So it's getting split into cluster 8. Trying to split cluster 3 (17398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1571.726063 sec): 2 clusters Score: Raw -1487760.320183 + Penalty 2577.725182 = -1485182.595002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1571.902969 sec): 3 clusters Score: Raw -1477985.575065 + Penalty 5155.450363 = -1472830.124702 nChanged 7540 SP:Iteration 1F (1572.043628 sec): 3 clusters Score: Raw -1482508.912085 + Penalty 5155.450363 = -1477353.461722 nChanged 1370 SP:Iteration 2F (1572.228018 sec): 3 clusters Score: Raw -1483550.388019 + Penalty 5155.450363 = -1478394.937656 nChanged 1362 SP:Iteration 3F (1572.354717 sec): 3 clusters Score: Raw -1484769.411334 + Penalty 5155.450363 = -1479613.960971 nChanged 1418 SP:Iteration 4F (1572.514720 sec): 3 clusters Score: Raw -1486105.232340 + Penalty 5155.450363 = -1480949.781977 nChanged 1240 SP:Iteration 5F (1572.684477 sec): 3 clusters Score: Raw -1487249.773210 + Penalty 5155.450363 = -1482094.322847 nChanged 1065 SP:Iteration 6F (1572.848604 sec): 3 clusters Score: Raw -1488115.444315 + Penalty 5155.450363 = -1482959.993952 nChanged 810 SP:Iteration 7Q (1572.990962 sec): 3 clusters Score: Raw -1488673.715464 + Penalty 5155.450363 = -1483518.265101 nChanged 600 SP:Iteration 8Q (1573.157786 sec): 3 clusters Score: Raw -1489043.085329 + Penalty 5155.450363 = -1483887.634966 nChanged 500 SP:Iteration 9Q (1573.305040 sec): 3 clusters Score: Raw -1489295.083209 + Penalty 5155.450363 = -1484139.632846 nChanged 387 SP:Iteration 10Q (1573.448843 sec): 3 clusters Score: Raw -1489464.894826 + Penalty 5155.450363 = -1484309.444463 nChanged 322 SP:Iteration 11Q (1573.590985 sec): 3 clusters Score: Raw -1489608.131238 + Penalty 5155.450363 = -1484452.680875 nChanged 285 SP:Iteration 12Q (1573.743430 sec): 3 clusters Score: Raw -1489724.351318 + Penalty 5155.450363 = -1484568.900955 nChanged 246 SP:Iteration 13Q (1573.909110 sec): 3 clusters Score: Raw -1489807.879597 + Penalty 5155.450363 = -1484652.429234 nChanged 211 SP:Iteration 14Q (1574.059452 sec): 3 clusters Score: Raw -1489873.402300 + Penalty 5155.450363 = -1484717.951936 nChanged 216 SP:Iteration 15Q (1574.203964 sec): 3 clusters Score: Raw -1489934.313403 + Penalty 5155.450363 = -1484778.863040 nChanged 182 SP:Iteration 16Q (1574.364914 sec): 3 clusters Score: Raw -1489984.210387 + Penalty 5155.450363 = -1484828.760024 nChanged 179 SP:Iteration 17Q (1574.528095 sec): 3 clusters Score: Raw -1490034.823156 + Penalty 5155.450363 = -1484879.372793 nChanged 156 SP:Iteration 18Q (1574.672708 sec): 3 clusters Score: Raw -1490072.181427 + Penalty 5155.450363 = -1484916.731064 nChanged 143 SP:Iteration 19Q (1574.799559 sec): 3 clusters Score: Raw -1490104.495379 + Penalty 5155.450363 = -1484949.045016 nChanged 117 SP:Iteration 20F (1574.973794 sec): 3 clusters Score: Raw -1490127.858611 + Penalty 5155.450363 = -1484972.408248 nChanged 113 SP:Iteration 21Q (1575.118383 sec): 3 clusters Score: Raw -1490152.677715 + Penalty 5155.450363 = -1484997.227352 nChanged 114 SP:Iteration 22Q (1575.223337 sec): 3 clusters Score: Raw -1490173.949925 + Penalty 5155.450363 = -1485018.499562 nChanged 95 SP:Iteration 23Q (1575.418177 sec): 3 clusters Score: Raw -1490191.810234 + Penalty 5155.450363 = -1485036.359871 nChanged 93 SP:Iteration 24Q (1575.550499 sec): 3 clusters Score: Raw -1490209.427677 + Penalty 5155.450363 = -1485053.977314 nChanged 94 SP:Iteration 25Q (1575.706950 sec): 3 clusters Score: Raw -1490228.029160 + Penalty 5155.450363 = -1485072.578797 nChanged 88 SP:Iteration 26Q (1575.829615 sec): 3 clusters Score: Raw -1490247.123627 + Penalty 5155.450363 = -1485091.673264 nChanged 86 SP:Iteration 27Q (1575.969849 sec): 3 clusters Score: Raw -1490264.577316 + Penalty 5155.450363 = -1485109.126953 nChanged 95 SP:Iteration 28Q (1576.132825 sec): 3 clusters Score: Raw -1490284.218667 + Penalty 5155.450363 = -1485128.768304 nChanged 93 SP:Iteration 29Q (1576.274039 sec): 3 clusters Score: Raw -1490302.356095 + Penalty 5155.450363 = -1485146.905732 nChanged 92 SP:Iteration 30Q (1576.435083 sec): 3 clusters Score: Raw -1490319.304299 + Penalty 5155.450363 = -1485163.853936 nChanged 91 SP:Iteration 31Q (1576.580027 sec): 3 clusters Score: Raw -1490334.390313 + Penalty 5155.450363 = -1485178.939950 nChanged 85 SP:Iteration 32Q (1576.737284 sec): 3 clusters Score: Raw -1490349.710495 + Penalty 5155.450363 = -1485194.260132 nChanged 83 SP:Iteration 33Q (1576.901151 sec): 3 clusters Score: Raw -1490363.203306 + Penalty 5155.450363 = -1485207.752943 nChanged 73 SP:Iteration 34Q (1577.051982 sec): 3 clusters Score: Raw -1490375.315976 + Penalty 5155.450363 = -1485219.865613 nChanged 66 SP:Iteration 35Q (1577.214131 sec): 3 clusters Score: Raw -1490384.203684 + Penalty 5155.450363 = -1485228.753321 nChanged 55 SP:Iteration 36Q (1577.371444 sec): 3 clusters Score: Raw -1490390.832861 + Penalty 5155.450363 = -1485235.382498 nChanged 42 SP:Iteration 37Q (1577.561115 sec): 3 clusters Score: Raw -1490395.969606 + Penalty 5155.450363 = -1485240.519243 nChanged 45 SP:Iteration 38Q (1577.738625 sec): 3 clusters Score: Raw -1490401.763742 + Penalty 5155.450363 = -1485246.313379 nChanged 36 SP:Iteration 39Q (1577.878213 sec): 3 clusters Score: Raw -1490407.035953 + Penalty 5155.450363 = -1485251.585590 nChanged 35 SP:Iteration 40F (1578.060601 sec): 3 clusters Score: Raw -1490411.351016 + Penalty 5155.450363 = -1485255.900652 nChanged 39 SP:Iteration 41Q (1578.202065 sec): 3 clusters Score: Raw -1490415.732933 + Penalty 5155.450363 = -1485260.282570 nChanged 30 SP:Iteration 42Q (1578.363918 sec): 3 clusters Score: Raw -1490420.889165 + Penalty 5155.450363 = -1485265.438802 nChanged 38 SP:Iteration 43Q (1578.499199 sec): 3 clusters Score: Raw -1490428.157190 + Penalty 5155.450363 = -1485272.706827 nChanged 39 SP:Iteration 44Q (1578.646773 sec): 3 clusters Score: Raw -1490434.095661 + Penalty 5155.450363 = -1485278.645298 nChanged 38 SP:Iteration 45Q (1578.800889 sec): 3 clusters Score: Raw -1490440.475722 + Penalty 5155.450363 = -1485285.025359 nChanged 44 SP:Iteration 46Q (1578.941625 sec): 3 clusters Score: Raw -1490447.333711 + Penalty 5155.450363 = -1485291.883348 nChanged 48 SP:Iteration 47Q (1579.091782 sec): 3 clusters Score: Raw -1490453.881651 + Penalty 5155.450363 = -1485298.431288 nChanged 40 SP:Iteration 48Q (1579.245132 sec): 3 clusters Score: Raw -1490459.625746 + Penalty 5155.450363 = -1485304.175383 nChanged 43 SP:Iteration 49Q (1579.386821 sec): 3 clusters Score: Raw -1490466.117903 + Penalty 5155.450363 = -1485310.667540 nChanged 46 SP:Iteration 50Q (1579.539056 sec): 3 clusters Score: Raw -1490472.389632 + Penalty 5155.450363 = -1485316.939269 nChanged 41 SP:Iteration 51Q (1579.709551 sec): 3 clusters Score: Raw -1490479.490953 + Penalty 5155.450363 = -1485324.040590 nChanged 43 SP:Iteration 52Q (1579.838586 sec): 3 clusters Score: Raw -1490486.028057 + Penalty 5155.450363 = -1485330.577694 nChanged 38 SP:Iteration 53Q (1579.993709 sec): 3 clusters Score: Raw -1490491.510632 + Penalty 5155.450363 = -1485336.060269 nChanged 46 SP:Iteration 54Q (1580.130232 sec): 3 clusters Score: Raw -1490500.257967 + Penalty 5155.450363 = -1485344.807604 nChanged 57 SP:Iteration 55Q (1580.294947 sec): 3 clusters Score: Raw -1490510.739098 + Penalty 5155.450363 = -1485355.288735 nChanged 61 SP:Iteration 56Q (1580.444193 sec): 3 clusters Score: Raw -1490522.440496 + Penalty 5155.450363 = -1485366.990133 nChanged 64 SP:Iteration 57Q (1580.606856 sec): 3 clusters Score: Raw -1490536.429765 + Penalty 5155.450363 = -1485380.979401 nChanged 76 SP:Iteration 58Q (1580.755908 sec): 3 clusters Score: Raw -1490548.893324 + Penalty 5155.450363 = -1485393.442961 nChanged 65 SP:Iteration 59Q (1580.912400 sec): 3 clusters Score: Raw -1490557.332578 + Penalty 5155.450363 = -1485401.882215 nChanged 51 SP:Iteration 60F (1581.048810 sec): 3 clusters Score: Raw -1490564.865467 + Penalty 5155.450363 = -1485409.415104 nChanged 59 SP:Iteration 61Q (1581.231704 sec): 3 clusters Score: Raw -1490574.419029 + Penalty 5155.450363 = -1485418.968666 nChanged 62 SP:Iteration 62Q (1581.415287 sec): 3 clusters Score: Raw -1490585.042310 + Penalty 5155.450363 = -1485429.591947 nChanged 61 SP:Iteration 63Q (1581.550665 sec): 3 clusters Score: Raw -1490594.705208 + Penalty 5155.450363 = -1485439.254845 nChanged 60 SP:Iteration 64Q (1581.720342 sec): 3 clusters Score: Raw -1490603.756255 + Penalty 5155.450363 = -1485448.305892 nChanged 54 SP:Iteration 65Q (1581.855275 sec): 3 clusters Score: Raw -1490611.757245 + Penalty 5155.450363 = -1485456.306882 nChanged 48 SP:Iteration 66Q (1582.042832 sec): 3 clusters Score: Raw -1490619.154991 + Penalty 5155.450363 = -1485463.704627 nChanged 42 SP:Iteration 67Q (1582.186634 sec): 3 clusters Score: Raw -1490625.201826 + Penalty 5155.450363 = -1485469.751463 nChanged 45 SP:Iteration 68Q (1582.351474 sec): 3 clusters Score: Raw -1490631.859558 + Penalty 5155.450363 = -1485476.409195 nChanged 48 SP:Iteration 69Q (1582.522704 sec): 3 clusters Score: Raw -1490641.164321 + Penalty 5155.450363 = -1485485.713958 nChanged 54 SP:Iteration 70Q (1582.656801 sec): 3 clusters Score: Raw -1490649.368114 + Penalty 5155.450363 = -1485493.917751 nChanged 50 SP:Iteration 71Q (1582.823680 sec): 3 clusters Score: Raw -1490656.123477 + Penalty 5155.450363 = -1485500.673114 nChanged 41 SP:Iteration 72Q (1582.975741 sec): 3 clusters Score: Raw -1490661.965307 + Penalty 5155.450363 = -1485506.514944 nChanged 41 SP:Iteration 73Q (1583.129023 sec): 3 clusters Score: Raw -1490667.717079 + Penalty 5155.450363 = -1485512.266716 nChanged 34 SP:Iteration 74Q (1583.311624 sec): 3 clusters Score: Raw -1490672.413089 + Penalty 5155.450363 = -1485516.962725 nChanged 32 SP:Iteration 75Q (1583.445491 sec): 3 clusters Score: Raw -1490677.112953 + Penalty 5155.450363 = -1485521.662590 nChanged 37 SP:Iteration 76Q (1583.606333 sec): 3 clusters Score: Raw -1490683.490706 + Penalty 5155.450363 = -1485528.040343 nChanged 41 SP:Iteration 77Q (1583.730793 sec): 3 clusters Score: Raw -1490689.677014 + Penalty 5155.450363 = -1485534.226651 nChanged 38 SP:Iteration 78Q (1583.893708 sec): 3 clusters Score: Raw -1490694.825668 + Penalty 5155.450363 = -1485539.375305 nChanged 38 SP:Iteration 79Q (1584.052456 sec): 3 clusters Score: Raw -1490700.141384 + Penalty 5155.450363 = -1485544.691021 nChanged 38 SP:Iteration 80F (1584.195634 sec): 3 clusters Score: Raw -1490704.880049 + Penalty 5155.450363 = -1485549.429686 nChanged 37 SP:Iteration 81Q (1584.354255 sec): 3 clusters Score: Raw -1490709.108817 + Penalty 5155.450363 = -1485553.658454 nChanged 35 SP:Iteration 82Q (1584.508716 sec): 3 clusters Score: Raw -1490713.077970 + Penalty 5155.450363 = -1485557.627607 nChanged 32 SP:Iteration 83Q (1584.664821 sec): 3 clusters Score: Raw -1490716.284792 + Penalty 5155.450363 = -1485560.834429 nChanged 31 SP:Iteration 84Q (1584.822087 sec): 3 clusters Score: Raw -1490719.237363 + Penalty 5155.450363 = -1485563.787000 nChanged 34 SP:Iteration 85Q (1584.949124 sec): 3 clusters Score: Raw -1490722.755701 + Penalty 5155.450363 = -1485567.305338 nChanged 33 SP:Iteration 86Q (1585.113200 sec): 3 clusters Score: Raw -1490727.293320 + Penalty 5155.450363 = -1485571.842957 nChanged 38 SP:Iteration 87Q (1585.276779 sec): 3 clusters Score: Raw -1490733.084752 + Penalty 5155.450363 = -1485577.634389 nChanged 36 SP:Iteration 88Q (1585.451516 sec): 3 clusters Score: Raw -1490738.062375 + Penalty 5155.450363 = -1485582.612012 nChanged 33 SP:Iteration 89Q (1585.598190 sec): 3 clusters Score: Raw -1490742.761655 + Penalty 5155.450363 = -1485587.311292 nChanged 25 SP:Iteration 90Q (1585.761908 sec): 3 clusters Score: Raw -1490745.680642 + Penalty 5155.450363 = -1485590.230279 nChanged 26 SP:Iteration 91Q (1585.917116 sec): 3 clusters Score: Raw -1490748.556513 + Penalty 5155.450363 = -1485593.106150 nChanged 22 SP:Iteration 92Q (1586.063465 sec): 3 clusters Score: Raw -1490751.096420 + Penalty 5155.450363 = -1485595.646057 nChanged 19 SP:Iteration 93Q (1586.201402 sec): 3 clusters Score: Raw -1490753.535750 + Penalty 5155.450363 = -1485598.085387 nChanged 24 SP:Iteration 94Q (1586.364645 sec): 3 clusters Score: Raw -1490756.517344 + Penalty 5155.450363 = -1485601.066981 nChanged 26 SP:Iteration 95Q (1586.525631 sec): 3 clusters Score: Raw -1490759.233523 + Penalty 5155.450363 = -1485603.783160 nChanged 24 SP:Iteration 96Q (1586.670868 sec): 3 clusters Score: Raw -1490761.079209 + Penalty 5155.450363 = -1485605.628846 nChanged 7 SP:Iteration 97Q (1586.835500 sec): 3 clusters Score: Raw -1490761.470195 + Penalty 5155.450363 = -1485606.019831 nChanged 7 SP:Iteration 98Q (1586.967811 sec): 3 clusters Score: Raw -1490762.202639 + Penalty 5155.450363 = -1485606.752276 nChanged 12 SP:Iteration 99Q (1587.123962 sec): 3 clusters Score: Raw -1490763.017290 + Penalty 5155.450363 = -1485607.566927 nChanged 13 SP:Iteration 100F (1587.296256 sec): 3 clusters Score: Raw -1490764.078712 + Penalty 5155.450363 = -1485608.628349 nChanged 9 SP:Iteration 101Q (1587.457758 sec): 3 clusters Score: Raw -1490764.933859 + Penalty 5155.450363 = -1485609.483496 nChanged 9 SP:Iteration 102Q (1587.593441 sec): 3 clusters Score: Raw -1490765.834256 + Penalty 5155.450363 = -1485610.383893 nChanged 12 SP:Iteration 103Q (1587.737780 sec): 3 clusters Score: Raw -1490766.854638 + Penalty 5155.450363 = -1485611.404275 nChanged 11 SP:Iteration 104Q (1587.904786 sec): 3 clusters Score: Raw -1490767.616108 + Penalty 5155.450363 = -1485612.165745 nChanged 9 SP:Iteration 105Q (1588.053190 sec): 3 clusters Score: Raw -1490768.632534 + Penalty 5155.450363 = -1485613.182171 nChanged 17 SP:Iteration 106Q (1588.211790 sec): 3 clusters Score: Raw -1490770.794228 + Penalty 5155.450363 = -1485615.343865 nChanged 24 SP:Iteration 107Q (1588.353839 sec): 3 clusters Score: Raw -1490773.625422 + Penalty 5155.450363 = -1485618.175059 nChanged 15 SP:Iteration 108Q (1588.496968 sec): 3 clusters Score: Raw -1490775.085779 + Penalty 5155.450363 = -1485619.635416 nChanged 13 SP:Iteration 109Q (1588.650263 sec): 3 clusters Score: Raw -1490776.535455 + Penalty 5155.450363 = -1485621.085092 nChanged 14 SP:Iteration 110Q (1588.814102 sec): 3 clusters Score: Raw -1490778.033550 + Penalty 5155.450363 = -1485622.583187 nChanged 19 SP:Iteration 111Q (1588.970116 sec): 3 clusters Score: Raw -1490780.032989 + Penalty 5155.450363 = -1485624.582626 nChanged 19 SP:Iteration 112Q (1589.129534 sec): 3 clusters Score: Raw -1490782.313846 + Penalty 5155.450363 = -1485626.863483 nChanged 20 SP:Iteration 113Q (1589.274142 sec): 3 clusters Score: Raw -1490784.925360 + Penalty 5155.450363 = -1485629.474997 nChanged 25 SP:Iteration 114Q (1589.417919 sec): 3 clusters Score: Raw -1490787.414609 + Penalty 5155.450363 = -1485631.964246 nChanged 19 SP:Iteration 115Q (1589.560217 sec): 3 clusters Score: Raw -1490789.584130 + Penalty 5155.450363 = -1485634.133767 nChanged 22 SP:Iteration 116Q (1589.736537 sec): 3 clusters Score: Raw -1490791.892097 + Penalty 5155.450363 = -1485636.441734 nChanged 22 SP:Iteration 117Q (1589.872944 sec): 3 clusters Score: Raw -1490794.344224 + Penalty 5155.450363 = -1485638.893861 nChanged 17 SP:Iteration 118Q (1590.021104 sec): 3 clusters Score: Raw -1490796.324501 + Penalty 5155.450363 = -1485640.874138 nChanged 20 SP:Iteration 119Q (1590.181506 sec): 3 clusters Score: Raw -1490798.338772 + Penalty 5155.450363 = -1485642.888409 nChanged 22 SP:Iteration 120F (1590.333059 sec): 3 clusters Score: Raw -1490800.167493 + Penalty 5155.450363 = -1485644.717130 nChanged 17 SP:Iteration 121Q (1590.473509 sec): 3 clusters Score: Raw -1490802.093384 + Penalty 5155.450363 = -1485646.643021 nChanged 20 SP:Iteration 122Q (1590.627075 sec): 3 clusters Score: Raw -1490804.113822 + Penalty 5155.450363 = -1485648.663459 nChanged 13 SP:Iteration 123Q (1590.805016 sec): 3 clusters Score: Raw -1490805.506424 + Penalty 5155.450363 = -1485650.056061 nChanged 13 SP:Iteration 124Q (1590.963834 sec): 3 clusters Score: Raw -1490806.662488 + Penalty 5155.450363 = -1485651.212125 nChanged 8 SP:Iteration 125Q (1591.111159 sec): 3 clusters Score: Raw -1490807.258463 + Penalty 5155.450363 = -1485651.808100 nChanged 3 SP:Iteration 126Q (1591.254213 sec): 3 clusters Score: Raw -1490807.452750 + Penalty 5155.450363 = -1485652.002387 nChanged 0 SP:Iteration 127F (1591.413812 sec): 3 clusters Score: Raw -1490807.452750 + Penalty 5155.450363 = -1485652.002387 nChanged 0 Score: Raw -11789431.001546 + Penalty 28252.410767 = -11761178.590779 Splitting cluster 3 changes total score from -11755049.176965 to -11761178.590779 So it's getting split into cluster 9. Trying to split cluster 4 (70342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1593.695416 sec): 2 clusters Score: Raw -6033437.176327 + Penalty 2946.536825 = -6030490.639502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1594.001143 sec): 3 clusters Score: Raw -5989265.026899 + Penalty 5893.073651 = -5983371.953248 nChanged 32780 SP:Iteration 1F (1594.337825 sec): 3 clusters Score: Raw -6008366.368900 + Penalty 5893.073651 = -6002473.295249 nChanged 3677 SP:Iteration 2F (1594.646397 sec): 3 clusters Score: Raw -6010183.039291 + Penalty 5893.073651 = -6004289.965640 nChanged 4336 SP:Iteration 3F (1594.973671 sec): 3 clusters Score: Raw -6012829.269277 + Penalty 5893.073651 = -6006936.195626 nChanged 4986 SP:Iteration 4F (1595.269214 sec): 3 clusters Score: Raw -6016177.202645 + Penalty 5893.073651 = -6010284.128994 nChanged 4998 SP:Iteration 5F (1595.573138 sec): 3 clusters Score: Raw -6019290.463929 + Penalty 5893.073651 = -6013397.390278 nChanged 4398 SP:Iteration 6F (1595.936614 sec): 3 clusters Score: Raw -6021514.695100 + Penalty 5893.073651 = -6015621.621449 nChanged 3447 SP:Iteration 7Q (1596.259990 sec): 3 clusters Score: Raw -6022892.405712 + Penalty 5893.073651 = -6016999.332062 nChanged 2620 SP:Iteration 8Q (1596.570980 sec): 3 clusters Score: Raw -6023736.770784 + Penalty 5893.073651 = -6017843.697133 nChanged 1959 SP:Iteration 9Q (1596.889424 sec): 3 clusters Score: Raw -6024228.889113 + Penalty 5893.073651 = -6018335.815462 nChanged 1469 SP:Iteration 10Q (1597.192932 sec): 3 clusters Score: Raw -6024536.595955 + Penalty 5893.073651 = -6018643.522304 nChanged 1191 SP:Iteration 11Q (1597.552400 sec): 3 clusters Score: Raw -6024764.908705 + Penalty 5893.073651 = -6018871.835054 nChanged 974 SP:Iteration 12Q (1597.859149 sec): 3 clusters Score: Raw -6024936.950013 + Penalty 5893.073651 = -6019043.876363 nChanged 873 SP:Iteration 13Q (1598.202344 sec): 3 clusters Score: Raw -6025089.678473 + Penalty 5893.073651 = -6019196.604822 nChanged 811 SP:Iteration 14Q (1598.498044 sec): 3 clusters Score: Raw -6025232.938289 + Penalty 5893.073651 = -6019339.864638 nChanged 723 SP:Iteration 15Q (1598.844408 sec): 3 clusters Score: Raw -6025371.969956 + Penalty 5893.073651 = -6019478.896305 nChanged 748 SP:Iteration 16Q (1599.151277 sec): 3 clusters Score: Raw -6025541.616721 + Penalty 5893.073651 = -6019648.543070 nChanged 809 SP:Iteration 17Q (1599.484951 sec): 3 clusters Score: Raw -6025751.356400 + Penalty 5893.073651 = -6019858.282749 nChanged 890 SP:Iteration 18Q (1599.852327 sec): 3 clusters Score: Raw -6026018.001359 + Penalty 5893.073651 = -6020124.927708 nChanged 946 SP:Iteration 19Q (1600.133931 sec): 3 clusters Score: Raw -6026317.596074 + Penalty 5893.073651 = -6020424.522423 nChanged 1033 SP:Iteration 20F (1600.452003 sec): 3 clusters Score: Raw -6026648.366944 + Penalty 5893.073651 = -6020755.293293 nChanged 1082 SP:Iteration 21Q (1600.757899 sec): 3 clusters Score: Raw -6027025.144836 + Penalty 5893.073651 = -6021132.071185 nChanged 1075 SP:Iteration 22Q (1601.073104 sec): 3 clusters Score: Raw -6027384.115747 + Penalty 5893.073651 = -6021491.042096 nChanged 1044 SP:Iteration 23Q (1601.386767 sec): 3 clusters Score: Raw -6027735.058958 + Penalty 5893.073651 = -6021841.985307 nChanged 1069 SP:Iteration 24Q (1601.697227 sec): 3 clusters Score: Raw -6028079.672536 + Penalty 5893.073651 = -6022186.598885 nChanged 1049 SP:Iteration 25Q (1602.010610 sec): 3 clusters Score: Raw -6028413.070441 + Penalty 5893.073651 = -6022519.996790 nChanged 1056 SP:Iteration 26Q (1602.313640 sec): 3 clusters Score: Raw -6028717.940399 + Penalty 5893.073651 = -6022824.866749 nChanged 1006 SP:Iteration 27Q (1602.600209 sec): 3 clusters Score: Raw -6028991.969466 + Penalty 5893.073651 = -6023098.895815 nChanged 982 SP:Iteration 28Q (1602.930555 sec): 3 clusters Score: Raw -6029249.282386 + Penalty 5893.073651 = -6023356.208735 nChanged 957 SP:Iteration 29Q (1603.212357 sec): 3 clusters Score: Raw -6029495.668451 + Penalty 5893.073651 = -6023602.594800 nChanged 1015 SP:Iteration 30Q (1603.549616 sec): 3 clusters Score: Raw -6029773.172995 + Penalty 5893.073651 = -6023880.099344 nChanged 1013 SP:Iteration 31Q (1603.848110 sec): 3 clusters Score: Raw -6030039.837634 + Penalty 5893.073651 = -6024146.763983 nChanged 959 SP:Iteration 32Q (1604.131157 sec): 3 clusters Score: Raw -6030287.143672 + Penalty 5893.073651 = -6024394.070021 nChanged 949 SP:Iteration 33Q (1604.434274 sec): 3 clusters Score: Raw -6030541.553408 + Penalty 5893.073651 = -6024648.479757 nChanged 991 SP:Iteration 34Q (1604.754468 sec): 3 clusters Score: Raw -6030818.584572 + Penalty 5893.073651 = -6024925.510921 nChanged 1008 SP:Iteration 35Q (1605.050713 sec): 3 clusters Score: Raw -6031123.706310 + Penalty 5893.073651 = -6025230.632659 nChanged 1010 SP:Iteration 36Q (1605.344508 sec): 3 clusters Score: Raw -6031432.237325 + Penalty 5893.073651 = -6025539.163674 nChanged 960 SP:Iteration 37Q (1605.661546 sec): 3 clusters Score: Raw -6031728.306518 + Penalty 5893.073651 = -6025835.232867 nChanged 951 SP:Iteration 38Q (1605.968943 sec): 3 clusters Score: Raw -6032041.135802 + Penalty 5893.073651 = -6026148.062151 nChanged 913 SP:Iteration 39Q (1606.280650 sec): 3 clusters Score: Raw -6032353.514894 + Penalty 5893.073651 = -6026460.441243 nChanged 850 SP:Iteration 40F (1606.605208 sec): 3 clusters Score: Raw -6032660.233975 + Penalty 5893.073651 = -6026767.160324 nChanged 806 SP:Iteration 41Q (1606.921050 sec): 3 clusters Score: Raw -6032950.242117 + Penalty 5893.073651 = -6027057.168466 nChanged 706 SP:Iteration 42Q (1607.223340 sec): 3 clusters Score: Raw -6033206.691014 + Penalty 5893.073651 = -6027313.617363 nChanged 685 SP:Iteration 43Q (1607.504358 sec): 3 clusters Score: Raw -6033471.011885 + Penalty 5893.073651 = -6027577.938234 nChanged 596 SP:Iteration 44Q (1607.808497 sec): 3 clusters Score: Raw -6033702.299218 + Penalty 5893.073651 = -6027809.225567 nChanged 524 SP:Iteration 45Q (1608.083733 sec): 3 clusters Score: Raw -6033890.802179 + Penalty 5893.073651 = -6027997.728528 nChanged 439 SP:Iteration 46Q (1608.367911 sec): 3 clusters Score: Raw -6034050.283403 + Penalty 5893.073651 = -6028157.209752 nChanged 405 SP:Iteration 47Q (1608.657307 sec): 3 clusters Score: Raw -6034191.244438 + Penalty 5893.073651 = -6028298.170787 nChanged 338 SP:Iteration 48Q (1608.958257 sec): 3 clusters Score: Raw -6034307.146979 + Penalty 5893.073651 = -6028414.073328 nChanged 300 SP:Iteration 49Q (1609.251518 sec): 3 clusters Score: Raw -6034401.802748 + Penalty 5893.073651 = -6028508.729097 nChanged 248 SP:Iteration 50Q (1609.528621 sec): 3 clusters Score: Raw -6034479.212608 + Penalty 5893.073651 = -6028586.138957 nChanged 200 SP:Iteration 51Q (1609.820115 sec): 3 clusters Score: Raw -6034536.100102 + Penalty 5893.073651 = -6028643.026451 nChanged 176 SP:Iteration 52Q (1610.125399 sec): 3 clusters Score: Raw -6034585.853041 + Penalty 5893.073651 = -6028692.779390 nChanged 155 SP:Iteration 53Q (1610.415943 sec): 3 clusters Score: Raw -6034632.738825 + Penalty 5893.073651 = -6028739.665174 nChanged 140 SP:Iteration 54Q (1610.732164 sec): 3 clusters Score: Raw -6034670.891926 + Penalty 5893.073651 = -6028777.818275 nChanged 133 SP:Iteration 55Q (1611.011930 sec): 3 clusters Score: Raw -6034706.273294 + Penalty 5893.073651 = -6028813.199643 nChanged 121 SP:Iteration 56Q (1611.307697 sec): 3 clusters Score: Raw -6034742.249226 + Penalty 5893.073651 = -6028849.175575 nChanged 109 SP:Iteration 57Q (1611.612034 sec): 3 clusters Score: Raw -6034771.839794 + Penalty 5893.073651 = -6028878.766143 nChanged 95 SP:Iteration 58Q (1611.904950 sec): 3 clusters Score: Raw -6034796.071060 + Penalty 5893.073651 = -6028902.997409 nChanged 80 SP:Iteration 59Q (1612.180009 sec): 3 clusters Score: Raw -6034816.144738 + Penalty 5893.073651 = -6028923.071087 nChanged 58 SP:Iteration 60F (1612.507154 sec): 3 clusters Score: Raw -6034831.565429 + Penalty 5893.073651 = -6028938.491779 nChanged 49 SP:Iteration 61Q (1612.763367 sec): 3 clusters Score: Raw -6034843.361664 + Penalty 5893.073651 = -6028950.288013 nChanged 46 SP:Iteration 62Q (1613.075835 sec): 3 clusters Score: Raw -6034854.619692 + Penalty 5893.073651 = -6028961.546041 nChanged 32 SP:Iteration 63Q (1613.379398 sec): 3 clusters Score: Raw -6034860.488319 + Penalty 5893.073651 = -6028967.414668 nChanged 28 SP:Iteration 64Q (1613.661991 sec): 3 clusters Score: Raw -6034865.555948 + Penalty 5893.073651 = -6028972.482297 nChanged 29 SP:Iteration 65Q (1613.973128 sec): 3 clusters Score: Raw -6034871.085820 + Penalty 5893.073651 = -6028978.012169 nChanged 26 SP:Iteration 66Q (1614.283912 sec): 3 clusters Score: Raw -6034877.098509 + Penalty 5893.073651 = -6028984.024858 nChanged 27 SP:Iteration 67Q (1614.550367 sec): 3 clusters Score: Raw -6034883.378316 + Penalty 5893.073651 = -6028990.304666 nChanged 31 SP:Iteration 68Q (1614.839154 sec): 3 clusters Score: Raw -6034889.221955 + Penalty 5893.073651 = -6028996.148304 nChanged 19 SP:Iteration 69Q (1615.129687 sec): 3 clusters Score: Raw -6034892.492659 + Penalty 5893.073651 = -6028999.419008 nChanged 12 SP:Iteration 70Q (1615.443043 sec): 3 clusters Score: Raw -6034894.323076 + Penalty 5893.073651 = -6029001.249425 nChanged 11 SP:Iteration 71Q (1615.723225 sec): 3 clusters Score: Raw -6034896.272320 + Penalty 5893.073651 = -6029003.198669 nChanged 9 SP:Iteration 72Q (1615.996241 sec): 3 clusters Score: Raw -6034897.689074 + Penalty 5893.073651 = -6029004.615423 nChanged 8 SP:Iteration 73Q (1616.306240 sec): 3 clusters Score: Raw -6034899.280302 + Penalty 5893.073651 = -6029006.206651 nChanged 8 SP:Iteration 74Q (1616.594983 sec): 3 clusters Score: Raw -6034900.247400 + Penalty 5893.073651 = -6029007.173749 nChanged 6 SP:Iteration 75Q (1616.884214 sec): 3 clusters Score: Raw -6034901.207628 + Penalty 5893.073651 = -6029008.133977 nChanged 5 SP:Iteration 76Q (1617.123899 sec): 3 clusters Score: Raw -6034901.746069 + Penalty 5893.073651 = -6029008.672418 nChanged 6 SP:Iteration 77Q (1617.427026 sec): 3 clusters Score: Raw -6034902.758582 + Penalty 5893.073651 = -6029009.684931 nChanged 5 SP:Iteration 78Q (1617.733221 sec): 3 clusters Score: Raw -6034903.513975 + Penalty 5893.073651 = -6029010.440324 nChanged 3 SP:Iteration 79Q (1618.001025 sec): 3 clusters Score: Raw -6034904.331469 + Penalty 5893.073651 = -6029011.257818 nChanged 4 SP:Iteration 80F (1618.288481 sec): 3 clusters Score: Raw -6034905.113123 + Penalty 5893.073651 = -6029012.039472 nChanged 3 SP:Iteration 81Q (1618.581877 sec): 3 clusters Score: Raw -6034905.506266 + Penalty 5893.073651 = -6029012.432615 nChanged 3 SP:Iteration 82Q (1618.850556 sec): 3 clusters Score: Raw -6034906.094211 + Penalty 5893.073651 = -6029013.020560 nChanged 2 SP:Iteration 83Q (1619.140623 sec): 3 clusters Score: Raw -6034906.399173 + Penalty 5893.073651 = -6029013.325522 nChanged 4 SP:Iteration 84Q (1619.450259 sec): 3 clusters Score: Raw -6034907.148636 + Penalty 5893.073651 = -6029014.074985 nChanged 3 SP:Iteration 85Q (1619.710902 sec): 3 clusters Score: Raw -6034907.498252 + Penalty 5893.073651 = -6029014.424601 nChanged 3 SP:Iteration 86Q (1620.018228 sec): 3 clusters Score: Raw -6034907.967255 + Penalty 5893.073651 = -6029014.893604 nChanged 3 SP:Iteration 87Q (1620.317775 sec): 3 clusters Score: Raw -6034908.282454 + Penalty 5893.073651 = -6029015.208803 nChanged 2 SP:Iteration 88Q (1620.599400 sec): 3 clusters Score: Raw -6034908.403227 + Penalty 5893.073651 = -6029015.329576 nChanged 4 SP:Iteration 89Q (1620.874961 sec): 3 clusters Score: Raw -6034908.988796 + Penalty 5893.073651 = -6029015.915145 nChanged 3 SP:Iteration 90Q (1621.152284 sec): 3 clusters Score: Raw -6034909.665202 + Penalty 5893.073651 = -6029016.591552 nChanged 2 SP:Iteration 91Q (1621.437487 sec): 3 clusters Score: Raw -6034910.031967 + Penalty 5893.073651 = -6029016.958316 nChanged 2 SP:Iteration 92Q (1621.749151 sec): 3 clusters Score: Raw -6034910.353769 + Penalty 5893.073651 = -6029017.280118 nChanged 3 SP:Iteration 93Q (1622.030040 sec): 3 clusters Score: Raw -6034910.679086 + Penalty 5893.073651 = -6029017.605435 nChanged 0 SP:Iteration 94F (1622.293415 sec): 3 clusters Score: Raw -6034910.679086 + Penalty 5893.073651 = -6029017.605435 nChanged 0 Trying to split cluster 5 (26862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.465914 sec): 2 clusters Score: Raw -2031018.750320 + Penalty 2692.395533 = -2028326.354788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.629134 sec): 3 clusters Score: Raw -2015166.432859 + Penalty 5384.791066 = -2009781.641793 nChanged 11979 SP:Iteration 1F (1622.824344 sec): 3 clusters Score: Raw -2022950.302796 + Penalty 5384.791066 = -2017565.511730 nChanged 2200 SP:Iteration 2F (1622.989666 sec): 3 clusters Score: Raw -2025053.462461 + Penalty 5384.791066 = -2019668.671395 nChanged 2404 SP:Iteration 3F (1623.199265 sec): 3 clusters Score: Raw -2027707.980821 + Penalty 5384.791066 = -2022323.189755 nChanged 2369 SP:Iteration 4F (1623.362590 sec): 3 clusters Score: Raw -2029880.657998 + Penalty 5384.791066 = -2024495.866932 nChanged 1914 SP:Iteration 5F (1623.562361 sec): 3 clusters Score: Raw -2031299.748832 + Penalty 5384.791066 = -2025914.957766 nChanged 1429 SP:Iteration 6F (1623.725516 sec): 3 clusters Score: Raw -2032086.923709 + Penalty 5384.791066 = -2026702.132643 nChanged 998 SP:Iteration 7Q (1623.911093 sec): 3 clusters Score: Raw -2032549.120002 + Penalty 5384.791066 = -2027164.328936 nChanged 731 SP:Iteration 8Q (1624.130416 sec): 3 clusters Score: Raw -2032806.925137 + Penalty 5384.791066 = -2027422.134072 nChanged 511 SP:Iteration 9Q (1624.309637 sec): 3 clusters Score: Raw -2032955.995749 + Penalty 5384.791066 = -2027571.204683 nChanged 388 SP:Iteration 10Q (1624.503902 sec): 3 clusters Score: Raw -2033045.424205 + Penalty 5384.791066 = -2027660.633139 nChanged 298 SP:Iteration 11Q (1624.697072 sec): 3 clusters Score: Raw -2033104.679071 + Penalty 5384.791066 = -2027719.888005 nChanged 226 SP:Iteration 12Q (1624.882640 sec): 3 clusters Score: Raw -2033151.030560 + Penalty 5384.791066 = -2027766.239494 nChanged 198 SP:Iteration 13Q (1625.056763 sec): 3 clusters Score: Raw -2033187.723938 + Penalty 5384.791066 = -2027802.932872 nChanged 197 SP:Iteration 14Q (1625.223042 sec): 3 clusters Score: Raw -2033237.899341 + Penalty 5384.791066 = -2027853.108276 nChanged 213 SP:Iteration 15Q (1625.420207 sec): 3 clusters Score: Raw -2033293.396102 + Penalty 5384.791066 = -2027908.605036 nChanged 197 SP:Iteration 16Q (1625.602856 sec): 3 clusters Score: Raw -2033348.391514 + Penalty 5384.791066 = -2027963.600449 nChanged 219 SP:Iteration 17Q (1625.801531 sec): 3 clusters Score: Raw -2033402.201460 + Penalty 5384.791066 = -2028017.410394 nChanged 224 SP:Iteration 18Q (1626.037551 sec): 3 clusters Score: Raw -2033464.659604 + Penalty 5384.791066 = -2028079.868538 nChanged 205 SP:Iteration 19Q (1626.214297 sec): 3 clusters Score: Raw -2033533.899871 + Penalty 5384.791066 = -2028149.108805 nChanged 254 SP:Iteration 20F (1626.439842 sec): 3 clusters Score: Raw -2033624.219612 + Penalty 5384.791066 = -2028239.428546 nChanged 264 SP:Iteration 21Q (1626.607961 sec): 3 clusters Score: Raw -2033722.435714 + Penalty 5384.791066 = -2028337.644648 nChanged 260 SP:Iteration 22Q (1626.786849 sec): 3 clusters Score: Raw -2033829.342323 + Penalty 5384.791066 = -2028444.551258 nChanged 267 SP:Iteration 23Q (1626.939577 sec): 3 clusters Score: Raw -2033933.537768 + Penalty 5384.791066 = -2028548.746702 nChanged 254 SP:Iteration 24Q (1627.123818 sec): 3 clusters Score: Raw -2034026.459899 + Penalty 5384.791066 = -2028641.668833 nChanged 270 SP:Iteration 25Q (1627.312385 sec): 3 clusters Score: Raw -2034124.387280 + Penalty 5384.791066 = -2028739.596215 nChanged 259 SP:Iteration 26Q (1627.490089 sec): 3 clusters Score: Raw -2034223.586104 + Penalty 5384.791066 = -2028838.795039 nChanged 281 SP:Iteration 27Q (1627.684002 sec): 3 clusters Score: Raw -2034319.245242 + Penalty 5384.791066 = -2028934.454176 nChanged 267 SP:Iteration 28Q (1627.849435 sec): 3 clusters Score: Raw -2034407.059337 + Penalty 5384.791066 = -2029022.268271 nChanged 241 SP:Iteration 29Q (1628.031834 sec): 3 clusters Score: Raw -2034489.840864 + Penalty 5384.791066 = -2029105.049798 nChanged 237 SP:Iteration 30Q (1628.214104 sec): 3 clusters Score: Raw -2034570.870908 + Penalty 5384.791066 = -2029186.079842 nChanged 203 SP:Iteration 31Q (1628.403044 sec): 3 clusters Score: Raw -2034636.030088 + Penalty 5384.791066 = -2029251.239022 nChanged 191 SP:Iteration 32Q (1628.556285 sec): 3 clusters Score: Raw -2034690.985686 + Penalty 5384.791066 = -2029306.194621 nChanged 188 SP:Iteration 33Q (1628.737381 sec): 3 clusters Score: Raw -2034745.095787 + Penalty 5384.791066 = -2029360.304721 nChanged 186 SP:Iteration 34Q (1628.923065 sec): 3 clusters Score: Raw -2034795.099113 + Penalty 5384.791066 = -2029410.308048 nChanged 166 SP:Iteration 35Q (1629.112042 sec): 3 clusters Score: Raw -2034828.689517 + Penalty 5384.791066 = -2029443.898452 nChanged 117 SP:Iteration 36Q (1629.301668 sec): 3 clusters Score: Raw -2034852.565764 + Penalty 5384.791066 = -2029467.774699 nChanged 99 SP:Iteration 37Q (1629.476368 sec): 3 clusters Score: Raw -2034872.011968 + Penalty 5384.791066 = -2029487.220902 nChanged 86 SP:Iteration 38Q (1629.655817 sec): 3 clusters Score: Raw -2034886.727417 + Penalty 5384.791066 = -2029501.936351 nChanged 76 SP:Iteration 39Q (1629.829938 sec): 3 clusters Score: Raw -2034897.622038 + Penalty 5384.791066 = -2029512.830972 nChanged 47 SP:Iteration 40F (1630.001235 sec): 3 clusters Score: Raw -2034902.916412 + Penalty 5384.791066 = -2029518.125347 nChanged 37 SP:Iteration 41Q (1630.182283 sec): 3 clusters Score: Raw -2034907.124173 + Penalty 5384.791066 = -2029522.333107 nChanged 25 SP:Iteration 42Q (1630.373571 sec): 3 clusters Score: Raw -2034910.290731 + Penalty 5384.791066 = -2029525.499666 nChanged 21 SP:Iteration 43Q (1630.522988 sec): 3 clusters Score: Raw -2034912.108626 + Penalty 5384.791066 = -2029527.317560 nChanged 13 SP:Iteration 44Q (1630.703833 sec): 3 clusters Score: Raw -2034913.750322 + Penalty 5384.791066 = -2029528.959256 nChanged 14 SP:Iteration 45Q (1630.853137 sec): 3 clusters Score: Raw -2034916.036503 + Penalty 5384.791066 = -2029531.245438 nChanged 28 SP:Iteration 46Q (1631.034729 sec): 3 clusters Score: Raw -2034922.618665 + Penalty 5384.791066 = -2029537.827599 nChanged 26 SP:Iteration 47Q (1631.237114 sec): 3 clusters Score: Raw -2034926.922149 + Penalty 5384.791066 = -2029542.131083 nChanged 23 SP:Iteration 48Q (1631.400220 sec): 3 clusters Score: Raw -2034929.866483 + Penalty 5384.791066 = -2029545.075417 nChanged 18 SP:Iteration 49Q (1631.601272 sec): 3 clusters Score: Raw -2034932.580337 + Penalty 5384.791066 = -2029547.789271 nChanged 19 SP:Iteration 50Q (1631.769364 sec): 3 clusters Score: Raw -2034935.802494 + Penalty 5384.791066 = -2029551.011428 nChanged 20 SP:Iteration 51Q (1631.955701 sec): 3 clusters Score: Raw -2034940.680697 + Penalty 5384.791066 = -2029555.889632 nChanged 27 SP:Iteration 52Q (1632.161608 sec): 3 clusters Score: Raw -2034948.094979 + Penalty 5384.791066 = -2029563.303914 nChanged 33 SP:Iteration 53Q (1632.312281 sec): 3 clusters Score: Raw -2034959.765666 + Penalty 5384.791066 = -2029574.974601 nChanged 49 SP:Iteration 54Q (1632.485487 sec): 3 clusters Score: Raw -2034984.617514 + Penalty 5384.791066 = -2029599.826448 nChanged 79 SP:Iteration 55Q (1632.644629 sec): 3 clusters Score: Raw -2035040.667886 + Penalty 5384.791066 = -2029655.876821 nChanged 112 SP:Iteration 56Q (1632.835083 sec): 3 clusters Score: Raw -2035143.154464 + Penalty 5384.791066 = -2029758.363399 nChanged 140 SP:Iteration 57Q (1633.012856 sec): 3 clusters Score: Raw -2035271.270137 + Penalty 5384.791066 = -2029886.479071 nChanged 167 SP:Iteration 58Q (1633.189373 sec): 3 clusters Score: Raw -2035346.804045 + Penalty 5384.791066 = -2029962.012980 nChanged 140 SP:Iteration 59Q (1633.375750 sec): 3 clusters Score: Raw -2035385.778750 + Penalty 5384.791066 = -2030000.987684 nChanged 101 SP:Iteration 60F (1633.529342 sec): 3 clusters Score: Raw -2035402.272692 + Penalty 5384.791066 = -2030017.481626 nChanged 71 SP:Iteration 61Q (1633.703480 sec): 3 clusters Score: Raw -2035412.272592 + Penalty 5384.791066 = -2030027.481526 nChanged 45 SP:Iteration 62Q (1633.891387 sec): 3 clusters Score: Raw -2035418.986069 + Penalty 5384.791066 = -2030034.195003 nChanged 44 SP:Iteration 63Q (1634.068299 sec): 3 clusters Score: Raw -2035424.181531 + Penalty 5384.791066 = -2030039.390465 nChanged 27 SP:Iteration 64Q (1634.243267 sec): 3 clusters Score: Raw -2035426.297971 + Penalty 5384.791066 = -2030041.506905 nChanged 21 SP:Iteration 65Q (1634.421677 sec): 3 clusters Score: Raw -2035428.398200 + Penalty 5384.791066 = -2030043.607134 nChanged 14 SP:Iteration 66Q (1634.594405 sec): 3 clusters Score: Raw -2035429.664919 + Penalty 5384.791066 = -2030044.873854 nChanged 11 SP:Iteration 67Q (1634.773448 sec): 3 clusters Score: Raw -2035430.622594 + Penalty 5384.791066 = -2030045.831528 nChanged 6 SP:Iteration 68Q (1634.962227 sec): 3 clusters Score: Raw -2035431.099416 + Penalty 5384.791066 = -2030046.308351 nChanged 10 SP:Iteration 69Q (1635.154268 sec): 3 clusters Score: Raw -2035431.843427 + Penalty 5384.791066 = -2030047.052361 nChanged 11 SP:Iteration 70Q (1635.320435 sec): 3 clusters Score: Raw -2035432.695204 + Penalty 5384.791066 = -2030047.904139 nChanged 16 SP:Iteration 71Q (1635.507873 sec): 3 clusters Score: Raw -2035434.571224 + Penalty 5384.791066 = -2030049.780158 nChanged 23 SP:Iteration 72Q (1635.656120 sec): 3 clusters Score: Raw -2035436.867083 + Penalty 5384.791066 = -2030052.076017 nChanged 16 SP:Iteration 73Q (1635.856478 sec): 3 clusters Score: Raw -2035437.930109 + Penalty 5384.791066 = -2030053.139043 nChanged 13 SP:Iteration 74Q (1636.030054 sec): 3 clusters Score: Raw -2035439.230790 + Penalty 5384.791066 = -2030054.439724 nChanged 18 SP:Iteration 75Q (1636.193243 sec): 3 clusters Score: Raw -2035440.851092 + Penalty 5384.791066 = -2030056.060026 nChanged 17 SP:Iteration 76Q (1636.364065 sec): 3 clusters Score: Raw -2035442.805569 + Penalty 5384.791066 = -2030058.014503 nChanged 15 SP:Iteration 77Q (1636.549301 sec): 3 clusters Score: Raw -2035444.316595 + Penalty 5384.791066 = -2030059.525529 nChanged 11 SP:Iteration 78Q (1636.737681 sec): 3 clusters Score: Raw -2035445.576044 + Penalty 5384.791066 = -2030060.784978 nChanged 12 SP:Iteration 79Q (1636.945741 sec): 3 clusters Score: Raw -2035447.185672 + Penalty 5384.791066 = -2030062.394606 nChanged 20 SP:Iteration 80F (1637.112943 sec): 3 clusters Score: Raw -2035449.631718 + Penalty 5384.791066 = -2030064.840652 nChanged 19 SP:Iteration 81Q (1637.290214 sec): 3 clusters Score: Raw -2035452.607138 + Penalty 5384.791066 = -2030067.816072 nChanged 17 SP:Iteration 82Q (1637.491299 sec): 3 clusters Score: Raw -2035454.609592 + Penalty 5384.791066 = -2030069.818526 nChanged 14 SP:Iteration 83Q (1637.671484 sec): 3 clusters Score: Raw -2035456.239373 + Penalty 5384.791066 = -2030071.448307 nChanged 18 SP:Iteration 84Q (1637.811974 sec): 3 clusters Score: Raw -2035459.000495 + Penalty 5384.791066 = -2030074.209430 nChanged 22 SP:Iteration 85Q (1637.995863 sec): 3 clusters Score: Raw -2035461.996625 + Penalty 5384.791066 = -2030077.205559 nChanged 15 SP:Iteration 86Q (1638.176182 sec): 3 clusters Score: Raw -2035463.655376 + Penalty 5384.791066 = -2030078.864310 nChanged 13 SP:Iteration 87Q (1638.354394 sec): 3 clusters Score: Raw -2035464.751953 + Penalty 5384.791066 = -2030079.960888 nChanged 13 SP:Iteration 88Q (1638.528496 sec): 3 clusters Score: Raw -2035466.275008 + Penalty 5384.791066 = -2030081.483943 nChanged 23 SP:Iteration 89Q (1638.711855 sec): 3 clusters Score: Raw -2035469.488857 + Penalty 5384.791066 = -2030084.697791 nChanged 28 SP:Iteration 90Q (1638.893254 sec): 3 clusters Score: Raw -2035472.948144 + Penalty 5384.791066 = -2030088.157079 nChanged 19 SP:Iteration 91Q (1639.045614 sec): 3 clusters Score: Raw -2035475.564616 + Penalty 5384.791066 = -2030090.773551 nChanged 24 SP:Iteration 92Q (1639.254101 sec): 3 clusters Score: Raw -2035479.008346 + Penalty 5384.791066 = -2030094.217280 nChanged 31 SP:Iteration 93Q (1639.439338 sec): 3 clusters Score: Raw -2035484.713340 + Penalty 5384.791066 = -2030099.922274 nChanged 43 SP:Iteration 94Q (1639.626491 sec): 3 clusters Score: Raw -2035494.248566 + Penalty 5384.791066 = -2030109.457501 nChanged 54 SP:Iteration 95Q (1639.821796 sec): 3 clusters Score: Raw -2035506.455256 + Penalty 5384.791066 = -2030121.664191 nChanged 55 SP:Iteration 96Q (1640.012208 sec): 3 clusters Score: Raw -2035519.218307 + Penalty 5384.791066 = -2030134.427241 nChanged 72 SP:Iteration 97Q (1640.179346 sec): 3 clusters Score: Raw -2035536.186990 + Penalty 5384.791066 = -2030151.395925 nChanged 71 SP:Iteration 98Q (1640.328370 sec): 3 clusters Score: Raw -2035553.256042 + Penalty 5384.791066 = -2030168.464977 nChanged 83 SP:Iteration 99Q (1640.511753 sec): 3 clusters Score: Raw -2035572.283460 + Penalty 5384.791066 = -2030187.492394 nChanged 88 SP:Iteration 100F (1640.712942 sec): 3 clusters Score: Raw -2035595.117465 + Penalty 5384.791066 = -2030210.326399 nChanged 76 SP:Iteration 101Q (1640.907895 sec): 3 clusters Score: Raw -2035611.013316 + Penalty 5384.791066 = -2030226.222251 nChanged 86 SP:Iteration 102Q (1641.066163 sec): 3 clusters Score: Raw -2035628.345980 + Penalty 5384.791066 = -2030243.554914 nChanged 89 SP:Iteration 103Q (1641.268692 sec): 3 clusters Score: Raw -2035646.079824 + Penalty 5384.791066 = -2030261.288759 nChanged 76 SP:Iteration 104Q (1641.414325 sec): 3 clusters Score: Raw -2035659.047781 + Penalty 5384.791066 = -2030274.256715 nChanged 83 SP:Iteration 105Q (1641.593329 sec): 3 clusters Score: Raw -2035674.342630 + Penalty 5384.791066 = -2030289.551565 nChanged 77 SP:Iteration 106Q (1641.744124 sec): 3 clusters Score: Raw -2035691.765275 + Penalty 5384.791066 = -2030306.974209 nChanged 80 SP:Iteration 107Q (1641.943010 sec): 3 clusters Score: Raw -2035710.656519 + Penalty 5384.791066 = -2030325.865453 nChanged 91 SP:Iteration 108Q (1642.104067 sec): 3 clusters Score: Raw -2035726.561487 + Penalty 5384.791066 = -2030341.770421 nChanged 73 SP:Iteration 109Q (1642.303880 sec): 3 clusters Score: Raw -2035742.878440 + Penalty 5384.791066 = -2030358.087374 nChanged 91 SP:Iteration 110Q (1642.453863 sec): 3 clusters Score: Raw -2035761.522703 + Penalty 5384.791066 = -2030376.731637 nChanged 89 SP:Iteration 111Q (1642.654277 sec): 3 clusters Score: Raw -2035778.905937 + Penalty 5384.791066 = -2030394.114872 nChanged 102 SP:Iteration 112Q (1642.816401 sec): 3 clusters Score: Raw -2035797.135495 + Penalty 5384.791066 = -2030412.344430 nChanged 92 SP:Iteration 113Q (1642.995821 sec): 3 clusters Score: Raw -2035814.301143 + Penalty 5384.791066 = -2030429.510078 nChanged 92 SP:Iteration 114Q (1643.176745 sec): 3 clusters Score: Raw -2035830.790001 + Penalty 5384.791066 = -2030445.998935 nChanged 80 SP:Iteration 115Q (1643.337594 sec): 3 clusters Score: Raw -2035843.445744 + Penalty 5384.791066 = -2030458.654678 nChanged 66 SP:Iteration 116Q (1643.510909 sec): 3 clusters Score: Raw -2035851.501645 + Penalty 5384.791066 = -2030466.710580 nChanged 52 SP:Iteration 117Q (1643.728717 sec): 3 clusters Score: Raw -2035858.804551 + Penalty 5384.791066 = -2030474.013485 nChanged 63 SP:Iteration 118Q (1643.890920 sec): 3 clusters Score: Raw -2035867.567916 + Penalty 5384.791066 = -2030482.776850 nChanged 57 SP:Iteration 119Q (1644.084790 sec): 3 clusters Score: Raw -2035874.583451 + Penalty 5384.791066 = -2030489.792386 nChanged 50 SP:Iteration 120F (1644.281283 sec): 3 clusters Score: Raw -2035880.677453 + Penalty 5384.791066 = -2030495.886387 nChanged 38 SP:Iteration 121Q (1644.454641 sec): 3 clusters Score: Raw -2035884.881542 + Penalty 5384.791066 = -2030500.090476 nChanged 37 SP:Iteration 122Q (1644.622830 sec): 3 clusters Score: Raw -2035889.336284 + Penalty 5384.791066 = -2030504.545219 nChanged 39 SP:Iteration 123Q (1644.804461 sec): 3 clusters Score: Raw -2035893.913977 + Penalty 5384.791066 = -2030509.122912 nChanged 31 SP:Iteration 124Q (1644.988582 sec): 3 clusters Score: Raw -2035897.152143 + Penalty 5384.791066 = -2030512.361078 nChanged 22 SP:Iteration 125Q (1645.182785 sec): 3 clusters Score: Raw -2035899.110955 + Penalty 5384.791066 = -2030514.319889 nChanged 15 SP:Iteration 126Q (1645.401155 sec): 3 clusters Score: Raw -2035900.757629 + Penalty 5384.791066 = -2030515.966563 nChanged 18 SP:Iteration 127Q (1645.556758 sec): 3 clusters Score: Raw -2035902.331444 + Penalty 5384.791066 = -2030517.540378 nChanged 15 SP:Iteration 128Q (1645.752345 sec): 3 clusters Score: Raw -2035903.976668 + Penalty 5384.791066 = -2030519.185602 nChanged 13 SP:Iteration 129Q (1645.929338 sec): 3 clusters Score: Raw -2035905.506953 + Penalty 5384.791066 = -2030520.715888 nChanged 22 SP:Iteration 130Q (1646.104710 sec): 3 clusters Score: Raw -2035907.658561 + Penalty 5384.791066 = -2030522.867495 nChanged 20 SP:Iteration 131Q (1646.306071 sec): 3 clusters Score: Raw -2035909.574480 + Penalty 5384.791066 = -2030524.783414 nChanged 20 SP:Iteration 132Q (1646.475090 sec): 3 clusters Score: Raw -2035911.363920 + Penalty 5384.791066 = -2030526.572854 nChanged 11 SP:Iteration 133Q (1646.689398 sec): 3 clusters Score: Raw -2035912.205871 + Penalty 5384.791066 = -2030527.414805 nChanged 16 SP:Iteration 134Q (1646.873831 sec): 3 clusters Score: Raw -2035913.529153 + Penalty 5384.791066 = -2030528.738087 nChanged 12 SP:Iteration 135Q (1647.027391 sec): 3 clusters Score: Raw -2035914.628746 + Penalty 5384.791066 = -2030529.837681 nChanged 16 SP:Iteration 136Q (1647.223562 sec): 3 clusters Score: Raw -2035915.710255 + Penalty 5384.791066 = -2030530.919189 nChanged 19 SP:Iteration 137Q (1647.418408 sec): 3 clusters Score: Raw -2035917.450254 + Penalty 5384.791066 = -2030532.659188 nChanged 16 SP:Iteration 138Q (1647.589616 sec): 3 clusters Score: Raw -2035918.764953 + Penalty 5384.791066 = -2030533.973887 nChanged 10 SP:Iteration 139Q (1647.772911 sec): 3 clusters Score: Raw -2035919.446145 + Penalty 5384.791066 = -2030534.655080 nChanged 4 SP:Iteration 140F (1647.939287 sec): 3 clusters Score: Raw -2035919.711291 + Penalty 5384.791066 = -2030534.920225 nChanged 7 SP:Iteration 141Q (1648.134109 sec): 3 clusters Score: Raw -2035920.208044 + Penalty 5384.791066 = -2030535.416979 nChanged 5 SP:Iteration 142Q (1648.301823 sec): 3 clusters Score: Raw -2035920.485093 + Penalty 5384.791066 = -2030535.694027 nChanged 4 SP:Iteration 143Q (1648.492468 sec): 3 clusters Score: Raw -2035920.731018 + Penalty 5384.791066 = -2030535.939952 nChanged 2 SP:Iteration 144Q (1648.670315 sec): 3 clusters Score: Raw -2035920.846964 + Penalty 5384.791066 = -2030536.055898 nChanged 0 SP:Iteration 145F (1648.851919 sec): 3 clusters Score: Raw -2035920.846964 + Penalty 5384.791066 = -2030536.055898 nChanged 0 Score: Raw -11794333.098190 + Penalty 31391.567519 = -11762941.530671 Splitting cluster 5 changes total score from -11755049.176965 to -11762941.530671 So it's getting split into cluster 10. Trying to split cluster 6 (7197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.172658 sec): 2 clusters Score: Raw -544632.732277 + Penalty 2344.694762 = -542288.037515 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.308054 sec): 3 clusters Score: Raw -541071.677345 + Penalty 4689.389523 = -536382.287822 nChanged 2948 SP:Iteration 1F (1651.405735 sec): 3 clusters Score: Raw -543077.902433 + Penalty 4689.389523 = -538388.512909 nChanged 717 SP:Iteration 2F (1651.525190 sec): 3 clusters Score: Raw -544018.077206 + Penalty 4689.389523 = -539328.687683 nChanged 727 SP:Iteration 3F (1651.661393 sec): 3 clusters Score: Raw -544950.333001 + Penalty 4689.389523 = -540260.943478 nChanged 615 SP:Iteration 4F (1651.766573 sec): 3 clusters Score: Raw -545803.140038 + Penalty 4689.389523 = -541113.750515 nChanged 556 SP:Iteration 5F (1651.906109 sec): 3 clusters Score: Raw -546556.960184 + Penalty 4689.389523 = -541867.570660 nChanged 401 SP:Iteration 6F (1652.003410 sec): 3 clusters Score: Raw -546950.903765 + Penalty 4689.389523 = -542261.514241 nChanged 253 SP:Iteration 7Q (1652.124000 sec): 3 clusters Score: Raw -547107.494594 + Penalty 4689.389523 = -542418.105071 nChanged 140 SP:Iteration 8Q (1652.265306 sec): 3 clusters Score: Raw -547171.385655 + Penalty 4689.389523 = -542481.996132 nChanged 86 SP:Iteration 9Q (1652.382302 sec): 3 clusters Score: Raw -547210.024511 + Penalty 4689.389523 = -542520.634987 nChanged 81 SP:Iteration 10Q (1652.514361 sec): 3 clusters Score: Raw -547246.586807 + Penalty 4689.389523 = -542557.197284 nChanged 68 SP:Iteration 11Q (1652.620301 sec): 3 clusters Score: Raw -547276.367910 + Penalty 4689.389523 = -542586.978387 nChanged 47 SP:Iteration 12Q (1652.758548 sec): 3 clusters Score: Raw -547293.658479 + Penalty 4689.389523 = -542604.268956 nChanged 39 SP:Iteration 13Q (1652.866378 sec): 3 clusters Score: Raw -547305.654030 + Penalty 4689.389523 = -542616.264507 nChanged 30 SP:Iteration 14Q (1652.986631 sec): 3 clusters Score: Raw -547314.232134 + Penalty 4689.389523 = -542624.842611 nChanged 25 SP:Iteration 15Q (1653.108343 sec): 3 clusters Score: Raw -547320.072858 + Penalty 4689.389523 = -542630.683335 nChanged 12 SP:Iteration 16Q (1653.251304 sec): 3 clusters Score: Raw -547322.638921 + Penalty 4689.389523 = -542633.249398 nChanged 9 SP:Iteration 17Q (1653.335337 sec): 3 clusters Score: Raw -547324.207813 + Penalty 4689.389523 = -542634.818290 nChanged 8 SP:Iteration 18Q (1653.458292 sec): 3 clusters Score: Raw -547325.815405 + Penalty 4689.389523 = -542636.425882 nChanged 7 SP:Iteration 19Q (1653.551165 sec): 3 clusters Score: Raw -547327.133274 + Penalty 4689.389523 = -542637.743750 nChanged 5 SP:Iteration 20F (1653.681972 sec): 3 clusters Score: Raw -547328.174939 + Penalty 4689.389523 = -542638.785416 nChanged 4 SP:Iteration 21Q (1653.795657 sec): 3 clusters Score: Raw -547328.773184 + Penalty 4689.389523 = -542639.383661 nChanged 1 SP:Iteration 22Q (1653.896555 sec): 3 clusters Score: Raw -547328.907365 + Penalty 4689.389523 = -542639.517842 nChanged 1 SP:Iteration 23Q (1654.015900 sec): 3 clusters Score: Raw -547329.498417 + Penalty 4689.389523 = -542640.108894 nChanged 1 SP:Iteration 24Q (1654.144462 sec): 3 clusters Score: Raw -547329.602451 + Penalty 4689.389523 = -542640.212928 nChanged 1 SP:Iteration 25Q (1654.241836 sec): 3 clusters Score: Raw -547329.766699 + Penalty 4689.389523 = -542640.377176 nChanged 1 SP:Iteration 26Q (1654.363971 sec): 3 clusters Score: Raw -547329.978018 + Penalty 4689.389523 = -542640.588495 nChanged 3 SP:Iteration 27Q (1654.490088 sec): 3 clusters Score: Raw -547330.684776 + Penalty 4689.389523 = -542641.295252 nChanged 3 SP:Iteration 28Q (1654.594469 sec): 3 clusters Score: Raw -547331.367148 + Penalty 4689.389523 = -542641.977624 nChanged 3 SP:Iteration 29Q (1654.722292 sec): 3 clusters Score: Raw -547331.789021 + Penalty 4689.389523 = -542642.399498 nChanged 5 SP:Iteration 30Q (1654.826722 sec): 3 clusters Score: Raw -547332.880776 + Penalty 4689.389523 = -542643.491253 nChanged 2 SP:Iteration 31Q (1654.931273 sec): 3 clusters Score: Raw -547333.381300 + Penalty 4689.389523 = -542643.991777 nChanged 3 SP:Iteration 32Q (1655.052372 sec): 3 clusters Score: Raw -547333.788153 + Penalty 4689.389523 = -542644.398630 nChanged 1 SP:Iteration 33Q (1655.182420 sec): 3 clusters Score: Raw -547334.095623 + Penalty 4689.389523 = -542644.706099 nChanged 3 SP:Iteration 34Q (1655.306516 sec): 3 clusters Score: Raw -547335.073012 + Penalty 4689.389523 = -542645.683489 nChanged 4 SP:Iteration 35Q (1655.433004 sec): 3 clusters Score: Raw -547336.175616 + Penalty 4689.389523 = -542646.786093 nChanged 3 SP:Iteration 36Q (1655.532951 sec): 3 clusters Score: Raw -547336.725035 + Penalty 4689.389523 = -542647.335512 nChanged 3 SP:Iteration 37Q (1655.653082 sec): 3 clusters Score: Raw -547337.548690 + Penalty 4689.389523 = -542648.159167 nChanged 3 SP:Iteration 38Q (1655.797584 sec): 3 clusters Score: Raw -547338.037761 + Penalty 4689.389523 = -542648.648238 nChanged 0 SP:Iteration 39F (1655.892971 sec): 3 clusters Score: Raw -547338.037761 + Penalty 4689.389523 = -542648.648238 nChanged 0 Score: Raw -11797038.403675 + Penalty 34530.724271 = -11762507.679404 Splitting cluster 6 changes total score from -11755049.176965 to -11762507.679404 So it's getting split into cluster 11. Iteration 59Q (1660.102955 sec): 12 clusters Score: Raw -11802930.510546 + Penalty 34530.724271 = -11768399.786275 nChanged 6381 Iteration 60F (1662.253173 sec): 12 clusters Score: Raw -11807035.094856 + Penalty 34530.724271 = -11772504.370586 nChanged 4455 Iteration 61Q (1663.835943 sec): 12 clusters Score: Raw -11808675.970630 + Penalty 34530.724271 = -11774145.246360 nChanged 2481 Iteration 62Q (1665.417927 sec): 12 clusters Score: Raw -11809434.044223 + Penalty 34530.724271 = -11774903.319953 nChanged 1807 Iteration 63Q (1667.014023 sec): 12 clusters Score: Raw -11809913.270535 + Penalty 34530.724271 = -11775382.546264 nChanged 1454 Iteration 64Q (1668.600427 sec): 12 clusters Score: Raw -11810267.455087 + Penalty 34530.724271 = -11775736.730817 nChanged 1193 Iteration 65Q (1670.263311 sec): 12 clusters Score: Raw -11810521.649254 + Penalty 34530.724271 = -11775990.924983 nChanged 992 Iteration 66Q (1671.813360 sec): 12 clusters Score: Raw -11810731.294899 + Penalty 34530.724271 = -11776200.570629 nChanged 894 Iteration 67Q (1673.409620 sec): 12 clusters Score: Raw -11810911.169413 + Penalty 34530.724271 = -11776380.445142 nChanged 770 Iteration 68Q (1674.993668 sec): 12 clusters Score: Raw -11811058.840744 + Penalty 34530.724271 = -11776528.116474 nChanged 739 Iteration 69Q (1676.581261 sec): 12 clusters Score: Raw -11811188.404316 + Penalty 34530.724271 = -11776657.680045 nChanged 702 Iteration 70Q (1678.113436 sec): 12 clusters Score: Raw -11811309.277220 + Penalty 34530.724271 = -11776778.552949 nChanged 630 Iteration 71Q (1679.759109 sec): 12 clusters Score: Raw -11811407.355870 + Penalty 34530.724271 = -11776876.631600 nChanged 542 Iteration 72Q (1681.319052 sec): 12 clusters Score: Raw -11811492.463244 + Penalty 34530.724271 = -11776961.738974 nChanged 497 Iteration 73Q (1683.074662 sec): 12 clusters Score: Raw -11811568.486659 + Penalty 34530.724271 = -11777037.762389 nChanged 486 Iteration 74Q (1684.847716 sec): 12 clusters Score: Raw -11811637.325298 + Penalty 34530.724271 = -11777106.601028 nChanged 418 Iteration 75Q (1686.594474 sec): 12 clusters Score: Raw -11811694.214550 + Penalty 34530.724271 = -11777163.490279 nChanged 394 Iteration 76Q (1688.151469 sec): 12 clusters Score: Raw -11811747.072545 + Penalty 34530.724271 = -11777216.348274 nChanged 354 Iteration 77Q (1689.718930 sec): 12 clusters Score: Raw -11811795.333963 + Penalty 34530.724271 = -11777264.609692 nChanged 351 Iteration 78Q (1691.292724 sec): 12 clusters Score: Raw -11811843.001899 + Penalty 34530.724271 = -11777312.277628 nChanged 352 Iteration 79Q (1692.839738 sec): 12 clusters Score: Raw -11811889.833718 + Penalty 34530.724271 = -11777359.109447 nChanged 354 Iteration 80F (1695.042190 sec): 12 clusters Score: Raw -11811954.941771 + Penalty 34530.724271 = -11777424.217501 nChanged 387 Iteration 81Q (1696.669568 sec): 12 clusters Score: Raw -11812015.933410 + Penalty 34530.724271 = -11777485.209140 nChanged 430 Iteration 82Q (1698.252618 sec): 12 clusters Score: Raw -11812076.553292 + Penalty 34530.724271 = -11777545.829022 nChanged 384 Iteration 83Q (1699.962986 sec): 12 clusters Score: Raw -11812128.375459 + Penalty 34530.724271 = -11777597.651188 nChanged 377 Iteration 84Q (1701.599029 sec): 12 clusters Score: Raw -11812179.293501 + Penalty 34530.724271 = -11777648.569230 nChanged 357 Iteration 85Q (1703.198389 sec): 12 clusters Score: Raw -11812226.531895 + Penalty 34530.724271 = -11777695.807625 nChanged 380 Iteration 86Q (1704.745555 sec): 12 clusters Score: Raw -11812282.750718 + Penalty 34530.724271 = -11777752.026447 nChanged 391 Iteration 87Q (1706.366786 sec): 12 clusters Score: Raw -11812336.229376 + Penalty 34530.724271 = -11777805.505105 nChanged 328 Iteration 88Q (1707.961775 sec): 12 clusters Score: Raw -11812378.481200 + Penalty 34530.724271 = -11777847.756929 nChanged 315 Iteration 89Q (1709.711392 sec): 12 clusters Score: Raw -11812418.748222 + Penalty 34530.724271 = -11777888.023951 nChanged 328 Iteration 90Q (1711.410246 sec): 12 clusters Score: Raw -11812463.104505 + Penalty 34530.724271 = -11777932.380235 nChanged 361 Iteration 91Q (1713.033801 sec): 12 clusters Score: Raw -11812511.536232 + Penalty 34530.724271 = -11777980.811961 nChanged 320 Iteration 92Q (1714.608369 sec): 12 clusters Score: Raw -11812552.366739 + Penalty 34530.724271 = -11778021.642469 nChanged 295 Iteration 93Q (1716.292640 sec): 12 clusters Score: Raw -11812589.427313 + Penalty 34530.724271 = -11778058.703042 nChanged 325 Iteration 94Q (1717.865427 sec): 12 clusters Score: Raw -11812629.464340 + Penalty 34530.724271 = -11778098.740069 nChanged 321 Iteration 95Q (1719.475473 sec): 12 clusters Score: Raw -11812676.369150 + Penalty 34530.724271 = -11778145.644880 nChanged 322 Iteration 96Q (1721.239472 sec): 12 clusters Score: Raw -11812721.906267 + Penalty 34530.724271 = -11778191.181996 nChanged 310 Iteration 97Q (1723.085840 sec): 12 clusters Score: Raw -11812772.595264 + Penalty 34530.724271 = -11778241.870993 nChanged 291 Iteration 98Q (1724.798538 sec): 12 clusters Score: Raw -11812819.550436 + Penalty 34530.724271 = -11778288.826166 nChanged 310 Writing temp clu file Because OldScore, -11778241.870993, is greater than current (better) Score,-11778288.826166 Compute initial score before splitting: Score: Raw -11812819.550436 + Penalty 34530.724271 = -11778288.826166 Trying to split cluster 1 (5294 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1725.020959 sec): 2 clusters Score: Raw -436649.588152 + Penalty 2263.622957 = -434385.965195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1725.123933 sec): 3 clusters Score: Raw -434155.836907 + Penalty 4527.245914 = -429628.590993 nChanged 1972 SP:Iteration 1F (1725.242248 sec): 3 clusters Score: Raw -435287.506577 + Penalty 4527.245914 = -430760.260662 nChanged 451 SP:Iteration 2F (1725.363705 sec): 3 clusters Score: Raw -435587.435915 + Penalty 4527.245914 = -431060.190001 nChanged 331 SP:Iteration 3F (1725.501403 sec): 3 clusters Score: Raw -435852.130883 + Penalty 4527.245914 = -431324.884969 nChanged 325 SP:Iteration 4F (1725.607539 sec): 3 clusters Score: Raw -436180.420675 + Penalty 4527.245914 = -431653.174760 nChanged 340 SP:Iteration 5F (1725.742404 sec): 3 clusters Score: Raw -436583.251039 + Penalty 4527.245914 = -432056.005125 nChanged 372 SP:Iteration 6F (1725.829088 sec): 3 clusters Score: Raw -437062.363168 + Penalty 4527.245914 = -432535.117254 nChanged 352 SP:Iteration 7F (1725.962872 sec): 3 clusters Score: Raw -437450.137117 + Penalty 4527.245914 = -432922.891203 nChanged 270 SP:Iteration 8F (1726.072892 sec): 3 clusters Score: Raw -437706.354385 + Penalty 4527.245914 = -433179.108471 nChanged 203 SP:Iteration 9Q (1726.195512 sec): 3 clusters Score: Raw -437863.495570 + Penalty 4527.245914 = -433336.249656 nChanged 133 SP:Iteration 10Q (1726.331995 sec): 3 clusters Score: Raw -437946.674327 + Penalty 4527.245914 = -433419.428413 nChanged 85 SP:Iteration 11Q (1726.432690 sec): 3 clusters Score: Raw -437992.930256 + Penalty 4527.245914 = -433465.684342 nChanged 59 SP:Iteration 12Q (1726.554544 sec): 3 clusters Score: Raw -438018.989503 + Penalty 4527.245914 = -433491.743589 nChanged 41 SP:Iteration 13Q (1726.686540 sec): 3 clusters Score: Raw -438038.389819 + Penalty 4527.245914 = -433511.143905 nChanged 28 SP:Iteration 14Q (1726.797680 sec): 3 clusters Score: Raw -438052.024718 + Penalty 4527.245914 = -433524.778804 nChanged 34 SP:Iteration 15Q (1726.924005 sec): 3 clusters Score: Raw -438066.292516 + Penalty 4527.245914 = -433539.046602 nChanged 20 SP:Iteration 16Q (1727.046471 sec): 3 clusters Score: Raw -438072.924566 + Penalty 4527.245914 = -433545.678652 nChanged 14 SP:Iteration 17Q (1727.161688 sec): 3 clusters Score: Raw -438076.862511 + Penalty 4527.245914 = -433549.616596 nChanged 9 SP:Iteration 18Q (1727.289946 sec): 3 clusters Score: Raw -438079.639360 + Penalty 4527.245914 = -433552.393446 nChanged 12 SP:Iteration 19Q (1727.385177 sec): 3 clusters Score: Raw -438083.957514 + Penalty 4527.245914 = -433556.711600 nChanged 10 SP:Iteration 20F (1727.507140 sec): 3 clusters Score: Raw -438086.610813 + Penalty 4527.245914 = -433559.364899 nChanged 7 SP:Iteration 21Q (1727.624841 sec): 3 clusters Score: Raw -438091.413468 + Penalty 4527.245914 = -433564.167554 nChanged 12 SP:Iteration 22Q (1727.733994 sec): 3 clusters Score: Raw -438097.268366 + Penalty 4527.245914 = -433570.022452 nChanged 14 SP:Iteration 23Q (1727.842975 sec): 3 clusters Score: Raw -438101.689378 + Penalty 4527.245914 = -433574.443464 nChanged 6 SP:Iteration 24Q (1727.966241 sec): 3 clusters Score: Raw -438103.696366 + Penalty 4527.245914 = -433576.450451 nChanged 8 SP:Iteration 25Q (1728.099449 sec): 3 clusters Score: Raw -438105.916770 + Penalty 4527.245914 = -433578.670856 nChanged 6 SP:Iteration 26Q (1728.198899 sec): 3 clusters Score: Raw -438107.459970 + Penalty 4527.245914 = -433580.214056 nChanged 2 SP:Iteration 27Q (1728.321463 sec): 3 clusters Score: Raw -438108.088924 + Penalty 4527.245914 = -433580.843010 nChanged 3 SP:Iteration 28Q (1728.441620 sec): 3 clusters Score: Raw -438109.143679 + Penalty 4527.245914 = -433581.897765 nChanged 3 SP:Iteration 29Q (1728.566904 sec): 3 clusters Score: Raw -438109.924765 + Penalty 4527.245914 = -433582.678850 nChanged 0 SP:Iteration 30F (1728.675276 sec): 3 clusters Score: Raw -438109.924765 + Penalty 4527.245914 = -433582.678850 nChanged 0 Trying to split cluster 2 (4087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1728.732775 sec): 2 clusters Score: Raw -301985.879308 + Penalty 2195.309552 = -299790.569756 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1728.833636 sec): 3 clusters Score: Raw -300137.686574 + Penalty 4390.619103 = -295747.067470 nChanged 1475 SP:Iteration 1F (1728.952368 sec): 3 clusters Score: Raw -301126.376549 + Penalty 4390.619103 = -296735.757446 nChanged 393 SP:Iteration 2F (1729.068109 sec): 3 clusters Score: Raw -301551.938500 + Penalty 4390.619103 = -297161.319396 nChanged 335 SP:Iteration 3F (1729.170147 sec): 3 clusters Score: Raw -301979.898891 + Penalty 4390.619103 = -297589.279788 nChanged 299 SP:Iteration 4F (1729.273270 sec): 3 clusters Score: Raw -302361.126810 + Penalty 4390.619103 = -297970.507707 nChanged 255 SP:Iteration 5F (1729.386536 sec): 3 clusters Score: Raw -302663.510276 + Penalty 4390.619103 = -298272.891173 nChanged 198 SP:Iteration 6Q (1729.488409 sec): 3 clusters Score: Raw -302864.076970 + Penalty 4390.619103 = -298473.457867 nChanged 150 SP:Iteration 7Q (1729.594940 sec): 3 clusters Score: Raw -302990.339767 + Penalty 4390.619103 = -298599.720664 nChanged 125 SP:Iteration 8Q (1729.708137 sec): 3 clusters Score: Raw -303075.254919 + Penalty 4390.619103 = -298684.635816 nChanged 99 SP:Iteration 9Q (1729.808101 sec): 3 clusters Score: Raw -303145.258559 + Penalty 4390.619103 = -298754.639455 nChanged 68 SP:Iteration 10Q (1729.932289 sec): 3 clusters Score: Raw -303188.731318 + Penalty 4390.619103 = -298798.112215 nChanged 44 SP:Iteration 11Q (1730.048917 sec): 3 clusters Score: Raw -303212.659069 + Penalty 4390.619103 = -298822.039965 nChanged 34 SP:Iteration 12Q (1730.163444 sec): 3 clusters Score: Raw -303230.744065 + Penalty 4390.619103 = -298840.124962 nChanged 33 SP:Iteration 13Q (1730.264704 sec): 3 clusters Score: Raw -303247.198412 + Penalty 4390.619103 = -298856.579309 nChanged 30 SP:Iteration 14Q (1730.357775 sec): 3 clusters Score: Raw -303262.411259 + Penalty 4390.619103 = -298871.792156 nChanged 31 SP:Iteration 15Q (1730.500321 sec): 3 clusters Score: Raw -303278.451191 + Penalty 4390.619103 = -298887.832087 nChanged 25 SP:Iteration 16Q (1730.615258 sec): 3 clusters Score: Raw -303292.457424 + Penalty 4390.619103 = -298901.838321 nChanged 30 SP:Iteration 17Q (1730.706886 sec): 3 clusters Score: Raw -303306.948627 + Penalty 4390.619103 = -298916.329523 nChanged 22 SP:Iteration 18Q (1730.828838 sec): 3 clusters Score: Raw -303315.788804 + Penalty 4390.619103 = -298925.169701 nChanged 27 SP:Iteration 19Q (1730.954850 sec): 3 clusters Score: Raw -303327.985714 + Penalty 4390.619103 = -298937.366611 nChanged 19 SP:Iteration 20F (1731.040636 sec): 3 clusters Score: Raw -303335.318815 + Penalty 4390.619103 = -298944.699711 nChanged 18 SP:Iteration 21Q (1731.135895 sec): 3 clusters Score: Raw -303345.510530 + Penalty 4390.619103 = -298954.891426 nChanged 16 SP:Iteration 22Q (1731.265617 sec): 3 clusters Score: Raw -303354.515923 + Penalty 4390.619103 = -298963.896820 nChanged 19 SP:Iteration 23Q (1731.361147 sec): 3 clusters Score: Raw -303363.315298 + Penalty 4390.619103 = -298972.696195 nChanged 14 SP:Iteration 24Q (1731.480370 sec): 3 clusters Score: Raw -303369.345177 + Penalty 4390.619103 = -298978.726074 nChanged 16 SP:Iteration 25Q (1731.588674 sec): 3 clusters Score: Raw -303377.786193 + Penalty 4390.619103 = -298987.167090 nChanged 16 SP:Iteration 26Q (1731.695434 sec): 3 clusters Score: Raw -303385.353490 + Penalty 4390.619103 = -298994.734386 nChanged 17 SP:Iteration 27Q (1731.832707 sec): 3 clusters Score: Raw -303392.261743 + Penalty 4390.619103 = -299001.642640 nChanged 15 SP:Iteration 28Q (1731.920420 sec): 3 clusters Score: Raw -303398.319238 + Penalty 4390.619103 = -299007.700135 nChanged 9 SP:Iteration 29Q (1732.042854 sec): 3 clusters Score: Raw -303402.726525 + Penalty 4390.619103 = -299012.107422 nChanged 12 SP:Iteration 30Q (1732.147790 sec): 3 clusters Score: Raw -303407.699335 + Penalty 4390.619103 = -299017.080232 nChanged 11 SP:Iteration 31Q (1732.265653 sec): 3 clusters Score: Raw -303410.898435 + Penalty 4390.619103 = -299020.279332 nChanged 10 SP:Iteration 32Q (1732.389891 sec): 3 clusters Score: Raw -303415.263699 + Penalty 4390.619103 = -299024.644596 nChanged 11 SP:Iteration 33Q (1732.485979 sec): 3 clusters Score: Raw -303419.397765 + Penalty 4390.619103 = -299028.778662 nChanged 10 SP:Iteration 34Q (1732.625077 sec): 3 clusters Score: Raw -303422.854636 + Penalty 4390.619103 = -299032.235532 nChanged 8 SP:Iteration 35Q (1732.718110 sec): 3 clusters Score: Raw -303424.862562 + Penalty 4390.619103 = -299034.243459 nChanged 4 SP:Iteration 36Q (1732.825063 sec): 3 clusters Score: Raw -303426.497317 + Penalty 4390.619103 = -299035.878214 nChanged 6 SP:Iteration 37Q (1732.942478 sec): 3 clusters Score: Raw -303429.862253 + Penalty 4390.619103 = -299039.243149 nChanged 5 SP:Iteration 38Q (1733.061327 sec): 3 clusters Score: Raw -303432.049142 + Penalty 4390.619103 = -299041.430039 nChanged 6 SP:Iteration 39Q (1733.181942 sec): 3 clusters Score: Raw -303434.109103 + Penalty 4390.619103 = -299043.490000 nChanged 4 SP:Iteration 40F (1733.316199 sec): 3 clusters Score: Raw -303435.747828 + Penalty 4390.619103 = -299045.128724 nChanged 3 SP:Iteration 41Q (1733.419875 sec): 3 clusters Score: Raw -303437.386726 + Penalty 4390.619103 = -299046.767622 nChanged 4 SP:Iteration 42Q (1733.541662 sec): 3 clusters Score: Raw -303438.672409 + Penalty 4390.619103 = -299048.053306 nChanged 1 SP:Iteration 43Q (1733.642192 sec): 3 clusters Score: Raw -303438.882996 + Penalty 4390.619103 = -299048.263893 nChanged 2 SP:Iteration 44Q (1733.770083 sec): 3 clusters Score: Raw -303439.329609 + Penalty 4390.619103 = -299048.710505 nChanged 3 SP:Iteration 45Q (1733.876593 sec): 3 clusters Score: Raw -303440.001103 + Penalty 4390.619103 = -299049.382000 nChanged 4 SP:Iteration 46Q (1733.989436 sec): 3 clusters Score: Raw -303441.348771 + Penalty 4390.619103 = -299050.729668 nChanged 4 SP:Iteration 47Q (1734.105866 sec): 3 clusters Score: Raw -303442.443833 + Penalty 4390.619103 = -299051.824730 nChanged 3 SP:Iteration 48Q (1734.201439 sec): 3 clusters Score: Raw -303443.205094 + Penalty 4390.619103 = -299052.585990 nChanged 2 SP:Iteration 49Q (1734.320744 sec): 3 clusters Score: Raw -303443.906482 + Penalty 4390.619103 = -299053.287378 nChanged 1 SP:Iteration 50Q (1734.420238 sec): 3 clusters Score: Raw -303444.134060 + Penalty 4390.619103 = -299053.514957 nChanged 1 SP:Iteration 51Q (1734.535058 sec): 3 clusters Score: Raw -303444.278526 + Penalty 4390.619103 = -299053.659423 nChanged 1 SP:Iteration 52Q (1734.649534 sec): 3 clusters Score: Raw -303444.659732 + Penalty 4390.619103 = -299054.040629 nChanged 1 SP:Iteration 53Q (1734.745140 sec): 3 clusters Score: Raw -303444.834590 + Penalty 4390.619103 = -299054.215487 nChanged 1 SP:Iteration 54Q (1734.855255 sec): 3 clusters Score: Raw -303445.238620 + Penalty 4390.619103 = -299054.619517 nChanged 1 SP:Iteration 55Q (1734.972230 sec): 3 clusters Score: Raw -303445.654728 + Penalty 4390.619103 = -299055.035624 nChanged 1 SP:Iteration 56Q (1735.065694 sec): 3 clusters Score: Raw -303445.816456 + Penalty 4390.619103 = -299055.197353 nChanged 0 SP:Iteration 57F (1735.181971 sec): 3 clusters Score: Raw -303445.816456 + Penalty 4390.619103 = -299055.197353 nChanged 0 Trying to split cluster 3 (8522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1735.277363 sec): 2 clusters Score: Raw -753945.525671 + Penalty 2389.307272 = -751556.218399 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1735.431173 sec): 3 clusters Score: Raw -749503.326007 + Penalty 4778.614544 = -744724.711463 nChanged 3490 SP:Iteration 1F (1735.530886 sec): 3 clusters Score: Raw -751477.482866 + Penalty 4778.614544 = -746698.868322 nChanged 616 SP:Iteration 2F (1735.670996 sec): 3 clusters Score: Raw -751821.549520 + Penalty 4778.614544 = -747042.934976 nChanged 484 SP:Iteration 3F (1735.796530 sec): 3 clusters Score: Raw -752099.192979 + Penalty 4778.614544 = -747320.578435 nChanged 401 SP:Iteration 4Q (1735.926203 sec): 3 clusters Score: Raw -752339.994998 + Penalty 4778.614544 = -747561.380454 nChanged 382 SP:Iteration 5Q (1736.030448 sec): 3 clusters Score: Raw -752598.229784 + Penalty 4778.614544 = -747819.615240 nChanged 424 SP:Iteration 6Q (1736.158129 sec): 3 clusters Score: Raw -752906.631911 + Penalty 4778.614544 = -748128.017367 nChanged 414 SP:Iteration 7Q (1736.281418 sec): 3 clusters Score: Raw -753223.699084 + Penalty 4778.614544 = -748445.084539 nChanged 373 SP:Iteration 8Q (1736.420317 sec): 3 clusters Score: Raw -753506.838570 + Penalty 4778.614544 = -748728.224026 nChanged 347 SP:Iteration 9Q (1736.541020 sec): 3 clusters Score: Raw -753744.617962 + Penalty 4778.614544 = -748966.003418 nChanged 292 SP:Iteration 10Q (1736.650372 sec): 3 clusters Score: Raw -753936.701495 + Penalty 4778.614544 = -749158.086951 nChanged 218 SP:Iteration 11Q (1736.795802 sec): 3 clusters Score: Raw -754067.993311 + Penalty 4778.614544 = -749289.378766 nChanged 180 SP:Iteration 12Q (1736.913180 sec): 3 clusters Score: Raw -754176.055586 + Penalty 4778.614544 = -749397.441042 nChanged 171 SP:Iteration 13Q (1737.060153 sec): 3 clusters Score: Raw -754286.108079 + Penalty 4778.614544 = -749507.493535 nChanged 154 SP:Iteration 14Q (1737.164699 sec): 3 clusters Score: Raw -754382.630076 + Penalty 4778.614544 = -749604.015531 nChanged 136 SP:Iteration 15Q (1737.310593 sec): 3 clusters Score: Raw -754451.341173 + Penalty 4778.614544 = -749672.726629 nChanged 103 SP:Iteration 16Q (1737.421043 sec): 3 clusters Score: Raw -754498.889803 + Penalty 4778.614544 = -749720.275258 nChanged 84 SP:Iteration 17Q (1737.566105 sec): 3 clusters Score: Raw -754532.925628 + Penalty 4778.614544 = -749754.311084 nChanged 70 SP:Iteration 18Q (1737.686674 sec): 3 clusters Score: Raw -754561.046111 + Penalty 4778.614544 = -749782.431567 nChanged 45 SP:Iteration 19Q (1737.813121 sec): 3 clusters Score: Raw -754575.923980 + Penalty 4778.614544 = -749797.309436 nChanged 37 SP:Iteration 20F (1737.904974 sec): 3 clusters Score: Raw -754586.979617 + Penalty 4778.614544 = -749808.365072 nChanged 33 SP:Iteration 21Q (1738.036003 sec): 3 clusters Score: Raw -754596.941698 + Penalty 4778.614544 = -749818.327153 nChanged 30 SP:Iteration 22Q (1738.174241 sec): 3 clusters Score: Raw -754606.262835 + Penalty 4778.614544 = -749827.648291 nChanged 24 SP:Iteration 23Q (1738.286344 sec): 3 clusters Score: Raw -754613.536210 + Penalty 4778.614544 = -749834.921666 nChanged 18 SP:Iteration 24Q (1738.420932 sec): 3 clusters Score: Raw -754618.629942 + Penalty 4778.614544 = -749840.015398 nChanged 19 SP:Iteration 25Q (1738.544509 sec): 3 clusters Score: Raw -754624.110281 + Penalty 4778.614544 = -749845.495737 nChanged 12 SP:Iteration 26Q (1738.694084 sec): 3 clusters Score: Raw -754627.818505 + Penalty 4778.614544 = -749849.203961 nChanged 15 SP:Iteration 27Q (1738.817252 sec): 3 clusters Score: Raw -754632.070449 + Penalty 4778.614544 = -749853.455904 nChanged 15 SP:Iteration 28Q (1738.923068 sec): 3 clusters Score: Raw -754637.125174 + Penalty 4778.614544 = -749858.510630 nChanged 18 SP:Iteration 29Q (1739.038010 sec): 3 clusters Score: Raw -754642.572844 + Penalty 4778.614544 = -749863.958299 nChanged 15 SP:Iteration 30Q (1739.175167 sec): 3 clusters Score: Raw -754647.209594 + Penalty 4778.614544 = -749868.595050 nChanged 13 SP:Iteration 31Q (1739.314846 sec): 3 clusters Score: Raw -754650.584741 + Penalty 4778.614544 = -749871.970196 nChanged 8 SP:Iteration 32Q (1739.437083 sec): 3 clusters Score: Raw -754652.535487 + Penalty 4778.614544 = -749873.920943 nChanged 6 SP:Iteration 33Q (1739.531400 sec): 3 clusters Score: Raw -754654.509566 + Penalty 4778.614544 = -749875.895022 nChanged 6 SP:Iteration 34Q (1739.675102 sec): 3 clusters Score: Raw -754656.184367 + Penalty 4778.614544 = -749877.569823 nChanged 11 SP:Iteration 35Q (1739.793413 sec): 3 clusters Score: Raw -754658.971976 + Penalty 4778.614544 = -749880.357431 nChanged 5 SP:Iteration 36Q (1739.926299 sec): 3 clusters Score: Raw -754660.022737 + Penalty 4778.614544 = -749881.408192 nChanged 3 SP:Iteration 37Q (1740.047807 sec): 3 clusters Score: Raw -754660.786313 + Penalty 4778.614544 = -749882.171769 nChanged 2 SP:Iteration 38Q (1740.163111 sec): 3 clusters Score: Raw -754661.708746 + Penalty 4778.614544 = -749883.094201 nChanged 3 SP:Iteration 39Q (1740.272333 sec): 3 clusters Score: Raw -754662.064404 + Penalty 4778.614544 = -749883.449860 nChanged 1 SP:Iteration 40F (1740.401320 sec): 3 clusters Score: Raw -754662.267332 + Penalty 4778.614544 = -749883.652788 nChanged 1 SP:Iteration 41Q (1740.530092 sec): 3 clusters Score: Raw -754662.454780 + Penalty 4778.614544 = -749883.840236 nChanged 2 SP:Iteration 42Q (1740.664050 sec): 3 clusters Score: Raw -754663.181062 + Penalty 4778.614544 = -749884.566518 nChanged 1 SP:Iteration 43Q (1740.779882 sec): 3 clusters Score: Raw -754663.547085 + Penalty 4778.614544 = -749884.932541 nChanged 2 SP:Iteration 44Q (1740.912665 sec): 3 clusters Score: Raw -754664.518943 + Penalty 4778.614544 = -749885.904398 nChanged 3 SP:Iteration 45Q (1741.058584 sec): 3 clusters Score: Raw -754665.301692 + Penalty 4778.614544 = -749886.687147 nChanged 5 SP:Iteration 46Q (1741.167871 sec): 3 clusters Score: Raw -754666.664548 + Penalty 4778.614544 = -749888.050003 nChanged 5 SP:Iteration 47Q (1741.300967 sec): 3 clusters Score: Raw -754667.863231 + Penalty 4778.614544 = -749889.248687 nChanged 5 SP:Iteration 48Q (1741.447608 sec): 3 clusters Score: Raw -754669.091541 + Penalty 4778.614544 = -749890.476996 nChanged 3 SP:Iteration 49Q (1741.558999 sec): 3 clusters Score: Raw -754669.831361 + Penalty 4778.614544 = -749891.216816 nChanged 3 SP:Iteration 50Q (1741.675994 sec): 3 clusters Score: Raw -754670.404580 + Penalty 4778.614544 = -749891.790035 nChanged 3 SP:Iteration 51Q (1741.799389 sec): 3 clusters Score: Raw -754671.150672 + Penalty 4778.614544 = -749892.536127 nChanged 2 SP:Iteration 52Q (1741.893892 sec): 3 clusters Score: Raw -754671.493358 + Penalty 4778.614544 = -749892.878814 nChanged 1 SP:Iteration 53Q (1742.016504 sec): 3 clusters Score: Raw -754671.876426 + Penalty 4778.614544 = -749893.261882 nChanged 0 SP:Iteration 54F (1742.156025 sec): 3 clusters Score: Raw -754671.876426 + Penalty 4778.614544 = -749893.261882 nChanged 0 Trying to split cluster 4 (66089 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1742.445485 sec): 2 clusters Score: Raw -5678989.457506 + Penalty 2930.072006 = -5676059.385501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1742.732605 sec): 3 clusters Score: Raw -5637623.667257 + Penalty 5860.144011 = -5631763.523245 nChanged 30928 SP:Iteration 1F (1743.032227 sec): 3 clusters Score: Raw -5656324.610727 + Penalty 5860.144011 = -5650464.466715 nChanged 3800 SP:Iteration 2F (1743.315617 sec): 3 clusters Score: Raw -5658305.197047 + Penalty 5860.144011 = -5652445.053035 nChanged 3858 SP:Iteration 3F (1743.678924 sec): 3 clusters Score: Raw -5660316.679699 + Penalty 5860.144011 = -5654456.535687 nChanged 3764 SP:Iteration 4F (1743.965241 sec): 3 clusters Score: Raw -5662138.406970 + Penalty 5860.144011 = -5656278.262958 nChanged 3525 SP:Iteration 5F (1744.297347 sec): 3 clusters Score: Raw -5663642.023174 + Penalty 5860.144011 = -5657781.879162 nChanged 3104 SP:Iteration 6Q (1744.600533 sec): 3 clusters Score: Raw -5664855.414303 + Penalty 5860.144011 = -5658995.270292 nChanged 2787 SP:Iteration 7Q (1744.891887 sec): 3 clusters Score: Raw -5665859.201779 + Penalty 5860.144011 = -5659999.057768 nChanged 2436 SP:Iteration 8Q (1745.192619 sec): 3 clusters Score: Raw -5666666.060208 + Penalty 5860.144011 = -5660805.916196 nChanged 2156 SP:Iteration 9Q (1745.494396 sec): 3 clusters Score: Raw -5667350.684425 + Penalty 5860.144011 = -5661490.540413 nChanged 2059 SP:Iteration 10Q (1745.832824 sec): 3 clusters Score: Raw -5667994.254578 + Penalty 5860.144011 = -5662134.110567 nChanged 1860 SP:Iteration 11Q (1746.139402 sec): 3 clusters Score: Raw -5668586.702471 + Penalty 5860.144011 = -5662726.558459 nChanged 1796 SP:Iteration 12Q (1746.444087 sec): 3 clusters Score: Raw -5669148.303471 + Penalty 5860.144011 = -5663288.159460 nChanged 1692 SP:Iteration 13Q (1746.759291 sec): 3 clusters Score: Raw -5669675.380642 + Penalty 5860.144011 = -5663815.236630 nChanged 1606 SP:Iteration 14Q (1747.111443 sec): 3 clusters Score: Raw -5670203.789557 + Penalty 5860.144011 = -5664343.645545 nChanged 1614 SP:Iteration 15Q (1747.433478 sec): 3 clusters Score: Raw -5670751.081416 + Penalty 5860.144011 = -5664890.937404 nChanged 1570 SP:Iteration 16Q (1747.779833 sec): 3 clusters Score: Raw -5671322.228299 + Penalty 5860.144011 = -5665462.084288 nChanged 1509 SP:Iteration 17Q (1748.107668 sec): 3 clusters Score: Raw -5671876.775340 + Penalty 5860.144011 = -5666016.631329 nChanged 1459 SP:Iteration 18Q (1748.434392 sec): 3 clusters Score: Raw -5672405.634646 + Penalty 5860.144011 = -5666545.490634 nChanged 1275 SP:Iteration 19Q (1748.742305 sec): 3 clusters Score: Raw -5672855.014153 + Penalty 5860.144011 = -5666994.870142 nChanged 1258 SP:Iteration 20F (1749.035662 sec): 3 clusters Score: Raw -5673278.782140 + Penalty 5860.144011 = -5667418.638128 nChanged 1204 SP:Iteration 21Q (1749.320361 sec): 3 clusters Score: Raw -5673657.500856 + Penalty 5860.144011 = -5667797.356845 nChanged 1180 SP:Iteration 22Q (1749.624130 sec): 3 clusters Score: Raw -5674025.874545 + Penalty 5860.144011 = -5668165.730533 nChanged 1224 SP:Iteration 23Q (1749.927137 sec): 3 clusters Score: Raw -5674416.638048 + Penalty 5860.144011 = -5668556.494036 nChanged 1245 SP:Iteration 24Q (1750.215551 sec): 3 clusters Score: Raw -5674825.646366 + Penalty 5860.144011 = -5668965.502355 nChanged 1267 SP:Iteration 25Q (1750.501630 sec): 3 clusters Score: Raw -5675266.583663 + Penalty 5860.144011 = -5669406.439651 nChanged 1228 SP:Iteration 26Q (1750.818279 sec): 3 clusters Score: Raw -5675708.547179 + Penalty 5860.144011 = -5669848.403168 nChanged 1216 SP:Iteration 27Q (1751.090180 sec): 3 clusters Score: Raw -5676170.693625 + Penalty 5860.144011 = -5670310.549613 nChanged 1220 SP:Iteration 28Q (1751.404130 sec): 3 clusters Score: Raw -5676646.717048 + Penalty 5860.144011 = -5670786.573036 nChanged 1182 SP:Iteration 29Q (1751.704570 sec): 3 clusters Score: Raw -5677149.869582 + Penalty 5860.144011 = -5671289.725570 nChanged 1139 SP:Iteration 30Q (1752.012875 sec): 3 clusters Score: Raw -5677637.668294 + Penalty 5860.144011 = -5671777.524282 nChanged 1034 SP:Iteration 31Q (1752.266999 sec): 3 clusters Score: Raw -5678111.425516 + Penalty 5860.144011 = -5672251.281504 nChanged 981 SP:Iteration 32Q (1752.547739 sec): 3 clusters Score: Raw -5678592.708899 + Penalty 5860.144011 = -5672732.564887 nChanged 850 SP:Iteration 33Q (1752.845599 sec): 3 clusters Score: Raw -5679028.884707 + Penalty 5860.144011 = -5673168.740695 nChanged 709 SP:Iteration 34Q (1753.120230 sec): 3 clusters Score: Raw -5679404.257167 + Penalty 5860.144011 = -5673544.113155 nChanged 574 SP:Iteration 35Q (1753.422462 sec): 3 clusters Score: Raw -5679734.160543 + Penalty 5860.144011 = -5673874.016531 nChanged 483 SP:Iteration 36Q (1753.706502 sec): 3 clusters Score: Raw -5680023.168203 + Penalty 5860.144011 = -5674163.024192 nChanged 444 SP:Iteration 37Q (1754.014576 sec): 3 clusters Score: Raw -5680307.167500 + Penalty 5860.144011 = -5674447.023489 nChanged 384 SP:Iteration 38Q (1754.313248 sec): 3 clusters Score: Raw -5680512.145808 + Penalty 5860.144011 = -5674652.001796 nChanged 282 SP:Iteration 39Q (1754.594981 sec): 3 clusters Score: Raw -5680632.946315 + Penalty 5860.144011 = -5674772.802304 nChanged 240 SP:Iteration 40F (1754.869979 sec): 3 clusters Score: Raw -5680727.748982 + Penalty 5860.144011 = -5674867.604971 nChanged 192 SP:Iteration 41Q (1755.145070 sec): 3 clusters Score: Raw -5680796.465808 + Penalty 5860.144011 = -5674936.321797 nChanged 153 SP:Iteration 42Q (1755.398572 sec): 3 clusters Score: Raw -5680836.900033 + Penalty 5860.144011 = -5674976.756022 nChanged 110 SP:Iteration 43Q (1755.650762 sec): 3 clusters Score: Raw -5680864.681227 + Penalty 5860.144011 = -5675004.537216 nChanged 95 SP:Iteration 44Q (1755.905384 sec): 3 clusters Score: Raw -5680883.148621 + Penalty 5860.144011 = -5675023.004609 nChanged 81 SP:Iteration 45Q (1756.189045 sec): 3 clusters Score: Raw -5680898.922467 + Penalty 5860.144011 = -5675038.778455 nChanged 64 SP:Iteration 46Q (1756.480412 sec): 3 clusters Score: Raw -5680910.125400 + Penalty 5860.144011 = -5675049.981389 nChanged 59 SP:Iteration 47Q (1756.770355 sec): 3 clusters Score: Raw -5680918.519469 + Penalty 5860.144011 = -5675058.375458 nChanged 40 SP:Iteration 48Q (1757.032591 sec): 3 clusters Score: Raw -5680924.282708 + Penalty 5860.144011 = -5675064.138697 nChanged 30 SP:Iteration 49Q (1757.308202 sec): 3 clusters Score: Raw -5680928.260574 + Penalty 5860.144011 = -5675068.116563 nChanged 28 SP:Iteration 50Q (1757.580944 sec): 3 clusters Score: Raw -5680932.796691 + Penalty 5860.144011 = -5675072.652680 nChanged 31 SP:Iteration 51Q (1757.868670 sec): 3 clusters Score: Raw -5680937.476654 + Penalty 5860.144011 = -5675077.332643 nChanged 25 SP:Iteration 52Q (1758.124327 sec): 3 clusters Score: Raw -5680940.141617 + Penalty 5860.144011 = -5675079.997605 nChanged 14 SP:Iteration 53Q (1758.401245 sec): 3 clusters Score: Raw -5680941.479816 + Penalty 5860.144011 = -5675081.335805 nChanged 10 SP:Iteration 54Q (1758.686564 sec): 3 clusters Score: Raw -5680942.470242 + Penalty 5860.144011 = -5675082.326231 nChanged 6 SP:Iteration 55Q (1758.940128 sec): 3 clusters Score: Raw -5680943.079987 + Penalty 5860.144011 = -5675082.935976 nChanged 6 SP:Iteration 56Q (1759.223277 sec): 3 clusters Score: Raw -5680943.730234 + Penalty 5860.144011 = -5675083.586223 nChanged 6 SP:Iteration 57Q (1759.508455 sec): 3 clusters Score: Raw -5680944.441219 + Penalty 5860.144011 = -5675084.297208 nChanged 6 SP:Iteration 58Q (1759.781580 sec): 3 clusters Score: Raw -5680945.096752 + Penalty 5860.144011 = -5675084.952740 nChanged 6 SP:Iteration 59Q (1760.030305 sec): 3 clusters Score: Raw -5680945.508319 + Penalty 5860.144011 = -5675085.364307 nChanged 5 SP:Iteration 60F (1760.363879 sec): 3 clusters Score: Raw -5680945.975011 + Penalty 5860.144011 = -5675085.831000 nChanged 6 SP:Iteration 61Q (1760.650469 sec): 3 clusters Score: Raw -5680946.491077 + Penalty 5860.144011 = -5675086.347066 nChanged 5 SP:Iteration 62Q (1760.916953 sec): 3 clusters Score: Raw -5680946.861750 + Penalty 5860.144011 = -5675086.717738 nChanged 2 SP:Iteration 63Q (1761.193372 sec): 3 clusters Score: Raw -5680947.057078 + Penalty 5860.144011 = -5675086.913067 nChanged 4 SP:Iteration 64Q (1761.472044 sec): 3 clusters Score: Raw -5680947.519701 + Penalty 5860.144011 = -5675087.375689 nChanged 2 SP:Iteration 65Q (1761.717478 sec): 3 clusters Score: Raw -5680947.758028 + Penalty 5860.144011 = -5675087.614017 nChanged 2 SP:Iteration 66Q (1761.978953 sec): 3 clusters Score: Raw -5680947.897853 + Penalty 5860.144011 = -5675087.753842 nChanged 0 SP:Iteration 67F (1762.253112 sec): 3 clusters Score: Raw -5680947.897853 + Penalty 5860.144011 = -5675087.753842 nChanged 0 Trying to split cluster 5 (9083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1762.398429 sec): 2 clusters Score: Raw -704477.505217 + Penalty 2406.138191 = -702071.367027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1762.533205 sec): 3 clusters Score: Raw -699758.497062 + Penalty 4812.276382 = -694946.220681 nChanged 3679 SP:Iteration 1F (1762.673268 sec): 3 clusters Score: Raw -701848.651936 + Penalty 4812.276382 = -697036.375554 nChanged 689 SP:Iteration 2F (1762.792512 sec): 3 clusters Score: Raw -702296.827331 + Penalty 4812.276382 = -697484.550950 nChanged 557 SP:Iteration 3F (1762.925624 sec): 3 clusters Score: Raw -702699.983881 + Penalty 4812.276382 = -697887.707499 nChanged 536 SP:Iteration 4F (1763.062501 sec): 3 clusters Score: Raw -703113.890030 + Penalty 4812.276382 = -698301.613648 nChanged 531 SP:Iteration 5F (1763.165757 sec): 3 clusters Score: Raw -703516.097064 + Penalty 4812.276382 = -698703.820683 nChanged 491 SP:Iteration 6F (1763.308752 sec): 3 clusters Score: Raw -703857.180853 + Penalty 4812.276382 = -699044.904472 nChanged 420 SP:Iteration 7Q (1763.428073 sec): 3 clusters Score: Raw -704143.246962 + Penalty 4812.276382 = -699330.970580 nChanged 352 SP:Iteration 8Q (1763.535662 sec): 3 clusters Score: Raw -704352.409954 + Penalty 4812.276382 = -699540.133572 nChanged 292 SP:Iteration 9Q (1763.694283 sec): 3 clusters Score: Raw -704538.914216 + Penalty 4812.276382 = -699726.637834 nChanged 262 SP:Iteration 10Q (1763.843483 sec): 3 clusters Score: Raw -704708.967944 + Penalty 4812.276382 = -699896.691563 nChanged 236 SP:Iteration 11Q (1763.954742 sec): 3 clusters Score: Raw -704847.517551 + Penalty 4812.276382 = -700035.241169 nChanged 204 SP:Iteration 12Q (1764.079623 sec): 3 clusters Score: Raw -704966.241430 + Penalty 4812.276382 = -700153.965048 nChanged 199 SP:Iteration 13Q (1764.187721 sec): 3 clusters Score: Raw -705084.932579 + Penalty 4812.276382 = -700272.656197 nChanged 169 SP:Iteration 14Q (1764.328246 sec): 3 clusters Score: Raw -705168.400880 + Penalty 4812.276382 = -700356.124499 nChanged 133 SP:Iteration 15Q (1764.461611 sec): 3 clusters Score: Raw -705228.226931 + Penalty 4812.276382 = -700415.950550 nChanged 129 SP:Iteration 16Q (1764.573612 sec): 3 clusters Score: Raw -705287.965337 + Penalty 4812.276382 = -700475.688955 nChanged 106 SP:Iteration 17Q (1764.719495 sec): 3 clusters Score: Raw -705337.280278 + Penalty 4812.276382 = -700525.003897 nChanged 77 SP:Iteration 18Q (1764.841376 sec): 3 clusters Score: Raw -705365.942950 + Penalty 4812.276382 = -700553.666568 nChanged 54 SP:Iteration 19Q (1764.976637 sec): 3 clusters Score: Raw -705384.499459 + Penalty 4812.276382 = -700572.223078 nChanged 48 SP:Iteration 20F (1765.086847 sec): 3 clusters Score: Raw -705401.348243 + Penalty 4812.276382 = -700589.071861 nChanged 51 SP:Iteration 21Q (1765.211524 sec): 3 clusters Score: Raw -705418.940989 + Penalty 4812.276382 = -700606.664607 nChanged 49 SP:Iteration 22Q (1765.334642 sec): 3 clusters Score: Raw -705436.417844 + Penalty 4812.276382 = -700624.141463 nChanged 44 SP:Iteration 23Q (1765.472406 sec): 3 clusters Score: Raw -705451.367594 + Penalty 4812.276382 = -700639.091212 nChanged 43 SP:Iteration 24Q (1765.586302 sec): 3 clusters Score: Raw -705466.643847 + Penalty 4812.276382 = -700654.367466 nChanged 37 SP:Iteration 25Q (1765.734881 sec): 3 clusters Score: Raw -705477.759444 + Penalty 4812.276382 = -700665.483062 nChanged 30 SP:Iteration 26Q (1765.860621 sec): 3 clusters Score: Raw -705486.530210 + Penalty 4812.276382 = -700674.253828 nChanged 24 SP:Iteration 27Q (1766.002188 sec): 3 clusters Score: Raw -705495.953378 + Penalty 4812.276382 = -700683.676996 nChanged 28 SP:Iteration 28Q (1766.126959 sec): 3 clusters Score: Raw -705504.941639 + Penalty 4812.276382 = -700692.665258 nChanged 24 SP:Iteration 29Q (1766.271273 sec): 3 clusters Score: Raw -705510.826268 + Penalty 4812.276382 = -700698.549886 nChanged 24 SP:Iteration 30Q (1766.404172 sec): 3 clusters Score: Raw -705517.354935 + Penalty 4812.276382 = -700705.078554 nChanged 13 SP:Iteration 31Q (1766.538192 sec): 3 clusters Score: Raw -705521.418476 + Penalty 4812.276382 = -700709.142094 nChanged 14 SP:Iteration 32Q (1766.664671 sec): 3 clusters Score: Raw -705525.284840 + Penalty 4812.276382 = -700713.008459 nChanged 17 SP:Iteration 33Q (1766.795267 sec): 3 clusters Score: Raw -705530.330511 + Penalty 4812.276382 = -700718.054129 nChanged 25 SP:Iteration 34Q (1766.930294 sec): 3 clusters Score: Raw -705536.930958 + Penalty 4812.276382 = -700724.654576 nChanged 16 SP:Iteration 35Q (1767.036245 sec): 3 clusters Score: Raw -705541.897608 + Penalty 4812.276382 = -700729.621226 nChanged 21 SP:Iteration 36Q (1767.156394 sec): 3 clusters Score: Raw -705548.510976 + Penalty 4812.276382 = -700736.234594 nChanged 19 SP:Iteration 37Q (1767.281059 sec): 3 clusters Score: Raw -705551.864787 + Penalty 4812.276382 = -700739.588406 nChanged 8 SP:Iteration 38Q (1767.417750 sec): 3 clusters Score: Raw -705553.468989 + Penalty 4812.276382 = -700741.192608 nChanged 14 SP:Iteration 39Q (1767.528939 sec): 3 clusters Score: Raw -705556.712989 + Penalty 4812.276382 = -700744.436608 nChanged 11 SP:Iteration 40F (1767.683446 sec): 3 clusters Score: Raw -705560.926467 + Penalty 4812.276382 = -700748.650085 nChanged 17 SP:Iteration 41Q (1767.801696 sec): 3 clusters Score: Raw -705565.536260 + Penalty 4812.276382 = -700753.259878 nChanged 24 SP:Iteration 42Q (1767.929764 sec): 3 clusters Score: Raw -705572.253388 + Penalty 4812.276382 = -700759.977006 nChanged 27 SP:Iteration 43Q (1768.048874 sec): 3 clusters Score: Raw -705579.035638 + Penalty 4812.276382 = -700766.759257 nChanged 25 SP:Iteration 44Q (1768.177452 sec): 3 clusters Score: Raw -705586.941115 + Penalty 4812.276382 = -700774.664734 nChanged 23 SP:Iteration 45Q (1768.297727 sec): 3 clusters Score: Raw -705595.981201 + Penalty 4812.276382 = -700783.704820 nChanged 22 SP:Iteration 46Q (1768.426071 sec): 3 clusters Score: Raw -705603.349252 + Penalty 4812.276382 = -700791.072871 nChanged 24 SP:Iteration 47Q (1768.557812 sec): 3 clusters Score: Raw -705612.726606 + Penalty 4812.276382 = -700800.450224 nChanged 32 SP:Iteration 48Q (1768.684086 sec): 3 clusters Score: Raw -705626.073886 + Penalty 4812.276382 = -700813.797504 nChanged 33 SP:Iteration 49Q (1768.818311 sec): 3 clusters Score: Raw -705636.195895 + Penalty 4812.276382 = -700823.919514 nChanged 28 SP:Iteration 50Q (1768.947593 sec): 3 clusters Score: Raw -705645.918429 + Penalty 4812.276382 = -700833.642048 nChanged 30 SP:Iteration 51Q (1769.097742 sec): 3 clusters Score: Raw -705657.906970 + Penalty 4812.276382 = -700845.630588 nChanged 29 SP:Iteration 52Q (1769.206426 sec): 3 clusters Score: Raw -705669.765575 + Penalty 4812.276382 = -700857.489194 nChanged 40 SP:Iteration 53Q (1769.352094 sec): 3 clusters Score: Raw -705687.581952 + Penalty 4812.276382 = -700875.305570 nChanged 37 SP:Iteration 54Q (1769.479036 sec): 3 clusters Score: Raw -705703.691557 + Penalty 4812.276382 = -700891.415175 nChanged 30 SP:Iteration 55Q (1769.605634 sec): 3 clusters Score: Raw -705717.023983 + Penalty 4812.276382 = -700904.747601 nChanged 35 SP:Iteration 56Q (1769.721724 sec): 3 clusters Score: Raw -705735.489195 + Penalty 4812.276382 = -700923.212814 nChanged 46 SP:Iteration 57Q (1769.850357 sec): 3 clusters Score: Raw -705756.630704 + Penalty 4812.276382 = -700944.354322 nChanged 32 SP:Iteration 58Q (1769.972137 sec): 3 clusters Score: Raw -705772.017817 + Penalty 4812.276382 = -700959.741436 nChanged 26 SP:Iteration 59Q (1770.074819 sec): 3 clusters Score: Raw -705780.561189 + Penalty 4812.276382 = -700968.284807 nChanged 19 SP:Iteration 60F (1770.202046 sec): 3 clusters Score: Raw -705785.855877 + Penalty 4812.276382 = -700973.579496 nChanged 12 SP:Iteration 61Q (1770.325511 sec): 3 clusters Score: Raw -705790.697215 + Penalty 4812.276382 = -700978.420834 nChanged 14 SP:Iteration 62Q (1770.458973 sec): 3 clusters Score: Raw -705795.643449 + Penalty 4812.276382 = -700983.367067 nChanged 13 SP:Iteration 63Q (1770.580007 sec): 3 clusters Score: Raw -705800.561819 + Penalty 4812.276382 = -700988.285437 nChanged 14 SP:Iteration 64Q (1770.696051 sec): 3 clusters Score: Raw -705804.353678 + Penalty 4812.276382 = -700992.077297 nChanged 13 SP:Iteration 65Q (1770.840508 sec): 3 clusters Score: Raw -705807.933794 + Penalty 4812.276382 = -700995.657413 nChanged 9 SP:Iteration 66Q (1770.954545 sec): 3 clusters Score: Raw -705810.743392 + Penalty 4812.276382 = -700998.467010 nChanged 5 SP:Iteration 67Q (1771.072153 sec): 3 clusters Score: Raw -705812.912328 + Penalty 4812.276382 = -701000.635946 nChanged 8 SP:Iteration 68Q (1771.207173 sec): 3 clusters Score: Raw -705814.828681 + Penalty 4812.276382 = -701002.552300 nChanged 7 SP:Iteration 69Q (1771.322127 sec): 3 clusters Score: Raw -705816.786848 + Penalty 4812.276382 = -701004.510467 nChanged 7 SP:Iteration 70Q (1771.437938 sec): 3 clusters Score: Raw -705818.523740 + Penalty 4812.276382 = -701006.247359 nChanged 4 SP:Iteration 71Q (1771.573643 sec): 3 clusters Score: Raw -705819.594165 + Penalty 4812.276382 = -701007.317783 nChanged 3 SP:Iteration 72Q (1771.699226 sec): 3 clusters Score: Raw -705820.520285 + Penalty 4812.276382 = -701008.243903 nChanged 2 SP:Iteration 73Q (1771.819680 sec): 3 clusters Score: Raw -705821.518198 + Penalty 4812.276382 = -701009.241817 nChanged 5 SP:Iteration 74Q (1771.937406 sec): 3 clusters Score: Raw -705823.051578 + Penalty 4812.276382 = -701010.775196 nChanged 4 SP:Iteration 75Q (1772.060288 sec): 3 clusters Score: Raw -705824.040410 + Penalty 4812.276382 = -701011.764028 nChanged 4 SP:Iteration 76Q (1772.178702 sec): 3 clusters Score: Raw -705825.357966 + Penalty 4812.276382 = -701013.081584 nChanged 4 SP:Iteration 77Q (1772.332822 sec): 3 clusters Score: Raw -705826.138891 + Penalty 4812.276382 = -701013.862510 nChanged 3 SP:Iteration 78Q (1772.436553 sec): 3 clusters Score: Raw -705826.930747 + Penalty 4812.276382 = -701014.654365 nChanged 1 SP:Iteration 79Q (1772.558925 sec): 3 clusters Score: Raw -705827.055521 + Penalty 4812.276382 = -701014.779139 nChanged 0 SP:Iteration 80F (1772.689807 sec): 3 clusters Score: Raw -705827.055521 + Penalty 4812.276382 = -701014.779139 nChanged 0 Trying to split cluster 6 (3892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1772.773190 sec): 2 clusters Score: Raw -277941.065505 + Penalty 2182.403109 = -275758.662396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1772.884134 sec): 3 clusters Score: Raw -276184.459471 + Penalty 4364.806218 = -271819.653253 nChanged 1449 SP:Iteration 1F (1772.984226 sec): 3 clusters Score: Raw -277247.974090 + Penalty 4364.806218 = -272883.167872 nChanged 368 SP:Iteration 2F (1773.101182 sec): 3 clusters Score: Raw -277710.063150 + Penalty 4364.806218 = -273345.256932 nChanged 311 SP:Iteration 3F (1773.204875 sec): 3 clusters Score: Raw -278094.938980 + Penalty 4364.806218 = -273730.132762 nChanged 261 SP:Iteration 4F (1773.324973 sec): 3 clusters Score: Raw -278387.125024 + Penalty 4364.806218 = -274022.318806 nChanged 197 SP:Iteration 5F (1773.452067 sec): 3 clusters Score: Raw -278615.553823 + Penalty 4364.806218 = -274250.747605 nChanged 169 SP:Iteration 6Q (1773.541937 sec): 3 clusters Score: Raw -278810.691498 + Penalty 4364.806218 = -274445.885280 nChanged 159 SP:Iteration 7Q (1773.658516 sec): 3 clusters Score: Raw -278959.250548 + Penalty 4364.806218 = -274594.444330 nChanged 119 SP:Iteration 8Q (1773.768738 sec): 3 clusters Score: Raw -279068.262729 + Penalty 4364.806218 = -274703.456511 nChanged 96 SP:Iteration 9Q (1773.883683 sec): 3 clusters Score: Raw -279160.649057 + Penalty 4364.806218 = -274795.842839 nChanged 73 SP:Iteration 10Q (1774.009709 sec): 3 clusters Score: Raw -279255.918864 + Penalty 4364.806218 = -274891.112646 nChanged 71 SP:Iteration 11Q (1774.115788 sec): 3 clusters Score: Raw -279346.902172 + Penalty 4364.806218 = -274982.095954 nChanged 74 SP:Iteration 12Q (1774.250884 sec): 3 clusters Score: Raw -279454.610057 + Penalty 4364.806218 = -275089.803838 nChanged 75 SP:Iteration 13Q (1774.356159 sec): 3 clusters Score: Raw -279548.323222 + Penalty 4364.806218 = -275183.517004 nChanged 68 SP:Iteration 14Q (1774.467188 sec): 3 clusters Score: Raw -279615.864530 + Penalty 4364.806218 = -275251.058312 nChanged 57 SP:Iteration 15Q (1774.564092 sec): 3 clusters Score: Raw -279685.174464 + Penalty 4364.806218 = -275320.368246 nChanged 64 SP:Iteration 16Q (1774.673101 sec): 3 clusters Score: Raw -279746.587962 + Penalty 4364.806218 = -275381.781744 nChanged 40 SP:Iteration 17Q (1774.791536 sec): 3 clusters Score: Raw -279781.320978 + Penalty 4364.806218 = -275416.514760 nChanged 41 SP:Iteration 18Q (1774.891341 sec): 3 clusters Score: Raw -279816.660064 + Penalty 4364.806218 = -275451.853846 nChanged 34 SP:Iteration 19Q (1775.007290 sec): 3 clusters Score: Raw -279843.551457 + Penalty 4364.806218 = -275478.745239 nChanged 23 SP:Iteration 20F (1775.135616 sec): 3 clusters Score: Raw -279857.047225 + Penalty 4364.806218 = -275492.241007 nChanged 21 SP:Iteration 21Q (1775.252047 sec): 3 clusters Score: Raw -279873.694853 + Penalty 4364.806218 = -275508.888635 nChanged 20 SP:Iteration 22Q (1775.341019 sec): 3 clusters Score: Raw -279882.853970 + Penalty 4364.806218 = -275518.047752 nChanged 14 SP:Iteration 23Q (1775.452234 sec): 3 clusters Score: Raw -279889.072939 + Penalty 4364.806218 = -275524.266721 nChanged 8 SP:Iteration 24Q (1775.574183 sec): 3 clusters Score: Raw -279893.708480 + Penalty 4364.806218 = -275528.902262 nChanged 7 SP:Iteration 25Q (1775.671808 sec): 3 clusters Score: Raw -279897.878755 + Penalty 4364.806218 = -275533.072537 nChanged 6 SP:Iteration 26Q (1775.781203 sec): 3 clusters Score: Raw -279902.832515 + Penalty 4364.806218 = -275538.026297 nChanged 8 SP:Iteration 27Q (1775.888302 sec): 3 clusters Score: Raw -279908.665873 + Penalty 4364.806218 = -275543.859655 nChanged 6 SP:Iteration 28Q (1776.004371 sec): 3 clusters Score: Raw -279911.837738 + Penalty 4364.806218 = -275547.031520 nChanged 3 SP:Iteration 29Q (1776.134710 sec): 3 clusters Score: Raw -279913.172568 + Penalty 4364.806218 = -275548.366350 nChanged 1 SP:Iteration 30Q (1776.220870 sec): 3 clusters Score: Raw -279913.599737 + Penalty 4364.806218 = -275548.793519 nChanged 1 SP:Iteration 31Q (1776.321042 sec): 3 clusters Score: Raw -279914.240149 + Penalty 4364.806218 = -275549.433931 nChanged 1 SP:Iteration 32Q (1776.431133 sec): 3 clusters Score: Raw -279914.836650 + Penalty 4364.806218 = -275550.030432 nChanged 2 SP:Iteration 33Q (1776.544524 sec): 3 clusters Score: Raw -279915.426180 + Penalty 4364.806218 = -275550.619962 nChanged 1 SP:Iteration 34Q (1776.666552 sec): 3 clusters Score: Raw -279915.670047 + Penalty 4364.806218 = -275550.863829 nChanged 1 SP:Iteration 35Q (1776.768576 sec): 3 clusters Score: Raw -279916.021496 + Penalty 4364.806218 = -275551.215277 nChanged 0 SP:Iteration 36F (1776.875476 sec): 3 clusters Score: Raw -279916.021496 + Penalty 4364.806218 = -275551.215277 nChanged 0 Trying to split cluster 7 (12825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1776.990209 sec): 2 clusters Score: Raw -1107753.115691 + Penalty 2497.216041 = -1105255.899650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1777.125284 sec): 3 clusters Score: Raw -1100686.607921 + Penalty 4994.432082 = -1095692.175839 nChanged 5344 SP:Iteration 1F (1777.257949 sec): 3 clusters Score: Raw -1103707.194760 + Penalty 4994.432082 = -1098712.762678 nChanged 923 SP:Iteration 2F (1777.391236 sec): 3 clusters Score: Raw -1104243.888539 + Penalty 4994.432082 = -1099249.456457 nChanged 777 SP:Iteration 3F (1777.530604 sec): 3 clusters Score: Raw -1104697.954279 + Penalty 4994.432082 = -1099703.522197 nChanged 711 SP:Iteration 4F (1777.665558 sec): 3 clusters Score: Raw -1105118.842379 + Penalty 4994.432082 = -1100124.410297 nChanged 663 SP:Iteration 5F (1777.804066 sec): 3 clusters Score: Raw -1105523.570903 + Penalty 4994.432082 = -1100529.138821 nChanged 643 SP:Iteration 6F (1777.958312 sec): 3 clusters Score: Raw -1105911.465930 + Penalty 4994.432082 = -1100917.033848 nChanged 585 SP:Iteration 7Q (1778.094923 sec): 3 clusters Score: Raw -1106258.158403 + Penalty 4994.432082 = -1101263.726321 nChanged 516 SP:Iteration 8Q (1778.218938 sec): 3 clusters Score: Raw -1106575.721857 + Penalty 4994.432082 = -1101581.289775 nChanged 507 SP:Iteration 9Q (1778.349155 sec): 3 clusters Score: Raw -1106892.497306 + Penalty 4994.432082 = -1101898.065224 nChanged 473 SP:Iteration 10Q (1778.493849 sec): 3 clusters Score: Raw -1107176.040782 + Penalty 4994.432082 = -1102181.608701 nChanged 425 SP:Iteration 11Q (1778.646167 sec): 3 clusters Score: Raw -1107405.287526 + Penalty 4994.432082 = -1102410.855444 nChanged 344 SP:Iteration 12Q (1778.789206 sec): 3 clusters Score: Raw -1107582.083979 + Penalty 4994.432082 = -1102587.651897 nChanged 297 SP:Iteration 13Q (1778.943008 sec): 3 clusters Score: Raw -1107734.952659 + Penalty 4994.432082 = -1102740.520578 nChanged 263 SP:Iteration 14Q (1779.096542 sec): 3 clusters Score: Raw -1107859.179636 + Penalty 4994.432082 = -1102864.747554 nChanged 227 SP:Iteration 15Q (1779.199052 sec): 3 clusters Score: Raw -1107962.465679 + Penalty 4994.432082 = -1102968.033598 nChanged 191 SP:Iteration 16Q (1779.336697 sec): 3 clusters Score: Raw -1108051.317762 + Penalty 4994.432082 = -1103056.885680 nChanged 172 SP:Iteration 17Q (1779.456369 sec): 3 clusters Score: Raw -1108137.103071 + Penalty 4994.432082 = -1103142.670989 nChanged 159 SP:Iteration 18Q (1779.598943 sec): 3 clusters Score: Raw -1108208.057278 + Penalty 4994.432082 = -1103213.625196 nChanged 130 SP:Iteration 19Q (1779.734052 sec): 3 clusters Score: Raw -1108280.023971 + Penalty 4994.432082 = -1103285.591890 nChanged 128 SP:Iteration 20F (1779.881704 sec): 3 clusters Score: Raw -1108343.640975 + Penalty 4994.432082 = -1103349.208893 nChanged 121 SP:Iteration 21Q (1780.030481 sec): 3 clusters Score: Raw -1108397.150842 + Penalty 4994.432082 = -1103402.718761 nChanged 102 SP:Iteration 22Q (1780.176722 sec): 3 clusters Score: Raw -1108440.401211 + Penalty 4994.432082 = -1103445.969129 nChanged 91 SP:Iteration 23Q (1780.285097 sec): 3 clusters Score: Raw -1108477.342004 + Penalty 4994.432082 = -1103482.909922 nChanged 84 SP:Iteration 24Q (1780.418235 sec): 3 clusters Score: Raw -1108505.458277 + Penalty 4994.432082 = -1103511.026195 nChanged 51 SP:Iteration 25Q (1780.562554 sec): 3 clusters Score: Raw -1108520.664385 + Penalty 4994.432082 = -1103526.232303 nChanged 54 SP:Iteration 26Q (1780.720058 sec): 3 clusters Score: Raw -1108537.007175 + Penalty 4994.432082 = -1103542.575093 nChanged 40 SP:Iteration 27Q (1780.854783 sec): 3 clusters Score: Raw -1108549.335855 + Penalty 4994.432082 = -1103554.903774 nChanged 32 SP:Iteration 28Q (1781.006246 sec): 3 clusters Score: Raw -1108557.656678 + Penalty 4994.432082 = -1103563.224596 nChanged 25 SP:Iteration 29Q (1781.159360 sec): 3 clusters Score: Raw -1108563.239910 + Penalty 4994.432082 = -1103568.807828 nChanged 25 SP:Iteration 30Q (1781.301644 sec): 3 clusters Score: Raw -1108568.530443 + Penalty 4994.432082 = -1103574.098362 nChanged 15 SP:Iteration 31Q (1781.407743 sec): 3 clusters Score: Raw -1108573.094958 + Penalty 4994.432082 = -1103578.662876 nChanged 21 SP:Iteration 32Q (1781.578219 sec): 3 clusters Score: Raw -1108578.659488 + Penalty 4994.432082 = -1103584.227406 nChanged 28 SP:Iteration 33Q (1781.710524 sec): 3 clusters Score: Raw -1108585.020602 + Penalty 4994.432082 = -1103590.588520 nChanged 27 SP:Iteration 34Q (1781.857447 sec): 3 clusters Score: Raw -1108592.416367 + Penalty 4994.432082 = -1103597.984285 nChanged 32 SP:Iteration 35Q (1782.003227 sec): 3 clusters Score: Raw -1108602.141329 + Penalty 4994.432082 = -1103607.709247 nChanged 32 SP:Iteration 36Q (1782.137884 sec): 3 clusters Score: Raw -1108611.324570 + Penalty 4994.432082 = -1103616.892488 nChanged 20 SP:Iteration 37Q (1782.269168 sec): 3 clusters Score: Raw -1108615.744573 + Penalty 4994.432082 = -1103621.312491 nChanged 12 SP:Iteration 38Q (1782.399670 sec): 3 clusters Score: Raw -1108618.224316 + Penalty 4994.432082 = -1103623.792234 nChanged 9 SP:Iteration 39Q (1782.536268 sec): 3 clusters Score: Raw -1108620.321082 + Penalty 4994.432082 = -1103625.889000 nChanged 9 SP:Iteration 40F (1782.672083 sec): 3 clusters Score: Raw -1108622.298040 + Penalty 4994.432082 = -1103627.865958 nChanged 3 SP:Iteration 41Q (1782.802118 sec): 3 clusters Score: Raw -1108622.766330 + Penalty 4994.432082 = -1103628.334248 nChanged 3 SP:Iteration 42Q (1782.954055 sec): 3 clusters Score: Raw -1108623.211054 + Penalty 4994.432082 = -1103628.778972 nChanged 3 SP:Iteration 43Q (1783.080976 sec): 3 clusters Score: Raw -1108624.099089 + Penalty 4994.432082 = -1103629.667007 nChanged 4 SP:Iteration 44Q (1783.195590 sec): 3 clusters Score: Raw -1108624.831368 + Penalty 4994.432082 = -1103630.399286 nChanged 5 SP:Iteration 45Q (1783.352515 sec): 3 clusters Score: Raw -1108626.168030 + Penalty 4994.432082 = -1103631.735949 nChanged 2 SP:Iteration 46Q (1783.493556 sec): 3 clusters Score: Raw -1108626.483288 + Penalty 4994.432082 = -1103632.051206 nChanged 2 SP:Iteration 47Q (1783.618315 sec): 3 clusters Score: Raw -1108626.780680 + Penalty 4994.432082 = -1103632.348598 nChanged 1 SP:Iteration 48Q (1783.777422 sec): 3 clusters Score: Raw -1108626.864728 + Penalty 4994.432082 = -1103632.432646 nChanged 0 SP:Iteration 49F (1783.901230 sec): 3 clusters Score: Raw -1108626.864728 + Penalty 4994.432082 = -1103632.432646 nChanged 0 Trying to split cluster 8 (3787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1783.968778 sec): 2 clusters Score: Raw -235982.357508 + Penalty 2175.182969 = -233807.174539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1784.107123 sec): 3 clusters Score: Raw -234373.867598 + Penalty 4350.365938 = -230023.501661 nChanged 1400 SP:Iteration 1F (1784.188967 sec): 3 clusters Score: Raw -235701.549123 + Penalty 4350.365938 = -231351.183185 nChanged 441 SP:Iteration 2F (1784.303838 sec): 3 clusters Score: Raw -236408.062799 + Penalty 4350.365938 = -232057.696861 nChanged 349 SP:Iteration 3F (1784.402876 sec): 3 clusters Score: Raw -236948.831554 + Penalty 4350.365938 = -232598.465616 nChanged 285 SP:Iteration 4F (1784.524108 sec): 3 clusters Score: Raw -237382.987071 + Penalty 4350.365938 = -233032.621133 nChanged 202 SP:Iteration 5F (1784.625629 sec): 3 clusters Score: Raw -237644.994164 + Penalty 4350.365938 = -233294.628226 nChanged 158 SP:Iteration 6Q (1784.740529 sec): 3 clusters Score: Raw -237830.576245 + Penalty 4350.365938 = -233480.210307 nChanged 138 SP:Iteration 7Q (1784.848411 sec): 3 clusters Score: Raw -238022.016758 + Penalty 4350.365938 = -233671.650820 nChanged 118 SP:Iteration 8Q (1784.944726 sec): 3 clusters Score: Raw -238225.514406 + Penalty 4350.365938 = -233875.148468 nChanged 114 SP:Iteration 9Q (1785.076037 sec): 3 clusters Score: Raw -238383.460578 + Penalty 4350.365938 = -234033.094640 nChanged 95 SP:Iteration 10Q (1785.181295 sec): 3 clusters Score: Raw -238479.247827 + Penalty 4350.365938 = -234128.881889 nChanged 66 SP:Iteration 11Q (1785.294021 sec): 3 clusters Score: Raw -238533.042524 + Penalty 4350.365938 = -234182.676586 nChanged 50 SP:Iteration 12Q (1785.417890 sec): 3 clusters Score: Raw -238562.069192 + Penalty 4350.365938 = -234211.703255 nChanged 26 SP:Iteration 13Q (1785.520591 sec): 3 clusters Score: Raw -238574.384444 + Penalty 4350.365938 = -234224.018506 nChanged 19 SP:Iteration 14Q (1785.633192 sec): 3 clusters Score: Raw -238581.391292 + Penalty 4350.365938 = -234231.025354 nChanged 12 SP:Iteration 15Q (1785.759322 sec): 3 clusters Score: Raw -238586.624966 + Penalty 4350.365938 = -234236.259028 nChanged 5 SP:Iteration 16Q (1785.869619 sec): 3 clusters Score: Raw -238588.999901 + Penalty 4350.365938 = -234238.633964 nChanged 1 SP:Iteration 17Q (1785.965338 sec): 3 clusters Score: Raw -238589.429994 + Penalty 4350.365938 = -234239.064056 nChanged 1 SP:Iteration 18Q (1786.096769 sec): 3 clusters Score: Raw -238590.527413 + Penalty 4350.365938 = -234240.161475 nChanged 3 SP:Iteration 19Q (1786.217135 sec): 3 clusters Score: Raw -238592.034849 + Penalty 4350.365938 = -234241.668912 nChanged 4 SP:Iteration 20F (1786.334460 sec): 3 clusters Score: Raw -238593.759937 + Penalty 4350.365938 = -234243.393999 nChanged 4 SP:Iteration 21Q (1786.447155 sec): 3 clusters Score: Raw -238598.567475 + Penalty 4350.365938 = -234248.201537 nChanged 10 SP:Iteration 22Q (1786.564562 sec): 3 clusters Score: Raw -238601.501086 + Penalty 4350.365938 = -234251.135148 nChanged 4 SP:Iteration 23Q (1786.666971 sec): 3 clusters Score: Raw -238603.694455 + Penalty 4350.365938 = -234253.328517 nChanged 4 SP:Iteration 24Q (1786.773225 sec): 3 clusters Score: Raw -238605.046601 + Penalty 4350.365938 = -234254.680663 nChanged 2 SP:Iteration 25Q (1786.894545 sec): 3 clusters Score: Raw -238606.162046 + Penalty 4350.365938 = -234255.796108 nChanged 7 SP:Iteration 26Q (1787.012799 sec): 3 clusters Score: Raw -238607.914203 + Penalty 4350.365938 = -234257.548265 nChanged 3 SP:Iteration 27Q (1787.142905 sec): 3 clusters Score: Raw -238608.645554 + Penalty 4350.365938 = -234258.279616 nChanged 2 SP:Iteration 28Q (1787.239650 sec): 3 clusters Score: Raw -238610.105476 + Penalty 4350.365938 = -234259.739539 nChanged 4 SP:Iteration 29Q (1787.355008 sec): 3 clusters Score: Raw -238611.106931 + Penalty 4350.365938 = -234260.740993 nChanged 2 SP:Iteration 30Q (1787.468121 sec): 3 clusters Score: Raw -238611.907406 + Penalty 4350.365938 = -234261.541468 nChanged 4 SP:Iteration 31Q (1787.578010 sec): 3 clusters Score: Raw -238613.133841 + Penalty 4350.365938 = -234262.767903 nChanged 2 SP:Iteration 32Q (1787.722148 sec): 3 clusters Score: Raw -238613.628398 + Penalty 4350.365938 = -234263.262460 nChanged 1 SP:Iteration 33Q (1787.810167 sec): 3 clusters Score: Raw -238613.900049 + Penalty 4350.365938 = -234263.534111 nChanged 0 SP:Iteration 34F (1787.952820 sec): 3 clusters Score: Raw -238613.900049 + Penalty 4350.365938 = -234263.534111 nChanged 0 Score: Raw -11815487.205441 + Penalty 37669.881023 = -11777817.324418 Splitting cluster 8 changes total score from -11778288.826166 to -11777817.324418 So it's not getting split. Trying to split cluster 9 (12200 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1790.674265 sec): 2 clusters Score: Raw -1025001.273728 + Penalty 2484.026485 = -1022517.247243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1790.845418 sec): 3 clusters Score: Raw -1018312.608563 + Penalty 4968.052970 = -1013344.555593 nChanged 5129 SP:Iteration 1F (1790.967318 sec): 3 clusters Score: Raw -1021226.818456 + Penalty 4968.052970 = -1016258.765486 nChanged 885 SP:Iteration 2F (1791.092169 sec): 3 clusters Score: Raw -1021720.191380 + Penalty 4968.052970 = -1016752.138410 nChanged 698 SP:Iteration 3F (1791.258753 sec): 3 clusters Score: Raw -1022123.839458 + Penalty 4968.052970 = -1017155.786488 nChanged 644 SP:Iteration 4F (1791.382481 sec): 3 clusters Score: Raw -1022526.422011 + Penalty 4968.052970 = -1017558.369041 nChanged 654 SP:Iteration 5F (1791.510332 sec): 3 clusters Score: Raw -1022965.135523 + Penalty 4968.052970 = -1017997.082553 nChanged 653 SP:Iteration 6F (1791.650432 sec): 3 clusters Score: Raw -1023469.263567 + Penalty 4968.052970 = -1018501.210597 nChanged 700 SP:Iteration 7F (1791.808879 sec): 3 clusters Score: Raw -1023997.614731 + Penalty 4968.052970 = -1019029.561761 nChanged 713 SP:Iteration 8F (1791.934976 sec): 3 clusters Score: Raw -1024531.651464 + Penalty 4968.052970 = -1019563.598494 nChanged 588 SP:Iteration 9Q (1792.065110 sec): 3 clusters Score: Raw -1024929.390407 + Penalty 4968.052970 = -1019961.337437 nChanged 502 SP:Iteration 10Q (1792.216021 sec): 3 clusters Score: Raw -1025240.678004 + Penalty 4968.052970 = -1020272.625034 nChanged 414 SP:Iteration 11Q (1792.328772 sec): 3 clusters Score: Raw -1025448.955239 + Penalty 4968.052970 = -1020480.902269 nChanged 321 SP:Iteration 12Q (1792.462738 sec): 3 clusters Score: Raw -1025605.762655 + Penalty 4968.052970 = -1020637.709685 nChanged 288 SP:Iteration 13Q (1792.613766 sec): 3 clusters Score: Raw -1025723.058778 + Penalty 4968.052970 = -1020755.005808 nChanged 219 SP:Iteration 14Q (1792.754528 sec): 3 clusters Score: Raw -1025807.971223 + Penalty 4968.052970 = -1020839.918253 nChanged 157 SP:Iteration 15Q (1792.864856 sec): 3 clusters Score: Raw -1025857.921375 + Penalty 4968.052970 = -1020889.868405 nChanged 127 SP:Iteration 16Q (1793.010425 sec): 3 clusters Score: Raw -1025899.204579 + Penalty 4968.052970 = -1020931.151609 nChanged 106 SP:Iteration 17Q (1793.169004 sec): 3 clusters Score: Raw -1025930.777148 + Penalty 4968.052970 = -1020962.724178 nChanged 87 SP:Iteration 18Q (1793.298102 sec): 3 clusters Score: Raw -1025957.996137 + Penalty 4968.052970 = -1020989.943168 nChanged 75 SP:Iteration 19Q (1793.433150 sec): 3 clusters Score: Raw -1025978.209621 + Penalty 4968.052970 = -1021010.156651 nChanged 64 SP:Iteration 20F (1793.600071 sec): 3 clusters Score: Raw -1025997.329734 + Penalty 4968.052970 = -1021029.276764 nChanged 59 SP:Iteration 21Q (1793.737617 sec): 3 clusters Score: Raw -1026014.995981 + Penalty 4968.052970 = -1021046.943011 nChanged 61 SP:Iteration 22Q (1793.872069 sec): 3 clusters Score: Raw -1026031.892858 + Penalty 4968.052970 = -1021063.839888 nChanged 54 SP:Iteration 23Q (1794.009284 sec): 3 clusters Score: Raw -1026044.845834 + Penalty 4968.052970 = -1021076.792864 nChanged 61 SP:Iteration 24Q (1794.140765 sec): 3 clusters Score: Raw -1026059.015010 + Penalty 4968.052970 = -1021090.962040 nChanged 42 SP:Iteration 25Q (1794.259169 sec): 3 clusters Score: Raw -1026068.715368 + Penalty 4968.052970 = -1021100.662398 nChanged 46 SP:Iteration 26Q (1794.415881 sec): 3 clusters Score: Raw -1026081.332533 + Penalty 4968.052970 = -1021113.279563 nChanged 35 SP:Iteration 27Q (1794.535240 sec): 3 clusters Score: Raw -1026092.065423 + Penalty 4968.052970 = -1021124.012453 nChanged 41 SP:Iteration 28Q (1794.679680 sec): 3 clusters Score: Raw -1026100.919945 + Penalty 4968.052970 = -1021132.866975 nChanged 30 SP:Iteration 29Q (1794.828808 sec): 3 clusters Score: Raw -1026106.550724 + Penalty 4968.052970 = -1021138.497754 nChanged 25 SP:Iteration 30Q (1794.962200 sec): 3 clusters Score: Raw -1026110.387323 + Penalty 4968.052970 = -1021142.334353 nChanged 21 SP:Iteration 31Q (1795.096093 sec): 3 clusters Score: Raw -1026113.350733 + Penalty 4968.052970 = -1021145.297763 nChanged 10 SP:Iteration 32Q (1795.228967 sec): 3 clusters Score: Raw -1026114.791868 + Penalty 4968.052970 = -1021146.738898 nChanged 5 SP:Iteration 33Q (1795.378872 sec): 3 clusters Score: Raw -1026115.538520 + Penalty 4968.052970 = -1021147.485550 nChanged 3 SP:Iteration 34Q (1795.507275 sec): 3 clusters Score: Raw -1026116.129141 + Penalty 4968.052970 = -1021148.076171 nChanged 4 SP:Iteration 35Q (1795.666975 sec): 3 clusters Score: Raw -1026116.771396 + Penalty 4968.052970 = -1021148.718426 nChanged 3 SP:Iteration 36Q (1795.807612 sec): 3 clusters Score: Raw -1026117.141389 + Penalty 4968.052970 = -1021149.088419 nChanged 1 SP:Iteration 37Q (1795.923860 sec): 3 clusters Score: Raw -1026117.291639 + Penalty 4968.052970 = -1021149.238669 nChanged 1 SP:Iteration 38Q (1796.054604 sec): 3 clusters Score: Raw -1026117.519314 + Penalty 4968.052970 = -1021149.466344 nChanged 2 SP:Iteration 39Q (1796.197813 sec): 3 clusters Score: Raw -1026118.005788 + Penalty 4968.052970 = -1021149.952818 nChanged 2 SP:Iteration 40F (1796.346921 sec): 3 clusters Score: Raw -1026118.242218 + Penalty 4968.052970 = -1021150.189248 nChanged 2 SP:Iteration 41Q (1796.492803 sec): 3 clusters Score: Raw -1026118.565646 + Penalty 4968.052970 = -1021150.512676 nChanged 3 SP:Iteration 42Q (1796.633781 sec): 3 clusters Score: Raw -1026118.884808 + Penalty 4968.052970 = -1021150.831838 nChanged 3 SP:Iteration 43Q (1796.757514 sec): 3 clusters Score: Raw -1026119.187217 + Penalty 4968.052970 = -1021151.134247 nChanged 2 SP:Iteration 44Q (1796.912742 sec): 3 clusters Score: Raw -1026119.362787 + Penalty 4968.052970 = -1021151.309817 nChanged 1 SP:Iteration 45Q (1797.044667 sec): 3 clusters Score: Raw -1026119.463116 + Penalty 4968.052970 = -1021151.410146 nChanged 1 SP:Iteration 46Q (1797.185824 sec): 3 clusters Score: Raw -1026119.684498 + Penalty 4968.052970 = -1021151.631528 nChanged 1 SP:Iteration 47Q (1797.328851 sec): 3 clusters Score: Raw -1026119.930115 + Penalty 4968.052970 = -1021151.877145 nChanged 3 SP:Iteration 48Q (1797.461617 sec): 3 clusters Score: Raw -1026120.392465 + Penalty 4968.052970 = -1021152.339496 nChanged 2 SP:Iteration 49Q (1797.588343 sec): 3 clusters Score: Raw -1026120.759098 + Penalty 4968.052970 = -1021152.706128 nChanged 3 SP:Iteration 50Q (1797.721436 sec): 3 clusters Score: Raw -1026121.241746 + Penalty 4968.052970 = -1021153.188776 nChanged 2 SP:Iteration 51Q (1797.885936 sec): 3 clusters Score: Raw -1026121.538253 + Penalty 4968.052970 = -1021153.485283 nChanged 1 SP:Iteration 52Q (1798.026062 sec): 3 clusters Score: Raw -1026121.763665 + Penalty 4968.052970 = -1021153.710695 nChanged 1 SP:Iteration 53Q (1798.151951 sec): 3 clusters Score: Raw -1026121.864617 + Penalty 4968.052970 = -1021153.811647 nChanged 0 SP:Iteration 54F (1798.303355 sec): 3 clusters Score: Raw -1026121.864617 + Penalty 4968.052970 = -1021153.811647 nChanged 0 Trying to split cluster 10 (14857 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1798.397793 sec): 2 clusters Score: Raw -1140803.126979 + Penalty 2536.043773 = -1138267.083206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1798.515483 sec): 3 clusters Score: Raw -1132472.086627 + Penalty 5072.087546 = -1127399.999081 nChanged 6387 SP:Iteration 1F (1798.661289 sec): 3 clusters Score: Raw -1136151.038026 + Penalty 5072.087546 = -1131078.950480 nChanged 1096 SP:Iteration 2F (1798.823343 sec): 3 clusters Score: Raw -1136861.471969 + Penalty 5072.087546 = -1131789.384422 nChanged 1026 SP:Iteration 3F (1798.969253 sec): 3 clusters Score: Raw -1137555.848250 + Penalty 5072.087546 = -1132483.760704 nChanged 907 SP:Iteration 4F (1799.104049 sec): 3 clusters Score: Raw -1138178.570481 + Penalty 5072.087546 = -1133106.482934 nChanged 899 SP:Iteration 5F (1799.250190 sec): 3 clusters Score: Raw -1138836.650674 + Penalty 5072.087546 = -1133764.563127 nChanged 910 SP:Iteration 6F (1799.428197 sec): 3 clusters Score: Raw -1139447.618659 + Penalty 5072.087546 = -1134375.531113 nChanged 760 SP:Iteration 7F (1799.554074 sec): 3 clusters Score: Raw -1139895.260824 + Penalty 5072.087546 = -1134823.173278 nChanged 626 SP:Iteration 8Q (1799.717238 sec): 3 clusters Score: Raw -1140181.303982 + Penalty 5072.087546 = -1135109.216435 nChanged 462 SP:Iteration 9Q (1799.887215 sec): 3 clusters Score: Raw -1140349.731091 + Penalty 5072.087546 = -1135277.643545 nChanged 368 SP:Iteration 10Q (1800.064675 sec): 3 clusters Score: Raw -1140472.685042 + Penalty 5072.087546 = -1135400.597495 nChanged 295 SP:Iteration 11Q (1800.218188 sec): 3 clusters Score: Raw -1140557.845496 + Penalty 5072.087546 = -1135485.757949 nChanged 239 SP:Iteration 12Q (1800.381677 sec): 3 clusters Score: Raw -1140628.651945 + Penalty 5072.087546 = -1135556.564398 nChanged 188 SP:Iteration 13Q (1800.527459 sec): 3 clusters Score: Raw -1140677.513205 + Penalty 5072.087546 = -1135605.425658 nChanged 159 SP:Iteration 14Q (1800.674872 sec): 3 clusters Score: Raw -1140712.064183 + Penalty 5072.087546 = -1135639.976637 nChanged 118 SP:Iteration 15Q (1800.838094 sec): 3 clusters Score: Raw -1140735.647056 + Penalty 5072.087546 = -1135663.559509 nChanged 104 SP:Iteration 16Q (1800.979898 sec): 3 clusters Score: Raw -1140757.794307 + Penalty 5072.087546 = -1135685.706761 nChanged 99 SP:Iteration 17Q (1801.099355 sec): 3 clusters Score: Raw -1140777.791565 + Penalty 5072.087546 = -1135705.704018 nChanged 104 SP:Iteration 18Q (1801.250827 sec): 3 clusters Score: Raw -1140797.654150 + Penalty 5072.087546 = -1135725.566604 nChanged 82 SP:Iteration 19Q (1801.387720 sec): 3 clusters Score: Raw -1140814.493481 + Penalty 5072.087546 = -1135742.405934 nChanged 80 SP:Iteration 20F (1801.543791 sec): 3 clusters Score: Raw -1140828.277780 + Penalty 5072.087546 = -1135756.190233 nChanged 70 SP:Iteration 21Q (1801.695794 sec): 3 clusters Score: Raw -1140838.488596 + Penalty 5072.087546 = -1135766.401050 nChanged 53 SP:Iteration 22Q (1801.842535 sec): 3 clusters Score: Raw -1140847.166679 + Penalty 5072.087546 = -1135775.079132 nChanged 56 SP:Iteration 23Q (1802.000691 sec): 3 clusters Score: Raw -1140857.670986 + Penalty 5072.087546 = -1135785.583440 nChanged 58 SP:Iteration 24Q (1802.127113 sec): 3 clusters Score: Raw -1140866.714595 + Penalty 5072.087546 = -1135794.627049 nChanged 52 SP:Iteration 25Q (1802.263459 sec): 3 clusters Score: Raw -1140875.759290 + Penalty 5072.087546 = -1135803.671744 nChanged 48 SP:Iteration 26Q (1802.402985 sec): 3 clusters Score: Raw -1140882.783944 + Penalty 5072.087546 = -1135810.696398 nChanged 43 SP:Iteration 27Q (1802.569878 sec): 3 clusters Score: Raw -1140891.506439 + Penalty 5072.087546 = -1135819.418893 nChanged 52 SP:Iteration 28Q (1802.692332 sec): 3 clusters Score: Raw -1140902.716261 + Penalty 5072.087546 = -1135830.628714 nChanged 67 SP:Iteration 29Q (1802.838370 sec): 3 clusters Score: Raw -1140914.863058 + Penalty 5072.087546 = -1135842.775512 nChanged 61 SP:Iteration 30Q (1802.995156 sec): 3 clusters Score: Raw -1140926.827230 + Penalty 5072.087546 = -1135854.739683 nChanged 66 SP:Iteration 31Q (1803.147545 sec): 3 clusters Score: Raw -1140938.146280 + Penalty 5072.087546 = -1135866.058734 nChanged 68 SP:Iteration 32Q (1803.293307 sec): 3 clusters Score: Raw -1140950.594108 + Penalty 5072.087546 = -1135878.506562 nChanged 67 SP:Iteration 33Q (1803.422173 sec): 3 clusters Score: Raw -1140964.037509 + Penalty 5072.087546 = -1135891.949962 nChanged 67 SP:Iteration 34Q (1803.590174 sec): 3 clusters Score: Raw -1140976.425732 + Penalty 5072.087546 = -1135904.338185 nChanged 53 SP:Iteration 35Q (1803.719373 sec): 3 clusters Score: Raw -1140986.691803 + Penalty 5072.087546 = -1135914.604256 nChanged 61 SP:Iteration 36Q (1803.868963 sec): 3 clusters Score: Raw -1140997.475470 + Penalty 5072.087546 = -1135925.387924 nChanged 66 SP:Iteration 37Q (1803.988811 sec): 3 clusters Score: Raw -1141012.333095 + Penalty 5072.087546 = -1135940.245548 nChanged 72 SP:Iteration 38Q (1804.126819 sec): 3 clusters Score: Raw -1141031.766227 + Penalty 5072.087546 = -1135959.678681 nChanged 92 SP:Iteration 39Q (1804.273769 sec): 3 clusters Score: Raw -1141051.728887 + Penalty 5072.087546 = -1135979.641341 nChanged 94 SP:Iteration 40F (1804.423347 sec): 3 clusters Score: Raw -1141071.956440 + Penalty 5072.087546 = -1135999.868893 nChanged 90 SP:Iteration 41Q (1804.554830 sec): 3 clusters Score: Raw -1141089.104256 + Penalty 5072.087546 = -1136017.016709 nChanged 87 SP:Iteration 42Q (1804.701046 sec): 3 clusters Score: Raw -1141107.102841 + Penalty 5072.087546 = -1136035.015294 nChanged 86 SP:Iteration 43Q (1804.838457 sec): 3 clusters Score: Raw -1141125.445870 + Penalty 5072.087546 = -1136053.358324 nChanged 69 SP:Iteration 44Q (1804.989958 sec): 3 clusters Score: Raw -1141141.616833 + Penalty 5072.087546 = -1136069.529286 nChanged 80 SP:Iteration 45Q (1805.118179 sec): 3 clusters Score: Raw -1141162.208923 + Penalty 5072.087546 = -1136090.121377 nChanged 79 SP:Iteration 46Q (1805.272972 sec): 3 clusters Score: Raw -1141179.964645 + Penalty 5072.087546 = -1136107.877099 nChanged 61 SP:Iteration 47Q (1805.397602 sec): 3 clusters Score: Raw -1141194.250444 + Penalty 5072.087546 = -1136122.162898 nChanged 59 SP:Iteration 48Q (1805.543162 sec): 3 clusters Score: Raw -1141206.118426 + Penalty 5072.087546 = -1136134.030879 nChanged 45 SP:Iteration 49Q (1805.696776 sec): 3 clusters Score: Raw -1141214.571726 + Penalty 5072.087546 = -1136142.484179 nChanged 54 SP:Iteration 50Q (1805.840004 sec): 3 clusters Score: Raw -1141226.987382 + Penalty 5072.087546 = -1136154.899836 nChanged 61 SP:Iteration 51Q (1805.983660 sec): 3 clusters Score: Raw -1141242.491696 + Penalty 5072.087546 = -1136170.404150 nChanged 65 SP:Iteration 52Q (1806.139422 sec): 3 clusters Score: Raw -1141260.029106 + Penalty 5072.087546 = -1136187.941560 nChanged 76 SP:Iteration 53Q (1806.268215 sec): 3 clusters Score: Raw -1141278.861319 + Penalty 5072.087546 = -1136206.773773 nChanged 70 SP:Iteration 54Q (1806.411947 sec): 3 clusters Score: Raw -1141295.735736 + Penalty 5072.087546 = -1136223.648190 nChanged 66 SP:Iteration 55Q (1806.576680 sec): 3 clusters Score: Raw -1141312.076482 + Penalty 5072.087546 = -1136239.988935 nChanged 59 SP:Iteration 56Q (1806.703380 sec): 3 clusters Score: Raw -1141326.387707 + Penalty 5072.087546 = -1136254.300160 nChanged 60 SP:Iteration 57Q (1806.873021 sec): 3 clusters Score: Raw -1141340.540698 + Penalty 5072.087546 = -1136268.453151 nChanged 58 SP:Iteration 58Q (1807.000424 sec): 3 clusters Score: Raw -1141354.741644 + Penalty 5072.087546 = -1136282.654098 nChanged 55 SP:Iteration 59Q (1807.143256 sec): 3 clusters Score: Raw -1141370.387067 + Penalty 5072.087546 = -1136298.299520 nChanged 65 SP:Iteration 60F (1807.291181 sec): 3 clusters Score: Raw -1141390.366459 + Penalty 5072.087546 = -1136318.278913 nChanged 69 SP:Iteration 61Q (1807.436978 sec): 3 clusters Score: Raw -1141407.781725 + Penalty 5072.087546 = -1136335.694179 nChanged 61 SP:Iteration 62Q (1807.593099 sec): 3 clusters Score: Raw -1141423.809501 + Penalty 5072.087546 = -1136351.721954 nChanged 67 SP:Iteration 63Q (1807.735351 sec): 3 clusters Score: Raw -1141441.800909 + Penalty 5072.087546 = -1136369.713362 nChanged 61 SP:Iteration 64Q (1807.875635 sec): 3 clusters Score: Raw -1141456.221934 + Penalty 5072.087546 = -1136384.134388 nChanged 54 SP:Iteration 65Q (1808.043370 sec): 3 clusters Score: Raw -1141471.485298 + Penalty 5072.087546 = -1136399.397752 nChanged 59 SP:Iteration 66Q (1808.185110 sec): 3 clusters Score: Raw -1141487.694864 + Penalty 5072.087546 = -1136415.607317 nChanged 45 SP:Iteration 67Q (1808.346346 sec): 3 clusters Score: Raw -1141503.718706 + Penalty 5072.087546 = -1136431.631160 nChanged 54 SP:Iteration 68Q (1808.475759 sec): 3 clusters Score: Raw -1141520.252306 + Penalty 5072.087546 = -1136448.164759 nChanged 42 SP:Iteration 69Q (1808.657400 sec): 3 clusters Score: Raw -1141530.423618 + Penalty 5072.087546 = -1136458.336072 nChanged 40 SP:Iteration 70Q (1808.780118 sec): 3 clusters Score: Raw -1141539.371543 + Penalty 5072.087546 = -1136467.283997 nChanged 18 SP:Iteration 71Q (1808.913408 sec): 3 clusters Score: Raw -1141544.036333 + Penalty 5072.087546 = -1136471.948787 nChanged 28 SP:Iteration 72Q (1809.079747 sec): 3 clusters Score: Raw -1141551.136157 + Penalty 5072.087546 = -1136479.048611 nChanged 27 SP:Iteration 73Q (1809.240579 sec): 3 clusters Score: Raw -1141557.629513 + Penalty 5072.087546 = -1136485.541966 nChanged 29 SP:Iteration 74Q (1809.385918 sec): 3 clusters Score: Raw -1141565.903767 + Penalty 5072.087546 = -1136493.816221 nChanged 33 SP:Iteration 75Q (1809.518632 sec): 3 clusters Score: Raw -1141573.990535 + Penalty 5072.087546 = -1136501.902989 nChanged 23 SP:Iteration 76Q (1809.671972 sec): 3 clusters Score: Raw -1141579.719866 + Penalty 5072.087546 = -1136507.632320 nChanged 26 SP:Iteration 77Q (1809.824151 sec): 3 clusters Score: Raw -1141586.434124 + Penalty 5072.087546 = -1136514.346577 nChanged 21 SP:Iteration 78Q (1809.954215 sec): 3 clusters Score: Raw -1141591.129440 + Penalty 5072.087546 = -1136519.041894 nChanged 13 SP:Iteration 79Q (1810.110075 sec): 3 clusters Score: Raw -1141593.896806 + Penalty 5072.087546 = -1136521.809259 nChanged 11 SP:Iteration 80F (1810.258024 sec): 3 clusters Score: Raw -1141597.311164 + Penalty 5072.087546 = -1136525.223618 nChanged 15 SP:Iteration 81Q (1810.427373 sec): 3 clusters Score: Raw -1141600.799722 + Penalty 5072.087546 = -1136528.712176 nChanged 12 SP:Iteration 82Q (1810.545323 sec): 3 clusters Score: Raw -1141604.802659 + Penalty 5072.087546 = -1136532.715112 nChanged 14 SP:Iteration 83Q (1810.685789 sec): 3 clusters Score: Raw -1141608.640909 + Penalty 5072.087546 = -1136536.553362 nChanged 11 SP:Iteration 84Q (1810.836722 sec): 3 clusters Score: Raw -1141610.923125 + Penalty 5072.087546 = -1136538.835579 nChanged 12 SP:Iteration 85Q (1810.966131 sec): 3 clusters Score: Raw -1141612.792216 + Penalty 5072.087546 = -1136540.704670 nChanged 5 SP:Iteration 86Q (1811.111247 sec): 3 clusters Score: Raw -1141614.122516 + Penalty 5072.087546 = -1136542.034969 nChanged 8 SP:Iteration 87Q (1811.284502 sec): 3 clusters Score: Raw -1141616.944627 + Penalty 5072.087546 = -1136544.857081 nChanged 10 SP:Iteration 88Q (1811.433636 sec): 3 clusters Score: Raw -1141619.907912 + Penalty 5072.087546 = -1136547.820365 nChanged 6 SP:Iteration 89Q (1811.546966 sec): 3 clusters Score: Raw -1141622.241723 + Penalty 5072.087546 = -1136550.154176 nChanged 5 SP:Iteration 90Q (1811.720549 sec): 3 clusters Score: Raw -1141623.388884 + Penalty 5072.087546 = -1136551.301337 nChanged 3 SP:Iteration 91Q (1811.840128 sec): 3 clusters Score: Raw -1141623.723714 + Penalty 5072.087546 = -1136551.636168 nChanged 2 SP:Iteration 92Q (1811.987928 sec): 3 clusters Score: Raw -1141624.117111 + Penalty 5072.087546 = -1136552.029565 nChanged 2 SP:Iteration 93Q (1812.140292 sec): 3 clusters Score: Raw -1141624.760109 + Penalty 5072.087546 = -1136552.672562 nChanged 6 SP:Iteration 94Q (1812.281505 sec): 3 clusters Score: Raw -1141625.892379 + Penalty 5072.087546 = -1136553.804833 nChanged 8 SP:Iteration 95Q (1812.422800 sec): 3 clusters Score: Raw -1141627.558676 + Penalty 5072.087546 = -1136555.471130 nChanged 2 SP:Iteration 96Q (1812.562878 sec): 3 clusters Score: Raw -1141628.110597 + Penalty 5072.087546 = -1136556.023050 nChanged 4 SP:Iteration 97Q (1812.696643 sec): 3 clusters Score: Raw -1141629.108204 + Penalty 5072.087546 = -1136557.020658 nChanged 7 SP:Iteration 98Q (1812.842817 sec): 3 clusters Score: Raw -1141630.663939 + Penalty 5072.087546 = -1136558.576392 nChanged 6 SP:Iteration 99Q (1812.973005 sec): 3 clusters Score: Raw -1141631.781692 + Penalty 5072.087546 = -1136559.694145 nChanged 6 SP:Iteration 100F (1813.141275 sec): 3 clusters Score: Raw -1141633.553005 + Penalty 5072.087546 = -1136561.465458 nChanged 7 SP:Iteration 101Q (1813.289614 sec): 3 clusters Score: Raw -1141635.382138 + Penalty 5072.087546 = -1136563.294591 nChanged 6 SP:Iteration 102Q (1813.422444 sec): 3 clusters Score: Raw -1141636.420848 + Penalty 5072.087546 = -1136564.333301 nChanged 5 SP:Iteration 103Q (1813.546640 sec): 3 clusters Score: Raw -1141637.411407 + Penalty 5072.087546 = -1136565.323861 nChanged 8 SP:Iteration 104Q (1813.698531 sec): 3 clusters Score: Raw -1141639.186328 + Penalty 5072.087546 = -1136567.098781 nChanged 8 SP:Iteration 105Q (1813.846143 sec): 3 clusters Score: Raw -1141640.779007 + Penalty 5072.087546 = -1136568.691461 nChanged 5 SP:Iteration 106Q (1813.987821 sec): 3 clusters Score: Raw -1141641.911693 + Penalty 5072.087546 = -1136569.824146 nChanged 9 SP:Iteration 107Q (1814.164657 sec): 3 clusters Score: Raw -1141643.732586 + Penalty 5072.087546 = -1136571.645040 nChanged 10 SP:Iteration 108Q (1814.300837 sec): 3 clusters Score: Raw -1141645.701312 + Penalty 5072.087546 = -1136573.613766 nChanged 8 SP:Iteration 109Q (1814.433562 sec): 3 clusters Score: Raw -1141647.015824 + Penalty 5072.087546 = -1136574.928278 nChanged 4 SP:Iteration 110Q (1814.553097 sec): 3 clusters Score: Raw -1141647.601602 + Penalty 5072.087546 = -1136575.514056 nChanged 2 SP:Iteration 111Q (1814.718858 sec): 3 clusters Score: Raw -1141647.814878 + Penalty 5072.087546 = -1136575.727332 nChanged 0 SP:Iteration 112F (1814.863406 sec): 3 clusters Score: Raw -1141647.814878 + Penalty 5072.087546 = -1136575.727332 nChanged 0 Trying to split cluster 11 (5267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1814.949257 sec): 2 clusters Score: Raw -424149.593945 + Penalty 2262.273082 = -421887.320863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1815.064016 sec): 3 clusters Score: Raw -421579.980903 + Penalty 4524.546164 = -417055.434739 nChanged 2055 SP:Iteration 1F (1815.198717 sec): 3 clusters Score: Raw -422824.393283 + Penalty 4524.546164 = -418299.847119 nChanged 443 SP:Iteration 2F (1815.294522 sec): 3 clusters Score: Raw -423132.255054 + Penalty 4524.546164 = -418607.708890 nChanged 312 SP:Iteration 3F (1815.431561 sec): 3 clusters Score: Raw -423352.231299 + Penalty 4524.546164 = -418827.685135 nChanged 258 SP:Iteration 4Q (1815.559586 sec): 3 clusters Score: Raw -423539.752633 + Penalty 4524.546164 = -419015.206469 nChanged 223 SP:Iteration 5Q (1815.669021 sec): 3 clusters Score: Raw -423705.967536 + Penalty 4524.546164 = -419181.421373 nChanged 230 SP:Iteration 6Q (1815.770603 sec): 3 clusters Score: Raw -423904.208330 + Penalty 4524.546164 = -419379.662167 nChanged 233 SP:Iteration 7Q (1815.884469 sec): 3 clusters Score: Raw -424103.918724 + Penalty 4524.546164 = -419579.372560 nChanged 227 SP:Iteration 8Q (1816.005182 sec): 3 clusters Score: Raw -424289.050848 + Penalty 4524.546164 = -419764.504684 nChanged 228 SP:Iteration 9Q (1816.117406 sec): 3 clusters Score: Raw -424489.137840 + Penalty 4524.546164 = -419964.591676 nChanged 222 SP:Iteration 10Q (1816.234687 sec): 3 clusters Score: Raw -424684.899650 + Penalty 4524.546164 = -420160.353486 nChanged 189 SP:Iteration 11Q (1816.350448 sec): 3 clusters Score: Raw -424816.002804 + Penalty 4524.546164 = -420291.456640 nChanged 141 SP:Iteration 12Q (1816.485639 sec): 3 clusters Score: Raw -424907.644346 + Penalty 4524.546164 = -420383.098183 nChanged 101 SP:Iteration 13Q (1816.606481 sec): 3 clusters Score: Raw -424961.074241 + Penalty 4524.546164 = -420436.528078 nChanged 81 SP:Iteration 14Q (1816.720083 sec): 3 clusters Score: Raw -425003.109569 + Penalty 4524.546164 = -420478.563405 nChanged 75 SP:Iteration 15Q (1816.844973 sec): 3 clusters Score: Raw -425033.661539 + Penalty 4524.546164 = -420509.115376 nChanged 59 SP:Iteration 16Q (1816.965409 sec): 3 clusters Score: Raw -425057.385993 + Penalty 4524.546164 = -420532.839829 nChanged 39 SP:Iteration 17Q (1817.067019 sec): 3 clusters Score: Raw -425072.779819 + Penalty 4524.546164 = -420548.233655 nChanged 34 SP:Iteration 18Q (1817.179210 sec): 3 clusters Score: Raw -425084.579770 + Penalty 4524.546164 = -420560.033606 nChanged 29 SP:Iteration 19Q (1817.299883 sec): 3 clusters Score: Raw -425093.746414 + Penalty 4524.546164 = -420569.200250 nChanged 27 SP:Iteration 20F (1817.428111 sec): 3 clusters Score: Raw -425102.925977 + Penalty 4524.546164 = -420578.379813 nChanged 17 SP:Iteration 21Q (1817.541679 sec): 3 clusters Score: Raw -425109.758825 + Penalty 4524.546164 = -420585.212662 nChanged 18 SP:Iteration 22Q (1817.660393 sec): 3 clusters Score: Raw -425118.273996 + Penalty 4524.546164 = -420593.727832 nChanged 20 SP:Iteration 23Q (1817.774942 sec): 3 clusters Score: Raw -425125.023338 + Penalty 4524.546164 = -420600.477174 nChanged 13 SP:Iteration 24Q (1817.887203 sec): 3 clusters Score: Raw -425129.414021 + Penalty 4524.546164 = -420604.867857 nChanged 12 SP:Iteration 25Q (1818.002554 sec): 3 clusters Score: Raw -425134.224436 + Penalty 4524.546164 = -420609.678272 nChanged 12 SP:Iteration 26Q (1818.116665 sec): 3 clusters Score: Raw -425138.327695 + Penalty 4524.546164 = -420613.781532 nChanged 13 SP:Iteration 27Q (1818.258278 sec): 3 clusters Score: Raw -425141.968496 + Penalty 4524.546164 = -420617.422332 nChanged 9 SP:Iteration 28Q (1818.357411 sec): 3 clusters Score: Raw -425144.124347 + Penalty 4524.546164 = -420619.578184 nChanged 5 SP:Iteration 29Q (1818.479913 sec): 3 clusters Score: Raw -425146.110363 + Penalty 4524.546164 = -420621.564199 nChanged 6 SP:Iteration 30Q (1818.605336 sec): 3 clusters Score: Raw -425147.982205 + Penalty 4524.546164 = -420623.436041 nChanged 5 SP:Iteration 31Q (1818.757001 sec): 3 clusters Score: Raw -425150.086102 + Penalty 4524.546164 = -420625.539938 nChanged 2 SP:Iteration 32Q (1818.862869 sec): 3 clusters Score: Raw -425151.278607 + Penalty 4524.546164 = -420626.732443 nChanged 6 SP:Iteration 33Q (1819.003153 sec): 3 clusters Score: Raw -425153.413073 + Penalty 4524.546164 = -420628.866910 nChanged 4 SP:Iteration 34Q (1819.110530 sec): 3 clusters Score: Raw -425154.809592 + Penalty 4524.546164 = -420630.263429 nChanged 4 SP:Iteration 35Q (1819.218028 sec): 3 clusters Score: Raw -425155.403361 + Penalty 4524.546164 = -420630.857198 nChanged 2 SP:Iteration 36Q (1819.335628 sec): 3 clusters Score: Raw -425156.204393 + Penalty 4524.546164 = -420631.658229 nChanged 5 SP:Iteration 37Q (1819.455405 sec): 3 clusters Score: Raw -425157.731798 + Penalty 4524.546164 = -420633.185634 nChanged 6 SP:Iteration 38Q (1819.557973 sec): 3 clusters Score: Raw -425159.344869 + Penalty 4524.546164 = -420634.798705 nChanged 2 SP:Iteration 39Q (1819.656226 sec): 3 clusters Score: Raw -425159.670131 + Penalty 4524.546164 = -420635.123967 nChanged 1 SP:Iteration 40F (1819.792480 sec): 3 clusters Score: Raw -425160.211261 + Penalty 4524.546164 = -420635.665097 nChanged 3 SP:Iteration 41Q (1819.873967 sec): 3 clusters Score: Raw -425160.744369 + Penalty 4524.546164 = -420636.198205 nChanged 2 SP:Iteration 42Q (1820.003857 sec): 3 clusters Score: Raw -425161.060074 + Penalty 4524.546164 = -420636.513910 nChanged 3 SP:Iteration 43Q (1820.108952 sec): 3 clusters Score: Raw -425161.586840 + Penalty 4524.546164 = -420637.040676 nChanged 0 SP:Iteration 44F (1820.214536 sec): 3 clusters Score: Raw -425161.586840 + Penalty 4524.546164 = -420637.040676 nChanged 0 Iteration 99Q (1821.949681 sec): 12 clusters Score: Raw -11812871.186392 + Penalty 34530.724271 = -11778340.462122 nChanged 290 Iteration 100F (1824.327316 sec): 12 clusters Score: Raw -11812918.837546 + Penalty 34530.724271 = -11778388.113276 nChanged 287 Iteration 101Q (1826.066091 sec): 12 clusters Score: Raw -11812968.571260 + Penalty 34530.724271 = -11778437.846989 nChanged 295 Iteration 102Q (1827.794101 sec): 12 clusters Score: Raw -11813020.802329 + Penalty 34530.724271 = -11778490.078059 nChanged 292 Iteration 103Q (1829.617738 sec): 12 clusters Score: Raw -11813071.465201 + Penalty 34530.724271 = -11778540.740930 nChanged 295 Iteration 104Q (1831.409517 sec): 12 clusters Score: Raw -11813126.960799 + Penalty 34530.724271 = -11778596.236529 nChanged 294 Iteration 105Q (1833.204964 sec): 12 clusters Score: Raw -11813177.616666 + Penalty 34530.724271 = -11778646.892395 nChanged 295 Iteration 106Q (1835.006698 sec): 12 clusters Score: Raw -11813226.649897 + Penalty 34530.724271 = -11778695.925627 nChanged 263 Iteration 107Q (1836.829047 sec): 12 clusters Score: Raw -11813263.965174 + Penalty 34530.724271 = -11778733.240903 nChanged 247 Iteration 108Q (1838.736225 sec): 12 clusters Score: Raw -11813298.859032 + Penalty 34530.724271 = -11778768.134761 nChanged 248 Iteration 109Q (1840.638135 sec): 12 clusters Score: Raw -11813332.649412 + Penalty 34530.724271 = -11778801.925141 nChanged 268 Iteration 110Q (1842.527874 sec): 12 clusters Score: Raw -11813368.355993 + Penalty 34530.724271 = -11778837.631722 nChanged 247 Iteration 111Q (1844.440300 sec): 12 clusters Score: Raw -11813401.833281 + Penalty 34530.724271 = -11778871.109010 nChanged 254 Iteration 112Q (1846.413085 sec): 12 clusters Score: Raw -11813436.108437 + Penalty 34530.724271 = -11778905.384166 nChanged 280 Iteration 113Q (1848.359081 sec): 12 clusters Score: Raw -11813472.221970 + Penalty 34530.724271 = -11778941.497700 nChanged 247 Iteration 114Q (1850.351526 sec): 12 clusters Score: Raw -11813503.772262 + Penalty 34530.724271 = -11778973.047991 nChanged 228 Iteration 115Q (1852.178305 sec): 12 clusters Score: Raw -11813532.396090 + Penalty 34530.724271 = -11779001.671820 nChanged 249 Iteration 116Q (1853.898010 sec): 12 clusters Score: Raw -11813560.936471 + Penalty 34530.724271 = -11779030.212200 nChanged 212 Iteration 117Q (1855.542819 sec): 12 clusters Score: Raw -11813587.163048 + Penalty 34530.724271 = -11779056.438777 nChanged 191 Iteration 118Q (1857.216134 sec): 12 clusters Score: Raw -11813611.660767 + Penalty 34530.724271 = -11779080.936496 nChanged 185 Iteration 119Q (1858.839648 sec): 12 clusters Score: Raw -11813634.677890 + Penalty 34530.724271 = -11779103.953619 nChanged 193 Iteration 120F (1861.014417 sec): 12 clusters Score: Raw -11813653.895706 + Penalty 34530.724271 = -11779123.171436 nChanged 179 Iteration 121Q (1862.600017 sec): 12 clusters Score: Raw -11813671.351465 + Penalty 34530.724271 = -11779140.627194 nChanged 154 Iteration 122Q (1864.326775 sec): 12 clusters Score: Raw -11813688.492804 + Penalty 34530.724271 = -11779157.768534 nChanged 149 Iteration 123Q (1865.924023 sec): 12 clusters Score: Raw -11813703.164622 + Penalty 34530.724271 = -11779172.440352 nChanged 139 Iteration 124Q (1867.618706 sec): 12 clusters Score: Raw -11813716.915457 + Penalty 34530.724271 = -11779186.191187 nChanged 119 Iteration 125Q (1869.216953 sec): 12 clusters Score: Raw -11813728.668552 + Penalty 34530.724271 = -11779197.944282 nChanged 123 Iteration 126Q (1870.971962 sec): 12 clusters Score: Raw -11813741.800937 + Penalty 34530.724271 = -11779211.076666 nChanged 120 Iteration 127Q (1872.552783 sec): 12 clusters Score: Raw -11813753.551017 + Penalty 34530.724271 = -11779222.826746 nChanged 122 Iteration 128Q (1874.130055 sec): 12 clusters Score: Raw -11813764.393550 + Penalty 34530.724271 = -11779233.669279 nChanged 101 Iteration 129Q (1875.652355 sec): 12 clusters Score: Raw -11813773.935747 + Penalty 34530.724271 = -11779243.211476 nChanged 99 Iteration 130Q (1877.289628 sec): 12 clusters Score: Raw -11813782.999803 + Penalty 34530.724271 = -11779252.275532 nChanged 114 Iteration 131Q (1878.781826 sec): 12 clusters Score: Raw -11813794.779519 + Penalty 34530.724271 = -11779264.055249 nChanged 119 Iteration 132Q (1880.367317 sec): 12 clusters Score: Raw -11813805.994482 + Penalty 34530.724271 = -11779275.270212 nChanged 95 Iteration 133Q (1881.918088 sec): 12 clusters Score: Raw -11813817.031690 + Penalty 34530.724271 = -11779286.307419 nChanged 98 Iteration 134Q (1883.556174 sec): 12 clusters Score: Raw -11813826.681667 + Penalty 34530.724271 = -11779295.957397 nChanged 89 Iteration 135Q (1885.185609 sec): 12 clusters Score: Raw -11813836.133789 + Penalty 34530.724271 = -11779305.409519 nChanged 88 Iteration 136Q (1886.827960 sec): 12 clusters Score: Raw -11813844.616832 + Penalty 34530.724271 = -11779313.892561 nChanged 96 Iteration 137Q (1888.422877 sec): 12 clusters Score: Raw -11813854.665330 + Penalty 34530.724271 = -11779323.941059 nChanged 97 Iteration 138Q (1890.242785 sec): 12 clusters Score: Raw -11813864.190119 + Penalty 34530.724271 = -11779333.465849 nChanged 96 Writing temp clu file Because OldScore, -11779323.941059, is greater than current (better) Score,-11779333.465849 Compute initial score before splitting: Score: Raw -11813864.190119 + Penalty 34530.724271 = -11779333.465849 Trying to split cluster 1 (5306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1890.445137 sec): 2 clusters Score: Raw -437165.542492 + Penalty 2264.220693 = -434901.321799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1890.645096 sec): 3 clusters Score: Raw -434660.497785 + Penalty 4528.441386 = -430132.056398 nChanged 2039 SP:Iteration 1F (1890.717408 sec): 3 clusters Score: Raw -436206.580899 + Penalty 4528.441386 = -431678.139513 nChanged 579 SP:Iteration 2F (1890.840492 sec): 3 clusters Score: Raw -436934.909955 + Penalty 4528.441386 = -432406.468569 nChanged 513 SP:Iteration 3F (1890.948896 sec): 3 clusters Score: Raw -437581.220955 + Penalty 4528.441386 = -433052.779569 nChanged 397 SP:Iteration 4F (1891.061986 sec): 3 clusters Score: Raw -438013.396820 + Penalty 4528.441386 = -433484.955433 nChanged 273 SP:Iteration 5F (1891.197490 sec): 3 clusters Score: Raw -438239.042325 + Penalty 4528.441386 = -433710.600939 nChanged 190 SP:Iteration 6Q (1891.323671 sec): 3 clusters Score: Raw -438370.726464 + Penalty 4528.441386 = -433842.285078 nChanged 120 SP:Iteration 7Q (1891.436261 sec): 3 clusters Score: Raw -438444.334790 + Penalty 4528.441386 = -433915.893403 nChanged 86 SP:Iteration 8Q (1891.549581 sec): 3 clusters Score: Raw -438490.171370 + Penalty 4528.441386 = -433961.729984 nChanged 63 SP:Iteration 9Q (1891.658522 sec): 3 clusters Score: Raw -438519.660860 + Penalty 4528.441386 = -433991.219474 nChanged 47 SP:Iteration 10Q (1891.771559 sec): 3 clusters Score: Raw -438544.467078 + Penalty 4528.441386 = -434016.025692 nChanged 40 SP:Iteration 11Q (1891.894712 sec): 3 clusters Score: Raw -438563.031317 + Penalty 4528.441386 = -434034.589931 nChanged 36 SP:Iteration 12Q (1892.017391 sec): 3 clusters Score: Raw -438579.062684 + Penalty 4528.441386 = -434050.621298 nChanged 21 SP:Iteration 13Q (1892.170152 sec): 3 clusters Score: Raw -438587.545172 + Penalty 4528.441386 = -434059.103786 nChanged 15 SP:Iteration 14Q (1892.268481 sec): 3 clusters Score: Raw -438593.271649 + Penalty 4528.441386 = -434064.830263 nChanged 9 SP:Iteration 15Q (1892.392682 sec): 3 clusters Score: Raw -438595.443949 + Penalty 4528.441386 = -434067.002563 nChanged 4 SP:Iteration 16Q (1892.521839 sec): 3 clusters Score: Raw -438597.024395 + Penalty 4528.441386 = -434068.583009 nChanged 7 SP:Iteration 17Q (1892.646651 sec): 3 clusters Score: Raw -438599.728026 + Penalty 4528.441386 = -434071.286640 nChanged 8 SP:Iteration 18Q (1892.760335 sec): 3 clusters Score: Raw -438603.419035 + Penalty 4528.441386 = -434074.977649 nChanged 6 SP:Iteration 19Q (1892.907500 sec): 3 clusters Score: Raw -438605.929501 + Penalty 4528.441386 = -434077.488115 nChanged 7 SP:Iteration 20F (1893.032672 sec): 3 clusters Score: Raw -438607.787402 + Penalty 4528.441386 = -434079.346016 nChanged 3 SP:Iteration 21Q (1893.145211 sec): 3 clusters Score: Raw -438608.508030 + Penalty 4528.441386 = -434080.066644 nChanged 3 SP:Iteration 22Q (1893.248426 sec): 3 clusters Score: Raw -438609.369765 + Penalty 4528.441386 = -434080.928379 nChanged 4 SP:Iteration 23Q (1893.361529 sec): 3 clusters Score: Raw -438610.683788 + Penalty 4528.441386 = -434082.242402 nChanged 3 SP:Iteration 24Q (1893.489639 sec): 3 clusters Score: Raw -438611.690847 + Penalty 4528.441386 = -434083.249461 nChanged 4 SP:Iteration 25Q (1893.610292 sec): 3 clusters Score: Raw -438613.213871 + Penalty 4528.441386 = -434084.772485 nChanged 5 SP:Iteration 26Q (1893.726457 sec): 3 clusters Score: Raw -438614.967311 + Penalty 4528.441386 = -434086.525925 nChanged 2 SP:Iteration 27Q (1893.856173 sec): 3 clusters Score: Raw -438615.891134 + Penalty 4528.441386 = -434087.449748 nChanged 0 SP:Iteration 28F (1893.955591 sec): 3 clusters Score: Raw -438615.891134 + Penalty 4528.441386 = -434087.449748 nChanged 0 Trying to split cluster 2 (4096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.033196 sec): 2 clusters Score: Raw -303531.741370 + Penalty 2195.890268 = -301335.851102 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.172165 sec): 3 clusters Score: Raw -301731.042528 + Penalty 4391.780536 = -297339.261992 nChanged 1472 SP:Iteration 1F (1894.264960 sec): 3 clusters Score: Raw -302739.806526 + Penalty 4391.780536 = -298348.025990 nChanged 321 SP:Iteration 2F (1894.385163 sec): 3 clusters Score: Raw -303086.092010 + Penalty 4391.780536 = -298694.311474 nChanged 266 SP:Iteration 3F (1894.491331 sec): 3 clusters Score: Raw -303395.881012 + Penalty 4391.780536 = -299004.100476 nChanged 242 SP:Iteration 4F (1894.614881 sec): 3 clusters Score: Raw -303671.787477 + Penalty 4391.780536 = -299280.006941 nChanged 213 SP:Iteration 5F (1894.742682 sec): 3 clusters Score: Raw -303907.985172 + Penalty 4391.780536 = -299516.204636 nChanged 187 SP:Iteration 6Q (1894.849766 sec): 3 clusters Score: Raw -304087.659806 + Penalty 4391.780536 = -299695.879270 nChanged 164 SP:Iteration 7Q (1894.982971 sec): 3 clusters Score: Raw -304234.559325 + Penalty 4391.780536 = -299842.778789 nChanged 144 SP:Iteration 8Q (1895.074811 sec): 3 clusters Score: Raw -304346.261640 + Penalty 4391.780536 = -299954.481104 nChanged 114 SP:Iteration 9Q (1895.188468 sec): 3 clusters Score: Raw -304432.380959 + Penalty 4391.780536 = -300040.600423 nChanged 104 SP:Iteration 10Q (1895.286204 sec): 3 clusters Score: Raw -304500.814844 + Penalty 4391.780536 = -300109.034308 nChanged 80 SP:Iteration 11Q (1895.412868 sec): 3 clusters Score: Raw -304544.726682 + Penalty 4391.780536 = -300152.946146 nChanged 47 SP:Iteration 12Q (1895.531624 sec): 3 clusters Score: Raw -304567.913038 + Penalty 4391.780536 = -300176.132502 nChanged 33 SP:Iteration 13Q (1895.637902 sec): 3 clusters Score: Raw -304581.335426 + Penalty 4391.780536 = -300189.554890 nChanged 33 SP:Iteration 14Q (1895.749362 sec): 3 clusters Score: Raw -304600.582170 + Penalty 4391.780536 = -300208.801634 nChanged 31 SP:Iteration 15Q (1895.880738 sec): 3 clusters Score: Raw -304614.895328 + Penalty 4391.780536 = -300223.114792 nChanged 28 SP:Iteration 16Q (1896.004213 sec): 3 clusters Score: Raw -304626.801914 + Penalty 4391.780536 = -300235.021378 nChanged 20 SP:Iteration 17Q (1896.146124 sec): 3 clusters Score: Raw -304633.764952 + Penalty 4391.780536 = -300241.984416 nChanged 14 SP:Iteration 18Q (1896.250712 sec): 3 clusters Score: Raw -304640.779744 + Penalty 4391.780536 = -300248.999208 nChanged 18 SP:Iteration 19Q (1896.419567 sec): 3 clusters Score: Raw -304647.979764 + Penalty 4391.780536 = -300256.199228 nChanged 11 SP:Iteration 20F (1896.531474 sec): 3 clusters Score: Raw -304652.803373 + Penalty 4391.780536 = -300261.022837 nChanged 12 SP:Iteration 21Q (1896.644073 sec): 3 clusters Score: Raw -304656.329708 + Penalty 4391.780536 = -300264.549172 nChanged 10 SP:Iteration 22Q (1896.757514 sec): 3 clusters Score: Raw -304659.596257 + Penalty 4391.780536 = -300267.815721 nChanged 10 SP:Iteration 23Q (1896.871273 sec): 3 clusters Score: Raw -304663.082424 + Penalty 4391.780536 = -300271.301888 nChanged 8 SP:Iteration 24Q (1896.984355 sec): 3 clusters Score: Raw -304666.514295 + Penalty 4391.780536 = -300274.733759 nChanged 10 SP:Iteration 25Q (1897.105990 sec): 3 clusters Score: Raw -304672.487251 + Penalty 4391.780536 = -300280.706715 nChanged 14 SP:Iteration 26Q (1897.189708 sec): 3 clusters Score: Raw -304678.781753 + Penalty 4391.780536 = -300287.001217 nChanged 15 SP:Iteration 27Q (1897.281198 sec): 3 clusters Score: Raw -304686.030769 + Penalty 4391.780536 = -300294.250233 nChanged 15 SP:Iteration 28Q (1897.361199 sec): 3 clusters Score: Raw -304690.805229 + Penalty 4391.780536 = -300299.024693 nChanged 12 SP:Iteration 29Q (1897.482105 sec): 3 clusters Score: Raw -304697.407874 + Penalty 4391.780536 = -300305.627338 nChanged 11 SP:Iteration 30Q (1897.612371 sec): 3 clusters Score: Raw -304700.382514 + Penalty 4391.780536 = -300308.601978 nChanged 9 SP:Iteration 31Q (1897.730627 sec): 3 clusters Score: Raw -304703.241652 + Penalty 4391.780536 = -300311.461116 nChanged 7 SP:Iteration 32Q (1897.857021 sec): 3 clusters Score: Raw -304704.957404 + Penalty 4391.780536 = -300313.176868 nChanged 3 SP:Iteration 33Q (1897.974072 sec): 3 clusters Score: Raw -304705.545737 + Penalty 4391.780536 = -300313.765201 nChanged 2 SP:Iteration 34Q (1898.099861 sec): 3 clusters Score: Raw -304706.020524 + Penalty 4391.780536 = -300314.239988 nChanged 0 SP:Iteration 35F (1898.235292 sec): 3 clusters Score: Raw -304706.020524 + Penalty 4391.780536 = -300314.239988 nChanged 0 Trying to split cluster 3 (8619 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1898.322776 sec): 2 clusters Score: Raw -768594.189422 + Penalty 2392.295228 = -766201.894195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1898.441752 sec): 3 clusters Score: Raw -764149.753235 + Penalty 4784.590456 = -759365.162779 nChanged 3436 SP:Iteration 1F (1898.593970 sec): 3 clusters Score: Raw -766061.111923 + Penalty 4784.590456 = -761276.521468 nChanged 632 SP:Iteration 2F (1898.721794 sec): 3 clusters Score: Raw -766419.560767 + Penalty 4784.590456 = -761634.970312 nChanged 504 SP:Iteration 3F (1898.851841 sec): 3 clusters Score: Raw -766701.727887 + Penalty 4784.590456 = -761917.137431 nChanged 411 SP:Iteration 4Q (1898.984882 sec): 3 clusters Score: Raw -766931.370272 + Penalty 4784.590456 = -762146.779816 nChanged 351 SP:Iteration 5Q (1899.112355 sec): 3 clusters Score: Raw -767126.970052 + Penalty 4784.590456 = -762342.379596 nChanged 331 SP:Iteration 6Q (1899.213065 sec): 3 clusters Score: Raw -767309.365679 + Penalty 4784.590456 = -762524.775224 nChanged 300 SP:Iteration 7Q (1899.338720 sec): 3 clusters Score: Raw -767476.326035 + Penalty 4784.590456 = -762691.735579 nChanged 284 SP:Iteration 8Q (1899.451497 sec): 3 clusters Score: Raw -767627.017048 + Penalty 4784.590456 = -762842.426592 nChanged 277 SP:Iteration 9Q (1899.591351 sec): 3 clusters Score: Raw -767778.992934 + Penalty 4784.590456 = -762994.402479 nChanged 257 SP:Iteration 10Q (1899.706556 sec): 3 clusters Score: Raw -767932.368797 + Penalty 4784.590456 = -763147.778341 nChanged 234 SP:Iteration 11Q (1899.841545 sec): 3 clusters Score: Raw -768073.523432 + Penalty 4784.590456 = -763288.932976 nChanged 231 SP:Iteration 12Q (1900.004915 sec): 3 clusters Score: Raw -768216.794458 + Penalty 4784.590456 = -763432.204002 nChanged 247 SP:Iteration 13Q (1900.151700 sec): 3 clusters Score: Raw -768369.365099 + Penalty 4784.590456 = -763584.774643 nChanged 251 SP:Iteration 14Q (1900.265607 sec): 3 clusters Score: Raw -768514.338583 + Penalty 4784.590456 = -763729.748127 nChanged 205 SP:Iteration 15Q (1900.412661 sec): 3 clusters Score: Raw -768625.750764 + Penalty 4784.590456 = -763841.160308 nChanged 174 SP:Iteration 16Q (1900.514094 sec): 3 clusters Score: Raw -768714.241643 + Penalty 4784.590456 = -763929.651188 nChanged 164 SP:Iteration 17Q (1900.660348 sec): 3 clusters Score: Raw -768800.475241 + Penalty 4784.590456 = -764015.884786 nChanged 131 SP:Iteration 18Q (1900.789251 sec): 3 clusters Score: Raw -768856.673808 + Penalty 4784.590456 = -764072.083353 nChanged 105 SP:Iteration 19Q (1900.950792 sec): 3 clusters Score: Raw -768895.404382 + Penalty 4784.590456 = -764110.813926 nChanged 79 SP:Iteration 20F (1901.117569 sec): 3 clusters Score: Raw -768924.859961 + Penalty 4784.590456 = -764140.269506 nChanged 63 SP:Iteration 21Q (1901.202264 sec): 3 clusters Score: Raw -768945.770535 + Penalty 4784.590456 = -764161.180080 nChanged 58 SP:Iteration 22Q (1901.330120 sec): 3 clusters Score: Raw -768962.961100 + Penalty 4784.590456 = -764178.370644 nChanged 60 SP:Iteration 23Q (1901.447692 sec): 3 clusters Score: Raw -768980.342238 + Penalty 4784.590456 = -764195.751783 nChanged 42 SP:Iteration 24Q (1901.592152 sec): 3 clusters Score: Raw -768992.153253 + Penalty 4784.590456 = -764207.562797 nChanged 35 SP:Iteration 25Q (1901.694087 sec): 3 clusters Score: Raw -769000.326626 + Penalty 4784.590456 = -764215.736170 nChanged 24 SP:Iteration 26Q (1901.824573 sec): 3 clusters Score: Raw -769004.456905 + Penalty 4784.590456 = -764219.866449 nChanged 16 SP:Iteration 27Q (1901.964248 sec): 3 clusters Score: Raw -769007.088981 + Penalty 4784.590456 = -764222.498526 nChanged 12 SP:Iteration 28Q (1902.079252 sec): 3 clusters Score: Raw -769009.089715 + Penalty 4784.590456 = -764224.499260 nChanged 10 SP:Iteration 29Q (1902.193964 sec): 3 clusters Score: Raw -769011.186576 + Penalty 4784.590456 = -764226.596121 nChanged 9 SP:Iteration 30Q (1902.300244 sec): 3 clusters Score: Raw -769012.560973 + Penalty 4784.590456 = -764227.970517 nChanged 7 SP:Iteration 31Q (1902.449656 sec): 3 clusters Score: Raw -769013.458203 + Penalty 4784.590456 = -764228.867747 nChanged 5 SP:Iteration 32Q (1902.581318 sec): 3 clusters Score: Raw -769014.243044 + Penalty 4784.590456 = -764229.652589 nChanged 5 SP:Iteration 33Q (1902.691070 sec): 3 clusters Score: Raw -769014.943675 + Penalty 4784.590456 = -764230.353220 nChanged 3 SP:Iteration 34Q (1902.810658 sec): 3 clusters Score: Raw -769015.771393 + Penalty 4784.590456 = -764231.180937 nChanged 6 SP:Iteration 35Q (1902.950004 sec): 3 clusters Score: Raw -769016.738661 + Penalty 4784.590456 = -764232.148206 nChanged 9 SP:Iteration 36Q (1903.064836 sec): 3 clusters Score: Raw -769018.270147 + Penalty 4784.590456 = -764233.679691 nChanged 6 SP:Iteration 37Q (1903.170141 sec): 3 clusters Score: Raw -769019.468250 + Penalty 4784.590456 = -764234.877794 nChanged 4 SP:Iteration 38Q (1903.267999 sec): 3 clusters Score: Raw -769020.314756 + Penalty 4784.590456 = -764235.724301 nChanged 1 SP:Iteration 39Q (1903.410130 sec): 3 clusters Score: Raw -769020.412165 + Penalty 4784.590456 = -764235.821709 nChanged 0 SP:Iteration 40F (1903.557942 sec): 3 clusters Score: Raw -769020.412165 + Penalty 4784.590456 = -764235.821709 nChanged 0 Trying to split cluster 4 (65962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1903.879708 sec): 2 clusters Score: Raw -5666118.043766 + Penalty 2929.564202 = -5663188.479564 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1904.206834 sec): 3 clusters Score: Raw -5624938.634162 + Penalty 5859.128404 = -5619079.505759 nChanged 30581 SP:Iteration 1F (1904.538447 sec): 3 clusters Score: Raw -5642635.447743 + Penalty 5859.128404 = -5636776.319340 nChanged 3188 SP:Iteration 2Q (1904.842874 sec): 3 clusters Score: Raw -5643941.984823 + Penalty 5859.128404 = -5638082.856419 nChanged 3297 SP:Iteration 3Q (1905.164660 sec): 3 clusters Score: Raw -5645504.510225 + Penalty 5859.128404 = -5639645.381822 nChanged 3637 SP:Iteration 4F (1905.489349 sec): 3 clusters Score: Raw -5647294.504825 + Penalty 5859.128404 = -5641435.376421 nChanged 3857 SP:Iteration 5F (1905.824422 sec): 3 clusters Score: Raw -5649211.371852 + Penalty 5859.128404 = -5643352.243449 nChanged 3827 SP:Iteration 6F (1906.119046 sec): 3 clusters Score: Raw -5651066.823573 + Penalty 5859.128404 = -5645207.695170 nChanged 3539 SP:Iteration 7F (1906.431003 sec): 3 clusters Score: Raw -5652740.152586 + Penalty 5859.128404 = -5646881.024182 nChanged 3211 SP:Iteration 8Q (1906.751481 sec): 3 clusters Score: Raw -5654216.848398 + Penalty 5859.128404 = -5648357.719995 nChanged 2811 SP:Iteration 9Q (1907.058845 sec): 3 clusters Score: Raw -5655598.973111 + Penalty 5859.128404 = -5649739.844707 nChanged 2584 SP:Iteration 10Q (1907.345671 sec): 3 clusters Score: Raw -5656985.488227 + Penalty 5859.128404 = -5651126.359823 nChanged 2464 SP:Iteration 11Q (1907.682614 sec): 3 clusters Score: Raw -5658455.186508 + Penalty 5859.128404 = -5652596.058105 nChanged 2409 SP:Iteration 12Q (1907.984405 sec): 3 clusters Score: Raw -5660068.657497 + Penalty 5859.128404 = -5654209.529094 nChanged 2186 SP:Iteration 13Q (1908.327663 sec): 3 clusters Score: Raw -5661751.300976 + Penalty 5859.128404 = -5655892.172572 nChanged 1853 SP:Iteration 14Q (1908.637488 sec): 3 clusters Score: Raw -5663398.110445 + Penalty 5859.128404 = -5657538.982042 nChanged 1440 SP:Iteration 15Q (1908.945378 sec): 3 clusters Score: Raw -5664843.959777 + Penalty 5859.128404 = -5658984.831374 nChanged 1130 SP:Iteration 16Q (1909.289235 sec): 3 clusters Score: Raw -5665889.650029 + Penalty 5859.128404 = -5660030.521625 nChanged 870 SP:Iteration 17Q (1909.579188 sec): 3 clusters Score: Raw -5666629.257693 + Penalty 5859.128404 = -5660770.129290 nChanged 668 SP:Iteration 18Q (1909.898755 sec): 3 clusters Score: Raw -5667130.012454 + Penalty 5859.128404 = -5661270.884051 nChanged 514 SP:Iteration 19Q (1910.186658 sec): 3 clusters Score: Raw -5667445.532958 + Penalty 5859.128404 = -5661586.404554 nChanged 366 SP:Iteration 20F (1910.494905 sec): 3 clusters Score: Raw -5667608.304720 + Penalty 5859.128404 = -5661749.176316 nChanged 278 SP:Iteration 21Q (1910.794334 sec): 3 clusters Score: Raw -5667718.439216 + Penalty 5859.128404 = -5661859.310812 nChanged 228 SP:Iteration 22Q (1911.116214 sec): 3 clusters Score: Raw -5667799.501924 + Penalty 5859.128404 = -5661940.373520 nChanged 176 SP:Iteration 23Q (1911.434659 sec): 3 clusters Score: Raw -5667850.048195 + Penalty 5859.128404 = -5661990.919791 nChanged 146 SP:Iteration 24Q (1911.746251 sec): 3 clusters Score: Raw -5667888.106574 + Penalty 5859.128404 = -5662028.978170 nChanged 113 SP:Iteration 25Q (1912.019120 sec): 3 clusters Score: Raw -5667912.670736 + Penalty 5859.128404 = -5662053.542332 nChanged 88 SP:Iteration 26Q (1912.316769 sec): 3 clusters Score: Raw -5667929.243590 + Penalty 5859.128404 = -5662070.115187 nChanged 69 SP:Iteration 27Q (1912.594601 sec): 3 clusters Score: Raw -5667939.612920 + Penalty 5859.128404 = -5662080.484517 nChanged 55 SP:Iteration 28Q (1912.911635 sec): 3 clusters Score: Raw -5667947.889996 + Penalty 5859.128404 = -5662088.761592 nChanged 54 SP:Iteration 29Q (1913.148338 sec): 3 clusters Score: Raw -5667955.898809 + Penalty 5859.128404 = -5662096.770406 nChanged 44 SP:Iteration 30Q (1913.432035 sec): 3 clusters Score: Raw -5667963.568413 + Penalty 5859.128404 = -5662104.440009 nChanged 43 SP:Iteration 31Q (1913.733055 sec): 3 clusters Score: Raw -5667970.809612 + Penalty 5859.128404 = -5662111.681209 nChanged 41 SP:Iteration 32Q (1914.045379 sec): 3 clusters Score: Raw -5667976.463217 + Penalty 5859.128404 = -5662117.334813 nChanged 33 SP:Iteration 33Q (1914.339375 sec): 3 clusters Score: Raw -5667980.865527 + Penalty 5859.128404 = -5662121.737123 nChanged 27 SP:Iteration 34Q (1914.634719 sec): 3 clusters Score: Raw -5667985.069516 + Penalty 5859.128404 = -5662125.941113 nChanged 29 SP:Iteration 35Q (1914.937816 sec): 3 clusters Score: Raw -5667988.864122 + Penalty 5859.128404 = -5662129.735719 nChanged 18 SP:Iteration 36Q (1915.238024 sec): 3 clusters Score: Raw -5667990.942328 + Penalty 5859.128404 = -5662131.813924 nChanged 16 SP:Iteration 37Q (1915.527818 sec): 3 clusters Score: Raw -5667992.846938 + Penalty 5859.128404 = -5662133.718535 nChanged 11 SP:Iteration 38Q (1915.824003 sec): 3 clusters Score: Raw -5667993.940819 + Penalty 5859.128404 = -5662134.812416 nChanged 15 SP:Iteration 39Q (1916.127260 sec): 3 clusters Score: Raw -5667995.551198 + Penalty 5859.128404 = -5662136.422795 nChanged 10 SP:Iteration 40F (1916.462389 sec): 3 clusters Score: Raw -5667996.585229 + Penalty 5859.128404 = -5662137.456826 nChanged 12 SP:Iteration 41Q (1916.755611 sec): 3 clusters Score: Raw -5667997.653873 + Penalty 5859.128404 = -5662138.525469 nChanged 10 SP:Iteration 42Q (1917.011898 sec): 3 clusters Score: Raw -5667998.538151 + Penalty 5859.128404 = -5662139.409747 nChanged 10 SP:Iteration 43Q (1917.324229 sec): 3 clusters Score: Raw -5667999.432474 + Penalty 5859.128404 = -5662140.304071 nChanged 7 SP:Iteration 44Q (1917.631100 sec): 3 clusters Score: Raw -5668000.379159 + Penalty 5859.128404 = -5662141.250755 nChanged 8 SP:Iteration 45Q (1917.916743 sec): 3 clusters Score: Raw -5668001.194045 + Penalty 5859.128404 = -5662142.065641 nChanged 9 SP:Iteration 46Q (1918.264771 sec): 3 clusters Score: Raw -5668001.979401 + Penalty 5859.128404 = -5662142.850997 nChanged 9 SP:Iteration 47Q (1918.541674 sec): 3 clusters Score: Raw -5668002.634159 + Penalty 5859.128404 = -5662143.505756 nChanged 8 SP:Iteration 48Q (1918.800812 sec): 3 clusters Score: Raw -5668003.415520 + Penalty 5859.128404 = -5662144.287116 nChanged 5 SP:Iteration 49Q (1919.079553 sec): 3 clusters Score: Raw -5668004.054016 + Penalty 5859.128404 = -5662144.925613 nChanged 11 SP:Iteration 50Q (1919.353625 sec): 3 clusters Score: Raw -5668005.249812 + Penalty 5859.128404 = -5662146.121409 nChanged 7 SP:Iteration 51Q (1919.606539 sec): 3 clusters Score: Raw -5668005.937842 + Penalty 5859.128404 = -5662146.809439 nChanged 6 SP:Iteration 52Q (1919.922218 sec): 3 clusters Score: Raw -5668006.441874 + Penalty 5859.128404 = -5662147.313471 nChanged 7 SP:Iteration 53Q (1920.179355 sec): 3 clusters Score: Raw -5668007.357288 + Penalty 5859.128404 = -5662148.228885 nChanged 5 SP:Iteration 54Q (1920.476405 sec): 3 clusters Score: Raw -5668007.817393 + Penalty 5859.128404 = -5662148.688989 nChanged 7 SP:Iteration 55Q (1920.758182 sec): 3 clusters Score: Raw -5668008.424677 + Penalty 5859.128404 = -5662149.296274 nChanged 2 SP:Iteration 56Q (1921.033645 sec): 3 clusters Score: Raw -5668008.604453 + Penalty 5859.128404 = -5662149.476049 nChanged 2 SP:Iteration 57Q (1921.316765 sec): 3 clusters Score: Raw -5668008.757998 + Penalty 5859.128404 = -5662149.629594 nChanged 0 SP:Iteration 58F (1921.614471 sec): 3 clusters Score: Raw -5668008.757998 + Penalty 5859.128404 = -5662149.629594 nChanged 0 Trying to split cluster 5 (9399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1921.746004 sec): 2 clusters Score: Raw -727970.438616 + Penalty 2415.166665 = -725555.271951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1921.861326 sec): 3 clusters Score: Raw -722984.468306 + Penalty 4830.333330 = -718154.134976 nChanged 3890 SP:Iteration 1F (1922.029570 sec): 3 clusters Score: Raw -725186.091587 + Penalty 4830.333330 = -720355.758257 nChanged 692 SP:Iteration 2F (1922.178617 sec): 3 clusters Score: Raw -725654.216633 + Penalty 4830.333330 = -720823.883303 nChanged 612 SP:Iteration 3F (1922.339244 sec): 3 clusters Score: Raw -726091.657593 + Penalty 4830.333330 = -721261.324263 nChanged 594 SP:Iteration 4F (1922.478123 sec): 3 clusters Score: Raw -726572.855237 + Penalty 4830.333330 = -721742.521907 nChanged 574 SP:Iteration 5F (1922.624379 sec): 3 clusters Score: Raw -727038.600092 + Penalty 4830.333330 = -722208.266762 nChanged 540 SP:Iteration 6F (1922.742943 sec): 3 clusters Score: Raw -727442.444771 + Penalty 4830.333330 = -722612.111441 nChanged 468 SP:Iteration 7Q (1922.868166 sec): 3 clusters Score: Raw -727759.651101 + Penalty 4830.333330 = -722929.317771 nChanged 383 SP:Iteration 8Q (1923.016325 sec): 3 clusters Score: Raw -727983.806956 + Penalty 4830.333330 = -723153.473626 nChanged 305 SP:Iteration 9Q (1923.174114 sec): 3 clusters Score: Raw -728123.630563 + Penalty 4830.333330 = -723293.297233 nChanged 221 SP:Iteration 10Q (1923.286447 sec): 3 clusters Score: Raw -728216.203119 + Penalty 4830.333330 = -723385.869789 nChanged 172 SP:Iteration 11Q (1923.443831 sec): 3 clusters Score: Raw -728271.344931 + Penalty 4830.333330 = -723441.011601 nChanged 118 SP:Iteration 12Q (1923.556906 sec): 3 clusters Score: Raw -728306.384707 + Penalty 4830.333330 = -723476.051377 nChanged 90 SP:Iteration 13Q (1923.704320 sec): 3 clusters Score: Raw -728331.561418 + Penalty 4830.333330 = -723501.228088 nChanged 82 SP:Iteration 14Q (1923.847826 sec): 3 clusters Score: Raw -728350.414597 + Penalty 4830.333330 = -723520.081267 nChanged 70 SP:Iteration 15Q (1923.978228 sec): 3 clusters Score: Raw -728369.193123 + Penalty 4830.333330 = -723538.859793 nChanged 70 SP:Iteration 16Q (1924.113686 sec): 3 clusters Score: Raw -728390.003547 + Penalty 4830.333330 = -723559.670217 nChanged 53 SP:Iteration 17Q (1924.264431 sec): 3 clusters Score: Raw -728405.987788 + Penalty 4830.333330 = -723575.654458 nChanged 58 SP:Iteration 18Q (1924.397407 sec): 3 clusters Score: Raw -728424.210368 + Penalty 4830.333330 = -723593.877038 nChanged 60 SP:Iteration 19Q (1924.553613 sec): 3 clusters Score: Raw -728439.145015 + Penalty 4830.333330 = -723608.811685 nChanged 59 SP:Iteration 20F (1924.660692 sec): 3 clusters Score: Raw -728453.016687 + Penalty 4830.333330 = -723622.683357 nChanged 51 SP:Iteration 21Q (1924.810022 sec): 3 clusters Score: Raw -728465.868372 + Penalty 4830.333330 = -723635.535042 nChanged 57 SP:Iteration 22Q (1924.964411 sec): 3 clusters Score: Raw -728481.083971 + Penalty 4830.333330 = -723650.750641 nChanged 53 SP:Iteration 23Q (1925.105802 sec): 3 clusters Score: Raw -728494.230246 + Penalty 4830.333330 = -723663.896916 nChanged 39 SP:Iteration 24Q (1925.249367 sec): 3 clusters Score: Raw -728505.432704 + Penalty 4830.333330 = -723675.099374 nChanged 49 SP:Iteration 25Q (1925.353185 sec): 3 clusters Score: Raw -728520.852323 + Penalty 4830.333330 = -723690.518993 nChanged 56 SP:Iteration 26Q (1925.507353 sec): 3 clusters Score: Raw -728541.010792 + Penalty 4830.333330 = -723710.677462 nChanged 59 SP:Iteration 27Q (1925.607762 sec): 3 clusters Score: Raw -728568.776577 + Penalty 4830.333330 = -723738.443246 nChanged 78 SP:Iteration 28Q (1925.745352 sec): 3 clusters Score: Raw -728608.872971 + Penalty 4830.333330 = -723778.539641 nChanged 72 SP:Iteration 29Q (1925.906588 sec): 3 clusters Score: Raw -728646.841922 + Penalty 4830.333330 = -723816.508592 nChanged 86 SP:Iteration 30Q (1926.011559 sec): 3 clusters Score: Raw -728691.581900 + Penalty 4830.333330 = -723861.248570 nChanged 86 SP:Iteration 31Q (1926.153776 sec): 3 clusters Score: Raw -728726.721926 + Penalty 4830.333330 = -723896.388596 nChanged 72 SP:Iteration 32Q (1926.254218 sec): 3 clusters Score: Raw -728756.927952 + Penalty 4830.333330 = -723926.594622 nChanged 66 SP:Iteration 33Q (1926.385842 sec): 3 clusters Score: Raw -728777.978584 + Penalty 4830.333330 = -723947.645254 nChanged 50 SP:Iteration 34Q (1926.485311 sec): 3 clusters Score: Raw -728797.574794 + Penalty 4830.333330 = -723967.241464 nChanged 65 SP:Iteration 35Q (1926.612973 sec): 3 clusters Score: Raw -728825.790644 + Penalty 4830.333330 = -723995.457314 nChanged 70 SP:Iteration 36Q (1926.745396 sec): 3 clusters Score: Raw -728857.310085 + Penalty 4830.333330 = -724026.976755 nChanged 76 SP:Iteration 37Q (1926.894093 sec): 3 clusters Score: Raw -728888.867391 + Penalty 4830.333330 = -724058.534061 nChanged 68 SP:Iteration 38Q (1927.048212 sec): 3 clusters Score: Raw -728912.517198 + Penalty 4830.333330 = -724082.183868 nChanged 54 SP:Iteration 39Q (1927.181016 sec): 3 clusters Score: Raw -728935.428288 + Penalty 4830.333330 = -724105.094958 nChanged 52 SP:Iteration 40F (1927.300192 sec): 3 clusters Score: Raw -728959.708789 + Penalty 4830.333330 = -724129.375459 nChanged 54 SP:Iteration 41Q (1927.443797 sec): 3 clusters Score: Raw -728984.854687 + Penalty 4830.333330 = -724154.521357 nChanged 63 SP:Iteration 42Q (1927.593614 sec): 3 clusters Score: Raw -729015.772022 + Penalty 4830.333330 = -724185.438692 nChanged 61 SP:Iteration 43Q (1927.747464 sec): 3 clusters Score: Raw -729044.462438 + Penalty 4830.333330 = -724214.129107 nChanged 49 SP:Iteration 44Q (1927.926991 sec): 3 clusters Score: Raw -729063.028382 + Penalty 4830.333330 = -724232.695052 nChanged 37 SP:Iteration 45Q (1928.043713 sec): 3 clusters Score: Raw -729076.828853 + Penalty 4830.333330 = -724246.495523 nChanged 38 SP:Iteration 46Q (1928.167896 sec): 3 clusters Score: Raw -729089.234899 + Penalty 4830.333330 = -724258.901569 nChanged 34 SP:Iteration 47Q (1928.294503 sec): 3 clusters Score: Raw -729103.097743 + Penalty 4830.333330 = -724272.764413 nChanged 38 SP:Iteration 48Q (1928.448442 sec): 3 clusters Score: Raw -729114.540893 + Penalty 4830.333330 = -724284.207563 nChanged 26 SP:Iteration 49Q (1928.549041 sec): 3 clusters Score: Raw -729122.794412 + Penalty 4830.333330 = -724292.461082 nChanged 25 SP:Iteration 50Q (1928.737646 sec): 3 clusters Score: Raw -729129.951521 + Penalty 4830.333330 = -724299.618191 nChanged 20 SP:Iteration 51Q (1928.858732 sec): 3 clusters Score: Raw -729136.648076 + Penalty 4830.333330 = -724306.314746 nChanged 24 SP:Iteration 52Q (1928.982531 sec): 3 clusters Score: Raw -729144.006862 + Penalty 4830.333330 = -724313.673532 nChanged 22 SP:Iteration 53Q (1929.107233 sec): 3 clusters Score: Raw -729153.472916 + Penalty 4830.333330 = -724323.139586 nChanged 24 SP:Iteration 54Q (1929.239179 sec): 3 clusters Score: Raw -729162.850389 + Penalty 4830.333330 = -724332.517059 nChanged 23 SP:Iteration 55Q (1929.368048 sec): 3 clusters Score: Raw -729169.681917 + Penalty 4830.333330 = -724339.348587 nChanged 21 SP:Iteration 56Q (1929.507961 sec): 3 clusters Score: Raw -729175.853171 + Penalty 4830.333330 = -724345.519841 nChanged 18 SP:Iteration 57Q (1929.646511 sec): 3 clusters Score: Raw -729181.990922 + Penalty 4830.333330 = -724351.657592 nChanged 21 SP:Iteration 58Q (1929.746472 sec): 3 clusters Score: Raw -729187.381639 + Penalty 4830.333330 = -724357.048309 nChanged 22 SP:Iteration 59Q (1929.869990 sec): 3 clusters Score: Raw -729195.942818 + Penalty 4830.333330 = -724365.609488 nChanged 21 SP:Iteration 60F (1930.027512 sec): 3 clusters Score: Raw -729203.082580 + Penalty 4830.333330 = -724372.749250 nChanged 32 SP:Iteration 61Q (1930.144288 sec): 3 clusters Score: Raw -729215.426939 + Penalty 4830.333330 = -724385.093609 nChanged 33 SP:Iteration 62Q (1930.293656 sec): 3 clusters Score: Raw -729225.327249 + Penalty 4830.333330 = -724394.993919 nChanged 15 SP:Iteration 63Q (1930.405774 sec): 3 clusters Score: Raw -729230.578894 + Penalty 4830.333330 = -724400.245564 nChanged 17 SP:Iteration 64Q (1930.555022 sec): 3 clusters Score: Raw -729236.525191 + Penalty 4830.333330 = -724406.191860 nChanged 20 SP:Iteration 65Q (1930.687824 sec): 3 clusters Score: Raw -729244.477538 + Penalty 4830.333330 = -724414.144208 nChanged 19 SP:Iteration 66Q (1930.839558 sec): 3 clusters Score: Raw -729251.874604 + Penalty 4830.333330 = -724421.541274 nChanged 28 SP:Iteration 67Q (1930.987007 sec): 3 clusters Score: Raw -729264.477451 + Penalty 4830.333330 = -724434.144121 nChanged 25 SP:Iteration 68Q (1931.124260 sec): 3 clusters Score: Raw -729272.592868 + Penalty 4830.333330 = -724442.259538 nChanged 26 SP:Iteration 69Q (1931.247703 sec): 3 clusters Score: Raw -729280.621255 + Penalty 4830.333330 = -724450.287925 nChanged 24 SP:Iteration 70Q (1931.390670 sec): 3 clusters Score: Raw -729288.558010 + Penalty 4830.333330 = -724458.224680 nChanged 14 SP:Iteration 71Q (1931.528251 sec): 3 clusters Score: Raw -729291.739881 + Penalty 4830.333330 = -724461.406550 nChanged 5 SP:Iteration 72Q (1931.648180 sec): 3 clusters Score: Raw -729293.639594 + Penalty 4830.333330 = -724463.306264 nChanged 9 SP:Iteration 73Q (1931.799780 sec): 3 clusters Score: Raw -729295.719150 + Penalty 4830.333330 = -724465.385820 nChanged 8 SP:Iteration 74Q (1931.970163 sec): 3 clusters Score: Raw -729297.321864 + Penalty 4830.333330 = -724466.988534 nChanged 7 SP:Iteration 75Q (1932.111251 sec): 3 clusters Score: Raw -729299.333408 + Penalty 4830.333330 = -724469.000078 nChanged 7 SP:Iteration 76Q (1932.225003 sec): 3 clusters Score: Raw -729300.629556 + Penalty 4830.333330 = -724470.296226 nChanged 8 SP:Iteration 77Q (1932.341045 sec): 3 clusters Score: Raw -729302.591929 + Penalty 4830.333330 = -724472.258599 nChanged 9 SP:Iteration 78Q (1932.475174 sec): 3 clusters Score: Raw -729305.169371 + Penalty 4830.333330 = -724474.836041 nChanged 5 SP:Iteration 79Q (1932.592571 sec): 3 clusters Score: Raw -729306.285188 + Penalty 4830.333330 = -724475.951858 nChanged 3 SP:Iteration 80F (1932.734307 sec): 3 clusters Score: Raw -729306.609869 + Penalty 4830.333330 = -724476.276539 nChanged 0 Trying to split cluster 6 (4343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1932.810294 sec): 2 clusters Score: Raw -309489.091865 + Penalty 2211.348647 = -307277.743218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1932.914784 sec): 3 clusters Score: Raw -307530.931348 + Penalty 4422.697294 = -303108.234054 nChanged 1611 SP:Iteration 1F (1933.050254 sec): 3 clusters Score: Raw -308944.036968 + Penalty 4422.697294 = -304521.339674 nChanged 505 SP:Iteration 2F (1933.157459 sec): 3 clusters Score: Raw -309871.464140 + Penalty 4422.697294 = -305448.766846 nChanged 444 SP:Iteration 3F (1933.265960 sec): 3 clusters Score: Raw -310682.130490 + Penalty 4422.697294 = -306259.433196 nChanged 357 SP:Iteration 4F (1933.399481 sec): 3 clusters Score: Raw -311218.900922 + Penalty 4422.697294 = -306796.203628 nChanged 252 SP:Iteration 5F (1933.500429 sec): 3 clusters Score: Raw -311544.612104 + Penalty 4422.697294 = -307121.914810 nChanged 165 SP:Iteration 6Q (1933.625246 sec): 3 clusters Score: Raw -311723.906116 + Penalty 4422.697294 = -307301.208822 nChanged 107 SP:Iteration 7Q (1933.743553 sec): 3 clusters Score: Raw -311808.308237 + Penalty 4422.697294 = -307385.610943 nChanged 74 SP:Iteration 8Q (1933.884692 sec): 3 clusters Score: Raw -311857.044138 + Penalty 4422.697294 = -307434.346844 nChanged 58 SP:Iteration 9Q (1933.937460 sec): 3 clusters Score: Raw -311889.317760 + Penalty 4422.697294 = -307466.620466 nChanged 40 SP:Iteration 10Q (1934.032364 sec): 3 clusters Score: Raw -311908.506145 + Penalty 4422.697294 = -307485.808851 nChanged 26 SP:Iteration 11Q (1934.136818 sec): 3 clusters Score: Raw -311923.644943 + Penalty 4422.697294 = -307500.947649 nChanged 30 SP:Iteration 12Q (1934.260908 sec): 3 clusters Score: Raw -311940.165245 + Penalty 4422.697294 = -307517.467951 nChanged 22 SP:Iteration 13Q (1934.402620 sec): 3 clusters Score: Raw -311948.805015 + Penalty 4422.697294 = -307526.107721 nChanged 12 SP:Iteration 14Q (1934.489307 sec): 3 clusters Score: Raw -311954.440939 + Penalty 4422.697294 = -307531.743645 nChanged 14 SP:Iteration 15Q (1934.617563 sec): 3 clusters Score: Raw -311961.618270 + Penalty 4422.697294 = -307538.920976 nChanged 15 SP:Iteration 16Q (1934.717245 sec): 3 clusters Score: Raw -311967.331552 + Penalty 4422.697294 = -307544.634258 nChanged 14 SP:Iteration 17Q (1934.860777 sec): 3 clusters Score: Raw -311972.834943 + Penalty 4422.697294 = -307550.137649 nChanged 9 SP:Iteration 18Q (1934.969198 sec): 3 clusters Score: Raw -311977.370905 + Penalty 4422.697294 = -307554.673611 nChanged 12 SP:Iteration 19Q (1935.063340 sec): 3 clusters Score: Raw -311982.414215 + Penalty 4422.697294 = -307559.716921 nChanged 20 SP:Iteration 20F (1935.182082 sec): 3 clusters Score: Raw -311990.524363 + Penalty 4422.697294 = -307567.827069 nChanged 14 SP:Iteration 21Q (1935.303584 sec): 3 clusters Score: Raw -311996.590789 + Penalty 4422.697294 = -307573.893495 nChanged 11 SP:Iteration 22Q (1935.397399 sec): 3 clusters Score: Raw -312001.464099 + Penalty 4422.697294 = -307578.766805 nChanged 5 SP:Iteration 23Q (1935.516071 sec): 3 clusters Score: Raw -312003.759160 + Penalty 4422.697294 = -307581.061866 nChanged 6 SP:Iteration 24Q (1935.653518 sec): 3 clusters Score: Raw -312005.594964 + Penalty 4422.697294 = -307582.897670 nChanged 4 SP:Iteration 25Q (1935.781273 sec): 3 clusters Score: Raw -312006.841734 + Penalty 4422.697294 = -307584.144440 nChanged 4 SP:Iteration 26Q (1935.909553 sec): 3 clusters Score: Raw -312008.400516 + Penalty 4422.697294 = -307585.703222 nChanged 5 SP:Iteration 27Q (1936.006843 sec): 3 clusters Score: Raw -312011.257947 + Penalty 4422.697294 = -307588.560653 nChanged 9 SP:Iteration 28Q (1936.140406 sec): 3 clusters Score: Raw -312013.884579 + Penalty 4422.697294 = -307591.187285 nChanged 6 SP:Iteration 29Q (1936.238584 sec): 3 clusters Score: Raw -312016.350190 + Penalty 4422.697294 = -307593.652896 nChanged 7 SP:Iteration 30Q (1936.334062 sec): 3 clusters Score: Raw -312019.254870 + Penalty 4422.697294 = -307596.557576 nChanged 9 SP:Iteration 31Q (1936.449411 sec): 3 clusters Score: Raw -312022.472925 + Penalty 4422.697294 = -307599.775631 nChanged 1 SP:Iteration 32Q (1936.575949 sec): 3 clusters Score: Raw -312022.740825 + Penalty 4422.697294 = -307600.043531 nChanged 0 SP:Iteration 33F (1936.704229 sec): 3 clusters Score: Raw -312022.740825 + Penalty 4422.697294 = -307600.043531 nChanged 0 Score: Raw -11816404.648742 + Penalty 37669.881023 = -11778734.767719 Splitting cluster 6 changes total score from -11779333.465849 to -11778734.767719 So it's not getting split. Trying to split cluster 7 (12823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1939.609222 sec): 2 clusters Score: Raw -1108781.949407 + Penalty 2497.174868 = -1106284.774539 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1939.741479 sec): 3 clusters Score: Raw -1101786.537885 + Penalty 4994.349736 = -1096792.188149 nChanged 5383 SP:Iteration 1F (1939.900774 sec): 3 clusters Score: Raw -1104842.406737 + Penalty 4994.349736 = -1099848.057000 nChanged 902 SP:Iteration 2F (1940.019073 sec): 3 clusters Score: Raw -1105283.901249 + Penalty 4994.349736 = -1100289.551513 nChanged 703 SP:Iteration 3F (1940.173607 sec): 3 clusters Score: Raw -1105636.706224 + Penalty 4994.349736 = -1100642.356487 nChanged 598 SP:Iteration 4Q (1940.333893 sec): 3 clusters Score: Raw -1105941.123278 + Penalty 4994.349736 = -1100946.773541 nChanged 569 SP:Iteration 5Q (1940.462507 sec): 3 clusters Score: Raw -1106253.653910 + Penalty 4994.349736 = -1101259.304174 nChanged 551 SP:Iteration 6Q (1940.625410 sec): 3 clusters Score: Raw -1106537.958312 + Penalty 4994.349736 = -1101543.608575 nChanged 489 SP:Iteration 7Q (1940.774329 sec): 3 clusters Score: Raw -1106802.727229 + Penalty 4994.349736 = -1101808.377493 nChanged 503 SP:Iteration 8Q (1940.913983 sec): 3 clusters Score: Raw -1107104.150687 + Penalty 4994.349736 = -1102109.800951 nChanged 487 SP:Iteration 9Q (1941.102010 sec): 3 clusters Score: Raw -1107436.175668 + Penalty 4994.349736 = -1102441.825932 nChanged 526 SP:Iteration 10Q (1941.237939 sec): 3 clusters Score: Raw -1107809.842429 + Penalty 4994.349736 = -1102815.492693 nChanged 546 SP:Iteration 11Q (1941.421723 sec): 3 clusters Score: Raw -1108195.026360 + Penalty 4994.349736 = -1103200.676624 nChanged 495 SP:Iteration 12Q (1941.587829 sec): 3 clusters Score: Raw -1108510.258971 + Penalty 4994.349736 = -1103515.909235 nChanged 426 SP:Iteration 13Q (1941.747884 sec): 3 clusters Score: Raw -1108759.388002 + Penalty 4994.349736 = -1103765.038266 nChanged 370 SP:Iteration 14Q (1941.873813 sec): 3 clusters Score: Raw -1108945.698772 + Penalty 4994.349736 = -1103951.349035 nChanged 305 SP:Iteration 15Q (1942.020314 sec): 3 clusters Score: Raw -1109069.639555 + Penalty 4994.349736 = -1104075.289819 nChanged 223 SP:Iteration 16Q (1942.167632 sec): 3 clusters Score: Raw -1109161.513090 + Penalty 4994.349736 = -1104167.163354 nChanged 205 SP:Iteration 17Q (1942.308264 sec): 3 clusters Score: Raw -1109242.140835 + Penalty 4994.349736 = -1104247.791098 nChanged 185 SP:Iteration 18Q (1942.444565 sec): 3 clusters Score: Raw -1109302.771899 + Penalty 4994.349736 = -1104308.422163 nChanged 164 SP:Iteration 19Q (1942.578631 sec): 3 clusters Score: Raw -1109354.129845 + Penalty 4994.349736 = -1104359.780109 nChanged 135 SP:Iteration 20F (1942.725805 sec): 3 clusters Score: Raw -1109391.856937 + Penalty 4994.349736 = -1104397.507201 nChanged 119 SP:Iteration 21Q (1942.860277 sec): 3 clusters Score: Raw -1109419.269995 + Penalty 4994.349736 = -1104424.920259 nChanged 91 SP:Iteration 22Q (1942.988350 sec): 3 clusters Score: Raw -1109437.305586 + Penalty 4994.349736 = -1104442.955850 nChanged 70 SP:Iteration 23Q (1943.148044 sec): 3 clusters Score: Raw -1109453.248287 + Penalty 4994.349736 = -1104458.898551 nChanged 73 SP:Iteration 24Q (1943.324307 sec): 3 clusters Score: Raw -1109466.868164 + Penalty 4994.349736 = -1104472.518427 nChanged 59 SP:Iteration 25Q (1943.467315 sec): 3 clusters Score: Raw -1109477.099427 + Penalty 4994.349736 = -1104482.749691 nChanged 46 SP:Iteration 26Q (1943.619121 sec): 3 clusters Score: Raw -1109485.832560 + Penalty 4994.349736 = -1104491.482824 nChanged 45 SP:Iteration 27Q (1943.748419 sec): 3 clusters Score: Raw -1109493.814749 + Penalty 4994.349736 = -1104499.465013 nChanged 49 SP:Iteration 28Q (1943.885948 sec): 3 clusters Score: Raw -1109502.727524 + Penalty 4994.349736 = -1104508.377788 nChanged 42 SP:Iteration 29Q (1944.028720 sec): 3 clusters Score: Raw -1109509.242997 + Penalty 4994.349736 = -1104514.893261 nChanged 29 SP:Iteration 30Q (1944.162394 sec): 3 clusters Score: Raw -1109513.784619 + Penalty 4994.349736 = -1104519.434883 nChanged 26 SP:Iteration 31Q (1944.300454 sec): 3 clusters Score: Raw -1109517.458943 + Penalty 4994.349736 = -1104523.109207 nChanged 23 SP:Iteration 32Q (1944.445703 sec): 3 clusters Score: Raw -1109520.908849 + Penalty 4994.349736 = -1104526.559113 nChanged 21 SP:Iteration 33Q (1944.583860 sec): 3 clusters Score: Raw -1109523.928437 + Penalty 4994.349736 = -1104529.578701 nChanged 18 SP:Iteration 34Q (1944.748719 sec): 3 clusters Score: Raw -1109526.033284 + Penalty 4994.349736 = -1104531.683548 nChanged 12 SP:Iteration 35Q (1944.859792 sec): 3 clusters Score: Raw -1109527.876221 + Penalty 4994.349736 = -1104533.526485 nChanged 9 SP:Iteration 36Q (1945.005043 sec): 3 clusters Score: Raw -1109528.794334 + Penalty 4994.349736 = -1104534.444597 nChanged 7 SP:Iteration 37Q (1945.146144 sec): 3 clusters Score: Raw -1109529.451690 + Penalty 4994.349736 = -1104535.101954 nChanged 5 SP:Iteration 38Q (1945.300335 sec): 3 clusters Score: Raw -1109529.781817 + Penalty 4994.349736 = -1104535.432080 nChanged 3 SP:Iteration 39Q (1945.450305 sec): 3 clusters Score: Raw -1109530.423542 + Penalty 4994.349736 = -1104536.073806 nChanged 7 SP:Iteration 40F (1945.592226 sec): 3 clusters Score: Raw -1109531.133222 + Penalty 4994.349736 = -1104536.783486 nChanged 6 SP:Iteration 41Q (1945.726644 sec): 3 clusters Score: Raw -1109531.970074 + Penalty 4994.349736 = -1104537.620338 nChanged 5 SP:Iteration 42Q (1945.865736 sec): 3 clusters Score: Raw -1109532.619758 + Penalty 4994.349736 = -1104538.270022 nChanged 5 SP:Iteration 43Q (1946.011699 sec): 3 clusters Score: Raw -1109533.280982 + Penalty 4994.349736 = -1104538.931246 nChanged 6 SP:Iteration 44Q (1946.142076 sec): 3 clusters Score: Raw -1109534.070269 + Penalty 4994.349736 = -1104539.720533 nChanged 6 SP:Iteration 45Q (1946.286847 sec): 3 clusters Score: Raw -1109534.810393 + Penalty 4994.349736 = -1104540.460657 nChanged 5 SP:Iteration 46Q (1946.427035 sec): 3 clusters Score: Raw -1109535.366165 + Penalty 4994.349736 = -1104541.016429 nChanged 2 SP:Iteration 47Q (1946.558921 sec): 3 clusters Score: Raw -1109535.511303 + Penalty 4994.349736 = -1104541.161567 nChanged 0 SP:Iteration 48F (1946.708692 sec): 3 clusters Score: Raw -1109535.511303 + Penalty 4994.349736 = -1104541.161567 nChanged 0 Trying to split cluster 8 (3721 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1946.806354 sec): 2 clusters Score: Raw -231938.919374 + Penalty 2170.541400 = -229768.377973 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1946.910325 sec): 3 clusters Score: Raw -230425.340454 + Penalty 4341.082801 = -226084.257653 nChanged 1406 SP:Iteration 1F (1947.047110 sec): 3 clusters Score: Raw -231877.668443 + Penalty 4341.082801 = -227536.585642 nChanged 441 SP:Iteration 2F (1947.152255 sec): 3 clusters Score: Raw -232473.717384 + Penalty 4341.082801 = -228132.634584 nChanged 308 SP:Iteration 3F (1947.254553 sec): 3 clusters Score: Raw -233039.801551 + Penalty 4341.082801 = -228698.718750 nChanged 272 SP:Iteration 4F (1947.375165 sec): 3 clusters Score: Raw -233421.133360 + Penalty 4341.082801 = -229080.050559 nChanged 200 SP:Iteration 5F (1947.488965 sec): 3 clusters Score: Raw -233684.638570 + Penalty 4341.082801 = -229343.555769 nChanged 151 SP:Iteration 6Q (1947.610972 sec): 3 clusters Score: Raw -233911.834563 + Penalty 4341.082801 = -229570.751762 nChanged 146 SP:Iteration 7Q (1947.716404 sec): 3 clusters Score: Raw -234088.242361 + Penalty 4341.082801 = -229747.159560 nChanged 111 SP:Iteration 8Q (1947.827761 sec): 3 clusters Score: Raw -234215.026271 + Penalty 4341.082801 = -229873.943471 nChanged 99 SP:Iteration 9Q (1947.961864 sec): 3 clusters Score: Raw -234324.411772 + Penalty 4341.082801 = -229983.328972 nChanged 71 SP:Iteration 10Q (1948.037368 sec): 3 clusters Score: Raw -234381.866374 + Penalty 4341.082801 = -230040.783574 nChanged 56 SP:Iteration 11Q (1948.144275 sec): 3 clusters Score: Raw -234422.006760 + Penalty 4341.082801 = -230080.923959 nChanged 39 SP:Iteration 12Q (1948.253417 sec): 3 clusters Score: Raw -234449.788811 + Penalty 4341.082801 = -230108.706010 nChanged 36 SP:Iteration 13Q (1948.360564 sec): 3 clusters Score: Raw -234476.047274 + Penalty 4341.082801 = -230134.964473 nChanged 28 SP:Iteration 14Q (1948.450696 sec): 3 clusters Score: Raw -234494.427077 + Penalty 4341.082801 = -230153.344276 nChanged 31 SP:Iteration 15Q (1948.551696 sec): 3 clusters Score: Raw -234515.878439 + Penalty 4341.082801 = -230174.795639 nChanged 27 SP:Iteration 16Q (1948.656464 sec): 3 clusters Score: Raw -234529.574351 + Penalty 4341.082801 = -230188.491551 nChanged 23 SP:Iteration 17Q (1948.790816 sec): 3 clusters Score: Raw -234540.850373 + Penalty 4341.082801 = -230199.767572 nChanged 15 SP:Iteration 18Q (1948.876390 sec): 3 clusters Score: Raw -234548.335416 + Penalty 4341.082801 = -230207.252615 nChanged 15 SP:Iteration 19Q (1948.999582 sec): 3 clusters Score: Raw -234560.391164 + Penalty 4341.082801 = -230219.308363 nChanged 13 SP:Iteration 20F (1949.092369 sec): 3 clusters Score: Raw -234571.457132 + Penalty 4341.082801 = -230230.374331 nChanged 14 SP:Iteration 21Q (1949.199523 sec): 3 clusters Score: Raw -234588.369207 + Penalty 4341.082801 = -230247.286406 nChanged 17 SP:Iteration 22Q (1949.278742 sec): 3 clusters Score: Raw -234606.518439 + Penalty 4341.082801 = -230265.435638 nChanged 22 SP:Iteration 23Q (1949.372822 sec): 3 clusters Score: Raw -234615.588846 + Penalty 4341.082801 = -230274.506045 nChanged 9 SP:Iteration 24Q (1949.480076 sec): 3 clusters Score: Raw -234618.377280 + Penalty 4341.082801 = -230277.294479 nChanged 10 SP:Iteration 25Q (1949.576894 sec): 3 clusters Score: Raw -234621.761912 + Penalty 4341.082801 = -230280.679111 nChanged 5 SP:Iteration 26Q (1949.698969 sec): 3 clusters Score: Raw -234623.749904 + Penalty 4341.082801 = -230282.667103 nChanged 4 SP:Iteration 27Q (1949.785307 sec): 3 clusters Score: Raw -234625.116398 + Penalty 4341.082801 = -230284.033597 nChanged 4 SP:Iteration 28Q (1949.906051 sec): 3 clusters Score: Raw -234625.987292 + Penalty 4341.082801 = -230284.904492 nChanged 3 SP:Iteration 29Q (1950.007900 sec): 3 clusters Score: Raw -234626.848815 + Penalty 4341.082801 = -230285.766015 nChanged 3 SP:Iteration 30Q (1950.130837 sec): 3 clusters Score: Raw -234627.372060 + Penalty 4341.082801 = -230286.289259 nChanged 1 SP:Iteration 31Q (1950.230912 sec): 3 clusters Score: Raw -234627.655299 + Penalty 4341.082801 = -230286.572499 nChanged 2 SP:Iteration 32Q (1950.345352 sec): 3 clusters Score: Raw -234628.907234 + Penalty 4341.082801 = -230287.824434 nChanged 4 SP:Iteration 33Q (1950.444885 sec): 3 clusters Score: Raw -234631.671731 + Penalty 4341.082801 = -230290.588930 nChanged 5 SP:Iteration 34Q (1950.528985 sec): 3 clusters Score: Raw -234633.035883 + Penalty 4341.082801 = -230291.953083 nChanged 6 SP:Iteration 35Q (1950.643349 sec): 3 clusters Score: Raw -234635.905004 + Penalty 4341.082801 = -230294.822203 nChanged 2 SP:Iteration 36Q (1950.754183 sec): 3 clusters Score: Raw -234636.393207 + Penalty 4341.082801 = -230295.310407 nChanged 0 SP:Iteration 37F (1950.863636 sec): 3 clusters Score: Raw -234636.393207 + Penalty 4341.082801 = -230295.310407 nChanged 0 Score: Raw -11816568.473615 + Penalty 37669.881023 = -11778898.592593 Splitting cluster 8 changes total score from -11779333.465849 to -11778898.592593 So it's not getting split. Trying to split cluster 9 (11780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1953.835739 sec): 2 clusters Score: Raw -982299.751032 + Penalty 2474.777833 = -979824.973199 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1954.009896 sec): 3 clusters Score: Raw -975844.438981 + Penalty 4949.555665 = -970894.883315 nChanged 4970 SP:Iteration 1F (1954.161782 sec): 3 clusters Score: Raw -978636.395462 + Penalty 4949.555665 = -973686.839796 nChanged 860 SP:Iteration 2F (1954.302885 sec): 3 clusters Score: Raw -979109.068856 + Penalty 4949.555665 = -974159.513191 nChanged 713 SP:Iteration 3F (1954.442220 sec): 3 clusters Score: Raw -979495.418280 + Penalty 4949.555665 = -974545.862615 nChanged 651 SP:Iteration 4F (1954.568049 sec): 3 clusters Score: Raw -979853.107540 + Penalty 4949.555665 = -974903.551875 nChanged 569 SP:Iteration 5Q (1954.696044 sec): 3 clusters Score: Raw -980170.998587 + Penalty 4949.555665 = -975221.442921 nChanged 545 SP:Iteration 6Q (1954.833013 sec): 3 clusters Score: Raw -980481.725966 + Penalty 4949.555665 = -975532.170300 nChanged 510 SP:Iteration 7Q (1955.000505 sec): 3 clusters Score: Raw -980771.938687 + Penalty 4949.555665 = -975822.383022 nChanged 488 SP:Iteration 8Q (1955.152701 sec): 3 clusters Score: Raw -981039.423669 + Penalty 4949.555665 = -976089.868004 nChanged 453 SP:Iteration 9Q (1955.263392 sec): 3 clusters Score: Raw -981282.570392 + Penalty 4949.555665 = -976333.014726 nChanged 393 SP:Iteration 10Q (1955.414609 sec): 3 clusters Score: Raw -981489.319502 + Penalty 4949.555665 = -976539.763836 nChanged 353 SP:Iteration 11Q (1955.576262 sec): 3 clusters Score: Raw -981682.825902 + Penalty 4949.555665 = -976733.270237 nChanged 336 SP:Iteration 12Q (1955.676259 sec): 3 clusters Score: Raw -981858.230696 + Penalty 4949.555665 = -976908.675031 nChanged 289 SP:Iteration 13Q (1955.822343 sec): 3 clusters Score: Raw -982004.044524 + Penalty 4949.555665 = -977054.488858 nChanged 232 SP:Iteration 14Q (1955.977660 sec): 3 clusters Score: Raw -982110.165506 + Penalty 4949.555665 = -977160.609840 nChanged 204 SP:Iteration 15Q (1956.122441 sec): 3 clusters Score: Raw -982215.084293 + Penalty 4949.555665 = -977265.528628 nChanged 179 SP:Iteration 16Q (1956.250497 sec): 3 clusters Score: Raw -982306.305314 + Penalty 4949.555665 = -977356.749648 nChanged 154 SP:Iteration 17Q (1956.392234 sec): 3 clusters Score: Raw -982385.072684 + Penalty 4949.555665 = -977435.517019 nChanged 130 SP:Iteration 18Q (1956.527040 sec): 3 clusters Score: Raw -982466.266888 + Penalty 4949.555665 = -977516.711222 nChanged 126 SP:Iteration 19Q (1956.657583 sec): 3 clusters Score: Raw -982549.762119 + Penalty 4949.555665 = -977600.206453 nChanged 114 SP:Iteration 20F (1956.788714 sec): 3 clusters Score: Raw -982621.502267 + Penalty 4949.555665 = -977671.946601 nChanged 115 SP:Iteration 21Q (1956.922670 sec): 3 clusters Score: Raw -982686.622291 + Penalty 4949.555665 = -977737.066626 nChanged 107 SP:Iteration 22Q (1957.070893 sec): 3 clusters Score: Raw -982744.355483 + Penalty 4949.555665 = -977794.799818 nChanged 78 SP:Iteration 23Q (1957.227087 sec): 3 clusters Score: Raw -982785.170282 + Penalty 4949.555665 = -977835.614617 nChanged 67 SP:Iteration 24Q (1957.354416 sec): 3 clusters Score: Raw -982818.805286 + Penalty 4949.555665 = -977869.249621 nChanged 54 SP:Iteration 25Q (1957.483799 sec): 3 clusters Score: Raw -982848.334766 + Penalty 4949.555665 = -977898.779101 nChanged 60 SP:Iteration 26Q (1957.622218 sec): 3 clusters Score: Raw -982875.942920 + Penalty 4949.555665 = -977926.387255 nChanged 46 SP:Iteration 27Q (1957.764754 sec): 3 clusters Score: Raw -982899.730001 + Penalty 4949.555665 = -977950.174336 nChanged 45 SP:Iteration 28Q (1957.901688 sec): 3 clusters Score: Raw -982922.589370 + Penalty 4949.555665 = -977973.033705 nChanged 43 SP:Iteration 29Q (1958.050226 sec): 3 clusters Score: Raw -982944.969713 + Penalty 4949.555665 = -977995.414048 nChanged 42 SP:Iteration 30Q (1958.188142 sec): 3 clusters Score: Raw -982964.842793 + Penalty 4949.555665 = -978015.287128 nChanged 30 SP:Iteration 31Q (1958.345930 sec): 3 clusters Score: Raw -982982.502003 + Penalty 4949.555665 = -978032.946337 nChanged 37 SP:Iteration 32Q (1958.487732 sec): 3 clusters Score: Raw -983000.335925 + Penalty 4949.555665 = -978050.780259 nChanged 31 SP:Iteration 33Q (1958.617382 sec): 3 clusters Score: Raw -983014.106646 + Penalty 4949.555665 = -978064.550981 nChanged 28 SP:Iteration 34Q (1958.765394 sec): 3 clusters Score: Raw -983026.910046 + Penalty 4949.555665 = -978077.354380 nChanged 27 SP:Iteration 35Q (1958.895867 sec): 3 clusters Score: Raw -983040.330027 + Penalty 4949.555665 = -978090.774362 nChanged 15 SP:Iteration 36Q (1959.033195 sec): 3 clusters Score: Raw -983045.960471 + Penalty 4949.555665 = -978096.404805 nChanged 15 SP:Iteration 37Q (1959.206943 sec): 3 clusters Score: Raw -983053.786123 + Penalty 4949.555665 = -978104.230458 nChanged 17 SP:Iteration 38Q (1959.332388 sec): 3 clusters Score: Raw -983061.292435 + Penalty 4949.555665 = -978111.736770 nChanged 17 SP:Iteration 39Q (1959.477025 sec): 3 clusters Score: Raw -983070.077531 + Penalty 4949.555665 = -978120.521865 nChanged 17 SP:Iteration 40F (1959.590853 sec): 3 clusters Score: Raw -983078.605592 + Penalty 4949.555665 = -978129.049927 nChanged 13 SP:Iteration 41Q (1959.727313 sec): 3 clusters Score: Raw -983083.819636 + Penalty 4949.555665 = -978134.263970 nChanged 17 SP:Iteration 42Q (1959.854934 sec): 3 clusters Score: Raw -983091.876429 + Penalty 4949.555665 = -978142.320763 nChanged 14 SP:Iteration 43Q (1959.984907 sec): 3 clusters Score: Raw -983098.488239 + Penalty 4949.555665 = -978148.932574 nChanged 8 SP:Iteration 44Q (1960.138403 sec): 3 clusters Score: Raw -983103.576226 + Penalty 4949.555665 = -978154.020560 nChanged 12 SP:Iteration 45Q (1960.279617 sec): 3 clusters Score: Raw -983109.081845 + Penalty 4949.555665 = -978159.526179 nChanged 11 SP:Iteration 46Q (1960.392288 sec): 3 clusters Score: Raw -983113.156654 + Penalty 4949.555665 = -978163.600989 nChanged 6 SP:Iteration 47Q (1960.549687 sec): 3 clusters Score: Raw -983115.570229 + Penalty 4949.555665 = -978166.014563 nChanged 6 SP:Iteration 48Q (1960.679752 sec): 3 clusters Score: Raw -983117.906550 + Penalty 4949.555665 = -978168.350884 nChanged 4 SP:Iteration 49Q (1960.823317 sec): 3 clusters Score: Raw -983119.770570 + Penalty 4949.555665 = -978170.214905 nChanged 4 SP:Iteration 50Q (1960.943201 sec): 3 clusters Score: Raw -983121.248625 + Penalty 4949.555665 = -978171.692959 nChanged 5 SP:Iteration 51Q (1961.094297 sec): 3 clusters Score: Raw -983122.681166 + Penalty 4949.555665 = -978173.125500 nChanged 1 SP:Iteration 52Q (1961.224333 sec): 3 clusters Score: Raw -983123.099512 + Penalty 4949.555665 = -978173.543846 nChanged 1 SP:Iteration 53Q (1961.362675 sec): 3 clusters Score: Raw -983123.236439 + Penalty 4949.555665 = -978173.680773 nChanged 0 SP:Iteration 54F (1961.529206 sec): 3 clusters Score: Raw -983123.236439 + Penalty 4949.555665 = -978173.680773 nChanged 0 Trying to split cluster 10 (13851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1961.647834 sec): 2 clusters Score: Raw -1065732.015080 + Penalty 2517.533756 = -1063214.481325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1961.837848 sec): 3 clusters Score: Raw -1058014.475109 + Penalty 5035.067512 = -1052979.407598 nChanged 5903 SP:Iteration 1F (1962.006920 sec): 3 clusters Score: Raw -1061302.110450 + Penalty 5035.067512 = -1056267.042938 nChanged 883 SP:Iteration 2F (1962.132164 sec): 3 clusters Score: Raw -1061820.303863 + Penalty 5035.067512 = -1056785.236352 nChanged 846 SP:Iteration 3F (1962.274164 sec): 3 clusters Score: Raw -1062487.256672 + Penalty 5035.067512 = -1057452.189160 nChanged 924 SP:Iteration 4F (1962.414889 sec): 3 clusters Score: Raw -1063288.157995 + Penalty 5035.067512 = -1058253.090484 nChanged 925 SP:Iteration 5F (1962.560910 sec): 3 clusters Score: Raw -1064067.223824 + Penalty 5035.067512 = -1059032.156313 nChanged 849 SP:Iteration 6F (1962.718109 sec): 3 clusters Score: Raw -1064742.226273 + Penalty 5035.067512 = -1059707.158761 nChanged 700 SP:Iteration 7F (1962.846859 sec): 3 clusters Score: Raw -1065247.023056 + Penalty 5035.067512 = -1060211.955545 nChanged 599 SP:Iteration 8Q (1962.982527 sec): 3 clusters Score: Raw -1065592.246269 + Penalty 5035.067512 = -1060557.178757 nChanged 459 SP:Iteration 9Q (1963.104780 sec): 3 clusters Score: Raw -1065824.044375 + Penalty 5035.067512 = -1060788.976863 nChanged 343 SP:Iteration 10Q (1963.247525 sec): 3 clusters Score: Raw -1065987.413393 + Penalty 5035.067512 = -1060952.345881 nChanged 295 SP:Iteration 11Q (1963.421417 sec): 3 clusters Score: Raw -1066126.532648 + Penalty 5035.067512 = -1061091.465137 nChanged 264 SP:Iteration 12Q (1963.553389 sec): 3 clusters Score: Raw -1066245.616074 + Penalty 5035.067512 = -1061210.548562 nChanged 213 SP:Iteration 13Q (1963.700268 sec): 3 clusters Score: Raw -1066331.605130 + Penalty 5035.067512 = -1061296.537618 nChanged 172 SP:Iteration 14Q (1963.838526 sec): 3 clusters Score: Raw -1066392.302084 + Penalty 5035.067512 = -1061357.234572 nChanged 147 SP:Iteration 15Q (1963.973111 sec): 3 clusters Score: Raw -1066443.424709 + Penalty 5035.067512 = -1061408.357197 nChanged 142 SP:Iteration 16Q (1964.117089 sec): 3 clusters Score: Raw -1066490.157599 + Penalty 5035.067512 = -1061455.090088 nChanged 116 SP:Iteration 17Q (1964.265448 sec): 3 clusters Score: Raw -1066534.121747 + Penalty 5035.067512 = -1061499.054236 nChanged 122 SP:Iteration 18Q (1964.404159 sec): 3 clusters Score: Raw -1066582.904809 + Penalty 5035.067512 = -1061547.837298 nChanged 105 SP:Iteration 19Q (1964.547404 sec): 3 clusters Score: Raw -1066622.375484 + Penalty 5035.067512 = -1061587.307973 nChanged 100 SP:Iteration 20F (1964.712206 sec): 3 clusters Score: Raw -1066664.853924 + Penalty 5035.067512 = -1061629.786413 nChanged 89 SP:Iteration 21Q (1964.855955 sec): 3 clusters Score: Raw -1066695.015349 + Penalty 5035.067512 = -1061659.947838 nChanged 61 SP:Iteration 22Q (1964.997428 sec): 3 clusters Score: Raw -1066713.255129 + Penalty 5035.067512 = -1061678.187617 nChanged 53 SP:Iteration 23Q (1965.147979 sec): 3 clusters Score: Raw -1066730.894133 + Penalty 5035.067512 = -1061695.826621 nChanged 43 SP:Iteration 24Q (1965.236666 sec): 3 clusters Score: Raw -1066746.256781 + Penalty 5035.067512 = -1061711.189269 nChanged 57 SP:Iteration 25Q (1965.364841 sec): 3 clusters Score: Raw -1066765.451443 + Penalty 5035.067512 = -1061730.383932 nChanged 58 SP:Iteration 26Q (1965.450102 sec): 3 clusters Score: Raw -1066786.235324 + Penalty 5035.067512 = -1061751.167812 nChanged 53 SP:Iteration 27Q (1965.554205 sec): 3 clusters Score: Raw -1066805.426100 + Penalty 5035.067512 = -1061770.358589 nChanged 52 SP:Iteration 28Q (1965.702551 sec): 3 clusters Score: Raw -1066823.463717 + Penalty 5035.067512 = -1061788.396205 nChanged 38 SP:Iteration 29Q (1965.859069 sec): 3 clusters Score: Raw -1066834.795210 + Penalty 5035.067512 = -1061799.727699 nChanged 30 SP:Iteration 30Q (1966.008932 sec): 3 clusters Score: Raw -1066843.816320 + Penalty 5035.067512 = -1061808.748808 nChanged 22 SP:Iteration 31Q (1966.171402 sec): 3 clusters Score: Raw -1066849.069655 + Penalty 5035.067512 = -1061814.002144 nChanged 17 SP:Iteration 32Q (1966.320826 sec): 3 clusters Score: Raw -1066853.490537 + Penalty 5035.067512 = -1061818.423026 nChanged 12 SP:Iteration 33Q (1966.431451 sec): 3 clusters Score: Raw -1066856.790735 + Penalty 5035.067512 = -1061821.723223 nChanged 16 SP:Iteration 34Q (1966.586873 sec): 3 clusters Score: Raw -1066860.710327 + Penalty 5035.067512 = -1061825.642816 nChanged 16 SP:Iteration 35Q (1966.727535 sec): 3 clusters Score: Raw -1066863.715504 + Penalty 5035.067512 = -1061828.647993 nChanged 12 SP:Iteration 36Q (1966.867852 sec): 3 clusters Score: Raw -1066867.138451 + Penalty 5035.067512 = -1061832.070939 nChanged 13 SP:Iteration 37Q (1967.015188 sec): 3 clusters Score: Raw -1066870.860184 + Penalty 5035.067512 = -1061835.792673 nChanged 18 SP:Iteration 38Q (1967.144207 sec): 3 clusters Score: Raw -1066874.573568 + Penalty 5035.067512 = -1061839.506056 nChanged 9 SP:Iteration 39Q (1967.300996 sec): 3 clusters Score: Raw -1066876.861760 + Penalty 5035.067512 = -1061841.794249 nChanged 12 SP:Iteration 40F (1967.445871 sec): 3 clusters Score: Raw -1066881.145551 + Penalty 5035.067512 = -1061846.078039 nChanged 16 SP:Iteration 41Q (1967.610224 sec): 3 clusters Score: Raw -1066885.087311 + Penalty 5035.067512 = -1061850.019799 nChanged 11 SP:Iteration 42Q (1967.730687 sec): 3 clusters Score: Raw -1066888.867812 + Penalty 5035.067512 = -1061853.800300 nChanged 12 SP:Iteration 43Q (1967.859872 sec): 3 clusters Score: Raw -1066892.757338 + Penalty 5035.067512 = -1061857.689826 nChanged 14 SP:Iteration 44Q (1967.991657 sec): 3 clusters Score: Raw -1066896.702267 + Penalty 5035.067512 = -1061861.634755 nChanged 13 SP:Iteration 45Q (1968.138533 sec): 3 clusters Score: Raw -1066899.604557 + Penalty 5035.067512 = -1061864.537046 nChanged 14 SP:Iteration 46Q (1968.287290 sec): 3 clusters Score: Raw -1066903.599979 + Penalty 5035.067512 = -1061868.532468 nChanged 16 SP:Iteration 47Q (1968.412821 sec): 3 clusters Score: Raw -1066907.327183 + Penalty 5035.067512 = -1061872.259672 nChanged 11 SP:Iteration 48Q (1968.566887 sec): 3 clusters Score: Raw -1066910.019491 + Penalty 5035.067512 = -1061874.951980 nChanged 6 SP:Iteration 49Q (1968.708825 sec): 3 clusters Score: Raw -1066912.910090 + Penalty 5035.067512 = -1061877.842578 nChanged 19 SP:Iteration 50Q (1968.847244 sec): 3 clusters Score: Raw -1066918.479004 + Penalty 5035.067512 = -1061883.411493 nChanged 19 SP:Iteration 51Q (1968.977316 sec): 3 clusters Score: Raw -1066923.821415 + Penalty 5035.067512 = -1061888.753903 nChanged 13 SP:Iteration 52Q (1969.123510 sec): 3 clusters Score: Raw -1066926.581963 + Penalty 5035.067512 = -1061891.514452 nChanged 9 SP:Iteration 53Q (1969.263801 sec): 3 clusters Score: Raw -1066928.525668 + Penalty 5035.067512 = -1061893.458157 nChanged 9 SP:Iteration 54Q (1969.393765 sec): 3 clusters Score: Raw -1066931.595551 + Penalty 5035.067512 = -1061896.528040 nChanged 13 SP:Iteration 55Q (1969.530348 sec): 3 clusters Score: Raw -1066934.775519 + Penalty 5035.067512 = -1061899.708007 nChanged 6 SP:Iteration 56Q (1969.678214 sec): 3 clusters Score: Raw -1066936.127280 + Penalty 5035.067512 = -1061901.059769 nChanged 6 SP:Iteration 57Q (1969.841382 sec): 3 clusters Score: Raw -1066937.819783 + Penalty 5035.067512 = -1061902.752272 nChanged 4 SP:Iteration 58Q (1969.972880 sec): 3 clusters Score: Raw -1066938.737595 + Penalty 5035.067512 = -1061903.670084 nChanged 6 SP:Iteration 59Q (1970.118524 sec): 3 clusters Score: Raw -1066940.382541 + Penalty 5035.067512 = -1061905.315029 nChanged 7 SP:Iteration 60F (1970.263456 sec): 3 clusters Score: Raw -1066941.888782 + Penalty 5035.067512 = -1061906.821270 nChanged 8 SP:Iteration 61Q (1970.407328 sec): 3 clusters Score: Raw -1066943.806366 + Penalty 5035.067512 = -1061908.738855 nChanged 5 SP:Iteration 62Q (1970.545422 sec): 3 clusters Score: Raw -1066945.035858 + Penalty 5035.067512 = -1061909.968347 nChanged 3 SP:Iteration 63Q (1970.697280 sec): 3 clusters Score: Raw -1066945.491069 + Penalty 5035.067512 = -1061910.423557 nChanged 1 SP:Iteration 64Q (1970.839627 sec): 3 clusters Score: Raw -1066945.561713 + Penalty 5035.067512 = -1061910.494202 nChanged 1 SP:Iteration 65Q (1971.001033 sec): 3 clusters Score: Raw -1066945.849785 + Penalty 5035.067512 = -1061910.782274 nChanged 0 SP:Iteration 66F (1971.134246 sec): 3 clusters Score: Raw -1066945.849785 + Penalty 5035.067512 = -1061910.782274 nChanged 0 Trying to split cluster 11 (6003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1971.242788 sec): 2 clusters Score: Raw -488565.976625 + Penalty 2296.803861 = -486269.172765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.363331 sec): 3 clusters Score: Raw -485648.237009 + Penalty 4593.607721 = -481054.629288 nChanged 2330 SP:Iteration 1F (1971.493263 sec): 3 clusters Score: Raw -487077.618050 + Penalty 4593.607721 = -482484.010329 nChanged 508 SP:Iteration 2F (1971.589660 sec): 3 clusters Score: Raw -487461.255263 + Penalty 4593.607721 = -482867.647542 nChanged 390 SP:Iteration 3F (1971.708451 sec): 3 clusters Score: Raw -487745.424284 + Penalty 4593.607721 = -483151.816563 nChanged 342 SP:Iteration 4F (1971.829525 sec): 3 clusters Score: Raw -488008.034040 + Penalty 4593.607721 = -483414.426319 nChanged 305 SP:Iteration 5F (1971.885181 sec): 3 clusters Score: Raw -488236.185963 + Penalty 4593.607721 = -483642.578241 nChanged 271 SP:Iteration 6Q (1971.940174 sec): 3 clusters Score: Raw -488446.665591 + Penalty 4593.607721 = -483853.057870 nChanged 243 SP:Iteration 7Q (1971.995085 sec): 3 clusters Score: Raw -488633.060434 + Penalty 4593.607721 = -484039.452713 nChanged 219 SP:Iteration 8Q (1972.076693 sec): 3 clusters Score: Raw -488781.939647 + Penalty 4593.607721 = -484188.331926 nChanged 174 SP:Iteration 9Q (1972.232542 sec): 3 clusters Score: Raw -488912.792384 + Penalty 4593.607721 = -484319.184663 nChanged 163 SP:Iteration 10Q (1972.347033 sec): 3 clusters Score: Raw -489022.098550 + Penalty 4593.607721 = -484428.490829 nChanged 155 SP:Iteration 11Q (1972.475497 sec): 3 clusters Score: Raw -489119.588708 + Penalty 4593.607721 = -484525.980987 nChanged 129 SP:Iteration 12Q (1972.583218 sec): 3 clusters Score: Raw -489193.858181 + Penalty 4593.607721 = -484600.250460 nChanged 104 SP:Iteration 13Q (1972.716099 sec): 3 clusters Score: Raw -489248.540447 + Penalty 4593.607721 = -484654.932726 nChanged 78 SP:Iteration 14Q (1972.851833 sec): 3 clusters Score: Raw -489286.929561 + Penalty 4593.607721 = -484693.321840 nChanged 72 SP:Iteration 15Q (1972.968637 sec): 3 clusters Score: Raw -489318.876687 + Penalty 4593.607721 = -484725.268966 nChanged 49 SP:Iteration 16Q (1973.119731 sec): 3 clusters Score: Raw -489336.979872 + Penalty 4593.607721 = -484743.372151 nChanged 42 SP:Iteration 17Q (1973.213286 sec): 3 clusters Score: Raw -489358.618637 + Penalty 4593.607721 = -484765.010916 nChanged 49 SP:Iteration 18Q (1973.313004 sec): 3 clusters Score: Raw -489380.676519 + Penalty 4593.607721 = -484787.068798 nChanged 44 SP:Iteration 19Q (1973.456373 sec): 3 clusters Score: Raw -489402.715029 + Penalty 4593.607721 = -484809.107308 nChanged 42 SP:Iteration 20F (1973.558921 sec): 3 clusters Score: Raw -489420.076569 + Penalty 4593.607721 = -484826.468848 nChanged 36 SP:Iteration 21Q (1973.662760 sec): 3 clusters Score: Raw -489439.403615 + Penalty 4593.607721 = -484845.795894 nChanged 33 SP:Iteration 22Q (1973.770717 sec): 3 clusters Score: Raw -489454.779400 + Penalty 4593.607721 = -484861.171678 nChanged 29 SP:Iteration 23Q (1973.880687 sec): 3 clusters Score: Raw -489466.567127 + Penalty 4593.607721 = -484872.959405 nChanged 20 SP:Iteration 24Q (1973.989644 sec): 3 clusters Score: Raw -489472.392065 + Penalty 4593.607721 = -484878.784344 nChanged 17 SP:Iteration 25Q (1974.103458 sec): 3 clusters Score: Raw -489476.852911 + Penalty 4593.607721 = -484883.245189 nChanged 12 SP:Iteration 26Q (1974.218958 sec): 3 clusters Score: Raw -489480.844765 + Penalty 4593.607721 = -484887.237044 nChanged 13 SP:Iteration 27Q (1974.332840 sec): 3 clusters Score: Raw -489484.824166 + Penalty 4593.607721 = -484891.216445 nChanged 6 SP:Iteration 28Q (1974.454792 sec): 3 clusters Score: Raw -489485.793545 + Penalty 4593.607721 = -484892.185824 nChanged 2 SP:Iteration 29Q (1974.589857 sec): 3 clusters Score: Raw -489485.991851 + Penalty 4593.607721 = -484892.384130 nChanged 1 SP:Iteration 30Q (1974.696064 sec): 3 clusters Score: Raw -489486.230784 + Penalty 4593.607721 = -484892.623063 nChanged 1 SP:Iteration 31Q (1974.815188 sec): 3 clusters Score: Raw -489486.397362 + Penalty 4593.607721 = -484892.789641 nChanged 1 SP:Iteration 32Q (1974.926348 sec): 3 clusters Score: Raw -489486.617805 + Penalty 4593.607721 = -484893.010084 nChanged 1 SP:Iteration 33Q (1975.064864 sec): 3 clusters Score: Raw -489486.725554 + Penalty 4593.607721 = -484893.117832 nChanged 0 SP:Iteration 34F (1975.190938 sec): 3 clusters Score: Raw -489486.725554 + Penalty 4593.607721 = -484893.117832 nChanged 0 Iteration 139Q (1977.067839 sec): 12 clusters Score: Raw -11813873.226905 + Penalty 34530.724271 = -11779342.502635 nChanged 110 Iteration 140F (1979.502444 sec): 12 clusters Score: Raw -11813886.202923 + Penalty 34530.724271 = -11779355.478652 nChanged 124 Iteration 141Q (1981.347118 sec): 12 clusters Score: Raw -11813899.756364 + Penalty 34530.724271 = -11779369.032093 nChanged 135 Iteration 142Q (1983.207226 sec): 12 clusters Score: Raw -11813914.654753 + Penalty 34530.724271 = -11779383.930483 nChanged 125 Iteration 143Q (1985.144949 sec): 12 clusters Score: Raw -11813927.568219 + Penalty 34530.724271 = -11779396.843948 nChanged 109 Iteration 144Q (1986.986905 sec): 12 clusters Score: Raw -11813938.560927 + Penalty 34530.724271 = -11779407.836657 nChanged 108 Iteration 145Q (1988.952628 sec): 12 clusters Score: Raw -11813949.086330 + Penalty 34530.724271 = -11779418.362059 nChanged 99 Iteration 146Q (1990.887996 sec): 12 clusters Score: Raw -11813958.524486 + Penalty 34530.724271 = -11779427.800216 nChanged 103 Iteration 147Q (1992.808482 sec): 12 clusters Score: Raw -11813968.447308 + Penalty 34530.724271 = -11779437.723037 nChanged 101 Iteration 148Q (1994.514833 sec): 12 clusters Score: Raw -11813978.753511 + Penalty 34530.724271 = -11779448.029240 nChanged 121 Iteration 149Q (1996.302925 sec): 12 clusters Score: Raw -11813990.683465 + Penalty 34530.724271 = -11779459.959195 nChanged 116 Iteration 150Q (1997.975798 sec): 12 clusters Score: Raw -11814003.607764 + Penalty 34530.724271 = -11779472.883493 nChanged 125 Iteration 151Q (1999.666013 sec): 12 clusters Score: Raw -11814018.277907 + Penalty 34530.724271 = -11779487.553637 nChanged 147 Iteration 152Q (2001.291830 sec): 12 clusters Score: Raw -11814032.122959 + Penalty 34530.724271 = -11779501.398688 nChanged 142 Iteration 153Q (2003.072345 sec): 12 clusters Score: Raw -11814045.032550 + Penalty 34530.724271 = -11779514.308280 nChanged 144 Iteration 154Q (2004.626782 sec): 12 clusters Score: Raw -11814059.774436 + Penalty 34530.724271 = -11779529.050165 nChanged 145 Iteration 155Q (2006.191798 sec): 12 clusters Score: Raw -11814076.250694 + Penalty 34530.724271 = -11779545.526423 nChanged 137 Iteration 156Q (2007.667363 sec): 12 clusters Score: Raw -11814091.786179 + Penalty 34530.724271 = -11779561.061909 nChanged 148 Iteration 157Q (2009.356189 sec): 12 clusters Score: Raw -11814108.697375 + Penalty 34530.724271 = -11779577.973104 nChanged 156 Iteration 158Q (2010.900318 sec): 12 clusters Score: Raw -11814126.684204 + Penalty 34530.724271 = -11779595.959933 nChanged 164 Iteration 159Q (2012.501060 sec): 12 clusters Score: Raw -11814145.465803 + Penalty 34530.724271 = -11779614.741532 nChanged 151 Iteration 160F (2014.696718 sec): 12 clusters Score: Raw -11814159.562400 + Penalty 34530.724271 = -11779628.838129 nChanged 139 Iteration 161Q (2016.398788 sec): 12 clusters Score: Raw -11814172.538590 + Penalty 34530.724271 = -11779641.814319 nChanged 116 Iteration 162Q (2017.935594 sec): 12 clusters Score: Raw -11814181.996638 + Penalty 34530.724271 = -11779651.272367 nChanged 104 Iteration 163Q (2019.644759 sec): 12 clusters Score: Raw -11814191.706978 + Penalty 34530.724271 = -11779660.982707 nChanged 98 Iteration 164Q (2021.481317 sec): 12 clusters Score: Raw -11814200.187184 + Penalty 34530.724271 = -11779669.462913 nChanged 89 Iteration 165Q (2023.361335 sec): 12 clusters Score: Raw -11814207.627587 + Penalty 34530.724271 = -11779676.903316 nChanged 93 Iteration 166Q (2025.266337 sec): 12 clusters Score: Raw -11814215.271303 + Penalty 34530.724271 = -11779684.547033 nChanged 84 Iteration 167Q (2027.091148 sec): 12 clusters Score: Raw -11814221.648762 + Penalty 34530.724271 = -11779690.924492 nChanged 75 Iteration 168Q (2028.850250 sec): 12 clusters Score: Raw -11814227.498093 + Penalty 34530.724271 = -11779696.773822 nChanged 57 Iteration 169Q (2030.847217 sec): 12 clusters Score: Raw -11814231.432680 + Penalty 34530.724271 = -11779700.708409 nChanged 69 Iteration 170Q (2032.724945 sec): 12 clusters Score: Raw -11814236.469729 + Penalty 34530.724271 = -11779705.745458 nChanged 65 Iteration 171Q (2034.643309 sec): 12 clusters Score: Raw -11814241.925485 + Penalty 34530.724271 = -11779711.201214 nChanged 77 Iteration 172Q (2036.587241 sec): 12 clusters Score: Raw -11814247.622848 + Penalty 34530.724271 = -11779716.898578 nChanged 61 Iteration 173Q (2038.528835 sec): 12 clusters Score: Raw -11814252.567780 + Penalty 34530.724271 = -11779721.843509 nChanged 62 Iteration 174Q (2040.463025 sec): 12 clusters Score: Raw -11814257.417817 + Penalty 34530.724271 = -11779726.693546 nChanged 58 Iteration 175Q (2042.300811 sec): 12 clusters Score: Raw -11814261.963951 + Penalty 34530.724271 = -11779731.239680 nChanged 62 Iteration 176Q (2044.179683 sec): 12 clusters Score: Raw -11814266.223309 + Penalty 34530.724271 = -11779735.499038 nChanged 55 Iteration 177Q (2046.126564 sec): 12 clusters Score: Raw -11814271.009251 + Penalty 34530.724271 = -11779740.284980 nChanged 69 Iteration 178Q (2048.154880 sec): 12 clusters Score: Raw -11814278.091786 + Penalty 34530.724271 = -11779747.367515 nChanged 76 Writing temp clu file Because OldScore, -11779740.284980, is greater than current (better) Score,-11779747.367515 Compute initial score before splitting: Score: Raw -11814278.091786 + Penalty 34530.724271 = -11779747.367515 Trying to split cluster 1 (5329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2048.371941 sec): 2 clusters Score: Raw -438935.071866 + Penalty 2265.362585 = -436669.709282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2048.475591 sec): 3 clusters Score: Raw -436398.974271 + Penalty 4530.725170 = -431868.249101 nChanged 2083 SP:Iteration 1F (2048.637222 sec): 3 clusters Score: Raw -438049.472314 + Penalty 4530.725170 = -433518.747144 nChanged 638 SP:Iteration 2F (2048.732757 sec): 3 clusters Score: Raw -438910.380060 + Penalty 4530.725170 = -434379.654891 nChanged 536 SP:Iteration 3F (2048.863108 sec): 3 clusters Score: Raw -439582.241647 + Penalty 4530.725170 = -435051.516477 nChanged 357 SP:Iteration 4F (2048.986829 sec): 3 clusters Score: Raw -439930.262039 + Penalty 4530.725170 = -435399.536870 nChanged 239 SP:Iteration 5Q (2049.104089 sec): 3 clusters Score: Raw -440132.178752 + Penalty 4530.725170 = -435601.453582 nChanged 177 SP:Iteration 6Q (2049.195796 sec): 3 clusters Score: Raw -440247.067099 + Penalty 4530.725170 = -435716.341929 nChanged 110 SP:Iteration 7Q (2049.315111 sec): 3 clusters Score: Raw -440300.020153 + Penalty 4530.725170 = -435769.294983 nChanged 67 SP:Iteration 8Q (2049.445888 sec): 3 clusters Score: Raw -440330.043808 + Penalty 4530.725170 = -435799.318638 nChanged 42 SP:Iteration 9Q (2049.562469 sec): 3 clusters Score: Raw -440344.903648 + Penalty 4530.725170 = -435814.178478 nChanged 25 SP:Iteration 10Q (2049.693165 sec): 3 clusters Score: Raw -440354.021872 + Penalty 4530.725170 = -435823.296702 nChanged 21 SP:Iteration 11Q (2049.796616 sec): 3 clusters Score: Raw -440361.023789 + Penalty 4530.725170 = -435830.298619 nChanged 13 SP:Iteration 12Q (2049.913745 sec): 3 clusters Score: Raw -440364.949013 + Penalty 4530.725170 = -435834.223843 nChanged 7 SP:Iteration 13Q (2050.041055 sec): 3 clusters Score: Raw -440366.634793 + Penalty 4530.725170 = -435835.909623 nChanged 4 SP:Iteration 14Q (2050.133952 sec): 3 clusters Score: Raw -440367.951288 + Penalty 4530.725170 = -435837.226118 nChanged 7 SP:Iteration 15Q (2050.218067 sec): 3 clusters Score: Raw -440370.403073 + Penalty 4530.725170 = -435839.677903 nChanged 2 SP:Iteration 16Q (2050.348575 sec): 3 clusters Score: Raw -440370.995630 + Penalty 4530.725170 = -435840.270461 nChanged 3 SP:Iteration 17Q (2050.486627 sec): 3 clusters Score: Raw -440372.251916 + Penalty 4530.725170 = -435841.526747 nChanged 5 SP:Iteration 18Q (2050.592748 sec): 3 clusters Score: Raw -440373.886776 + Penalty 4530.725170 = -435843.161606 nChanged 1 SP:Iteration 19Q (2050.706505 sec): 3 clusters Score: Raw -440374.036483 + Penalty 4530.725170 = -435843.311313 nChanged 1 SP:Iteration 20F (2050.820502 sec): 3 clusters Score: Raw -440374.313525 + Penalty 4530.725170 = -435843.588355 nChanged 5 SP:Iteration 21Q (2050.942444 sec): 3 clusters Score: Raw -440375.710161 + Penalty 4530.725170 = -435844.984991 nChanged 6 SP:Iteration 22Q (2051.029730 sec): 3 clusters Score: Raw -440377.176133 + Penalty 4530.725170 = -435846.450963 nChanged 4 SP:Iteration 23Q (2051.153838 sec): 3 clusters Score: Raw -440378.305185 + Penalty 4530.725170 = -435847.580015 nChanged 4 SP:Iteration 24Q (2051.258071 sec): 3 clusters Score: Raw -440379.382389 + Penalty 4530.725170 = -435848.657220 nChanged 3 SP:Iteration 25Q (2051.363259 sec): 3 clusters Score: Raw -440379.982180 + Penalty 4530.725170 = -435849.257010 nChanged 3 SP:Iteration 26Q (2051.502270 sec): 3 clusters Score: Raw -440381.006131 + Penalty 4530.725170 = -435850.280961 nChanged 2 SP:Iteration 27Q (2051.611611 sec): 3 clusters Score: Raw -440381.664788 + Penalty 4530.725170 = -435850.939618 nChanged 2 SP:Iteration 28Q (2051.736057 sec): 3 clusters Score: Raw -440382.173896 + Penalty 4530.725170 = -435851.448726 nChanged 2 SP:Iteration 29Q (2051.878467 sec): 3 clusters Score: Raw -440382.715219 + Penalty 4530.725170 = -435851.990049 nChanged 1 SP:Iteration 30Q (2051.986516 sec): 3 clusters Score: Raw -440382.968710 + Penalty 4530.725170 = -435852.243540 nChanged 0 SP:Iteration 31F (2052.110735 sec): 3 clusters Score: Raw -440382.968710 + Penalty 4530.725170 = -435852.243540 nChanged 0 Trying to split cluster 2 (4077 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2052.201746 sec): 2 clusters Score: Raw -302097.037056 + Penalty 2194.662810 = -299902.374247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2052.314765 sec): 3 clusters Score: Raw -300291.732591 + Penalty 4389.325619 = -295902.406972 nChanged 1532 SP:Iteration 1F (2052.420885 sec): 3 clusters Score: Raw -301279.445635 + Penalty 4389.325619 = -296890.120016 nChanged 320 SP:Iteration 2F (2052.503389 sec): 3 clusters Score: Raw -301562.155728 + Penalty 4389.325619 = -297172.830109 nChanged 243 SP:Iteration 3F (2052.616265 sec): 3 clusters Score: Raw -301770.730329 + Penalty 4389.325619 = -297381.404710 nChanged 207 SP:Iteration 4F (2052.750909 sec): 3 clusters Score: Raw -301995.634688 + Penalty 4389.325619 = -297606.309069 nChanged 184 SP:Iteration 5Q (2052.848244 sec): 3 clusters Score: Raw -302215.638042 + Penalty 4389.325619 = -297826.312423 nChanged 180 SP:Iteration 6Q (2052.953648 sec): 3 clusters Score: Raw -302423.657344 + Penalty 4389.325619 = -298034.331725 nChanged 170 SP:Iteration 7Q (2053.078385 sec): 3 clusters Score: Raw -302605.125608 + Penalty 4389.325619 = -298215.799989 nChanged 161 SP:Iteration 8Q (2053.181288 sec): 3 clusters Score: Raw -302798.257513 + Penalty 4389.325619 = -298408.931894 nChanged 161 SP:Iteration 9Q (2053.304018 sec): 3 clusters Score: Raw -302976.679591 + Penalty 4389.325619 = -298587.353972 nChanged 132 SP:Iteration 10Q (2053.419632 sec): 3 clusters Score: Raw -303100.068628 + Penalty 4389.325619 = -298710.743008 nChanged 116 SP:Iteration 11Q (2053.518880 sec): 3 clusters Score: Raw -303173.685964 + Penalty 4389.325619 = -298784.360345 nChanged 86 SP:Iteration 12Q (2053.627202 sec): 3 clusters Score: Raw -303223.469153 + Penalty 4389.325619 = -298834.143534 nChanged 56 SP:Iteration 13Q (2053.740938 sec): 3 clusters Score: Raw -303258.742653 + Penalty 4389.325619 = -298869.417034 nChanged 44 SP:Iteration 14Q (2053.838279 sec): 3 clusters Score: Raw -303286.597188 + Penalty 4389.325619 = -298897.271569 nChanged 36 SP:Iteration 15Q (2053.935922 sec): 3 clusters Score: Raw -303300.891686 + Penalty 4389.325619 = -298911.566067 nChanged 28 SP:Iteration 16Q (2054.054574 sec): 3 clusters Score: Raw -303313.738580 + Penalty 4389.325619 = -298924.412961 nChanged 22 SP:Iteration 17Q (2054.151209 sec): 3 clusters Score: Raw -303323.371501 + Penalty 4389.325619 = -298934.045882 nChanged 14 SP:Iteration 18Q (2054.283021 sec): 3 clusters Score: Raw -303330.545684 + Penalty 4389.325619 = -298941.220065 nChanged 17 SP:Iteration 19Q (2054.432083 sec): 3 clusters Score: Raw -303337.308036 + Penalty 4389.325619 = -298947.982417 nChanged 9 SP:Iteration 20F (2054.529750 sec): 3 clusters Score: Raw -303339.554897 + Penalty 4389.325619 = -298950.229278 nChanged 5 SP:Iteration 21Q (2054.679023 sec): 3 clusters Score: Raw -303340.554851 + Penalty 4389.325619 = -298951.229232 nChanged 4 SP:Iteration 22Q (2054.832908 sec): 3 clusters Score: Raw -303341.816814 + Penalty 4389.325619 = -298952.491195 nChanged 1 SP:Iteration 23Q (2054.933068 sec): 3 clusters Score: Raw -303342.037597 + Penalty 4389.325619 = -298952.711978 nChanged 2 SP:Iteration 24Q (2055.049280 sec): 3 clusters Score: Raw -303342.462474 + Penalty 4389.325619 = -298953.136855 nChanged 2 SP:Iteration 25Q (2055.176339 sec): 3 clusters Score: Raw -303342.962481 + Penalty 4389.325619 = -298953.636862 nChanged 1 SP:Iteration 26Q (2055.277857 sec): 3 clusters Score: Raw -303343.252342 + Penalty 4389.325619 = -298953.926723 nChanged 2 SP:Iteration 27Q (2055.382196 sec): 3 clusters Score: Raw -303343.873411 + Penalty 4389.325619 = -298954.547791 nChanged 2 SP:Iteration 28Q (2055.482157 sec): 3 clusters Score: Raw -303344.740090 + Penalty 4389.325619 = -298955.414471 nChanged 2 SP:Iteration 29Q (2055.611890 sec): 3 clusters Score: Raw -303345.204479 + Penalty 4389.325619 = -298955.878860 nChanged 0 SP:Iteration 30F (2055.740266 sec): 3 clusters Score: Raw -303345.204479 + Penalty 4389.325619 = -298955.878860 nChanged 0 Trying to split cluster 3 (9087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2055.802477 sec): 2 clusters Score: Raw -812937.547653 + Penalty 2406.254426 = -810531.293227 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2055.890264 sec): 3 clusters Score: Raw -808188.631418 + Penalty 4812.508853 = -803376.122566 nChanged 3678 SP:Iteration 1F (2056.051616 sec): 3 clusters Score: Raw -810319.854148 + Penalty 4812.508853 = -805507.345296 nChanged 714 SP:Iteration 2F (2056.160965 sec): 3 clusters Score: Raw -810754.865490 + Penalty 4812.508853 = -805942.356637 nChanged 569 SP:Iteration 3F (2056.292980 sec): 3 clusters Score: Raw -811113.371393 + Penalty 4812.508853 = -806300.862540 nChanged 499 SP:Iteration 4F (2056.424958 sec): 3 clusters Score: Raw -811475.804397 + Penalty 4812.508853 = -806663.295544 nChanged 474 SP:Iteration 5F (2056.555632 sec): 3 clusters Score: Raw -811840.172962 + Penalty 4812.508853 = -807027.664109 nChanged 481 SP:Iteration 6F (2056.709127 sec): 3 clusters Score: Raw -812203.331597 + Penalty 4812.508853 = -807390.822744 nChanged 430 SP:Iteration 7Q (2056.839923 sec): 3 clusters Score: Raw -812513.589085 + Penalty 4812.508853 = -807701.080233 nChanged 373 SP:Iteration 8Q (2056.955891 sec): 3 clusters Score: Raw -812774.473601 + Penalty 4812.508853 = -807961.964748 nChanged 335 SP:Iteration 9Q (2057.095231 sec): 3 clusters Score: Raw -812981.984701 + Penalty 4812.508853 = -808169.475848 nChanged 247 SP:Iteration 10Q (2057.236987 sec): 3 clusters Score: Raw -813118.930374 + Penalty 4812.508853 = -808306.421521 nChanged 183 SP:Iteration 11Q (2057.357449 sec): 3 clusters Score: Raw -813200.903634 + Penalty 4812.508853 = -808388.394781 nChanged 134 SP:Iteration 12Q (2057.510005 sec): 3 clusters Score: Raw -813258.287519 + Penalty 4812.508853 = -808445.778667 nChanged 105 SP:Iteration 13Q (2057.657768 sec): 3 clusters Score: Raw -813296.599422 + Penalty 4812.508853 = -808484.090569 nChanged 86 SP:Iteration 14Q (2057.806832 sec): 3 clusters Score: Raw -813322.244124 + Penalty 4812.508853 = -808509.735271 nChanged 63 SP:Iteration 15Q (2057.925397 sec): 3 clusters Score: Raw -813337.960478 + Penalty 4812.508853 = -808525.451625 nChanged 30 SP:Iteration 16Q (2058.041346 sec): 3 clusters Score: Raw -813344.944659 + Penalty 4812.508853 = -808532.435807 nChanged 29 SP:Iteration 17Q (2058.182043 sec): 3 clusters Score: Raw -813351.405463 + Penalty 4812.508853 = -808538.896610 nChanged 23 SP:Iteration 18Q (2058.319750 sec): 3 clusters Score: Raw -813356.124024 + Penalty 4812.508853 = -808543.615171 nChanged 18 SP:Iteration 19Q (2058.456502 sec): 3 clusters Score: Raw -813359.773631 + Penalty 4812.508853 = -808547.264779 nChanged 19 SP:Iteration 20F (2058.628124 sec): 3 clusters Score: Raw -813363.008582 + Penalty 4812.508853 = -808550.499729 nChanged 11 SP:Iteration 21Q (2058.766092 sec): 3 clusters Score: Raw -813364.908100 + Penalty 4812.508853 = -808552.399247 nChanged 9 SP:Iteration 22Q (2058.896361 sec): 3 clusters Score: Raw -813366.795138 + Penalty 4812.508853 = -808554.286285 nChanged 8 SP:Iteration 23Q (2059.040862 sec): 3 clusters Score: Raw -813368.911760 + Penalty 4812.508853 = -808556.402908 nChanged 9 SP:Iteration 24Q (2059.183077 sec): 3 clusters Score: Raw -813371.053860 + Penalty 4812.508853 = -808558.545007 nChanged 6 SP:Iteration 25Q (2059.313782 sec): 3 clusters Score: Raw -813372.050659 + Penalty 4812.508853 = -808559.541807 nChanged 6 SP:Iteration 26Q (2059.428020 sec): 3 clusters Score: Raw -813372.886693 + Penalty 4812.508853 = -808560.377841 nChanged 2 SP:Iteration 27Q (2059.567673 sec): 3 clusters Score: Raw -813373.232099 + Penalty 4812.508853 = -808560.723247 nChanged 3 SP:Iteration 28Q (2059.682260 sec): 3 clusters Score: Raw -813373.576819 + Penalty 4812.508853 = -808561.067966 nChanged 2 SP:Iteration 29Q (2059.815300 sec): 3 clusters Score: Raw -813373.811620 + Penalty 4812.508853 = -808561.302768 nChanged 3 SP:Iteration 30Q (2059.942306 sec): 3 clusters Score: Raw -813374.143952 + Penalty 4812.508853 = -808561.635099 nChanged 2 SP:Iteration 31Q (2060.057107 sec): 3 clusters Score: Raw -813374.383888 + Penalty 4812.508853 = -808561.875035 nChanged 2 SP:Iteration 32Q (2060.186383 sec): 3 clusters Score: Raw -813374.736249 + Penalty 4812.508853 = -808562.227397 nChanged 1 SP:Iteration 33Q (2060.327790 sec): 3 clusters Score: Raw -813374.971744 + Penalty 4812.508853 = -808562.462891 nChanged 1 SP:Iteration 34Q (2060.480259 sec): 3 clusters Score: Raw -813375.154106 + Penalty 4812.508853 = -808562.645254 nChanged 2 SP:Iteration 35Q (2060.628165 sec): 3 clusters Score: Raw -813375.523778 + Penalty 4812.508853 = -808563.014926 nChanged 1 SP:Iteration 36Q (2060.723043 sec): 3 clusters Score: Raw -813375.822382 + Penalty 4812.508853 = -808563.313530 nChanged 2 SP:Iteration 37Q (2060.830714 sec): 3 clusters Score: Raw -813376.105616 + Penalty 4812.508853 = -808563.596763 nChanged 4 SP:Iteration 38Q (2060.968558 sec): 3 clusters Score: Raw -813376.770698 + Penalty 4812.508853 = -808564.261846 nChanged 3 SP:Iteration 39Q (2061.119457 sec): 3 clusters Score: Raw -813377.160456 + Penalty 4812.508853 = -808564.651604 nChanged 2 SP:Iteration 40F (2061.226854 sec): 3 clusters Score: Raw -813377.524228 + Penalty 4812.508853 = -808565.015376 nChanged 1 SP:Iteration 41Q (2061.375816 sec): 3 clusters Score: Raw -813377.661414 + Penalty 4812.508853 = -808565.152562 nChanged 0 SP:Iteration 42F (2061.522998 sec): 3 clusters Score: Raw -813377.661414 + Penalty 4812.508853 = -808565.152562 nChanged 0 Trying to split cluster 4 (65812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2061.849131 sec): 2 clusters Score: Raw -5650898.900416 + Penalty 2928.963172 = -5647969.937243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2062.134680 sec): 3 clusters Score: Raw -5609512.243577 + Penalty 5857.926345 = -5603654.317232 nChanged 30765 SP:Iteration 1F (2062.478575 sec): 3 clusters Score: Raw -5628546.402667 + Penalty 5857.926345 = -5622688.476322 nChanged 3551 SP:Iteration 2F (2062.804435 sec): 3 clusters Score: Raw -5630163.520683 + Penalty 5857.926345 = -5624305.594338 nChanged 3713 SP:Iteration 3F (2063.117363 sec): 3 clusters Score: Raw -5631999.515831 + Penalty 5857.926345 = -5626141.589486 nChanged 3817 SP:Iteration 4F (2063.400439 sec): 3 clusters Score: Raw -5634028.243149 + Penalty 5857.926345 = -5628170.316804 nChanged 3905 SP:Iteration 5F (2063.713015 sec): 3 clusters Score: Raw -5636091.962523 + Penalty 5857.926345 = -5630234.036178 nChanged 3637 SP:Iteration 6F (2064.064313 sec): 3 clusters Score: Raw -5637997.740701 + Penalty 5857.926345 = -5632139.814356 nChanged 3282 SP:Iteration 7Q (2064.397800 sec): 3 clusters Score: Raw -5639652.609275 + Penalty 5857.926345 = -5633794.682930 nChanged 2796 SP:Iteration 8Q (2064.688085 sec): 3 clusters Score: Raw -5641078.287633 + Penalty 5857.926345 = -5635220.361288 nChanged 2517 SP:Iteration 9Q (2065.043298 sec): 3 clusters Score: Raw -5642412.268255 + Penalty 5857.926345 = -5636554.341910 nChanged 2267 SP:Iteration 10Q (2065.343170 sec): 3 clusters Score: Raw -5643760.071145 + Penalty 5857.926345 = -5637902.144800 nChanged 2103 SP:Iteration 11Q (2065.655915 sec): 3 clusters Score: Raw -5645174.941264 + Penalty 5857.926345 = -5639317.014919 nChanged 1927 SP:Iteration 12Q (2066.051312 sec): 3 clusters Score: Raw -5646370.612009 + Penalty 5857.926345 = -5640512.685664 nChanged 1716 SP:Iteration 13Q (2066.371614 sec): 3 clusters Score: Raw -5647292.983905 + Penalty 5857.926345 = -5641435.057560 nChanged 1427 SP:Iteration 14Q (2066.723859 sec): 3 clusters Score: Raw -5647976.171611 + Penalty 5857.926345 = -5642118.245266 nChanged 1242 SP:Iteration 15Q (2067.032513 sec): 3 clusters Score: Raw -5648512.604807 + Penalty 5857.926345 = -5642654.678462 nChanged 1138 SP:Iteration 16Q (2067.353721 sec): 3 clusters Score: Raw -5648987.199573 + Penalty 5857.926345 = -5643129.273228 nChanged 995 SP:Iteration 17Q (2067.675393 sec): 3 clusters Score: Raw -5649395.611832 + Penalty 5857.926345 = -5643537.685487 nChanged 926 SP:Iteration 18Q (2067.962616 sec): 3 clusters Score: Raw -5649774.269164 + Penalty 5857.926345 = -5643916.342819 nChanged 797 SP:Iteration 19Q (2068.259458 sec): 3 clusters Score: Raw -5650097.296521 + Penalty 5857.926345 = -5644239.370176 nChanged 725 SP:Iteration 20F (2068.577004 sec): 3 clusters Score: Raw -5650396.276608 + Penalty 5857.926345 = -5644538.350263 nChanged 654 SP:Iteration 21Q (2068.901539 sec): 3 clusters Score: Raw -5650684.413873 + Penalty 5857.926345 = -5644826.487528 nChanged 566 SP:Iteration 22Q (2069.205168 sec): 3 clusters Score: Raw -5650967.913891 + Penalty 5857.926345 = -5645109.987546 nChanged 505 SP:Iteration 23Q (2069.526457 sec): 3 clusters Score: Raw -5651236.513987 + Penalty 5857.926345 = -5645378.587642 nChanged 466 SP:Iteration 24Q (2069.846681 sec): 3 clusters Score: Raw -5651523.758434 + Penalty 5857.926345 = -5645665.832089 nChanged 413 SP:Iteration 25Q (2070.141537 sec): 3 clusters Score: Raw -5651788.752103 + Penalty 5857.926345 = -5645930.825758 nChanged 380 SP:Iteration 26Q (2070.469477 sec): 3 clusters Score: Raw -5652047.001112 + Penalty 5857.926345 = -5646189.074767 nChanged 329 SP:Iteration 27Q (2070.739434 sec): 3 clusters Score: Raw -5652249.870168 + Penalty 5857.926345 = -5646391.943823 nChanged 275 SP:Iteration 28Q (2071.030249 sec): 3 clusters Score: Raw -5652400.880562 + Penalty 5857.926345 = -5646542.954217 nChanged 250 SP:Iteration 29Q (2071.219155 sec): 3 clusters Score: Raw -5652502.715921 + Penalty 5857.926345 = -5646644.789576 nChanged 190 SP:Iteration 30Q (2071.469539 sec): 3 clusters Score: Raw -5652572.563817 + Penalty 5857.926345 = -5646714.637472 nChanged 148 SP:Iteration 31Q (2071.749188 sec): 3 clusters Score: Raw -5652619.506573 + Penalty 5857.926345 = -5646761.580228 nChanged 124 SP:Iteration 32Q (2071.995612 sec): 3 clusters Score: Raw -5652653.725861 + Penalty 5857.926345 = -5646795.799516 nChanged 93 SP:Iteration 33Q (2072.320490 sec): 3 clusters Score: Raw -5652675.032803 + Penalty 5857.926345 = -5646817.106458 nChanged 86 SP:Iteration 34Q (2072.565206 sec): 3 clusters Score: Raw -5652694.804228 + Penalty 5857.926345 = -5646836.877883 nChanged 65 SP:Iteration 35Q (2072.813875 sec): 3 clusters Score: Raw -5652706.080968 + Penalty 5857.926345 = -5646848.154623 nChanged 51 SP:Iteration 36Q (2073.083863 sec): 3 clusters Score: Raw -5652714.274928 + Penalty 5857.926345 = -5646856.348583 nChanged 36 SP:Iteration 37Q (2073.334373 sec): 3 clusters Score: Raw -5652718.667583 + Penalty 5857.926345 = -5646860.741238 nChanged 25 SP:Iteration 38Q (2073.608950 sec): 3 clusters Score: Raw -5652722.558039 + Penalty 5857.926345 = -5646864.631694 nChanged 21 SP:Iteration 39Q (2073.863057 sec): 3 clusters Score: Raw -5652725.496324 + Penalty 5857.926345 = -5646867.569979 nChanged 16 SP:Iteration 40F (2074.128437 sec): 3 clusters Score: Raw -5652727.517147 + Penalty 5857.926345 = -5646869.590802 nChanged 17 SP:Iteration 41Q (2074.400014 sec): 3 clusters Score: Raw -5652729.320176 + Penalty 5857.926345 = -5646871.393831 nChanged 8 SP:Iteration 42Q (2074.648571 sec): 3 clusters Score: Raw -5652730.312560 + Penalty 5857.926345 = -5646872.386215 nChanged 5 SP:Iteration 43Q (2074.910303 sec): 3 clusters Score: Raw -5652730.764402 + Penalty 5857.926345 = -5646872.838057 nChanged 7 SP:Iteration 44Q (2075.184780 sec): 3 clusters Score: Raw -5652731.334468 + Penalty 5857.926345 = -5646873.408123 nChanged 4 SP:Iteration 45Q (2075.462302 sec): 3 clusters Score: Raw -5652731.711616 + Penalty 5857.926345 = -5646873.785271 nChanged 6 SP:Iteration 46Q (2075.718178 sec): 3 clusters Score: Raw -5652732.280998 + Penalty 5857.926345 = -5646874.354653 nChanged 5 SP:Iteration 47Q (2076.007924 sec): 3 clusters Score: Raw -5652732.610154 + Penalty 5857.926345 = -5646874.683809 nChanged 2 SP:Iteration 48Q (2076.233221 sec): 3 clusters Score: Raw -5652732.740878 + Penalty 5857.926345 = -5646874.814533 nChanged 2 SP:Iteration 49Q (2076.544789 sec): 3 clusters Score: Raw -5652732.931479 + Penalty 5857.926345 = -5646875.005134 nChanged 1 SP:Iteration 50Q (2076.790724 sec): 3 clusters Score: Raw -5652733.023195 + Penalty 5857.926345 = -5646875.096850 nChanged 2 SP:Iteration 51Q (2077.053181 sec): 3 clusters Score: Raw -5652733.263975 + Penalty 5857.926345 = -5646875.337630 nChanged 2 SP:Iteration 52Q (2077.303965 sec): 3 clusters Score: Raw -5652733.520652 + Penalty 5857.926345 = -5646875.594307 nChanged 1 SP:Iteration 53Q (2077.565393 sec): 3 clusters Score: Raw -5652733.634307 + Penalty 5857.926345 = -5646875.707963 nChanged 2 SP:Iteration 54Q (2077.826896 sec): 3 clusters Score: Raw -5652733.807868 + Penalty 5857.926345 = -5646875.881523 nChanged 4 SP:Iteration 55Q (2078.096090 sec): 3 clusters Score: Raw -5652734.156590 + Penalty 5857.926345 = -5646876.230245 nChanged 3 SP:Iteration 56Q (2078.405379 sec): 3 clusters Score: Raw -5652734.473628 + Penalty 5857.926345 = -5646876.547283 nChanged 5 SP:Iteration 57Q (2078.699957 sec): 3 clusters Score: Raw -5652735.125828 + Penalty 5857.926345 = -5646877.199483 nChanged 7 SP:Iteration 58Q (2078.956529 sec): 3 clusters Score: Raw -5652735.992926 + Penalty 5857.926345 = -5646878.066581 nChanged 6 SP:Iteration 59Q (2079.241074 sec): 3 clusters Score: Raw -5652736.780984 + Penalty 5857.926345 = -5646878.854639 nChanged 6 SP:Iteration 60F (2079.558648 sec): 3 clusters Score: Raw -5652737.746008 + Penalty 5857.926345 = -5646879.819663 nChanged 5 SP:Iteration 61Q (2079.826844 sec): 3 clusters Score: Raw -5652738.384340 + Penalty 5857.926345 = -5646880.457995 nChanged 5 SP:Iteration 62Q (2080.142018 sec): 3 clusters Score: Raw -5652738.920221 + Penalty 5857.926345 = -5646880.993876 nChanged 6 SP:Iteration 63Q (2080.431543 sec): 3 clusters Score: Raw -5652739.507383 + Penalty 5857.926345 = -5646881.581038 nChanged 6 SP:Iteration 64Q (2080.707621 sec): 3 clusters Score: Raw -5652740.100676 + Penalty 5857.926345 = -5646882.174331 nChanged 2 SP:Iteration 65Q (2081.010796 sec): 3 clusters Score: Raw -5652740.312447 + Penalty 5857.926345 = -5646882.386102 nChanged 2 SP:Iteration 66Q (2081.298601 sec): 3 clusters Score: Raw -5652740.575293 + Penalty 5857.926345 = -5646882.648948 nChanged 4 SP:Iteration 67Q (2081.621151 sec): 3 clusters Score: Raw -5652740.991329 + Penalty 5857.926345 = -5646883.064984 nChanged 1 SP:Iteration 68Q (2081.862610 sec): 3 clusters Score: Raw -5652741.131114 + Penalty 5857.926345 = -5646883.204769 nChanged 2 SP:Iteration 69Q (2082.177233 sec): 3 clusters Score: Raw -5652741.345456 + Penalty 5857.926345 = -5646883.419112 nChanged 0 SP:Iteration 70F (2082.505518 sec): 3 clusters Score: Raw -5652741.345456 + Penalty 5857.926345 = -5646883.419112 nChanged 0 Trying to split cluster 5 (9429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2082.618061 sec): 2 clusters Score: Raw -729903.984286 + Penalty 2416.007966 = -727487.976320 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2082.759413 sec): 3 clusters Score: Raw -724845.757288 + Penalty 4832.015932 = -720013.741357 nChanged 3920 SP:Iteration 1F (2082.898977 sec): 3 clusters Score: Raw -727106.428838 + Penalty 4832.015932 = -722274.412906 nChanged 757 SP:Iteration 2F (2083.030164 sec): 3 clusters Score: Raw -727557.428651 + Penalty 4832.015932 = -722725.412719 nChanged 620 SP:Iteration 3F (2083.146832 sec): 3 clusters Score: Raw -727952.734730 + Penalty 4832.015932 = -723120.718798 nChanged 577 SP:Iteration 4F (2083.267593 sec): 3 clusters Score: Raw -728332.446903 + Penalty 4832.015932 = -723500.430971 nChanged 534 SP:Iteration 5F (2083.384596 sec): 3 clusters Score: Raw -728701.188143 + Penalty 4832.015932 = -723869.172211 nChanged 483 SP:Iteration 6F (2083.519219 sec): 3 clusters Score: Raw -729064.805597 + Penalty 4832.015932 = -724232.789665 nChanged 431 SP:Iteration 7Q (2083.653153 sec): 3 clusters Score: Raw -729358.760570 + Penalty 4832.015932 = -724526.744638 nChanged 343 SP:Iteration 8Q (2083.772746 sec): 3 clusters Score: Raw -729580.050983 + Penalty 4832.015932 = -724748.035051 nChanged 297 SP:Iteration 9Q (2083.895756 sec): 3 clusters Score: Raw -729763.503840 + Penalty 4832.015932 = -724931.487908 nChanged 226 SP:Iteration 10Q (2084.034716 sec): 3 clusters Score: Raw -729903.234045 + Penalty 4832.015932 = -725071.218114 nChanged 220 SP:Iteration 11Q (2084.146907 sec): 3 clusters Score: Raw -730040.724723 + Penalty 4832.015932 = -725208.708791 nChanged 199 SP:Iteration 12Q (2084.294293 sec): 3 clusters Score: Raw -730164.944906 + Penalty 4832.015932 = -725332.928974 nChanged 176 SP:Iteration 13Q (2084.427628 sec): 3 clusters Score: Raw -730257.921008 + Penalty 4832.015932 = -725425.905076 nChanged 158 SP:Iteration 14Q (2084.552771 sec): 3 clusters Score: Raw -730340.061126 + Penalty 4832.015932 = -725508.045194 nChanged 142 SP:Iteration 15Q (2084.686377 sec): 3 clusters Score: Raw -730402.988029 + Penalty 4832.015932 = -725570.972097 nChanged 118 SP:Iteration 16Q (2084.798435 sec): 3 clusters Score: Raw -730455.641488 + Penalty 4832.015932 = -725623.625556 nChanged 96 SP:Iteration 17Q (2084.960369 sec): 3 clusters Score: Raw -730500.644621 + Penalty 4832.015932 = -725668.628690 nChanged 100 SP:Iteration 18Q (2085.082972 sec): 3 clusters Score: Raw -730550.489328 + Penalty 4832.015932 = -725718.473396 nChanged 101 SP:Iteration 19Q (2085.217806 sec): 3 clusters Score: Raw -730595.520643 + Penalty 4832.015932 = -725763.504711 nChanged 87 SP:Iteration 20F (2085.360929 sec): 3 clusters Score: Raw -730632.534149 + Penalty 4832.015932 = -725800.518217 nChanged 72 SP:Iteration 21Q (2085.490559 sec): 3 clusters Score: Raw -730668.254962 + Penalty 4832.015932 = -725836.239030 nChanged 88 SP:Iteration 22Q (2085.605008 sec): 3 clusters Score: Raw -730705.197580 + Penalty 4832.015932 = -725873.181648 nChanged 76 SP:Iteration 23Q (2085.749785 sec): 3 clusters Score: Raw -730746.627740 + Penalty 4832.015932 = -725914.611809 nChanged 84 SP:Iteration 24Q (2085.884147 sec): 3 clusters Score: Raw -730793.072837 + Penalty 4832.015932 = -725961.056906 nChanged 65 SP:Iteration 25Q (2086.001934 sec): 3 clusters Score: Raw -730827.075364 + Penalty 4832.015932 = -725995.059432 nChanged 62 SP:Iteration 26Q (2086.132439 sec): 3 clusters Score: Raw -730857.266544 + Penalty 4832.015932 = -726025.250612 nChanged 56 SP:Iteration 27Q (2086.262338 sec): 3 clusters Score: Raw -730883.173279 + Penalty 4832.015932 = -726051.157347 nChanged 48 SP:Iteration 28Q (2086.386555 sec): 3 clusters Score: Raw -730909.241903 + Penalty 4832.015932 = -726077.225971 nChanged 39 SP:Iteration 29Q (2086.521802 sec): 3 clusters Score: Raw -730925.704588 + Penalty 4832.015932 = -726093.688656 nChanged 46 SP:Iteration 30Q (2086.689853 sec): 3 clusters Score: Raw -730945.463526 + Penalty 4832.015932 = -726113.447594 nChanged 42 SP:Iteration 31Q (2086.819127 sec): 3 clusters Score: Raw -730962.064561 + Penalty 4832.015932 = -726130.048629 nChanged 40 SP:Iteration 32Q (2086.970266 sec): 3 clusters Score: Raw -730981.748489 + Penalty 4832.015932 = -726149.732557 nChanged 42 SP:Iteration 33Q (2087.085347 sec): 3 clusters Score: Raw -731005.293427 + Penalty 4832.015932 = -726173.277495 nChanged 42 SP:Iteration 34Q (2087.209572 sec): 3 clusters Score: Raw -731024.227619 + Penalty 4832.015932 = -726192.211687 nChanged 37 SP:Iteration 35Q (2087.338461 sec): 3 clusters Score: Raw -731038.169600 + Penalty 4832.015932 = -726206.153668 nChanged 26 SP:Iteration 36Q (2087.479289 sec): 3 clusters Score: Raw -731048.363089 + Penalty 4832.015932 = -726216.347157 nChanged 24 SP:Iteration 37Q (2087.604996 sec): 3 clusters Score: Raw -731058.088894 + Penalty 4832.015932 = -726226.072962 nChanged 17 SP:Iteration 38Q (2087.722051 sec): 3 clusters Score: Raw -731068.592379 + Penalty 4832.015932 = -726236.576447 nChanged 36 SP:Iteration 39Q (2087.857400 sec): 3 clusters Score: Raw -731083.744596 + Penalty 4832.015932 = -726251.728664 nChanged 31 SP:Iteration 40F (2088.004487 sec): 3 clusters Score: Raw -731097.189893 + Penalty 4832.015932 = -726265.173961 nChanged 29 SP:Iteration 41Q (2088.131842 sec): 3 clusters Score: Raw -731111.400941 + Penalty 4832.015932 = -726279.385010 nChanged 33 SP:Iteration 42Q (2088.272414 sec): 3 clusters Score: Raw -731122.403609 + Penalty 4832.015932 = -726290.387678 nChanged 25 SP:Iteration 43Q (2088.399281 sec): 3 clusters Score: Raw -731132.489269 + Penalty 4832.015932 = -726300.473337 nChanged 22 SP:Iteration 44Q (2088.503431 sec): 3 clusters Score: Raw -731139.129266 + Penalty 4832.015932 = -726307.113335 nChanged 17 SP:Iteration 45Q (2088.630176 sec): 3 clusters Score: Raw -731145.734498 + Penalty 4832.015932 = -726313.718566 nChanged 22 SP:Iteration 46Q (2088.773303 sec): 3 clusters Score: Raw -731156.728085 + Penalty 4832.015932 = -726324.712153 nChanged 21 SP:Iteration 47Q (2088.908387 sec): 3 clusters Score: Raw -731170.113623 + Penalty 4832.015932 = -726338.097692 nChanged 21 SP:Iteration 48Q (2089.024672 sec): 3 clusters Score: Raw -731177.762997 + Penalty 4832.015932 = -726345.747065 nChanged 11 SP:Iteration 49Q (2089.143053 sec): 3 clusters Score: Raw -731181.292713 + Penalty 4832.015932 = -726349.276781 nChanged 9 SP:Iteration 50Q (2089.289832 sec): 3 clusters Score: Raw -731183.724537 + Penalty 4832.015932 = -726351.708605 nChanged 8 SP:Iteration 51Q (2089.434047 sec): 3 clusters Score: Raw -731185.976197 + Penalty 4832.015932 = -726353.960266 nChanged 7 SP:Iteration 52Q (2089.543112 sec): 3 clusters Score: Raw -731187.429820 + Penalty 4832.015932 = -726355.413888 nChanged 5 SP:Iteration 53Q (2089.665171 sec): 3 clusters Score: Raw -731189.159843 + Penalty 4832.015932 = -726357.143912 nChanged 3 SP:Iteration 54Q (2089.790553 sec): 3 clusters Score: Raw -731190.673304 + Penalty 4832.015932 = -726358.657373 nChanged 4 SP:Iteration 55Q (2089.917174 sec): 3 clusters Score: Raw -731192.175584 + Penalty 4832.015932 = -726360.159652 nChanged 6 SP:Iteration 56Q (2090.069084 sec): 3 clusters Score: Raw -731194.434845 + Penalty 4832.015932 = -726362.418913 nChanged 5 SP:Iteration 57Q (2090.195412 sec): 3 clusters Score: Raw -731195.894036 + Penalty 4832.015932 = -726363.878104 nChanged 2 SP:Iteration 58Q (2090.330979 sec): 3 clusters Score: Raw -731196.367164 + Penalty 4832.015932 = -726364.351233 nChanged 1 SP:Iteration 59Q (2090.446211 sec): 3 clusters Score: Raw -731196.877179 + Penalty 4832.015932 = -726364.861247 nChanged 1 SP:Iteration 60F (2090.587248 sec): 3 clusters Score: Raw -731197.401049 + Penalty 4832.015932 = -726365.385117 nChanged 2 SP:Iteration 61Q (2090.717165 sec): 3 clusters Score: Raw -731197.937692 + Penalty 4832.015932 = -726365.921760 nChanged 2 SP:Iteration 62Q (2090.856397 sec): 3 clusters Score: Raw -731198.705905 + Penalty 4832.015932 = -726366.689973 nChanged 0 SP:Iteration 63F (2090.985625 sec): 3 clusters Score: Raw -731198.705905 + Penalty 4832.015932 = -726366.689973 nChanged 0 Trying to split cluster 6 (4471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2091.051550 sec): 2 clusters Score: Raw -319203.340789 + Penalty 2219.016987 = -316984.323802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2091.155873 sec): 3 clusters Score: Raw -317102.225401 + Penalty 4438.033975 = -312664.191427 nChanged 1759 SP:Iteration 1F (2091.265192 sec): 3 clusters Score: Raw -318400.902304 + Penalty 4438.033975 = -313962.868330 nChanged 481 SP:Iteration 2F (2091.363590 sec): 3 clusters Score: Raw -318851.427106 + Penalty 4438.033975 = -314413.393131 nChanged 305 SP:Iteration 3F (2091.478158 sec): 3 clusters Score: Raw -319126.517214 + Penalty 4438.033975 = -314688.483240 nChanged 231 SP:Iteration 4F (2091.590837 sec): 3 clusters Score: Raw -319349.780842 + Penalty 4438.033975 = -314911.746867 nChanged 197 SP:Iteration 5Q (2091.707661 sec): 3 clusters Score: Raw -319533.829888 + Penalty 4438.033975 = -315095.795913 nChanged 171 SP:Iteration 6Q (2091.772635 sec): 3 clusters Score: Raw -319673.266165 + Penalty 4438.033975 = -315235.232190 nChanged 121 SP:Iteration 7Q (2091.893530 sec): 3 clusters Score: Raw -319756.198272 + Penalty 4438.033975 = -315318.164297 nChanged 103 SP:Iteration 8Q (2092.006885 sec): 3 clusters Score: Raw -319825.706350 + Penalty 4438.033975 = -315387.672375 nChanged 78 SP:Iteration 9Q (2092.143104 sec): 3 clusters Score: Raw -319860.898446 + Penalty 4438.033975 = -315422.864471 nChanged 51 SP:Iteration 10Q (2092.255150 sec): 3 clusters Score: Raw -319889.210212 + Penalty 4438.033975 = -315451.176237 nChanged 49 SP:Iteration 11Q (2092.374136 sec): 3 clusters Score: Raw -319917.101260 + Penalty 4438.033975 = -315479.067285 nChanged 32 SP:Iteration 12Q (2092.512104 sec): 3 clusters Score: Raw -319931.330694 + Penalty 4438.033975 = -315493.296719 nChanged 30 SP:Iteration 13Q (2092.601302 sec): 3 clusters Score: Raw -319943.566227 + Penalty 4438.033975 = -315505.532252 nChanged 26 SP:Iteration 14Q (2092.766309 sec): 3 clusters Score: Raw -319952.855369 + Penalty 4438.033975 = -315514.821394 nChanged 17 SP:Iteration 15Q (2092.854736 sec): 3 clusters Score: Raw -319959.355932 + Penalty 4438.033975 = -315521.321957 nChanged 17 SP:Iteration 16Q (2092.981502 sec): 3 clusters Score: Raw -319967.090807 + Penalty 4438.033975 = -315529.056833 nChanged 20 SP:Iteration 17Q (2093.101091 sec): 3 clusters Score: Raw -319976.081086 + Penalty 4438.033975 = -315538.047112 nChanged 13 SP:Iteration 18Q (2093.209435 sec): 3 clusters Score: Raw -319981.166444 + Penalty 4438.033975 = -315543.132470 nChanged 17 SP:Iteration 19Q (2093.356970 sec): 3 clusters Score: Raw -319989.075093 + Penalty 4438.033975 = -315551.041118 nChanged 24 SP:Iteration 20F (2093.500984 sec): 3 clusters Score: Raw -320001.837093 + Penalty 4438.033975 = -315563.803119 nChanged 22 SP:Iteration 21Q (2093.604693 sec): 3 clusters Score: Raw -320011.127236 + Penalty 4438.033975 = -315573.093262 nChanged 22 SP:Iteration 22Q (2093.731115 sec): 3 clusters Score: Raw -320019.234336 + Penalty 4438.033975 = -315581.200361 nChanged 24 SP:Iteration 23Q (2093.800368 sec): 3 clusters Score: Raw -320025.875488 + Penalty 4438.033975 = -315587.841513 nChanged 18 SP:Iteration 24Q (2093.934849 sec): 3 clusters Score: Raw -320031.727223 + Penalty 4438.033975 = -315593.693248 nChanged 19 SP:Iteration 25Q (2094.020616 sec): 3 clusters Score: Raw -320038.230893 + Penalty 4438.033975 = -315600.196919 nChanged 19 SP:Iteration 26Q (2094.125570 sec): 3 clusters Score: Raw -320046.025452 + Penalty 4438.033975 = -315607.991478 nChanged 20 SP:Iteration 27Q (2094.227302 sec): 3 clusters Score: Raw -320055.387290 + Penalty 4438.033975 = -315617.353315 nChanged 21 SP:Iteration 28Q (2094.324420 sec): 3 clusters Score: Raw -320064.622865 + Penalty 4438.033975 = -315626.588890 nChanged 26 SP:Iteration 29Q (2094.416700 sec): 3 clusters Score: Raw -320073.972749 + Penalty 4438.033975 = -315635.938774 nChanged 29 SP:Iteration 30Q (2094.547576 sec): 3 clusters Score: Raw -320083.042066 + Penalty 4438.033975 = -315645.008091 nChanged 33 SP:Iteration 31Q (2094.675940 sec): 3 clusters Score: Raw -320094.775115 + Penalty 4438.033975 = -315656.741141 nChanged 28 SP:Iteration 32Q (2094.770144 sec): 3 clusters Score: Raw -320105.123110 + Penalty 4438.033975 = -315667.089136 nChanged 25 SP:Iteration 33Q (2094.861199 sec): 3 clusters Score: Raw -320114.328545 + Penalty 4438.033975 = -315676.294570 nChanged 34 SP:Iteration 34Q (2094.962042 sec): 3 clusters Score: Raw -320128.529366 + Penalty 4438.033975 = -315690.495391 nChanged 38 SP:Iteration 35Q (2095.076131 sec): 3 clusters Score: Raw -320147.188258 + Penalty 4438.033975 = -315709.154284 nChanged 40 SP:Iteration 36Q (2095.187359 sec): 3 clusters Score: Raw -320167.524647 + Penalty 4438.033975 = -315729.490672 nChanged 56 SP:Iteration 37Q (2095.300031 sec): 3 clusters Score: Raw -320204.437016 + Penalty 4438.033975 = -315766.403042 nChanged 74 SP:Iteration 38Q (2095.396665 sec): 3 clusters Score: Raw -320254.005657 + Penalty 4438.033975 = -315815.971682 nChanged 82 SP:Iteration 39Q (2095.507090 sec): 3 clusters Score: Raw -320317.668040 + Penalty 4438.033975 = -315879.634065 nChanged 78 SP:Iteration 40F (2095.630375 sec): 3 clusters Score: Raw -320371.568217 + Penalty 4438.033975 = -315933.534242 nChanged 65 SP:Iteration 41Q (2095.747140 sec): 3 clusters Score: Raw -320420.725762 + Penalty 4438.033975 = -315982.691787 nChanged 75 SP:Iteration 42Q (2095.812421 sec): 3 clusters Score: Raw -320473.237075 + Penalty 4438.033975 = -316035.203100 nChanged 53 SP:Iteration 43Q (2095.942112 sec): 3 clusters Score: Raw -320512.886313 + Penalty 4438.033975 = -316074.852338 nChanged 57 SP:Iteration 44Q (2096.077779 sec): 3 clusters Score: Raw -320559.784430 + Penalty 4438.033975 = -316121.750455 nChanged 48 SP:Iteration 45Q (2096.106603 sec): 3 clusters Score: Raw -320594.255628 + Penalty 4438.033975 = -316156.221654 nChanged 40 SP:Iteration 46Q (2096.223277 sec): 3 clusters Score: Raw -320620.637185 + Penalty 4438.033975 = -316182.603210 nChanged 41 SP:Iteration 47Q (2096.349042 sec): 3 clusters Score: Raw -320649.004455 + Penalty 4438.033975 = -316210.970480 nChanged 30 SP:Iteration 48Q (2096.460904 sec): 3 clusters Score: Raw -320664.325859 + Penalty 4438.033975 = -316226.291884 nChanged 21 SP:Iteration 49Q (2096.575520 sec): 3 clusters Score: Raw -320675.197125 + Penalty 4438.033975 = -316237.163150 nChanged 15 SP:Iteration 50Q (2096.666465 sec): 3 clusters Score: Raw -320686.756609 + Penalty 4438.033975 = -316248.722635 nChanged 10 SP:Iteration 51Q (2096.760165 sec): 3 clusters Score: Raw -320693.806458 + Penalty 4438.033975 = -316255.772483 nChanged 19 SP:Iteration 52Q (2096.875373 sec): 3 clusters Score: Raw -320705.288519 + Penalty 4438.033975 = -316267.254545 nChanged 19 SP:Iteration 53Q (2096.973838 sec): 3 clusters Score: Raw -320717.480717 + Penalty 4438.033975 = -316279.446742 nChanged 21 SP:Iteration 54Q (2097.068554 sec): 3 clusters Score: Raw -320729.854947 + Penalty 4438.033975 = -316291.820973 nChanged 17 SP:Iteration 55Q (2097.165466 sec): 3 clusters Score: Raw -320739.138134 + Penalty 4438.033975 = -316301.104159 nChanged 13 SP:Iteration 56Q (2097.275214 sec): 3 clusters Score: Raw -320747.798518 + Penalty 4438.033975 = -316309.764543 nChanged 11 SP:Iteration 57Q (2097.374592 sec): 3 clusters Score: Raw -320754.114262 + Penalty 4438.033975 = -316316.080287 nChanged 9 SP:Iteration 58Q (2097.512965 sec): 3 clusters Score: Raw -320758.632255 + Penalty 4438.033975 = -316320.598280 nChanged 7 SP:Iteration 59Q (2097.642759 sec): 3 clusters Score: Raw -320762.907871 + Penalty 4438.033975 = -316324.873896 nChanged 10 SP:Iteration 60F (2097.710953 sec): 3 clusters Score: Raw -320775.365060 + Penalty 4438.033975 = -316337.331085 nChanged 10 SP:Iteration 61Q (2097.831633 sec): 3 clusters Score: Raw -320791.878491 + Penalty 4438.033975 = -316353.844517 nChanged 22 SP:Iteration 62Q (2097.920259 sec): 3 clusters Score: Raw -320807.307889 + Penalty 4438.033975 = -316369.273914 nChanged 20 SP:Iteration 63Q (2098.008915 sec): 3 clusters Score: Raw -320818.412669 + Penalty 4438.033975 = -316380.378694 nChanged 15 SP:Iteration 64Q (2098.098085 sec): 3 clusters Score: Raw -320826.838266 + Penalty 4438.033975 = -316388.804292 nChanged 17 SP:Iteration 65Q (2098.209979 sec): 3 clusters Score: Raw -320840.985536 + Penalty 4438.033975 = -316402.951561 nChanged 28 SP:Iteration 66Q (2098.303813 sec): 3 clusters Score: Raw -320867.058478 + Penalty 4438.033975 = -316429.024504 nChanged 29 SP:Iteration 67Q (2098.388165 sec): 3 clusters Score: Raw -320895.740599 + Penalty 4438.033975 = -316457.706624 nChanged 38 SP:Iteration 68Q (2098.503709 sec): 3 clusters Score: Raw -320932.635376 + Penalty 4438.033975 = -316494.601401 nChanged 40 SP:Iteration 69Q (2098.610016 sec): 3 clusters Score: Raw -320978.603409 + Penalty 4438.033975 = -316540.569434 nChanged 57 SP:Iteration 70Q (2098.717976 sec): 3 clusters Score: Raw -321054.534594 + Penalty 4438.033975 = -316616.500619 nChanged 66 SP:Iteration 71Q (2098.849668 sec): 3 clusters Score: Raw -321145.580022 + Penalty 4438.033975 = -316707.546048 nChanged 78 SP:Iteration 72Q (2098.963346 sec): 3 clusters Score: Raw -321227.727705 + Penalty 4438.033975 = -316789.693731 nChanged 63 SP:Iteration 73Q (2099.050482 sec): 3 clusters Score: Raw -321284.914602 + Penalty 4438.033975 = -316846.880628 nChanged 44 SP:Iteration 74Q (2099.181882 sec): 3 clusters Score: Raw -321333.906254 + Penalty 4438.033975 = -316895.872280 nChanged 41 SP:Iteration 75Q (2099.281132 sec): 3 clusters Score: Raw -321364.197617 + Penalty 4438.033975 = -316926.163643 nChanged 30 SP:Iteration 76Q (2099.401091 sec): 3 clusters Score: Raw -321388.341015 + Penalty 4438.033975 = -316950.307041 nChanged 26 SP:Iteration 77Q (2099.530809 sec): 3 clusters Score: Raw -321419.986472 + Penalty 4438.033975 = -316981.952497 nChanged 18 SP:Iteration 78Q (2099.633383 sec): 3 clusters Score: Raw -321441.541514 + Penalty 4438.033975 = -317003.507540 nChanged 24 SP:Iteration 79Q (2099.750482 sec): 3 clusters Score: Raw -321470.809845 + Penalty 4438.033975 = -317032.775871 nChanged 26 SP:Iteration 80F (2099.848108 sec): 3 clusters Score: Raw -321519.527649 + Penalty 4438.033975 = -317081.493674 nChanged 38 SP:Iteration 81Q (2099.954917 sec): 3 clusters Score: Raw -321564.023552 + Penalty 4438.033975 = -317125.989577 nChanged 45 SP:Iteration 82Q (2100.047612 sec): 3 clusters Score: Raw -321603.645735 + Penalty 4438.033975 = -317165.611760 nChanged 39 SP:Iteration 83Q (2100.162197 sec): 3 clusters Score: Raw -321628.010521 + Penalty 4438.033975 = -317189.976546 nChanged 25 SP:Iteration 84Q (2100.301103 sec): 3 clusters Score: Raw -321642.759889 + Penalty 4438.033975 = -317204.725914 nChanged 27 SP:Iteration 85Q (2100.383060 sec): 3 clusters Score: Raw -321655.432725 + Penalty 4438.033975 = -317217.398750 nChanged 16 SP:Iteration 86Q (2100.491833 sec): 3 clusters Score: Raw -321666.165289 + Penalty 4438.033975 = -317228.131314 nChanged 27 SP:Iteration 87Q (2100.584450 sec): 3 clusters Score: Raw -321680.792386 + Penalty 4438.033975 = -317242.758412 nChanged 16 SP:Iteration 88Q (2100.709127 sec): 3 clusters Score: Raw -321688.563149 + Penalty 4438.033975 = -317250.529174 nChanged 15 SP:Iteration 89Q (2100.774049 sec): 3 clusters Score: Raw -321695.075687 + Penalty 4438.033975 = -317257.041713 nChanged 17 SP:Iteration 90Q (2100.818702 sec): 3 clusters Score: Raw -321706.089584 + Penalty 4438.033975 = -317268.055609 nChanged 16 SP:Iteration 91Q (2100.866117 sec): 3 clusters Score: Raw -321713.612967 + Penalty 4438.033975 = -317275.578993 nChanged 11 SP:Iteration 92Q (2100.913327 sec): 3 clusters Score: Raw -321719.592711 + Penalty 4438.033975 = -317281.558737 nChanged 16 SP:Iteration 93Q (2101.029280 sec): 3 clusters Score: Raw -321728.442800 + Penalty 4438.033975 = -317290.408826 nChanged 16 SP:Iteration 94Q (2101.134684 sec): 3 clusters Score: Raw -321737.581072 + Penalty 4438.033975 = -317299.547098 nChanged 20 SP:Iteration 95Q (2101.252650 sec): 3 clusters Score: Raw -321749.607204 + Penalty 4438.033975 = -317311.573229 nChanged 19 SP:Iteration 96Q (2101.354413 sec): 3 clusters Score: Raw -321757.881783 + Penalty 4438.033975 = -317319.847808 nChanged 12 SP:Iteration 97Q (2101.464826 sec): 3 clusters Score: Raw -321762.900329 + Penalty 4438.033975 = -317324.866355 nChanged 11 SP:Iteration 98Q (2101.578725 sec): 3 clusters Score: Raw -321768.238064 + Penalty 4438.033975 = -317330.204089 nChanged 10 SP:Iteration 99Q (2101.679808 sec): 3 clusters Score: Raw -321773.572650 + Penalty 4438.033975 = -317335.538676 nChanged 8 SP:Iteration 100F (2101.792876 sec): 3 clusters Score: Raw -321777.734359 + Penalty 4438.033975 = -317339.700384 nChanged 8 SP:Iteration 101Q (2101.909476 sec): 3 clusters Score: Raw -321780.804761 + Penalty 4438.033975 = -317342.770787 nChanged 8 SP:Iteration 102Q (2102.025578 sec): 3 clusters Score: Raw -321784.149078 + Penalty 4438.033975 = -317346.115103 nChanged 5 SP:Iteration 103Q (2102.159258 sec): 3 clusters Score: Raw -321785.984474 + Penalty 4438.033975 = -317347.950500 nChanged 4 SP:Iteration 104Q (2102.244704 sec): 3 clusters Score: Raw -321787.579705 + Penalty 4438.033975 = -317349.545730 nChanged 3 SP:Iteration 105Q (2102.379761 sec): 3 clusters Score: Raw -321789.383558 + Penalty 4438.033975 = -317351.349583 nChanged 2 SP:Iteration 106Q (2102.496446 sec): 3 clusters Score: Raw -321790.014163 + Penalty 4438.033975 = -317351.980189 nChanged 3 SP:Iteration 107Q (2102.590357 sec): 3 clusters Score: Raw -321790.704730 + Penalty 4438.033975 = -317352.670755 nChanged 2 SP:Iteration 108Q (2102.713401 sec): 3 clusters Score: Raw -321791.482507 + Penalty 4438.033975 = -317353.448532 nChanged 2 SP:Iteration 109Q (2102.818961 sec): 3 clusters Score: Raw -321792.290313 + Penalty 4438.033975 = -317354.256338 nChanged 2 SP:Iteration 110Q (2102.940458 sec): 3 clusters Score: Raw -321793.054072 + Penalty 4438.033975 = -317355.020098 nChanged 1 SP:Iteration 111Q (2103.073904 sec): 3 clusters Score: Raw -321793.338686 + Penalty 4438.033975 = -317355.304711 nChanged 1 SP:Iteration 112Q (2103.156095 sec): 3 clusters Score: Raw -321793.475028 + Penalty 4438.033975 = -317355.441054 nChanged 0 SP:Iteration 113F (2103.300348 sec): 3 clusters Score: Raw -321793.475028 + Penalty 4438.033975 = -317355.441054 nChanged 0 Score: Raw -11816874.560992 + Penalty 37669.881023 = -11779204.679970 Splitting cluster 6 changes total score from -11779747.367515 to -11779204.679970 So it's not getting split. Trying to split cluster 7 (12841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2106.094718 sec): 2 clusters Score: Raw -1111080.104859 + Penalty 2497.545192 = -1108582.559667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2106.228606 sec): 3 clusters Score: Raw -1103947.056970 + Penalty 4995.090385 = -1098951.966586 nChanged 5448 SP:Iteration 1F (2106.381315 sec): 3 clusters Score: Raw -1106922.596219 + Penalty 4995.090385 = -1101927.505834 nChanged 856 SP:Iteration 2F (2106.513535 sec): 3 clusters Score: Raw -1107329.755852 + Penalty 4995.090385 = -1102334.665467 nChanged 749 SP:Iteration 3F (2106.674604 sec): 3 clusters Score: Raw -1107712.016593 + Penalty 4995.090385 = -1102716.926208 nChanged 714 SP:Iteration 4F (2106.797396 sec): 3 clusters Score: Raw -1108154.953127 + Penalty 4995.090385 = -1103159.862742 nChanged 707 SP:Iteration 5F (2106.962214 sec): 3 clusters Score: Raw -1108621.956839 + Penalty 4995.090385 = -1103626.866454 nChanged 706 SP:Iteration 6F (2107.076854 sec): 3 clusters Score: Raw -1109149.065828 + Penalty 4995.090385 = -1104153.975443 nChanged 675 SP:Iteration 7F (2107.214149 sec): 3 clusters Score: Raw -1109656.555562 + Penalty 4995.090385 = -1104661.465177 nChanged 597 SP:Iteration 8Q (2107.377586 sec): 3 clusters Score: Raw -1110064.603064 + Penalty 4995.090385 = -1105069.512679 nChanged 535 SP:Iteration 9Q (2107.492915 sec): 3 clusters Score: Raw -1110418.088221 + Penalty 4995.090385 = -1105422.997836 nChanged 430 SP:Iteration 10Q (2107.570221 sec): 3 clusters Score: Raw -1110718.305979 + Penalty 4995.090385 = -1105723.215594 nChanged 395 SP:Iteration 11Q (2107.659260 sec): 3 clusters Score: Raw -1110976.885804 + Penalty 4995.090385 = -1105981.795420 nChanged 305 SP:Iteration 12Q (2107.822130 sec): 3 clusters Score: Raw -1111160.105503 + Penalty 4995.090385 = -1106165.015118 nChanged 270 SP:Iteration 13Q (2107.985409 sec): 3 clusters Score: Raw -1111328.594178 + Penalty 4995.090385 = -1106333.503794 nChanged 225 SP:Iteration 14Q (2108.125946 sec): 3 clusters Score: Raw -1111459.767106 + Penalty 4995.090385 = -1106464.676721 nChanged 177 SP:Iteration 15Q (2108.294197 sec): 3 clusters Score: Raw -1111566.781625 + Penalty 4995.090385 = -1106571.691241 nChanged 150 SP:Iteration 16Q (2108.430300 sec): 3 clusters Score: Raw -1111654.216377 + Penalty 4995.090385 = -1106659.125992 nChanged 139 SP:Iteration 17Q (2108.585934 sec): 3 clusters Score: Raw -1111721.580693 + Penalty 4995.090385 = -1106726.490309 nChanged 99 SP:Iteration 18Q (2108.726617 sec): 3 clusters Score: Raw -1111765.591546 + Penalty 4995.090385 = -1106770.501161 nChanged 94 SP:Iteration 19Q (2108.871224 sec): 3 clusters Score: Raw -1111809.257299 + Penalty 4995.090385 = -1106814.166915 nChanged 84 SP:Iteration 20F (2109.035841 sec): 3 clusters Score: Raw -1111842.941931 + Penalty 4995.090385 = -1106847.851546 nChanged 62 SP:Iteration 21Q (2109.163649 sec): 3 clusters Score: Raw -1111869.779926 + Penalty 4995.090385 = -1106874.689541 nChanged 55 SP:Iteration 22Q (2109.309067 sec): 3 clusters Score: Raw -1111891.124309 + Penalty 4995.090385 = -1106896.033924 nChanged 44 SP:Iteration 23Q (2109.452961 sec): 3 clusters Score: Raw -1111907.142596 + Penalty 4995.090385 = -1106912.052212 nChanged 29 SP:Iteration 24Q (2109.587299 sec): 3 clusters Score: Raw -1111917.352387 + Penalty 4995.090385 = -1106922.262002 nChanged 22 SP:Iteration 25Q (2109.744482 sec): 3 clusters Score: Raw -1111924.270140 + Penalty 4995.090385 = -1106929.179756 nChanged 18 SP:Iteration 26Q (2109.882665 sec): 3 clusters Score: Raw -1111929.739411 + Penalty 4995.090385 = -1106934.649026 nChanged 13 SP:Iteration 27Q (2110.026389 sec): 3 clusters Score: Raw -1111934.952901 + Penalty 4995.090385 = -1106939.862516 nChanged 14 SP:Iteration 28Q (2110.129147 sec): 3 clusters Score: Raw -1111939.237596 + Penalty 4995.090385 = -1106944.147212 nChanged 13 SP:Iteration 29Q (2110.275781 sec): 3 clusters Score: Raw -1111943.273049 + Penalty 4995.090385 = -1106948.182664 nChanged 12 SP:Iteration 30Q (2110.408056 sec): 3 clusters Score: Raw -1111946.679369 + Penalty 4995.090385 = -1106951.588985 nChanged 11 SP:Iteration 31Q (2110.522309 sec): 3 clusters Score: Raw -1111950.491838 + Penalty 4995.090385 = -1106955.401453 nChanged 8 SP:Iteration 32Q (2110.649200 sec): 3 clusters Score: Raw -1111952.187337 + Penalty 4995.090385 = -1106957.096952 nChanged 7 SP:Iteration 33Q (2110.795125 sec): 3 clusters Score: Raw -1111954.073373 + Penalty 4995.090385 = -1106958.982988 nChanged 9 SP:Iteration 34Q (2110.948329 sec): 3 clusters Score: Raw -1111957.010072 + Penalty 4995.090385 = -1106961.919687 nChanged 11 SP:Iteration 35Q (2111.089044 sec): 3 clusters Score: Raw -1111960.533030 + Penalty 4995.090385 = -1106965.442646 nChanged 4 SP:Iteration 36Q (2111.245184 sec): 3 clusters Score: Raw -1111961.891766 + Penalty 4995.090385 = -1106966.801382 nChanged 5 SP:Iteration 37Q (2111.383487 sec): 3 clusters Score: Raw -1111963.045417 + Penalty 4995.090385 = -1106967.955032 nChanged 6 SP:Iteration 38Q (2111.508428 sec): 3 clusters Score: Raw -1111965.362313 + Penalty 4995.090385 = -1106970.271928 nChanged 8 SP:Iteration 39Q (2111.645981 sec): 3 clusters Score: Raw -1111967.759620 + Penalty 4995.090385 = -1106972.669235 nChanged 7 SP:Iteration 40F (2111.772278 sec): 3 clusters Score: Raw -1111969.781529 + Penalty 4995.090385 = -1106974.691144 nChanged 8 SP:Iteration 41Q (2111.898847 sec): 3 clusters Score: Raw -1111972.061528 + Penalty 4995.090385 = -1106976.971144 nChanged 5 SP:Iteration 42Q (2112.028342 sec): 3 clusters Score: Raw -1111973.201627 + Penalty 4995.090385 = -1106978.111242 nChanged 4 SP:Iteration 43Q (2112.164302 sec): 3 clusters Score: Raw -1111974.223194 + Penalty 4995.090385 = -1106979.132809 nChanged 3 SP:Iteration 44Q (2112.292410 sec): 3 clusters Score: Raw -1111974.719272 + Penalty 4995.090385 = -1106979.628887 nChanged 0 SP:Iteration 45F (2112.443648 sec): 3 clusters Score: Raw -1111974.719272 + Penalty 4995.090385 = -1106979.628887 nChanged 0 Trying to split cluster 8 (3738 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2112.554086 sec): 2 clusters Score: Raw -233018.428897 + Penalty 2171.744781 = -230846.684116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2112.668323 sec): 3 clusters Score: Raw -231444.400994 + Penalty 4343.489562 = -227100.911433 nChanged 1403 SP:Iteration 1F (2112.783530 sec): 3 clusters Score: Raw -232893.884940 + Penalty 4343.489562 = -228550.395379 nChanged 519 SP:Iteration 2F (2112.896113 sec): 3 clusters Score: Raw -233867.092288 + Penalty 4343.489562 = -229523.602727 nChanged 408 SP:Iteration 3F (2113.015516 sec): 3 clusters Score: Raw -234493.369323 + Penalty 4343.489562 = -230149.879762 nChanged 254 SP:Iteration 4F (2113.134828 sec): 3 clusters Score: Raw -234802.351784 + Penalty 4343.489562 = -230458.862222 nChanged 158 SP:Iteration 5Q (2113.253056 sec): 3 clusters Score: Raw -234988.427191 + Penalty 4343.489562 = -230644.937629 nChanged 135 SP:Iteration 6Q (2113.374787 sec): 3 clusters Score: Raw -235136.321122 + Penalty 4343.489562 = -230792.831560 nChanged 110 SP:Iteration 7Q (2113.469857 sec): 3 clusters Score: Raw -235234.262808 + Penalty 4343.489562 = -230890.773246 nChanged 75 SP:Iteration 8Q (2113.568386 sec): 3 clusters Score: Raw -235305.688339 + Penalty 4343.489562 = -230962.198777 nChanged 60 SP:Iteration 9Q (2113.688981 sec): 3 clusters Score: Raw -235355.958836 + Penalty 4343.489562 = -231012.469275 nChanged 39 SP:Iteration 10Q (2113.790201 sec): 3 clusters Score: Raw -235382.086979 + Penalty 4343.489562 = -231038.597417 nChanged 38 SP:Iteration 11Q (2113.901758 sec): 3 clusters Score: Raw -235419.754004 + Penalty 4343.489562 = -231076.264442 nChanged 38 SP:Iteration 12Q (2114.018470 sec): 3 clusters Score: Raw -235440.693750 + Penalty 4343.489562 = -231097.204188 nChanged 25 SP:Iteration 13Q (2114.107520 sec): 3 clusters Score: Raw -235450.298901 + Penalty 4343.489562 = -231106.809339 nChanged 15 SP:Iteration 14Q (2114.228824 sec): 3 clusters Score: Raw -235456.763505 + Penalty 4343.489562 = -231113.273943 nChanged 11 SP:Iteration 15Q (2114.328418 sec): 3 clusters Score: Raw -235462.573402 + Penalty 4343.489562 = -231119.083841 nChanged 13 SP:Iteration 16Q (2114.463836 sec): 3 clusters Score: Raw -235467.230373 + Penalty 4343.489562 = -231123.740812 nChanged 10 SP:Iteration 17Q (2114.546752 sec): 3 clusters Score: Raw -235472.550166 + Penalty 4343.489562 = -231129.060604 nChanged 8 SP:Iteration 18Q (2114.644005 sec): 3 clusters Score: Raw -235476.676363 + Penalty 4343.489562 = -231133.186802 nChanged 7 SP:Iteration 19Q (2114.767387 sec): 3 clusters Score: Raw -235480.334913 + Penalty 4343.489562 = -231136.845351 nChanged 5 SP:Iteration 20F (2114.893207 sec): 3 clusters Score: Raw -235483.106491 + Penalty 4343.489562 = -231139.616930 nChanged 7 SP:Iteration 21Q (2115.019292 sec): 3 clusters Score: Raw -235486.791934 + Penalty 4343.489562 = -231143.302373 nChanged 6 SP:Iteration 22Q (2115.117498 sec): 3 clusters Score: Raw -235489.904316 + Penalty 4343.489562 = -231146.414755 nChanged 8 SP:Iteration 23Q (2115.219470 sec): 3 clusters Score: Raw -235493.053544 + Penalty 4343.489562 = -231149.563983 nChanged 8 SP:Iteration 24Q (2115.332545 sec): 3 clusters Score: Raw -235495.037358 + Penalty 4343.489562 = -231151.547796 nChanged 6 SP:Iteration 25Q (2115.479975 sec): 3 clusters Score: Raw -235496.543512 + Penalty 4343.489562 = -231153.053951 nChanged 3 SP:Iteration 26Q (2115.601938 sec): 3 clusters Score: Raw -235497.193054 + Penalty 4343.489562 = -231153.703492 nChanged 0 SP:Iteration 27F (2115.723389 sec): 3 clusters Score: Raw -235497.193054 + Penalty 4343.489562 = -231153.703492 nChanged 0 Score: Raw -11816763.190910 + Penalty 37669.881023 = -11779093.309888 Splitting cluster 8 changes total score from -11779747.367515 to -11779093.309888 So it's not getting split. Trying to split cluster 9 (11184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2118.730863 sec): 2 clusters Score: Raw -927363.829969 + Penalty 2461.071219 = -924902.758750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2118.890335 sec): 3 clusters Score: Raw -921380.736218 + Penalty 4922.142437 = -916458.593780 nChanged 4699 SP:Iteration 1F (2119.074066 sec): 3 clusters Score: Raw -924097.493154 + Penalty 4922.142437 = -919175.350717 nChanged 794 SP:Iteration 2F (2119.191542 sec): 3 clusters Score: Raw -924549.896746 + Penalty 4922.142437 = -919627.754308 nChanged 663 SP:Iteration 3F (2119.337587 sec): 3 clusters Score: Raw -924922.250960 + Penalty 4922.142437 = -920000.108523 nChanged 521 SP:Iteration 4Q (2119.521359 sec): 3 clusters Score: Raw -925196.268611 + Penalty 4922.142437 = -920274.126173 nChanged 431 SP:Iteration 5Q (2119.664572 sec): 3 clusters Score: Raw -925424.067081 + Penalty 4922.142437 = -920501.924644 nChanged 383 SP:Iteration 6Q (2119.835187 sec): 3 clusters Score: Raw -925618.079532 + Penalty 4922.142437 = -920695.937094 nChanged 358 SP:Iteration 7Q (2119.948297 sec): 3 clusters Score: Raw -925815.336424 + Penalty 4922.142437 = -920893.193987 nChanged 357 SP:Iteration 8Q (2120.119733 sec): 3 clusters Score: Raw -925991.645689 + Penalty 4922.142437 = -921069.503251 nChanged 302 SP:Iteration 9Q (2120.243831 sec): 3 clusters Score: Raw -926155.802062 + Penalty 4922.142437 = -921233.659625 nChanged 293 SP:Iteration 10Q (2120.381904 sec): 3 clusters Score: Raw -926314.064497 + Penalty 4922.142437 = -921391.922060 nChanged 279 SP:Iteration 11Q (2120.528986 sec): 3 clusters Score: Raw -926453.434696 + Penalty 4922.142437 = -921531.292259 nChanged 244 SP:Iteration 12Q (2120.640838 sec): 3 clusters Score: Raw -926570.495400 + Penalty 4922.142437 = -921648.352962 nChanged 214 SP:Iteration 13Q (2120.782975 sec): 3 clusters Score: Raw -926675.747137 + Penalty 4922.142437 = -921753.604700 nChanged 212 SP:Iteration 14Q (2120.864930 sec): 3 clusters Score: Raw -926784.480212 + Penalty 4922.142437 = -921862.337774 nChanged 179 SP:Iteration 15Q (2121.010708 sec): 3 clusters Score: Raw -926866.943585 + Penalty 4922.142437 = -921944.801148 nChanged 148 SP:Iteration 16Q (2121.134467 sec): 3 clusters Score: Raw -926927.666228 + Penalty 4922.142437 = -922005.523791 nChanged 132 SP:Iteration 17Q (2121.278236 sec): 3 clusters Score: Raw -926982.346029 + Penalty 4922.142437 = -922060.203592 nChanged 118 SP:Iteration 18Q (2121.394033 sec): 3 clusters Score: Raw -927029.603066 + Penalty 4922.142437 = -922107.460629 nChanged 119 SP:Iteration 19Q (2121.548864 sec): 3 clusters Score: Raw -927080.230256 + Penalty 4922.142437 = -922158.087819 nChanged 106 SP:Iteration 20F (2121.681107 sec): 3 clusters Score: Raw -927129.853851 + Penalty 4922.142437 = -922207.711413 nChanged 95 SP:Iteration 21Q (2121.808913 sec): 3 clusters Score: Raw -927169.747517 + Penalty 4922.142437 = -922247.605080 nChanged 96 SP:Iteration 22Q (2121.928503 sec): 3 clusters Score: Raw -927211.899735 + Penalty 4922.142437 = -922289.757298 nChanged 94 SP:Iteration 23Q (2122.048334 sec): 3 clusters Score: Raw -927257.551425 + Penalty 4922.142437 = -922335.408988 nChanged 96 SP:Iteration 24Q (2122.198553 sec): 3 clusters Score: Raw -927303.903022 + Penalty 4922.142437 = -922381.760585 nChanged 80 SP:Iteration 25Q (2122.352899 sec): 3 clusters Score: Raw -927345.117791 + Penalty 4922.142437 = -922422.975354 nChanged 67 SP:Iteration 26Q (2122.495653 sec): 3 clusters Score: Raw -927376.703169 + Penalty 4922.142437 = -922454.560732 nChanged 66 SP:Iteration 27Q (2122.655567 sec): 3 clusters Score: Raw -927403.525656 + Penalty 4922.142437 = -922481.383219 nChanged 52 SP:Iteration 28Q (2122.789433 sec): 3 clusters Score: Raw -927423.024900 + Penalty 4922.142437 = -922500.882463 nChanged 46 SP:Iteration 29Q (2122.962917 sec): 3 clusters Score: Raw -927443.638788 + Penalty 4922.142437 = -922521.496351 nChanged 45 SP:Iteration 30Q (2123.068593 sec): 3 clusters Score: Raw -927463.247195 + Penalty 4922.142437 = -922541.104758 nChanged 45 SP:Iteration 31Q (2123.227672 sec): 3 clusters Score: Raw -927483.786870 + Penalty 4922.142437 = -922561.644433 nChanged 54 SP:Iteration 32Q (2123.368549 sec): 3 clusters Score: Raw -927512.023042 + Penalty 4922.142437 = -922589.880605 nChanged 56 SP:Iteration 33Q (2123.542525 sec): 3 clusters Score: Raw -927537.627221 + Penalty 4922.142437 = -922615.484784 nChanged 53 SP:Iteration 34Q (2123.661926 sec): 3 clusters Score: Raw -927562.123475 + Penalty 4922.142437 = -922639.981038 nChanged 42 SP:Iteration 35Q (2123.798181 sec): 3 clusters Score: Raw -927583.131545 + Penalty 4922.142437 = -922660.989108 nChanged 34 SP:Iteration 36Q (2123.939649 sec): 3 clusters Score: Raw -927598.139888 + Penalty 4922.142437 = -922675.997451 nChanged 27 SP:Iteration 37Q (2124.041390 sec): 3 clusters Score: Raw -927609.727671 + Penalty 4922.142437 = -922687.585234 nChanged 18 SP:Iteration 38Q (2124.160466 sec): 3 clusters Score: Raw -927616.750812 + Penalty 4922.142437 = -922694.608374 nChanged 16 SP:Iteration 39Q (2124.298287 sec): 3 clusters Score: Raw -927625.706336 + Penalty 4922.142437 = -922703.563899 nChanged 26 SP:Iteration 40F (2124.440203 sec): 3 clusters Score: Raw -927640.007750 + Penalty 4922.142437 = -922717.865312 nChanged 28 SP:Iteration 41Q (2124.585165 sec): 3 clusters Score: Raw -927653.244167 + Penalty 4922.142437 = -922731.101729 nChanged 18 SP:Iteration 42Q (2124.716575 sec): 3 clusters Score: Raw -927663.070137 + Penalty 4922.142437 = -922740.927700 nChanged 19 SP:Iteration 43Q (2124.870117 sec): 3 clusters Score: Raw -927672.171952 + Penalty 4922.142437 = -922750.029515 nChanged 16 SP:Iteration 44Q (2124.981129 sec): 3 clusters Score: Raw -927678.220758 + Penalty 4922.142437 = -922756.078321 nChanged 13 SP:Iteration 45Q (2125.152198 sec): 3 clusters Score: Raw -927684.188341 + Penalty 4922.142437 = -922762.045904 nChanged 14 SP:Iteration 46Q (2125.267553 sec): 3 clusters Score: Raw -927690.978955 + Penalty 4922.142437 = -922768.836517 nChanged 13 SP:Iteration 47Q (2125.418884 sec): 3 clusters Score: Raw -927697.982373 + Penalty 4922.142437 = -922775.839935 nChanged 15 SP:Iteration 48Q (2125.546482 sec): 3 clusters Score: Raw -927709.928170 + Penalty 4922.142437 = -922787.785733 nChanged 19 SP:Iteration 49Q (2125.678557 sec): 3 clusters Score: Raw -927720.237249 + Penalty 4922.142437 = -922798.094811 nChanged 15 SP:Iteration 50Q (2125.812527 sec): 3 clusters Score: Raw -927727.673899 + Penalty 4922.142437 = -922805.531462 nChanged 14 SP:Iteration 51Q (2125.962980 sec): 3 clusters Score: Raw -927734.200582 + Penalty 4922.142437 = -922812.058145 nChanged 13 SP:Iteration 52Q (2126.089312 sec): 3 clusters Score: Raw -927738.780972 + Penalty 4922.142437 = -922816.638535 nChanged 7 SP:Iteration 53Q (2126.258157 sec): 3 clusters Score: Raw -927741.707111 + Penalty 4922.142437 = -922819.564674 nChanged 4 SP:Iteration 54Q (2126.438718 sec): 3 clusters Score: Raw -927742.694008 + Penalty 4922.142437 = -922820.551571 nChanged 2 SP:Iteration 55Q (2126.518788 sec): 3 clusters Score: Raw -927743.267461 + Penalty 4922.142437 = -922821.125024 nChanged 2 SP:Iteration 56Q (2126.639731 sec): 3 clusters Score: Raw -927744.685199 + Penalty 4922.142437 = -922822.542761 nChanged 7 SP:Iteration 57Q (2126.763695 sec): 3 clusters Score: Raw -927748.867524 + Penalty 4922.142437 = -922826.725087 nChanged 7 SP:Iteration 58Q (2126.908735 sec): 3 clusters Score: Raw -927752.346046 + Penalty 4922.142437 = -922830.203609 nChanged 9 SP:Iteration 59Q (2127.049803 sec): 3 clusters Score: Raw -927757.045305 + Penalty 4922.142437 = -922834.902868 nChanged 4 SP:Iteration 60F (2127.200331 sec): 3 clusters Score: Raw -927758.629080 + Penalty 4922.142437 = -922836.486643 nChanged 2 SP:Iteration 61Q (2127.320520 sec): 3 clusters Score: Raw -927759.133708 + Penalty 4922.142437 = -922836.991271 nChanged 0 SP:Iteration 62F (2127.471471 sec): 3 clusters Score: Raw -927759.133708 + Penalty 4922.142437 = -922836.991271 nChanged 0 Trying to split cluster 10 (13382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2127.574928 sec): 2 clusters Score: Raw -1030002.971459 + Penalty 2508.439771 = -1027494.531688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2127.725441 sec): 3 clusters Score: Raw -1022580.253919 + Penalty 5016.879542 = -1017563.374376 nChanged 5657 SP:Iteration 1F (2127.863548 sec): 3 clusters Score: Raw -1025729.862160 + Penalty 5016.879542 = -1020712.982618 nChanged 943 SP:Iteration 2F (2128.007891 sec): 3 clusters Score: Raw -1026286.472902 + Penalty 5016.879542 = -1021269.593359 nChanged 860 SP:Iteration 3F (2128.177294 sec): 3 clusters Score: Raw -1026865.799861 + Penalty 5016.879542 = -1021848.920319 nChanged 804 SP:Iteration 4F (2128.328749 sec): 3 clusters Score: Raw -1027446.226144 + Penalty 5016.879542 = -1022429.346602 nChanged 796 SP:Iteration 5F (2128.486636 sec): 3 clusters Score: Raw -1028075.148485 + Penalty 5016.879542 = -1023058.268943 nChanged 764 SP:Iteration 6F (2128.648315 sec): 3 clusters Score: Raw -1028636.114095 + Penalty 5016.879542 = -1023619.234553 nChanged 676 SP:Iteration 7F (2128.779685 sec): 3 clusters Score: Raw -1029073.024548 + Penalty 5016.879542 = -1024056.145005 nChanged 574 SP:Iteration 8Q (2128.985561 sec): 3 clusters Score: Raw -1029404.523595 + Penalty 5016.879542 = -1024387.644053 nChanged 488 SP:Iteration 9Q (2129.152184 sec): 3 clusters Score: Raw -1029677.475269 + Penalty 5016.879542 = -1024660.595727 nChanged 417 SP:Iteration 10Q (2129.301388 sec): 3 clusters Score: Raw -1029891.231911 + Penalty 5016.879542 = -1024874.352369 nChanged 336 SP:Iteration 11Q (2129.451775 sec): 3 clusters Score: Raw -1030047.939093 + Penalty 5016.879542 = -1025031.059551 nChanged 276 SP:Iteration 12Q (2129.623549 sec): 3 clusters Score: Raw -1030156.819326 + Penalty 5016.879542 = -1025139.939784 nChanged 200 SP:Iteration 13Q (2129.796449 sec): 3 clusters Score: Raw -1030229.267126 + Penalty 5016.879542 = -1025212.387584 nChanged 172 SP:Iteration 14Q (2129.932979 sec): 3 clusters Score: Raw -1030288.384325 + Penalty 5016.879542 = -1025271.504783 nChanged 155 SP:Iteration 15Q (2130.070206 sec): 3 clusters Score: Raw -1030344.865452 + Penalty 5016.879542 = -1025327.985910 nChanged 138 SP:Iteration 16Q (2130.207865 sec): 3 clusters Score: Raw -1030382.054497 + Penalty 5016.879542 = -1025365.174955 nChanged 96 SP:Iteration 17Q (2130.361942 sec): 3 clusters Score: Raw -1030405.716220 + Penalty 5016.879542 = -1025388.836678 nChanged 88 SP:Iteration 18Q (2130.538766 sec): 3 clusters Score: Raw -1030428.192472 + Penalty 5016.879542 = -1025411.312930 nChanged 82 SP:Iteration 19Q (2130.681475 sec): 3 clusters Score: Raw -1030446.866700 + Penalty 5016.879542 = -1025429.987157 nChanged 75 SP:Iteration 20F (2130.837785 sec): 3 clusters Score: Raw -1030469.709730 + Penalty 5016.879542 = -1025452.830188 nChanged 66 SP:Iteration 21Q (2130.962008 sec): 3 clusters Score: Raw -1030488.573120 + Penalty 5016.879542 = -1025471.693578 nChanged 59 SP:Iteration 22Q (2131.118406 sec): 3 clusters Score: Raw -1030501.941068 + Penalty 5016.879542 = -1025485.061526 nChanged 48 SP:Iteration 23Q (2131.278576 sec): 3 clusters Score: Raw -1030512.835002 + Penalty 5016.879542 = -1025495.955460 nChanged 51 SP:Iteration 24Q (2131.451998 sec): 3 clusters Score: Raw -1030525.523279 + Penalty 5016.879542 = -1025508.643737 nChanged 39 SP:Iteration 25Q (2131.582350 sec): 3 clusters Score: Raw -1030535.626326 + Penalty 5016.879542 = -1025518.746784 nChanged 36 SP:Iteration 26Q (2131.734143 sec): 3 clusters Score: Raw -1030545.558214 + Penalty 5016.879542 = -1025528.678672 nChanged 45 SP:Iteration 27Q (2131.853166 sec): 3 clusters Score: Raw -1030555.473923 + Penalty 5016.879542 = -1025538.594381 nChanged 40 SP:Iteration 28Q (2132.004463 sec): 3 clusters Score: Raw -1030562.937259 + Penalty 5016.879542 = -1025546.057717 nChanged 41 SP:Iteration 29Q (2132.175733 sec): 3 clusters Score: Raw -1030571.241943 + Penalty 5016.879542 = -1025554.362401 nChanged 37 SP:Iteration 30Q (2132.311235 sec): 3 clusters Score: Raw -1030580.038661 + Penalty 5016.879542 = -1025563.159119 nChanged 39 SP:Iteration 31Q (2132.469730 sec): 3 clusters Score: Raw -1030590.277739 + Penalty 5016.879542 = -1025573.398197 nChanged 41 SP:Iteration 32Q (2132.615762 sec): 3 clusters Score: Raw -1030599.714233 + Penalty 5016.879542 = -1025582.834691 nChanged 33 SP:Iteration 33Q (2132.777778 sec): 3 clusters Score: Raw -1030608.035010 + Penalty 5016.879542 = -1025591.155468 nChanged 32 SP:Iteration 34Q (2132.912217 sec): 3 clusters Score: Raw -1030614.243585 + Penalty 5016.879542 = -1025597.364043 nChanged 31 SP:Iteration 35Q (2133.050548 sec): 3 clusters Score: Raw -1030623.722898 + Penalty 5016.879542 = -1025606.843356 nChanged 37 SP:Iteration 36Q (2133.187419 sec): 3 clusters Score: Raw -1030632.325842 + Penalty 5016.879542 = -1025615.446300 nChanged 30 SP:Iteration 37Q (2133.316210 sec): 3 clusters Score: Raw -1030639.156655 + Penalty 5016.879542 = -1025622.277113 nChanged 22 SP:Iteration 38Q (2133.461306 sec): 3 clusters Score: Raw -1030643.092996 + Penalty 5016.879542 = -1025626.213454 nChanged 16 SP:Iteration 39Q (2133.622700 sec): 3 clusters Score: Raw -1030646.321827 + Penalty 5016.879542 = -1025629.442285 nChanged 20 SP:Iteration 40F (2133.795665 sec): 3 clusters Score: Raw -1030650.218292 + Penalty 5016.879542 = -1025633.338750 nChanged 20 SP:Iteration 41Q (2133.912309 sec): 3 clusters Score: Raw -1030654.319367 + Penalty 5016.879542 = -1025637.439825 nChanged 14 SP:Iteration 42Q (2134.069794 sec): 3 clusters Score: Raw -1030658.926872 + Penalty 5016.879542 = -1025642.047330 nChanged 22 SP:Iteration 43Q (2134.225858 sec): 3 clusters Score: Raw -1030663.996669 + Penalty 5016.879542 = -1025647.117126 nChanged 15 SP:Iteration 44Q (2134.359771 sec): 3 clusters Score: Raw -1030667.793392 + Penalty 5016.879542 = -1025650.913850 nChanged 14 SP:Iteration 45Q (2134.496514 sec): 3 clusters Score: Raw -1030670.224729 + Penalty 5016.879542 = -1025653.345187 nChanged 9 SP:Iteration 46Q (2134.643930 sec): 3 clusters Score: Raw -1030672.462792 + Penalty 5016.879542 = -1025655.583249 nChanged 9 SP:Iteration 47Q (2134.837133 sec): 3 clusters Score: Raw -1030673.965411 + Penalty 5016.879542 = -1025657.085869 nChanged 6 SP:Iteration 48Q (2134.993838 sec): 3 clusters Score: Raw -1030675.409241 + Penalty 5016.879542 = -1025658.529699 nChanged 8 SP:Iteration 49Q (2135.117683 sec): 3 clusters Score: Raw -1030676.894068 + Penalty 5016.879542 = -1025660.014526 nChanged 6 SP:Iteration 50Q (2135.258601 sec): 3 clusters Score: Raw -1030678.123692 + Penalty 5016.879542 = -1025661.244150 nChanged 5 SP:Iteration 51Q (2135.402039 sec): 3 clusters Score: Raw -1030678.801950 + Penalty 5016.879542 = -1025661.922408 nChanged 8 SP:Iteration 52Q (2135.563707 sec): 3 clusters Score: Raw -1030680.986547 + Penalty 5016.879542 = -1025664.107005 nChanged 8 SP:Iteration 53Q (2135.697855 sec): 3 clusters Score: Raw -1030682.698078 + Penalty 5016.879542 = -1025665.818536 nChanged 10 SP:Iteration 54Q (2135.847507 sec): 3 clusters Score: Raw -1030684.244017 + Penalty 5016.879542 = -1025667.364475 nChanged 7 SP:Iteration 55Q (2135.998504 sec): 3 clusters Score: Raw -1030686.472322 + Penalty 5016.879542 = -1025669.592780 nChanged 7 SP:Iteration 56Q (2136.131731 sec): 3 clusters Score: Raw -1030687.875670 + Penalty 5016.879542 = -1025670.996128 nChanged 7 SP:Iteration 57Q (2136.270098 sec): 3 clusters Score: Raw -1030688.773122 + Penalty 5016.879542 = -1025671.893580 nChanged 4 SP:Iteration 58Q (2136.418400 sec): 3 clusters Score: Raw -1030689.448709 + Penalty 5016.879542 = -1025672.569167 nChanged 4 SP:Iteration 59Q (2136.563624 sec): 3 clusters Score: Raw -1030690.252769 + Penalty 5016.879542 = -1025673.373227 nChanged 6 SP:Iteration 60F (2136.726710 sec): 3 clusters Score: Raw -1030691.868898 + Penalty 5016.879542 = -1025674.989356 nChanged 10 SP:Iteration 61Q (2136.886239 sec): 3 clusters Score: Raw -1030693.867801 + Penalty 5016.879542 = -1025676.988259 nChanged 7 SP:Iteration 62Q (2137.039916 sec): 3 clusters Score: Raw -1030695.521920 + Penalty 5016.879542 = -1025678.642378 nChanged 5 SP:Iteration 63Q (2137.202260 sec): 3 clusters Score: Raw -1030696.200149 + Penalty 5016.879542 = -1025679.320607 nChanged 1 SP:Iteration 64Q (2137.428703 sec): 3 clusters Score: Raw -1030696.321618 + Penalty 5016.879542 = -1025679.442076 nChanged 1 SP:Iteration 65Q (2137.590901 sec): 3 clusters Score: Raw -1030696.548573 + Penalty 5016.879542 = -1025679.669031 nChanged 1 SP:Iteration 66Q (2137.735427 sec): 3 clusters Score: Raw -1030696.745326 + Penalty 5016.879542 = -1025679.865784 nChanged 1 SP:Iteration 67Q (2137.880590 sec): 3 clusters Score: Raw -1030697.097596 + Penalty 5016.879542 = -1025680.218054 nChanged 2 SP:Iteration 68Q (2138.018783 sec): 3 clusters Score: Raw -1030697.242688 + Penalty 5016.879542 = -1025680.363146 nChanged 0 SP:Iteration 69F (2138.163313 sec): 3 clusters Score: Raw -1030697.242688 + Penalty 5016.879542 = -1025680.363146 nChanged 0 Trying to split cluster 11 (6553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2138.267442 sec): 2 clusters Score: Raw -536099.515752 + Penalty 2319.947055 = -533779.568697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2138.389436 sec): 3 clusters Score: Raw -532896.900622 + Penalty 4639.894110 = -528257.006512 nChanged 2535 SP:Iteration 1F (2138.497913 sec): 3 clusters Score: Raw -534383.855519 + Penalty 4639.894110 = -529743.961409 nChanged 506 SP:Iteration 2F (2138.622040 sec): 3 clusters Score: Raw -534724.735085 + Penalty 4639.894110 = -530084.840975 nChanged 383 SP:Iteration 3F (2138.754770 sec): 3 clusters Score: Raw -534996.196241 + Penalty 4639.894110 = -530356.302131 nChanged 330 SP:Iteration 4F (2138.903925 sec): 3 clusters Score: Raw -535239.255200 + Penalty 4639.894110 = -530599.361089 nChanged 333 SP:Iteration 5F (2139.023387 sec): 3 clusters Score: Raw -535538.260453 + Penalty 4639.894110 = -530898.366343 nChanged 359 SP:Iteration 6F (2139.169814 sec): 3 clusters Score: Raw -535852.787956 + Penalty 4639.894110 = -531212.893846 nChanged 361 SP:Iteration 7F (2139.286528 sec): 3 clusters Score: Raw -536122.281876 + Penalty 4639.894110 = -531482.387765 nChanged 252 SP:Iteration 8Q (2139.409809 sec): 3 clusters Score: Raw -536316.004689 + Penalty 4639.894110 = -531676.110579 nChanged 248 SP:Iteration 9Q (2139.519211 sec): 3 clusters Score: Raw -536499.738737 + Penalty 4639.894110 = -531859.844627 nChanged 223 SP:Iteration 10Q (2139.657551 sec): 3 clusters Score: Raw -536638.213946 + Penalty 4639.894110 = -531998.319835 nChanged 177 SP:Iteration 11Q (2139.765801 sec): 3 clusters Score: Raw -536750.245891 + Penalty 4639.894110 = -532110.351780 nChanged 153 SP:Iteration 12Q (2139.904721 sec): 3 clusters Score: Raw -536834.621802 + Penalty 4639.894110 = -532194.727691 nChanged 112 SP:Iteration 13Q (2140.034114 sec): 3 clusters Score: Raw -536892.053607 + Penalty 4639.894110 = -532252.159497 nChanged 97 SP:Iteration 14Q (2140.164983 sec): 3 clusters Score: Raw -536936.822672 + Penalty 4639.894110 = -532296.928562 nChanged 80 SP:Iteration 15Q (2140.295692 sec): 3 clusters Score: Raw -536973.713507 + Penalty 4639.894110 = -532333.819397 nChanged 65 SP:Iteration 16Q (2140.397141 sec): 3 clusters Score: Raw -536997.955313 + Penalty 4639.894110 = -532358.061203 nChanged 48 SP:Iteration 17Q (2140.510269 sec): 3 clusters Score: Raw -537015.698429 + Penalty 4639.894110 = -532375.804319 nChanged 38 SP:Iteration 18Q (2140.641548 sec): 3 clusters Score: Raw -537027.429159 + Penalty 4639.894110 = -532387.535049 nChanged 34 SP:Iteration 19Q (2140.781486 sec): 3 clusters Score: Raw -537038.967371 + Penalty 4639.894110 = -532399.073261 nChanged 31 SP:Iteration 20F (2140.926425 sec): 3 clusters Score: Raw -537049.953775 + Penalty 4639.894110 = -532410.059665 nChanged 34 SP:Iteration 21Q (2141.042155 sec): 3 clusters Score: Raw -537059.461767 + Penalty 4639.894110 = -532419.567657 nChanged 19 SP:Iteration 22Q (2141.158972 sec): 3 clusters Score: Raw -537064.339375 + Penalty 4639.894110 = -532424.445265 nChanged 13 SP:Iteration 23Q (2141.248073 sec): 3 clusters Score: Raw -537067.534375 + Penalty 4639.894110 = -532427.640265 nChanged 9 SP:Iteration 24Q (2141.389617 sec): 3 clusters Score: Raw -537069.978349 + Penalty 4639.894110 = -532430.084239 nChanged 10 SP:Iteration 25Q (2141.497138 sec): 3 clusters Score: Raw -537072.658846 + Penalty 4639.894110 = -532432.764736 nChanged 7 SP:Iteration 26Q (2141.625273 sec): 3 clusters Score: Raw -537074.813528 + Penalty 4639.894110 = -532434.919418 nChanged 10 SP:Iteration 27Q (2141.755547 sec): 3 clusters Score: Raw -537077.621187 + Penalty 4639.894110 = -532437.727077 nChanged 12 SP:Iteration 28Q (2141.898650 sec): 3 clusters Score: Raw -537082.915533 + Penalty 4639.894110 = -532443.021423 nChanged 13 SP:Iteration 29Q (2141.955478 sec): 3 clusters Score: Raw -537085.569923 + Penalty 4639.894110 = -532445.675813 nChanged 5 SP:Iteration 30Q (2142.013081 sec): 3 clusters Score: Raw -537086.780501 + Penalty 4639.894110 = -532446.886390 nChanged 3 SP:Iteration 31Q (2142.098563 sec): 3 clusters Score: Raw -537087.114621 + Penalty 4639.894110 = -532447.220511 nChanged 1 SP:Iteration 32Q (2142.263999 sec): 3 clusters Score: Raw -537087.244248 + Penalty 4639.894110 = -532447.350138 nChanged 3 SP:Iteration 33Q (2142.388389 sec): 3 clusters Score: Raw -537087.864945 + Penalty 4639.894110 = -532447.970835 nChanged 2 SP:Iteration 34Q (2142.507015 sec): 3 clusters Score: Raw -537088.185543 + Penalty 4639.894110 = -532448.291433 nChanged 3 SP:Iteration 35Q (2142.622721 sec): 3 clusters Score: Raw -537088.879190 + Penalty 4639.894110 = -532448.985080 nChanged 2 SP:Iteration 36Q (2142.758576 sec): 3 clusters Score: Raw -537089.653558 + Penalty 4639.894110 = -532449.759448 nChanged 1 SP:Iteration 37Q (2142.880156 sec): 3 clusters Score: Raw -537090.044940 + Penalty 4639.894110 = -532450.150830 nChanged 2 SP:Iteration 38Q (2143.024630 sec): 3 clusters Score: Raw -537090.433629 + Penalty 4639.894110 = -532450.539519 nChanged 3 SP:Iteration 39Q (2143.165700 sec): 3 clusters Score: Raw -537090.991648 + Penalty 4639.894110 = -532451.097538 nChanged 1 SP:Iteration 40F (2143.279096 sec): 3 clusters Score: Raw -537091.197936 + Penalty 4639.894110 = -532451.303826 nChanged 1 SP:Iteration 41Q (2143.399680 sec): 3 clusters Score: Raw -537091.273562 + Penalty 4639.894110 = -532451.379452 nChanged 0 SP:Iteration 42F (2143.508448 sec): 3 clusters Score: Raw -537091.273562 + Penalty 4639.894110 = -532451.379452 nChanged 0 Iteration 179Q (2145.362952 sec): 12 clusters Score: Raw -11814286.383997 + Penalty 34530.724271 = -11779755.659727 nChanged 89 Iteration 180F (2147.937416 sec): 12 clusters Score: Raw -11814295.376103 + Penalty 34530.724271 = -11779764.651833 nChanged 88 Iteration 181Q (2149.904040 sec): 12 clusters Score: Raw -11814303.200528 + Penalty 34530.724271 = -11779772.476257 nChanged 81 Iteration 182Q (2151.956063 sec): 12 clusters Score: Raw -11814310.448482 + Penalty 34530.724271 = -11779779.724212 nChanged 89 Iteration 183Q (2153.861829 sec): 12 clusters Score: Raw -11814318.275919 + Penalty 34530.724271 = -11779787.551648 nChanged 85 Iteration 184Q (2155.806080 sec): 12 clusters Score: Raw -11814326.672336 + Penalty 34530.724271 = -11779795.948065 nChanged 87 Iteration 185Q (2157.437254 sec): 12 clusters Score: Raw -11814337.422094 + Penalty 34530.724271 = -11779806.697824 nChanged 98 Iteration 186Q (2159.181896 sec): 12 clusters Score: Raw -11814347.469906 + Penalty 34530.724271 = -11779816.745635 nChanged 111 Iteration 187Q (2160.766245 sec): 12 clusters Score: Raw -11814357.893205 + Penalty 34530.724271 = -11779827.168935 nChanged 97 Iteration 188Q (2162.359861 sec): 12 clusters Score: Raw -11814366.225288 + Penalty 34530.724271 = -11779835.501017 nChanged 83 Iteration 189Q (2163.811433 sec): 12 clusters Score: Raw -11814373.497497 + Penalty 34530.724271 = -11779842.773227 nChanged 78 Iteration 190Q (2165.491319 sec): 12 clusters Score: Raw -11814379.352037 + Penalty 34530.724271 = -11779848.627766 nChanged 70 Iteration 191Q (2167.116163 sec): 12 clusters Score: Raw -11814384.481346 + Penalty 34530.724271 = -11779853.757076 nChanged 72 Iteration 192Q (2168.793801 sec): 12 clusters Score: Raw -11814390.513428 + Penalty 34530.724271 = -11779859.789158 nChanged 79 Iteration 193Q (2170.447493 sec): 12 clusters Score: Raw -11814397.993429 + Penalty 34530.724271 = -11779867.269158 nChanged 96 Iteration 194Q (2172.023445 sec): 12 clusters Score: Raw -11814406.049353 + Penalty 34530.724271 = -11779875.325082 nChanged 100 Iteration 195Q (2173.616343 sec): 12 clusters Score: Raw -11814414.476859 + Penalty 34530.724271 = -11779883.752588 nChanged 90 Iteration 196Q (2175.254682 sec): 12 clusters Score: Raw -11814423.122192 + Penalty 34530.724271 = -11779892.397921 nChanged 77 Iteration 197Q (2176.932751 sec): 12 clusters Score: Raw -11814430.344782 + Penalty 34530.724271 = -11779899.620511 nChanged 92 Iteration 198Q (2178.495673 sec): 12 clusters Score: Raw -11814438.155053 + Penalty 34530.724271 = -11779907.430783 nChanged 88 Iteration 199Q (2180.290860 sec): 12 clusters Score: Raw -11814445.816523 + Penalty 34530.724271 = -11779915.092252 nChanged 80 Iteration 200F (2182.783141 sec): 12 clusters Score: Raw -11814451.966714 + Penalty 34530.724271 = -11779921.242444 nChanged 57 Iteration 201Q (2184.740748 sec): 12 clusters Score: Raw -11814456.949037 + Penalty 34530.724271 = -11779926.224766 nChanged 78 Iteration 202Q (2186.700541 sec): 12 clusters Score: Raw -11814462.970787 + Penalty 34530.724271 = -11779932.246516 nChanged 75 Iteration 203Q (2188.618595 sec): 12 clusters Score: Raw -11814470.003441 + Penalty 34530.724271 = -11779939.279170 nChanged 65 Iteration 204Q (2190.608694 sec): 12 clusters Score: Raw -11814475.791410 + Penalty 34530.724271 = -11779945.067140 nChanged 69 Iteration 205Q (2192.524680 sec): 12 clusters Score: Raw -11814481.966637 + Penalty 34530.724271 = -11779951.242366 nChanged 83 Iteration 206Q (2194.448438 sec): 12 clusters Score: Raw -11814488.446740 + Penalty 34530.724271 = -11779957.722469 nChanged 64 Iteration 207Q (2196.387960 sec): 12 clusters Score: Raw -11814493.434005 + Penalty 34530.724271 = -11779962.709735 nChanged 74 Iteration 208Q (2198.370817 sec): 12 clusters Score: Raw -11814498.507278 + Penalty 34530.724271 = -11779967.783007 nChanged 58 Iteration 209Q (2200.210274 sec): 12 clusters Score: Raw -11814502.883166 + Penalty 34530.724271 = -11779972.158895 nChanged 59 Iteration 210Q (2202.116828 sec): 12 clusters Score: Raw -11814508.005110 + Penalty 34530.724271 = -11779977.280839 nChanged 59 Iteration 211Q (2203.994647 sec): 12 clusters Score: Raw -11814512.555793 + Penalty 34530.724271 = -11779981.831522 nChanged 57 Iteration 212Q (2205.810245 sec): 12 clusters Score: Raw -11814517.031329 + Penalty 34530.724271 = -11779986.307058 nChanged 52 Iteration 213Q (2207.853185 sec): 12 clusters Score: Raw -11814521.587133 + Penalty 34530.724271 = -11779990.862863 nChanged 60 Iteration 214Q (2209.927620 sec): 12 clusters Score: Raw -11814526.408282 + Penalty 34530.724271 = -11779995.684011 nChanged 59 Iteration 215Q (2211.909112 sec): 12 clusters Score: Raw -11814531.275467 + Penalty 34530.724271 = -11780000.551196 nChanged 54 Iteration 216Q (2213.775998 sec): 12 clusters Score: Raw -11814536.004255 + Penalty 34530.724271 = -11780005.279984 nChanged 61 Iteration 217Q (2215.504332 sec): 12 clusters Score: Raw -11814541.318458 + Penalty 34530.724271 = -11780010.594188 nChanged 62 Iteration 218Q (2217.267266 sec): 12 clusters Score: Raw -11814546.531511 + Penalty 34530.724271 = -11780015.807241 nChanged 57 Writing temp clu file Because OldScore, -11780010.594188, is greater than current (better) Score,-11780015.807241 Compute initial score before splitting: Score: Raw -11814546.531511 + Penalty 34530.724271 = -11780015.807241 Trying to split cluster 1 (5353 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2217.478853 sec): 2 clusters Score: Raw -440699.830087 + Penalty 2266.548882 = -438433.281206 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2217.634272 sec): 3 clusters Score: Raw -438182.506374 + Penalty 4533.097763 = -433649.408611 nChanged 2052 SP:Iteration 1F (2217.728303 sec): 3 clusters Score: Raw -439419.255351 + Penalty 4533.097763 = -434886.157587 nChanged 448 SP:Iteration 2F (2217.841799 sec): 3 clusters Score: Raw -439695.668914 + Penalty 4533.097763 = -435162.571151 nChanged 310 SP:Iteration 3F (2217.922677 sec): 3 clusters Score: Raw -439923.575840 + Penalty 4533.097763 = -435390.478077 nChanged 271 SP:Iteration 4F (2218.076986 sec): 3 clusters Score: Raw -440207.135785 + Penalty 4533.097763 = -435674.038022 nChanged 270 SP:Iteration 5F (2218.147303 sec): 3 clusters Score: Raw -440449.194493 + Penalty 4533.097763 = -435916.096730 nChanged 283 SP:Iteration 6F (2218.260807 sec): 3 clusters Score: Raw -440680.454086 + Penalty 4533.097763 = -436147.356323 nChanged 262 SP:Iteration 7Q (2218.363255 sec): 3 clusters Score: Raw -440889.900888 + Penalty 4533.097763 = -436356.803125 nChanged 256 SP:Iteration 8Q (2218.461744 sec): 3 clusters Score: Raw -441092.893570 + Penalty 4533.097763 = -436559.795806 nChanged 247 SP:Iteration 9Q (2218.571746 sec): 3 clusters Score: Raw -441288.707745 + Penalty 4533.097763 = -436755.609982 nChanged 208 SP:Iteration 10Q (2218.683374 sec): 3 clusters Score: Raw -441443.584745 + Penalty 4533.097763 = -436910.486982 nChanged 154 SP:Iteration 11Q (2218.801475 sec): 3 clusters Score: Raw -441540.489449 + Penalty 4533.097763 = -437007.391685 nChanged 121 SP:Iteration 12Q (2218.914562 sec): 3 clusters Score: Raw -441610.992299 + Penalty 4533.097763 = -437077.894536 nChanged 97 SP:Iteration 13Q (2219.044724 sec): 3 clusters Score: Raw -441661.015212 + Penalty 4533.097763 = -437127.917449 nChanged 91 SP:Iteration 14Q (2219.147948 sec): 3 clusters Score: Raw -441705.933598 + Penalty 4533.097763 = -437172.835834 nChanged 68 SP:Iteration 15Q (2219.254863 sec): 3 clusters Score: Raw -441737.745549 + Penalty 4533.097763 = -437204.647786 nChanged 49 SP:Iteration 16Q (2219.372209 sec): 3 clusters Score: Raw -441758.619721 + Penalty 4533.097763 = -437225.521958 nChanged 37 SP:Iteration 17Q (2219.502688 sec): 3 clusters Score: Raw -441777.022888 + Penalty 4533.097763 = -437243.925125 nChanged 42 SP:Iteration 18Q (2219.613124 sec): 3 clusters Score: Raw -441794.475226 + Penalty 4533.097763 = -437261.377463 nChanged 32 SP:Iteration 19Q (2219.742624 sec): 3 clusters Score: Raw -441806.728439 + Penalty 4533.097763 = -437273.630675 nChanged 29 SP:Iteration 20F (2219.893940 sec): 3 clusters Score: Raw -441817.800200 + Penalty 4533.097763 = -437284.702436 nChanged 31 SP:Iteration 21Q (2220.015285 sec): 3 clusters Score: Raw -441829.762824 + Penalty 4533.097763 = -437296.665061 nChanged 20 SP:Iteration 22Q (2220.109257 sec): 3 clusters Score: Raw -441836.721999 + Penalty 4533.097763 = -437303.624235 nChanged 19 SP:Iteration 23Q (2220.234406 sec): 3 clusters Score: Raw -441844.338762 + Penalty 4533.097763 = -437311.240999 nChanged 15 SP:Iteration 24Q (2220.340200 sec): 3 clusters Score: Raw -441847.925978 + Penalty 4533.097763 = -437314.828215 nChanged 15 SP:Iteration 25Q (2220.459129 sec): 3 clusters Score: Raw -441852.556725 + Penalty 4533.097763 = -437319.458962 nChanged 12 SP:Iteration 26Q (2220.575484 sec): 3 clusters Score: Raw -441856.627369 + Penalty 4533.097763 = -437323.529606 nChanged 14 SP:Iteration 27Q (2220.694976 sec): 3 clusters Score: Raw -441862.684138 + Penalty 4533.097763 = -437329.586375 nChanged 17 SP:Iteration 28Q (2220.811796 sec): 3 clusters Score: Raw -441868.324329 + Penalty 4533.097763 = -437335.226566 nChanged 13 SP:Iteration 29Q (2220.918272 sec): 3 clusters Score: Raw -441871.960957 + Penalty 4533.097763 = -437338.863194 nChanged 13 SP:Iteration 30Q (2221.021993 sec): 3 clusters Score: Raw -441875.906617 + Penalty 4533.097763 = -437342.808854 nChanged 16 SP:Iteration 31Q (2221.135372 sec): 3 clusters Score: Raw -441880.908976 + Penalty 4533.097763 = -437347.811213 nChanged 13 SP:Iteration 32Q (2221.254216 sec): 3 clusters Score: Raw -441885.188376 + Penalty 4533.097763 = -437352.090613 nChanged 9 SP:Iteration 33Q (2221.352243 sec): 3 clusters Score: Raw -441888.948500 + Penalty 4533.097763 = -437355.850736 nChanged 11 SP:Iteration 34Q (2221.472933 sec): 3 clusters Score: Raw -441893.166235 + Penalty 4533.097763 = -437360.068472 nChanged 9 SP:Iteration 35Q (2221.602980 sec): 3 clusters Score: Raw -441896.649291 + Penalty 4533.097763 = -437363.551528 nChanged 9 SP:Iteration 36Q (2221.709174 sec): 3 clusters Score: Raw -441899.114030 + Penalty 4533.097763 = -437366.016267 nChanged 6 SP:Iteration 37Q (2221.823694 sec): 3 clusters Score: Raw -441900.815141 + Penalty 4533.097763 = -437367.717378 nChanged 3 SP:Iteration 38Q (2221.974024 sec): 3 clusters Score: Raw -441901.804686 + Penalty 4533.097763 = -437368.706923 nChanged 3 SP:Iteration 39Q (2222.069934 sec): 3 clusters Score: Raw -441902.712680 + Penalty 4533.097763 = -437369.614916 nChanged 3 SP:Iteration 40F (2222.213948 sec): 3 clusters Score: Raw -441903.857383 + Penalty 4533.097763 = -437370.759620 nChanged 1 SP:Iteration 41Q (2222.301328 sec): 3 clusters Score: Raw -441904.832541 + Penalty 4533.097763 = -437371.734778 nChanged 0 SP:Iteration 42F (2222.422986 sec): 3 clusters Score: Raw -441904.832541 + Penalty 4533.097763 = -437371.734778 nChanged 0 Trying to split cluster 2 (3987 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2222.491261 sec): 2 clusters Score: Raw -295364.940610 + Penalty 2188.769708 = -293176.170902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2222.615527 sec): 3 clusters Score: Raw -293603.395585 + Penalty 4377.539415 = -289225.856170 nChanged 1467 SP:Iteration 1F (2222.727026 sec): 3 clusters Score: Raw -294597.540739 + Penalty 4377.539415 = -290220.001323 nChanged 371 SP:Iteration 2F (2222.845256 sec): 3 clusters Score: Raw -294962.057147 + Penalty 4377.539415 = -290584.517732 nChanged 311 SP:Iteration 3F (2222.944039 sec): 3 clusters Score: Raw -295277.389704 + Penalty 4377.539415 = -290899.850289 nChanged 244 SP:Iteration 4F (2223.050381 sec): 3 clusters Score: Raw -295548.736650 + Penalty 4377.539415 = -291171.197234 nChanged 213 SP:Iteration 5F (2223.146106 sec): 3 clusters Score: Raw -295767.525034 + Penalty 4377.539415 = -291389.985619 nChanged 148 SP:Iteration 6Q (2223.278532 sec): 3 clusters Score: Raw -295903.893931 + Penalty 4377.539415 = -291526.354516 nChanged 110 SP:Iteration 7Q (2223.408977 sec): 3 clusters Score: Raw -296005.172409 + Penalty 4377.539415 = -291627.632994 nChanged 97 SP:Iteration 8Q (2223.532070 sec): 3 clusters Score: Raw -296091.322099 + Penalty 4377.539415 = -291713.782684 nChanged 112 SP:Iteration 9Q (2223.661208 sec): 3 clusters Score: Raw -296192.387580 + Penalty 4377.539415 = -291814.848164 nChanged 99 SP:Iteration 10Q (2223.768793 sec): 3 clusters Score: Raw -296271.967756 + Penalty 4377.539415 = -291894.428341 nChanged 76 SP:Iteration 11Q (2223.915925 sec): 3 clusters Score: Raw -296326.325180 + Penalty 4377.539415 = -291948.785764 nChanged 74 SP:Iteration 12Q (2224.012579 sec): 3 clusters Score: Raw -296369.630732 + Penalty 4377.539415 = -291992.091316 nChanged 63 SP:Iteration 13Q (2224.125806 sec): 3 clusters Score: Raw -296406.726344 + Penalty 4377.539415 = -292029.186928 nChanged 46 SP:Iteration 14Q (2224.197713 sec): 3 clusters Score: Raw -296433.790191 + Penalty 4377.539415 = -292056.250776 nChanged 33 SP:Iteration 15Q (2224.301644 sec): 3 clusters Score: Raw -296451.500790 + Penalty 4377.539415 = -292073.961374 nChanged 27 SP:Iteration 16Q (2224.397310 sec): 3 clusters Score: Raw -296467.430091 + Penalty 4377.539415 = -292089.890675 nChanged 26 SP:Iteration 17Q (2224.499162 sec): 3 clusters Score: Raw -296481.029508 + Penalty 4377.539415 = -292103.490093 nChanged 26 SP:Iteration 18Q (2224.618512 sec): 3 clusters Score: Raw -296495.469801 + Penalty 4377.539415 = -292117.930386 nChanged 25 SP:Iteration 19Q (2224.742315 sec): 3 clusters Score: Raw -296509.853942 + Penalty 4377.539415 = -292132.314526 nChanged 25 SP:Iteration 20F (2224.835886 sec): 3 clusters Score: Raw -296520.833777 + Penalty 4377.539415 = -292143.294361 nChanged 18 SP:Iteration 21Q (2224.956437 sec): 3 clusters Score: Raw -296529.031376 + Penalty 4377.539415 = -292151.491960 nChanged 15 SP:Iteration 22Q (2225.047941 sec): 3 clusters Score: Raw -296537.033454 + Penalty 4377.539415 = -292159.494038 nChanged 10 SP:Iteration 23Q (2225.168477 sec): 3 clusters Score: Raw -296543.031208 + Penalty 4377.539415 = -292165.491793 nChanged 11 SP:Iteration 24Q (2225.294763 sec): 3 clusters Score: Raw -296547.151094 + Penalty 4377.539415 = -292169.611679 nChanged 2 SP:Iteration 25Q (2225.415804 sec): 3 clusters Score: Raw -296547.682870 + Penalty 4377.539415 = -292170.143455 nChanged 3 SP:Iteration 26Q (2225.499400 sec): 3 clusters Score: Raw -296548.444479 + Penalty 4377.539415 = -292170.905064 nChanged 2 SP:Iteration 27Q (2225.618009 sec): 3 clusters Score: Raw -296549.209180 + Penalty 4377.539415 = -292171.669764 nChanged 2 SP:Iteration 28Q (2225.728613 sec): 3 clusters Score: Raw -296549.539895 + Penalty 4377.539415 = -292172.000480 nChanged 3 SP:Iteration 29Q (2225.846403 sec): 3 clusters Score: Raw -296551.213630 + Penalty 4377.539415 = -292173.674215 nChanged 2 SP:Iteration 30Q (2225.954377 sec): 3 clusters Score: Raw -296551.599103 + Penalty 4377.539415 = -292174.059688 nChanged 1 SP:Iteration 31Q (2226.060066 sec): 3 clusters Score: Raw -296552.608525 + Penalty 4377.539415 = -292175.069110 nChanged 3 SP:Iteration 32Q (2226.174735 sec): 3 clusters Score: Raw -296554.271793 + Penalty 4377.539415 = -292176.732377 nChanged 2 SP:Iteration 33Q (2226.292320 sec): 3 clusters Score: Raw -296554.705642 + Penalty 4377.539415 = -292177.166227 nChanged 1 SP:Iteration 34Q (2226.412018 sec): 3 clusters Score: Raw -296555.345949 + Penalty 4377.539415 = -292177.806533 nChanged 0 SP:Iteration 35F (2226.516920 sec): 3 clusters Score: Raw -296555.345949 + Penalty 4377.539415 = -292177.806533 nChanged 0 Trying to split cluster 3 (9342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2226.622981 sec): 2 clusters Score: Raw -836886.008255 + Penalty 2413.560769 = -834472.447486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2226.719782 sec): 3 clusters Score: Raw -831957.349847 + Penalty 4827.121538 = -827130.228309 nChanged 3820 SP:Iteration 1F (2226.853494 sec): 3 clusters Score: Raw -834133.232048 + Penalty 4827.121538 = -829306.110509 nChanged 665 SP:Iteration 2F (2226.966349 sec): 3 clusters Score: Raw -834507.531543 + Penalty 4827.121538 = -829680.410005 nChanged 508 SP:Iteration 3F (2227.098884 sec): 3 clusters Score: Raw -834778.060255 + Penalty 4827.121538 = -829950.938716 nChanged 424 SP:Iteration 4Q (2227.233697 sec): 3 clusters Score: Raw -835023.225985 + Penalty 4827.121538 = -830196.104447 nChanged 406 SP:Iteration 5Q (2227.363934 sec): 3 clusters Score: Raw -835252.392090 + Penalty 4827.121538 = -830425.270551 nChanged 335 SP:Iteration 6Q (2227.514625 sec): 3 clusters Score: Raw -835423.945880 + Penalty 4827.121538 = -830596.824341 nChanged 326 SP:Iteration 7Q (2227.655746 sec): 3 clusters Score: Raw -835568.624460 + Penalty 4827.121538 = -830741.502922 nChanged 266 SP:Iteration 8Q (2227.784978 sec): 3 clusters Score: Raw -835680.982043 + Penalty 4827.121538 = -830853.860504 nChanged 222 SP:Iteration 9Q (2227.922549 sec): 3 clusters Score: Raw -835784.706880 + Penalty 4827.121538 = -830957.585342 nChanged 224 SP:Iteration 10Q (2228.049260 sec): 3 clusters Score: Raw -835881.508013 + Penalty 4827.121538 = -831054.386475 nChanged 186 SP:Iteration 11Q (2228.193012 sec): 3 clusters Score: Raw -835967.969592 + Penalty 4827.121538 = -831140.848053 nChanged 195 SP:Iteration 12Q (2228.329228 sec): 3 clusters Score: Raw -836049.166895 + Penalty 4827.121538 = -831222.045357 nChanged 175 SP:Iteration 13Q (2228.477605 sec): 3 clusters Score: Raw -836128.335492 + Penalty 4827.121538 = -831301.213953 nChanged 193 SP:Iteration 14Q (2228.614844 sec): 3 clusters Score: Raw -836223.580087 + Penalty 4827.121538 = -831396.458548 nChanged 202 SP:Iteration 15Q (2228.740458 sec): 3 clusters Score: Raw -836326.802880 + Penalty 4827.121538 = -831499.681341 nChanged 174 SP:Iteration 16Q (2228.876797 sec): 3 clusters Score: Raw -836408.228268 + Penalty 4827.121538 = -831581.106730 nChanged 178 SP:Iteration 17Q (2228.986485 sec): 3 clusters Score: Raw -836484.621406 + Penalty 4827.121538 = -831657.499867 nChanged 125 SP:Iteration 18Q (2229.131748 sec): 3 clusters Score: Raw -836538.373519 + Penalty 4827.121538 = -831711.251981 nChanged 137 SP:Iteration 19Q (2229.268201 sec): 3 clusters Score: Raw -836597.740516 + Penalty 4827.121538 = -831770.618977 nChanged 113 SP:Iteration 20F (2229.423521 sec): 3 clusters Score: Raw -836641.376259 + Penalty 4827.121538 = -831814.254721 nChanged 102 SP:Iteration 21Q (2229.565326 sec): 3 clusters Score: Raw -836680.610278 + Penalty 4827.121538 = -831853.488739 nChanged 103 SP:Iteration 22Q (2229.703074 sec): 3 clusters Score: Raw -836719.441142 + Penalty 4827.121538 = -831892.319604 nChanged 99 SP:Iteration 23Q (2229.856093 sec): 3 clusters Score: Raw -836754.423992 + Penalty 4827.121538 = -831927.302454 nChanged 92 SP:Iteration 24Q (2229.987527 sec): 3 clusters Score: Raw -836788.870084 + Penalty 4827.121538 = -831961.748546 nChanged 85 SP:Iteration 25Q (2230.112327 sec): 3 clusters Score: Raw -836818.905689 + Penalty 4827.121538 = -831991.784150 nChanged 79 SP:Iteration 26Q (2230.251531 sec): 3 clusters Score: Raw -836846.688441 + Penalty 4827.121538 = -832019.566902 nChanged 76 SP:Iteration 27Q (2230.386220 sec): 3 clusters Score: Raw -836871.615280 + Penalty 4827.121538 = -832044.493741 nChanged 79 SP:Iteration 28Q (2230.517964 sec): 3 clusters Score: Raw -836898.127749 + Penalty 4827.121538 = -832071.006210 nChanged 66 SP:Iteration 29Q (2230.641907 sec): 3 clusters Score: Raw -836916.613236 + Penalty 4827.121538 = -832089.491697 nChanged 51 SP:Iteration 30Q (2230.798799 sec): 3 clusters Score: Raw -836929.532320 + Penalty 4827.121538 = -832102.410782 nChanged 42 SP:Iteration 31Q (2230.911671 sec): 3 clusters Score: Raw -836937.289313 + Penalty 4827.121538 = -832110.167775 nChanged 30 SP:Iteration 32Q (2231.042926 sec): 3 clusters Score: Raw -836943.895557 + Penalty 4827.121538 = -832116.774018 nChanged 30 SP:Iteration 33Q (2231.170610 sec): 3 clusters Score: Raw -836950.342955 + Penalty 4827.121538 = -832123.221417 nChanged 27 SP:Iteration 34Q (2231.289067 sec): 3 clusters Score: Raw -836955.622227 + Penalty 4827.121538 = -832128.500689 nChanged 20 SP:Iteration 35Q (2231.409779 sec): 3 clusters Score: Raw -836959.050850 + Penalty 4827.121538 = -832131.929312 nChanged 17 SP:Iteration 36Q (2231.528573 sec): 3 clusters Score: Raw -836962.095914 + Penalty 4827.121538 = -832134.974375 nChanged 16 SP:Iteration 37Q (2231.653893 sec): 3 clusters Score: Raw -836965.279260 + Penalty 4827.121538 = -832138.157722 nChanged 13 SP:Iteration 38Q (2231.795673 sec): 3 clusters Score: Raw -836967.692009 + Penalty 4827.121538 = -832140.570471 nChanged 15 SP:Iteration 39Q (2231.912785 sec): 3 clusters Score: Raw -836971.137910 + Penalty 4827.121538 = -832144.016371 nChanged 20 SP:Iteration 40F (2232.056802 sec): 3 clusters Score: Raw -836975.413094 + Penalty 4827.121538 = -832148.291556 nChanged 19 SP:Iteration 41Q (2232.203685 sec): 3 clusters Score: Raw -836978.764947 + Penalty 4827.121538 = -832151.643409 nChanged 16 SP:Iteration 42Q (2232.353378 sec): 3 clusters Score: Raw -836981.424443 + Penalty 4827.121538 = -832154.302905 nChanged 17 SP:Iteration 43Q (2232.467109 sec): 3 clusters Score: Raw -836983.798038 + Penalty 4827.121538 = -832156.676499 nChanged 13 SP:Iteration 44Q (2232.617969 sec): 3 clusters Score: Raw -836986.294972 + Penalty 4827.121538 = -832159.173434 nChanged 13 SP:Iteration 45Q (2232.728063 sec): 3 clusters Score: Raw -836988.966446 + Penalty 4827.121538 = -832161.844908 nChanged 22 SP:Iteration 46Q (2232.853595 sec): 3 clusters Score: Raw -836994.251056 + Penalty 4827.121538 = -832167.129517 nChanged 21 SP:Iteration 47Q (2233.033246 sec): 3 clusters Score: Raw -836998.350092 + Penalty 4827.121538 = -832171.228554 nChanged 21 SP:Iteration 48Q (2233.139400 sec): 3 clusters Score: Raw -837003.068163 + Penalty 4827.121538 = -832175.946624 nChanged 24 SP:Iteration 49Q (2233.277686 sec): 3 clusters Score: Raw -837008.661279 + Penalty 4827.121538 = -832181.539740 nChanged 26 SP:Iteration 50Q (2233.375297 sec): 3 clusters Score: Raw -837014.813104 + Penalty 4827.121538 = -832187.691565 nChanged 29 SP:Iteration 51Q (2233.507286 sec): 3 clusters Score: Raw -837020.542537 + Penalty 4827.121538 = -832193.420999 nChanged 25 SP:Iteration 52Q (2233.624228 sec): 3 clusters Score: Raw -837024.986041 + Penalty 4827.121538 = -832197.864503 nChanged 21 SP:Iteration 53Q (2233.785858 sec): 3 clusters Score: Raw -837028.263545 + Penalty 4827.121538 = -832201.142006 nChanged 20 SP:Iteration 54Q (2233.899639 sec): 3 clusters Score: Raw -837032.718143 + Penalty 4827.121538 = -832205.596604 nChanged 29 SP:Iteration 55Q (2234.048185 sec): 3 clusters Score: Raw -837038.863828 + Penalty 4827.121538 = -832211.742289 nChanged 26 SP:Iteration 56Q (2234.133323 sec): 3 clusters Score: Raw -837044.654522 + Penalty 4827.121538 = -832217.532983 nChanged 23 SP:Iteration 57Q (2234.297682 sec): 3 clusters Score: Raw -837049.501921 + Penalty 4827.121538 = -832222.380382 nChanged 17 SP:Iteration 58Q (2234.446583 sec): 3 clusters Score: Raw -837052.473086 + Penalty 4827.121538 = -832225.351548 nChanged 13 SP:Iteration 59Q (2234.561041 sec): 3 clusters Score: Raw -837054.755607 + Penalty 4827.121538 = -832227.634069 nChanged 7 SP:Iteration 60F (2234.690797 sec): 3 clusters Score: Raw -837056.072676 + Penalty 4827.121538 = -832228.951138 nChanged 13 SP:Iteration 61Q (2234.833885 sec): 3 clusters Score: Raw -837058.748024 + Penalty 4827.121538 = -832231.626486 nChanged 7 SP:Iteration 62Q (2234.958626 sec): 3 clusters Score: Raw -837059.597393 + Penalty 4827.121538 = -832232.475854 nChanged 4 SP:Iteration 63Q (2235.099522 sec): 3 clusters Score: Raw -837060.385136 + Penalty 4827.121538 = -832233.263598 nChanged 6 SP:Iteration 64Q (2235.227600 sec): 3 clusters Score: Raw -837061.214144 + Penalty 4827.121538 = -832234.092605 nChanged 3 SP:Iteration 65Q (2235.338372 sec): 3 clusters Score: Raw -837061.687502 + Penalty 4827.121538 = -832234.565963 nChanged 1 SP:Iteration 66Q (2235.468307 sec): 3 clusters Score: Raw -837061.921332 + Penalty 4827.121538 = -832234.799794 nChanged 1 SP:Iteration 67Q (2235.614474 sec): 3 clusters Score: Raw -837061.988815 + Penalty 4827.121538 = -832234.867277 nChanged 1 SP:Iteration 68Q (2235.722339 sec): 3 clusters Score: Raw -837062.127409 + Penalty 4827.121538 = -832235.005871 nChanged 3 SP:Iteration 69Q (2235.831560 sec): 3 clusters Score: Raw -837062.765401 + Penalty 4827.121538 = -832235.643863 nChanged 1 SP:Iteration 70Q (2235.957776 sec): 3 clusters Score: Raw -837062.875330 + Penalty 4827.121538 = -832235.753792 nChanged 1 SP:Iteration 71Q (2236.129418 sec): 3 clusters Score: Raw -837063.137611 + Penalty 4827.121538 = -832236.016073 nChanged 1 SP:Iteration 72Q (2236.251630 sec): 3 clusters Score: Raw -837063.293032 + Penalty 4827.121538 = -832236.171494 nChanged 1 SP:Iteration 73Q (2236.412109 sec): 3 clusters Score: Raw -837063.522815 + Penalty 4827.121538 = -832236.401277 nChanged 0 SP:Iteration 74F (2236.537200 sec): 3 clusters Score: Raw -837063.522815 + Penalty 4827.121538 = -832236.401277 nChanged 0 Trying to split cluster 4 (65745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2236.933745 sec): 2 clusters Score: Raw -5643770.943393 + Penalty 2928.694270 = -5640842.249123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2237.199775 sec): 3 clusters Score: Raw -5602447.465487 + Penalty 5857.388540 = -5596590.076947 nChanged 30770 SP:Iteration 1F (2237.540601 sec): 3 clusters Score: Raw -5619971.221489 + Penalty 5857.388540 = -5614113.832949 nChanged 2936 SP:Iteration 2Q (2237.847800 sec): 3 clusters Score: Raw -5620935.047095 + Penalty 5857.388540 = -5615077.658555 nChanged 2941 SP:Iteration 3Q (2238.167250 sec): 3 clusters Score: Raw -5622024.621663 + Penalty 5857.388540 = -5616167.233123 nChanged 3122 SP:Iteration 4Q (2238.479235 sec): 3 clusters Score: Raw -5623302.488611 + Penalty 5857.388540 = -5617445.100071 nChanged 3309 SP:Iteration 5F (2238.817581 sec): 3 clusters Score: Raw -5624792.198608 + Penalty 5857.388540 = -5618934.810068 nChanged 3244 SP:Iteration 6Q (2239.116947 sec): 3 clusters Score: Raw -5626307.636163 + Penalty 5857.388540 = -5620450.247623 nChanged 3234 SP:Iteration 7Q (2239.478599 sec): 3 clusters Score: Raw -5627797.205251 + Penalty 5857.388540 = -5621939.816711 nChanged 3139 SP:Iteration 8Q (2239.793971 sec): 3 clusters Score: Raw -5629241.632201 + Penalty 5857.388540 = -5623384.243661 nChanged 2834 SP:Iteration 9Q (2240.124226 sec): 3 clusters Score: Raw -5630620.774888 + Penalty 5857.388540 = -5624763.386348 nChanged 2767 SP:Iteration 10Q (2240.448482 sec): 3 clusters Score: Raw -5632015.280677 + Penalty 5857.388540 = -5626157.892137 nChanged 2524 SP:Iteration 11Q (2240.815651 sec): 3 clusters Score: Raw -5633385.142935 + Penalty 5857.388540 = -5627527.754395 nChanged 2361 SP:Iteration 12Q (2241.137634 sec): 3 clusters Score: Raw -5634698.274254 + Penalty 5857.388540 = -5628840.885714 nChanged 2182 SP:Iteration 13Q (2241.500313 sec): 3 clusters Score: Raw -5635922.428468 + Penalty 5857.388540 = -5630065.039928 nChanged 2053 SP:Iteration 14Q (2241.815596 sec): 3 clusters Score: Raw -5637084.786356 + Penalty 5857.388540 = -5631227.397816 nChanged 1883 SP:Iteration 15Q (2242.161347 sec): 3 clusters Score: Raw -5638121.487118 + Penalty 5857.388540 = -5632264.098578 nChanged 1659 SP:Iteration 16Q (2242.443395 sec): 3 clusters Score: Raw -5639026.005678 + Penalty 5857.388540 = -5633168.617138 nChanged 1506 SP:Iteration 17Q (2242.701567 sec): 3 clusters Score: Raw -5639822.010015 + Penalty 5857.388540 = -5633964.621475 nChanged 1397 SP:Iteration 18Q (2243.030384 sec): 3 clusters Score: Raw -5640539.279046 + Penalty 5857.388540 = -5634681.890506 nChanged 1316 SP:Iteration 19Q (2243.254061 sec): 3 clusters Score: Raw -5641239.632454 + Penalty 5857.388540 = -5635382.243914 nChanged 1201 SP:Iteration 20F (2243.550322 sec): 3 clusters Score: Raw -5641877.113828 + Penalty 5857.388540 = -5636019.725288 nChanged 1050 SP:Iteration 21Q (2243.751883 sec): 3 clusters Score: Raw -5642461.900011 + Penalty 5857.388540 = -5636604.511471 nChanged 935 SP:Iteration 22Q (2244.046664 sec): 3 clusters Score: Raw -5642990.989188 + Penalty 5857.388540 = -5637133.600648 nChanged 743 SP:Iteration 23Q (2244.323987 sec): 3 clusters Score: Raw -5643408.549735 + Penalty 5857.388540 = -5637551.161195 nChanged 591 SP:Iteration 24Q (2244.605080 sec): 3 clusters Score: Raw -5643757.548093 + Penalty 5857.388540 = -5637900.159553 nChanged 455 SP:Iteration 25Q (2244.868955 sec): 3 clusters Score: Raw -5644020.695958 + Penalty 5857.388540 = -5638163.307418 nChanged 327 SP:Iteration 26Q (2245.119435 sec): 3 clusters Score: Raw -5644212.545915 + Penalty 5857.388540 = -5638355.157375 nChanged 239 SP:Iteration 27Q (2245.390961 sec): 3 clusters Score: Raw -5644364.670706 + Penalty 5857.388540 = -5638507.282166 nChanged 179 SP:Iteration 28Q (2245.648291 sec): 3 clusters Score: Raw -5644471.079878 + Penalty 5857.388540 = -5638613.691338 nChanged 147 SP:Iteration 29Q (2245.918556 sec): 3 clusters Score: Raw -5644550.626223 + Penalty 5857.388540 = -5638693.237683 nChanged 110 SP:Iteration 30Q (2246.192722 sec): 3 clusters Score: Raw -5644610.971262 + Penalty 5857.388540 = -5638753.582722 nChanged 106 SP:Iteration 31Q (2246.439306 sec): 3 clusters Score: Raw -5644659.879006 + Penalty 5857.388540 = -5638802.490466 nChanged 82 SP:Iteration 32Q (2246.716815 sec): 3 clusters Score: Raw -5644699.080897 + Penalty 5857.388540 = -5638841.692357 nChanged 62 SP:Iteration 33Q (2246.949891 sec): 3 clusters Score: Raw -5644723.232961 + Penalty 5857.388540 = -5638865.844421 nChanged 40 SP:Iteration 34Q (2247.265133 sec): 3 clusters Score: Raw -5644737.801843 + Penalty 5857.388540 = -5638880.413303 nChanged 33 SP:Iteration 35Q (2247.516626 sec): 3 clusters Score: Raw -5644750.094404 + Penalty 5857.388540 = -5638892.705864 nChanged 31 SP:Iteration 36Q (2247.816245 sec): 3 clusters Score: Raw -5644760.011687 + Penalty 5857.388540 = -5638902.623147 nChanged 23 SP:Iteration 37Q (2248.081492 sec): 3 clusters Score: Raw -5644768.253663 + Penalty 5857.388540 = -5638910.865123 nChanged 26 SP:Iteration 38Q (2248.383141 sec): 3 clusters Score: Raw -5644777.759243 + Penalty 5857.388540 = -5638920.370703 nChanged 21 SP:Iteration 39Q (2248.596528 sec): 3 clusters Score: Raw -5644785.241521 + Penalty 5857.388540 = -5638927.852981 nChanged 15 SP:Iteration 40F (2248.887623 sec): 3 clusters Score: Raw -5644790.838283 + Penalty 5857.388540 = -5638933.449743 nChanged 17 SP:Iteration 41Q (2249.211773 sec): 3 clusters Score: Raw -5644796.107721 + Penalty 5857.388540 = -5638938.719181 nChanged 15 SP:Iteration 42Q (2249.455680 sec): 3 clusters Score: Raw -5644800.416870 + Penalty 5857.388540 = -5638943.028330 nChanged 11 SP:Iteration 43Q (2249.736411 sec): 3 clusters Score: Raw -5644803.353492 + Penalty 5857.388540 = -5638945.964952 nChanged 11 SP:Iteration 44Q (2249.974618 sec): 3 clusters Score: Raw -5644807.196809 + Penalty 5857.388540 = -5638949.808269 nChanged 5 SP:Iteration 45Q (2250.253139 sec): 3 clusters Score: Raw -5644809.121438 + Penalty 5857.388540 = -5638951.732898 nChanged 3 SP:Iteration 46Q (2250.526549 sec): 3 clusters Score: Raw -5644809.652068 + Penalty 5857.388540 = -5638952.263528 nChanged 1 SP:Iteration 47Q (2250.806762 sec): 3 clusters Score: Raw -5644809.930697 + Penalty 5857.388540 = -5638952.542157 nChanged 1 SP:Iteration 48Q (2251.032612 sec): 3 clusters Score: Raw -5644810.114410 + Penalty 5857.388540 = -5638952.725870 nChanged 1 SP:Iteration 49Q (2251.328392 sec): 3 clusters Score: Raw -5644810.267305 + Penalty 5857.388540 = -5638952.878765 nChanged 0 SP:Iteration 50F (2251.636834 sec): 3 clusters Score: Raw -5644810.267305 + Penalty 5857.388540 = -5638952.878765 nChanged 0 Trying to split cluster 5 (9462 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2251.783566 sec): 2 clusters Score: Raw -731923.691932 + Penalty 2416.930311 = -729506.761621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2251.879894 sec): 3 clusters Score: Raw -726963.027734 + Penalty 4833.860622 = -722129.167113 nChanged 3930 SP:Iteration 1F (2252.038825 sec): 3 clusters Score: Raw -729303.153294 + Penalty 4833.860622 = -724469.292673 nChanged 742 SP:Iteration 2F (2252.128184 sec): 3 clusters Score: Raw -729751.957139 + Penalty 4833.860622 = -724918.096517 nChanged 562 SP:Iteration 3F (2252.287944 sec): 3 clusters Score: Raw -730101.128957 + Penalty 4833.860622 = -725267.268335 nChanged 495 SP:Iteration 4F (2252.387157 sec): 3 clusters Score: Raw -730439.533318 + Penalty 4833.860622 = -725605.672696 nChanged 460 SP:Iteration 5Q (2252.505871 sec): 3 clusters Score: Raw -730750.140298 + Penalty 4833.860622 = -725916.279676 nChanged 440 SP:Iteration 6Q (2252.663117 sec): 3 clusters Score: Raw -731045.504952 + Penalty 4833.860622 = -726211.644331 nChanged 387 SP:Iteration 7Q (2252.769105 sec): 3 clusters Score: Raw -731304.241857 + Penalty 4833.860622 = -726470.381235 nChanged 376 SP:Iteration 8Q (2252.932868 sec): 3 clusters Score: Raw -731536.269478 + Penalty 4833.860622 = -726702.408856 nChanged 306 SP:Iteration 9Q (2253.075069 sec): 3 clusters Score: Raw -731720.534225 + Penalty 4833.860622 = -726886.673603 nChanged 257 SP:Iteration 10Q (2253.192878 sec): 3 clusters Score: Raw -731849.930120 + Penalty 4833.860622 = -727016.069499 nChanged 199 SP:Iteration 11Q (2253.316378 sec): 3 clusters Score: Raw -731951.623033 + Penalty 4833.860622 = -727117.762411 nChanged 179 SP:Iteration 12Q (2253.439370 sec): 3 clusters Score: Raw -732030.749123 + Penalty 4833.860622 = -727196.888501 nChanged 132 SP:Iteration 13Q (2253.578207 sec): 3 clusters Score: Raw -732085.744117 + Penalty 4833.860622 = -727251.883495 nChanged 129 SP:Iteration 14Q (2253.707900 sec): 3 clusters Score: Raw -732144.747848 + Penalty 4833.860622 = -727310.887227 nChanged 108 SP:Iteration 15Q (2253.852582 sec): 3 clusters Score: Raw -732196.737695 + Penalty 4833.860622 = -727362.877073 nChanged 107 SP:Iteration 16Q (2253.969245 sec): 3 clusters Score: Raw -732238.123986 + Penalty 4833.860622 = -727404.263364 nChanged 103 SP:Iteration 17Q (2254.090134 sec): 3 clusters Score: Raw -732284.637691 + Penalty 4833.860622 = -727450.777069 nChanged 117 SP:Iteration 18Q (2254.244293 sec): 3 clusters Score: Raw -732331.644333 + Penalty 4833.860622 = -727497.783712 nChanged 79 SP:Iteration 19Q (2254.357421 sec): 3 clusters Score: Raw -732371.182715 + Penalty 4833.860622 = -727537.322093 nChanged 89 SP:Iteration 20F (2254.492787 sec): 3 clusters Score: Raw -732411.347504 + Penalty 4833.860622 = -727577.486883 nChanged 78 SP:Iteration 21Q (2254.617186 sec): 3 clusters Score: Raw -732452.478732 + Penalty 4833.860622 = -727618.618110 nChanged 71 SP:Iteration 22Q (2254.749005 sec): 3 clusters Score: Raw -732494.675053 + Penalty 4833.860622 = -727660.814431 nChanged 84 SP:Iteration 23Q (2254.897425 sec): 3 clusters Score: Raw -732534.953687 + Penalty 4833.860622 = -727701.093065 nChanged 63 SP:Iteration 24Q (2255.023045 sec): 3 clusters Score: Raw -732558.940378 + Penalty 4833.860622 = -727725.079756 nChanged 49 SP:Iteration 25Q (2255.144786 sec): 3 clusters Score: Raw -732577.985515 + Penalty 4833.860622 = -727744.124894 nChanged 43 SP:Iteration 26Q (2255.285673 sec): 3 clusters Score: Raw -732591.815554 + Penalty 4833.860622 = -727757.954933 nChanged 34 SP:Iteration 27Q (2255.446496 sec): 3 clusters Score: Raw -732603.384755 + Penalty 4833.860622 = -727769.524134 nChanged 26 SP:Iteration 28Q (2255.592443 sec): 3 clusters Score: Raw -732610.960113 + Penalty 4833.860622 = -727777.099491 nChanged 23 SP:Iteration 29Q (2255.699947 sec): 3 clusters Score: Raw -732618.101149 + Penalty 4833.860622 = -727784.240527 nChanged 27 SP:Iteration 30Q (2255.850708 sec): 3 clusters Score: Raw -732626.805321 + Penalty 4833.860622 = -727792.944700 nChanged 29 SP:Iteration 31Q (2255.961659 sec): 3 clusters Score: Raw -732636.826859 + Penalty 4833.860622 = -727802.966237 nChanged 28 SP:Iteration 32Q (2256.108107 sec): 3 clusters Score: Raw -732647.317392 + Penalty 4833.860622 = -727813.456771 nChanged 26 SP:Iteration 33Q (2256.236464 sec): 3 clusters Score: Raw -732656.901387 + Penalty 4833.860622 = -727823.040765 nChanged 19 SP:Iteration 34Q (2256.380712 sec): 3 clusters Score: Raw -732663.325984 + Penalty 4833.860622 = -727829.465363 nChanged 15 SP:Iteration 35Q (2256.503871 sec): 3 clusters Score: Raw -732667.598329 + Penalty 4833.860622 = -727833.737707 nChanged 9 SP:Iteration 36Q (2256.622085 sec): 3 clusters Score: Raw -732669.999329 + Penalty 4833.860622 = -727836.138707 nChanged 8 SP:Iteration 37Q (2256.752653 sec): 3 clusters Score: Raw -732673.147179 + Penalty 4833.860622 = -727839.286557 nChanged 14 SP:Iteration 38Q (2256.866904 sec): 3 clusters Score: Raw -732678.971651 + Penalty 4833.860622 = -727845.111029 nChanged 16 SP:Iteration 39Q (2256.996869 sec): 3 clusters Score: Raw -732685.302556 + Penalty 4833.860622 = -727851.441934 nChanged 17 SP:Iteration 40F (2257.127758 sec): 3 clusters Score: Raw -732691.875862 + Penalty 4833.860622 = -727858.015240 nChanged 22 SP:Iteration 41Q (2257.224310 sec): 3 clusters Score: Raw -732699.829463 + Penalty 4833.860622 = -727865.968841 nChanged 21 SP:Iteration 42Q (2257.349724 sec): 3 clusters Score: Raw -732707.039594 + Penalty 4833.860622 = -727873.178972 nChanged 12 SP:Iteration 43Q (2257.476773 sec): 3 clusters Score: Raw -732710.885743 + Penalty 4833.860622 = -727877.025122 nChanged 15 SP:Iteration 44Q (2257.598865 sec): 3 clusters Score: Raw -732716.079756 + Penalty 4833.860622 = -727882.219134 nChanged 13 SP:Iteration 45Q (2257.741465 sec): 3 clusters Score: Raw -732720.944980 + Penalty 4833.860622 = -727887.084359 nChanged 14 SP:Iteration 46Q (2257.866573 sec): 3 clusters Score: Raw -732728.464665 + Penalty 4833.860622 = -727894.604043 nChanged 21 SP:Iteration 47Q (2258.004360 sec): 3 clusters Score: Raw -732738.985766 + Penalty 4833.860622 = -727905.125144 nChanged 26 SP:Iteration 48Q (2258.123308 sec): 3 clusters Score: Raw -732752.007045 + Penalty 4833.860622 = -727918.146423 nChanged 16 SP:Iteration 49Q (2258.263051 sec): 3 clusters Score: Raw -732759.468978 + Penalty 4833.860622 = -727925.608356 nChanged 17 SP:Iteration 50Q (2258.384297 sec): 3 clusters Score: Raw -732766.609711 + Penalty 4833.860622 = -727932.749089 nChanged 16 SP:Iteration 51Q (2258.498833 sec): 3 clusters Score: Raw -732771.993614 + Penalty 4833.860622 = -727938.132992 nChanged 15 SP:Iteration 52Q (2258.644783 sec): 3 clusters Score: Raw -732777.839210 + Penalty 4833.860622 = -727943.978588 nChanged 11 SP:Iteration 53Q (2258.764889 sec): 3 clusters Score: Raw -732782.904334 + Penalty 4833.860622 = -727949.043712 nChanged 18 SP:Iteration 54Q (2258.915929 sec): 3 clusters Score: Raw -732790.772091 + Penalty 4833.860622 = -727956.911469 nChanged 13 SP:Iteration 55Q (2259.047263 sec): 3 clusters Score: Raw -732794.779621 + Penalty 4833.860622 = -727960.918999 nChanged 7 SP:Iteration 56Q (2259.156686 sec): 3 clusters Score: Raw -732796.557311 + Penalty 4833.860622 = -727962.696690 nChanged 9 SP:Iteration 57Q (2259.288698 sec): 3 clusters Score: Raw -732799.322286 + Penalty 4833.860622 = -727965.461664 nChanged 4 SP:Iteration 58Q (2259.431852 sec): 3 clusters Score: Raw -732801.026462 + Penalty 4833.860622 = -727967.165841 nChanged 4 SP:Iteration 59Q (2259.563166 sec): 3 clusters Score: Raw -732802.178245 + Penalty 4833.860622 = -727968.317624 nChanged 4 SP:Iteration 60F (2259.682821 sec): 3 clusters Score: Raw -732803.228380 + Penalty 4833.860622 = -727969.367759 nChanged 3 SP:Iteration 61Q (2259.820183 sec): 3 clusters Score: Raw -732803.739272 + Penalty 4833.860622 = -727969.878650 nChanged 0 SP:Iteration 62F (2259.952524 sec): 3 clusters Score: Raw -732803.739272 + Penalty 4833.860622 = -727969.878650 nChanged 0 Trying to split cluster 6 (4588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2260.036548 sec): 2 clusters Score: Raw -328248.841154 + Penalty 2225.836662 = -326023.004492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2260.127356 sec): 3 clusters Score: Raw -326183.585751 + Penalty 4451.673325 = -321731.912427 nChanged 1686 SP:Iteration 1F (2260.243487 sec): 3 clusters Score: Raw -327365.658258 + Penalty 4451.673325 = -322913.984933 nChanged 443 SP:Iteration 2F (2260.355251 sec): 3 clusters Score: Raw -327778.584639 + Penalty 4451.673325 = -323326.911314 nChanged 350 SP:Iteration 3F (2260.449507 sec): 3 clusters Score: Raw -328105.521731 + Penalty 4451.673325 = -323653.848406 nChanged 277 SP:Iteration 4F (2260.573267 sec): 3 clusters Score: Raw -328391.198637 + Penalty 4451.673325 = -323939.525312 nChanged 232 SP:Iteration 5F (2260.674763 sec): 3 clusters Score: Raw -328597.621652 + Penalty 4451.673325 = -324145.948327 nChanged 207 SP:Iteration 6Q (2260.782445 sec): 3 clusters Score: Raw -328788.612873 + Penalty 4451.673325 = -324336.939549 nChanged 171 SP:Iteration 7Q (2260.913047 sec): 3 clusters Score: Raw -328992.040116 + Penalty 4451.673325 = -324540.366792 nChanged 183 SP:Iteration 8Q (2261.025217 sec): 3 clusters Score: Raw -329182.532163 + Penalty 4451.673325 = -324730.858838 nChanged 158 SP:Iteration 9Q (2261.130291 sec): 3 clusters Score: Raw -329364.147263 + Penalty 4451.673325 = -324912.473938 nChanged 149 SP:Iteration 10Q (2261.258528 sec): 3 clusters Score: Raw -329576.723467 + Penalty 4451.673325 = -325125.050142 nChanged 152 SP:Iteration 11Q (2261.349859 sec): 3 clusters Score: Raw -329767.232460 + Penalty 4451.673325 = -325315.559136 nChanged 124 SP:Iteration 12Q (2261.474531 sec): 3 clusters Score: Raw -329914.916830 + Penalty 4451.673325 = -325463.243505 nChanged 118 SP:Iteration 13Q (2261.577608 sec): 3 clusters Score: Raw -330042.700209 + Penalty 4451.673325 = -325591.026885 nChanged 90 SP:Iteration 14Q (2261.702493 sec): 3 clusters Score: Raw -330141.034866 + Penalty 4451.673325 = -325689.361541 nChanged 79 SP:Iteration 15Q (2261.828549 sec): 3 clusters Score: Raw -330251.249198 + Penalty 4451.673325 = -325799.575874 nChanged 69 SP:Iteration 16Q (2261.956152 sec): 3 clusters Score: Raw -330310.523603 + Penalty 4451.673325 = -325858.850278 nChanged 66 SP:Iteration 17Q (2262.075230 sec): 3 clusters Score: Raw -330351.964287 + Penalty 4451.673325 = -325900.290962 nChanged 52 SP:Iteration 18Q (2262.205583 sec): 3 clusters Score: Raw -330400.107979 + Penalty 4451.673325 = -325948.434654 nChanged 48 SP:Iteration 19Q (2262.249912 sec): 3 clusters Score: Raw -330433.178060 + Penalty 4451.673325 = -325981.504736 nChanged 44 SP:Iteration 20F (2262.376140 sec): 3 clusters Score: Raw -330469.428599 + Penalty 4451.673325 = -326017.755274 nChanged 48 SP:Iteration 21Q (2262.496257 sec): 3 clusters Score: Raw -330496.919593 + Penalty 4451.673325 = -326045.246269 nChanged 43 SP:Iteration 22Q (2262.635041 sec): 3 clusters Score: Raw -330526.199590 + Penalty 4451.673325 = -326074.526265 nChanged 43 SP:Iteration 23Q (2262.745004 sec): 3 clusters Score: Raw -330549.303225 + Penalty 4451.673325 = -326097.629900 nChanged 36 SP:Iteration 24Q (2262.858117 sec): 3 clusters Score: Raw -330564.711631 + Penalty 4451.673325 = -326113.038307 nChanged 30 SP:Iteration 25Q (2262.961198 sec): 3 clusters Score: Raw -330580.524831 + Penalty 4451.673325 = -326128.851506 nChanged 23 SP:Iteration 26Q (2263.058595 sec): 3 clusters Score: Raw -330593.472122 + Penalty 4451.673325 = -326141.798798 nChanged 25 SP:Iteration 27Q (2263.153260 sec): 3 clusters Score: Raw -330603.636108 + Penalty 4451.673325 = -326151.962783 nChanged 23 SP:Iteration 28Q (2263.240312 sec): 3 clusters Score: Raw -330613.433102 + Penalty 4451.673325 = -326161.759778 nChanged 23 SP:Iteration 29Q (2263.345306 sec): 3 clusters Score: Raw -330627.175670 + Penalty 4451.673325 = -326175.502346 nChanged 28 SP:Iteration 30Q (2263.480352 sec): 3 clusters Score: Raw -330644.177086 + Penalty 4451.673325 = -326192.503761 nChanged 32 SP:Iteration 31Q (2263.569664 sec): 3 clusters Score: Raw -330665.935334 + Penalty 4451.673325 = -326214.262010 nChanged 31 SP:Iteration 32Q (2263.689327 sec): 3 clusters Score: Raw -330681.881424 + Penalty 4451.673325 = -326230.208099 nChanged 23 SP:Iteration 33Q (2263.797312 sec): 3 clusters Score: Raw -330690.962941 + Penalty 4451.673325 = -326239.289617 nChanged 21 SP:Iteration 34Q (2263.889534 sec): 3 clusters Score: Raw -330701.655067 + Penalty 4451.673325 = -326249.981743 nChanged 20 SP:Iteration 35Q (2264.027997 sec): 3 clusters Score: Raw -330712.122162 + Penalty 4451.673325 = -326260.448837 nChanged 15 SP:Iteration 36Q (2264.117244 sec): 3 clusters Score: Raw -330717.568656 + Penalty 4451.673325 = -326265.895331 nChanged 10 SP:Iteration 37Q (2264.209675 sec): 3 clusters Score: Raw -330722.311650 + Penalty 4451.673325 = -326270.638325 nChanged 10 SP:Iteration 38Q (2264.341595 sec): 3 clusters Score: Raw -330724.503972 + Penalty 4451.673325 = -326272.830647 nChanged 3 SP:Iteration 39Q (2264.426790 sec): 3 clusters Score: Raw -330724.991734 + Penalty 4451.673325 = -326273.318410 nChanged 2 SP:Iteration 40F (2264.530136 sec): 3 clusters Score: Raw -330725.419229 + Penalty 4451.673325 = -326273.745905 nChanged 1 SP:Iteration 41Q (2264.629238 sec): 3 clusters Score: Raw -330725.826276 + Penalty 4451.673325 = -326274.152952 nChanged 1 SP:Iteration 42Q (2264.733018 sec): 3 clusters Score: Raw -330726.188286 + Penalty 4451.673325 = -326274.514962 nChanged 0 SP:Iteration 43F (2264.843302 sec): 3 clusters Score: Raw -330726.188286 + Penalty 4451.673325 = -326274.514962 nChanged 0 Score: Raw -11817027.704211 + Penalty 37669.881023 = -11779357.823189 Splitting cluster 6 changes total score from -11780015.807241 to -11779357.823189 So it's not getting split. Trying to split cluster 7 (12824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2267.744364 sec): 2 clusters Score: Raw -1110263.648175 + Penalty 2497.195455 = -1107766.452720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2267.872438 sec): 3 clusters Score: Raw -1103189.647189 + Penalty 4994.390911 = -1098195.256278 nChanged 5375 SP:Iteration 1F (2267.995637 sec): 3 clusters Score: Raw -1106298.417423 + Penalty 4994.390911 = -1101304.026512 nChanged 910 SP:Iteration 2F (2268.135821 sec): 3 clusters Score: Raw -1106859.965643 + Penalty 4994.390911 = -1101865.574732 nChanged 904 SP:Iteration 3F (2268.279721 sec): 3 clusters Score: Raw -1107450.324739 + Penalty 4994.390911 = -1102455.933828 nChanged 839 SP:Iteration 4F (2268.449518 sec): 3 clusters Score: Raw -1108079.115553 + Penalty 4994.390911 = -1103084.724643 nChanged 835 SP:Iteration 5F (2268.569942 sec): 3 clusters Score: Raw -1108699.419255 + Penalty 4994.390911 = -1103705.028345 nChanged 728 SP:Iteration 6F (2268.712393 sec): 3 clusters Score: Raw -1109237.072374 + Penalty 4994.390911 = -1104242.681464 nChanged 678 SP:Iteration 7F (2268.859316 sec): 3 clusters Score: Raw -1109687.885498 + Penalty 4994.390911 = -1104693.494588 nChanged 512 SP:Iteration 8Q (2269.025934 sec): 3 clusters Score: Raw -1109965.877594 + Penalty 4994.390911 = -1104971.486683 nChanged 375 SP:Iteration 9Q (2269.174362 sec): 3 clusters Score: Raw -1110124.752523 + Penalty 4994.390911 = -1105130.361613 nChanged 276 SP:Iteration 10Q (2269.312175 sec): 3 clusters Score: Raw -1110251.530021 + Penalty 4994.390911 = -1105257.139110 nChanged 231 SP:Iteration 11Q (2269.408185 sec): 3 clusters Score: Raw -1110343.210349 + Penalty 4994.390911 = -1105348.819439 nChanged 224 SP:Iteration 12Q (2269.489628 sec): 3 clusters Score: Raw -1110417.790611 + Penalty 4994.390911 = -1105423.399701 nChanged 179 SP:Iteration 13Q (2269.638548 sec): 3 clusters Score: Raw -1110474.304111 + Penalty 4994.390911 = -1105479.913200 nChanged 155 SP:Iteration 14Q (2269.816534 sec): 3 clusters Score: Raw -1110515.261073 + Penalty 4994.390911 = -1105520.870163 nChanged 120 SP:Iteration 15Q (2269.970394 sec): 3 clusters Score: Raw -1110546.773099 + Penalty 4994.390911 = -1105552.382188 nChanged 93 SP:Iteration 16Q (2270.143464 sec): 3 clusters Score: Raw -1110565.486018 + Penalty 4994.390911 = -1105571.095108 nChanged 74 SP:Iteration 17Q (2270.256246 sec): 3 clusters Score: Raw -1110581.857911 + Penalty 4994.390911 = -1105587.467000 nChanged 57 SP:Iteration 18Q (2270.404125 sec): 3 clusters Score: Raw -1110593.333873 + Penalty 4994.390911 = -1105598.942962 nChanged 56 SP:Iteration 19Q (2270.582279 sec): 3 clusters Score: Raw -1110602.895480 + Penalty 4994.390911 = -1105608.504569 nChanged 47 SP:Iteration 20F (2270.691269 sec): 3 clusters Score: Raw -1110612.781581 + Penalty 4994.390911 = -1105618.390670 nChanged 43 SP:Iteration 21Q (2270.838320 sec): 3 clusters Score: Raw -1110619.391834 + Penalty 4994.390911 = -1105625.000924 nChanged 33 SP:Iteration 22Q (2270.968527 sec): 3 clusters Score: Raw -1110624.705978 + Penalty 4994.390911 = -1105630.315067 nChanged 25 SP:Iteration 23Q (2271.122015 sec): 3 clusters Score: Raw -1110628.872147 + Penalty 4994.390911 = -1105634.481236 nChanged 18 SP:Iteration 24Q (2271.272920 sec): 3 clusters Score: Raw -1110631.532303 + Penalty 4994.390911 = -1105637.141392 nChanged 17 SP:Iteration 25Q (2271.400097 sec): 3 clusters Score: Raw -1110633.351415 + Penalty 4994.390911 = -1105638.960505 nChanged 14 SP:Iteration 26Q (2271.542542 sec): 3 clusters Score: Raw -1110634.837460 + Penalty 4994.390911 = -1105640.446549 nChanged 12 SP:Iteration 27Q (2271.683733 sec): 3 clusters Score: Raw -1110636.188408 + Penalty 4994.390911 = -1105641.797498 nChanged 12 SP:Iteration 28Q (2271.822397 sec): 3 clusters Score: Raw -1110637.614775 + Penalty 4994.390911 = -1105643.223864 nChanged 13 SP:Iteration 29Q (2271.970949 sec): 3 clusters Score: Raw -1110639.142329 + Penalty 4994.390911 = -1105644.751418 nChanged 7 SP:Iteration 30Q (2272.121404 sec): 3 clusters Score: Raw -1110640.319004 + Penalty 4994.390911 = -1105645.928094 nChanged 7 SP:Iteration 31Q (2272.263454 sec): 3 clusters Score: Raw -1110641.509695 + Penalty 4994.390911 = -1105647.118785 nChanged 6 SP:Iteration 32Q (2272.402009 sec): 3 clusters Score: Raw -1110642.211811 + Penalty 4994.390911 = -1105647.820901 nChanged 7 SP:Iteration 33Q (2272.552034 sec): 3 clusters Score: Raw -1110642.860048 + Penalty 4994.390911 = -1105648.469137 nChanged 8 SP:Iteration 34Q (2272.662926 sec): 3 clusters Score: Raw -1110643.983779 + Penalty 4994.390911 = -1105649.592868 nChanged 11 SP:Iteration 35Q (2272.821901 sec): 3 clusters Score: Raw -1110645.460006 + Penalty 4994.390911 = -1105651.069096 nChanged 11 SP:Iteration 36Q (2272.945008 sec): 3 clusters Score: Raw -1110646.919643 + Penalty 4994.390911 = -1105652.528732 nChanged 7 SP:Iteration 37Q (2273.111232 sec): 3 clusters Score: Raw -1110647.958219 + Penalty 4994.390911 = -1105653.567309 nChanged 7 SP:Iteration 38Q (2273.257722 sec): 3 clusters Score: Raw -1110648.694919 + Penalty 4994.390911 = -1105654.304008 nChanged 4 SP:Iteration 39Q (2273.401492 sec): 3 clusters Score: Raw -1110649.048644 + Penalty 4994.390911 = -1105654.657733 nChanged 3 SP:Iteration 40F (2273.549750 sec): 3 clusters Score: Raw -1110649.566415 + Penalty 4994.390911 = -1105655.175504 nChanged 5 SP:Iteration 41Q (2273.682806 sec): 3 clusters Score: Raw -1110649.968767 + Penalty 4994.390911 = -1105655.577857 nChanged 2 SP:Iteration 42Q (2273.828821 sec): 3 clusters Score: Raw -1110650.254458 + Penalty 4994.390911 = -1105655.863547 nChanged 3 SP:Iteration 43Q (2273.968901 sec): 3 clusters Score: Raw -1110650.572594 + Penalty 4994.390911 = -1105656.181684 nChanged 2 SP:Iteration 44Q (2274.115714 sec): 3 clusters Score: Raw -1110650.827178 + Penalty 4994.390911 = -1105656.436267 nChanged 3 SP:Iteration 45Q (2274.286528 sec): 3 clusters Score: Raw -1110651.212939 + Penalty 4994.390911 = -1105656.822028 nChanged 6 SP:Iteration 46Q (2274.430909 sec): 3 clusters Score: Raw -1110651.770974 + Penalty 4994.390911 = -1105657.380063 nChanged 3 SP:Iteration 47Q (2274.562517 sec): 3 clusters Score: Raw -1110652.025189 + Penalty 4994.390911 = -1105657.634279 nChanged 2 SP:Iteration 48Q (2274.706023 sec): 3 clusters Score: Raw -1110652.298730 + Penalty 4994.390911 = -1105657.907819 nChanged 3 SP:Iteration 49Q (2274.829280 sec): 3 clusters Score: Raw -1110652.800252 + Penalty 4994.390911 = -1105658.409342 nChanged 4 SP:Iteration 50Q (2274.965405 sec): 3 clusters Score: Raw -1110653.190455 + Penalty 4994.390911 = -1105658.799545 nChanged 3 SP:Iteration 51Q (2275.127933 sec): 3 clusters Score: Raw -1110653.586979 + Penalty 4994.390911 = -1105659.196068 nChanged 2 SP:Iteration 52Q (2275.285690 sec): 3 clusters Score: Raw -1110653.710835 + Penalty 4994.390911 = -1105659.319924 nChanged 0 SP:Iteration 53F (2275.418476 sec): 3 clusters Score: Raw -1110653.710835 + Penalty 4994.390911 = -1105659.319924 nChanged 0 Trying to split cluster 8 (3708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2275.520037 sec): 2 clusters Score: Raw -231024.940207 + Penalty 2169.617453 = -228855.322755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2275.616081 sec): 3 clusters Score: Raw -229500.391063 + Penalty 4339.234905 = -225161.156157 nChanged 1434 SP:Iteration 1F (2275.739683 sec): 3 clusters Score: Raw -230931.168524 + Penalty 4339.234905 = -226591.933618 nChanged 423 SP:Iteration 2F (2275.866925 sec): 3 clusters Score: Raw -231656.669765 + Penalty 4339.234905 = -227317.434860 nChanged 349 SP:Iteration 3F (2275.992828 sec): 3 clusters Score: Raw -232255.829269 + Penalty 4339.234905 = -227916.594364 nChanged 283 SP:Iteration 4F (2276.110220 sec): 3 clusters Score: Raw -232646.007026 + Penalty 4339.234905 = -228306.772120 nChanged 182 SP:Iteration 5Q (2276.216655 sec): 3 clusters Score: Raw -232848.172868 + Penalty 4339.234905 = -228508.937963 nChanged 117 SP:Iteration 6Q (2276.339396 sec): 3 clusters Score: Raw -233016.323728 + Penalty 4339.234905 = -228677.088823 nChanged 106 SP:Iteration 7Q (2276.456559 sec): 3 clusters Score: Raw -233192.510427 + Penalty 4339.234905 = -228853.275522 nChanged 99 SP:Iteration 8Q (2276.557690 sec): 3 clusters Score: Raw -233315.725645 + Penalty 4339.234905 = -228976.490739 nChanged 74 SP:Iteration 9Q (2276.669885 sec): 3 clusters Score: Raw -233402.474949 + Penalty 4339.234905 = -229063.240044 nChanged 53 SP:Iteration 10Q (2276.821388 sec): 3 clusters Score: Raw -233453.251665 + Penalty 4339.234905 = -229114.016759 nChanged 42 SP:Iteration 11Q (2276.927962 sec): 3 clusters Score: Raw -233480.829648 + Penalty 4339.234905 = -229141.594743 nChanged 27 SP:Iteration 12Q (2277.026476 sec): 3 clusters Score: Raw -233500.596813 + Penalty 4339.234905 = -229161.361908 nChanged 22 SP:Iteration 13Q (2277.142620 sec): 3 clusters Score: Raw -233516.189083 + Penalty 4339.234905 = -229176.954178 nChanged 24 SP:Iteration 14Q (2277.239417 sec): 3 clusters Score: Raw -233529.959048 + Penalty 4339.234905 = -229190.724143 nChanged 15 SP:Iteration 15Q (2277.362353 sec): 3 clusters Score: Raw -233539.926115 + Penalty 4339.234905 = -229200.691210 nChanged 9 SP:Iteration 16Q (2277.460354 sec): 3 clusters Score: Raw -233544.565661 + Penalty 4339.234905 = -229205.330755 nChanged 5 SP:Iteration 17Q (2277.580363 sec): 3 clusters Score: Raw -233550.848266 + Penalty 4339.234905 = -229211.613361 nChanged 6 SP:Iteration 18Q (2277.671531 sec): 3 clusters Score: Raw -233557.578229 + Penalty 4339.234905 = -229218.343323 nChanged 11 SP:Iteration 19Q (2277.771105 sec): 3 clusters Score: Raw -233564.482253 + Penalty 4339.234905 = -229225.247348 nChanged 3 SP:Iteration 20F (2277.858057 sec): 3 clusters Score: Raw -233568.800483 + Penalty 4339.234905 = -229229.565578 nChanged 5 SP:Iteration 21Q (2277.949875 sec): 3 clusters Score: Raw -233576.628061 + Penalty 4339.234905 = -229237.393156 nChanged 7 SP:Iteration 22Q (2278.066675 sec): 3 clusters Score: Raw -233579.586651 + Penalty 4339.234905 = -229240.351746 nChanged 6 SP:Iteration 23Q (2278.168632 sec): 3 clusters Score: Raw -233581.235646 + Penalty 4339.234905 = -229242.000740 nChanged 1 SP:Iteration 24Q (2278.297911 sec): 3 clusters Score: Raw -233581.774020 + Penalty 4339.234905 = -229242.539114 nChanged 1 SP:Iteration 25Q (2278.388051 sec): 3 clusters Score: Raw -233582.192576 + Penalty 4339.234905 = -229242.957670 nChanged 0 SP:Iteration 26F (2278.501530 sec): 3 clusters Score: Raw -233582.192576 + Penalty 4339.234905 = -229242.957670 nChanged 0 Score: Raw -11817107.609447 + Penalty 37669.881023 = -11779437.728425 Splitting cluster 8 changes total score from -11780015.807241 to -11779437.728425 So it's not getting split. Trying to split cluster 9 (10776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2281.312488 sec): 2 clusters Score: Raw -889741.596572 + Penalty 2451.260254 = -887290.336319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2281.466009 sec): 3 clusters Score: Raw -883858.039770 + Penalty 4902.520507 = -878955.519263 nChanged 4529 SP:Iteration 1F (2281.589908 sec): 3 clusters Score: Raw -886325.686741 + Penalty 4902.520507 = -881423.166234 nChanged 753 SP:Iteration 2F (2281.720282 sec): 3 clusters Score: Raw -886749.314534 + Penalty 4902.520507 = -881846.794027 nChanged 644 SP:Iteration 3F (2281.862205 sec): 3 clusters Score: Raw -887129.092508 + Penalty 4902.520507 = -882226.572001 nChanged 571 SP:Iteration 4F (2282.013712 sec): 3 clusters Score: Raw -887486.814847 + Penalty 4902.520507 = -882584.294340 nChanged 585 SP:Iteration 5F (2282.147384 sec): 3 clusters Score: Raw -887860.116119 + Penalty 4902.520507 = -882957.595612 nChanged 589 SP:Iteration 6F (2282.281601 sec): 3 clusters Score: Raw -888303.442690 + Penalty 4902.520507 = -883400.922183 nChanged 616 SP:Iteration 7F (2282.424289 sec): 3 clusters Score: Raw -888829.657488 + Penalty 4902.520507 = -883927.136981 nChanged 618 SP:Iteration 8F (2282.557558 sec): 3 clusters Score: Raw -889299.193418 + Penalty 4902.520507 = -884396.672911 nChanged 561 SP:Iteration 9F (2282.688707 sec): 3 clusters Score: Raw -889685.592460 + Penalty 4902.520507 = -884783.071953 nChanged 450 SP:Iteration 10Q (2282.830010 sec): 3 clusters Score: Raw -889961.567359 + Penalty 4902.520507 = -885059.046852 nChanged 340 SP:Iteration 11Q (2282.977993 sec): 3 clusters Score: Raw -890156.073015 + Penalty 4902.520507 = -885253.552508 nChanged 282 SP:Iteration 12Q (2283.094954 sec): 3 clusters Score: Raw -890296.159656 + Penalty 4902.520507 = -885393.639149 nChanged 218 SP:Iteration 13Q (2283.235019 sec): 3 clusters Score: Raw -890406.181196 + Penalty 4902.520507 = -885503.660689 nChanged 177 SP:Iteration 14Q (2283.387471 sec): 3 clusters Score: Raw -890489.782754 + Penalty 4902.520507 = -885587.262247 nChanged 165 SP:Iteration 15Q (2283.513174 sec): 3 clusters Score: Raw -890544.277167 + Penalty 4902.520507 = -885641.756660 nChanged 115 SP:Iteration 16Q (2283.637334 sec): 3 clusters Score: Raw -890580.629332 + Penalty 4902.520507 = -885678.108825 nChanged 95 SP:Iteration 17Q (2283.780275 sec): 3 clusters Score: Raw -890608.827332 + Penalty 4902.520507 = -885706.306825 nChanged 78 SP:Iteration 18Q (2283.910763 sec): 3 clusters Score: Raw -890629.587073 + Penalty 4902.520507 = -885727.066565 nChanged 58 SP:Iteration 19Q (2284.033720 sec): 3 clusters Score: Raw -890644.663021 + Penalty 4902.520507 = -885742.142514 nChanged 49 SP:Iteration 20F (2284.188963 sec): 3 clusters Score: Raw -890656.074838 + Penalty 4902.520507 = -885753.554331 nChanged 50 SP:Iteration 21Q (2284.319114 sec): 3 clusters Score: Raw -890666.681941 + Penalty 4902.520507 = -885764.161433 nChanged 41 SP:Iteration 22Q (2284.451099 sec): 3 clusters Score: Raw -890673.961389 + Penalty 4902.520507 = -885771.440882 nChanged 28 SP:Iteration 23Q (2284.590384 sec): 3 clusters Score: Raw -890680.107733 + Penalty 4902.520507 = -885777.587225 nChanged 25 SP:Iteration 24Q (2284.719300 sec): 3 clusters Score: Raw -890686.030827 + Penalty 4902.520507 = -885783.510320 nChanged 32 SP:Iteration 25Q (2284.851154 sec): 3 clusters Score: Raw -890694.473607 + Penalty 4902.520507 = -885791.953100 nChanged 36 SP:Iteration 26Q (2285.000901 sec): 3 clusters Score: Raw -890701.102269 + Penalty 4902.520507 = -885798.581762 nChanged 23 SP:Iteration 27Q (2285.142671 sec): 3 clusters Score: Raw -890706.609968 + Penalty 4902.520507 = -885804.089461 nChanged 19 SP:Iteration 28Q (2285.279559 sec): 3 clusters Score: Raw -890710.265836 + Penalty 4902.520507 = -885807.745329 nChanged 11 SP:Iteration 29Q (2285.434921 sec): 3 clusters Score: Raw -890711.714609 + Penalty 4902.520507 = -885809.194102 nChanged 7 SP:Iteration 30Q (2285.564826 sec): 3 clusters Score: Raw -890712.611310 + Penalty 4902.520507 = -885810.090803 nChanged 7 SP:Iteration 31Q (2285.695559 sec): 3 clusters Score: Raw -890713.647713 + Penalty 4902.520507 = -885811.127206 nChanged 4 SP:Iteration 32Q (2285.843741 sec): 3 clusters Score: Raw -890714.095919 + Penalty 4902.520507 = -885811.575411 nChanged 4 SP:Iteration 33Q (2285.984401 sec): 3 clusters Score: Raw -890714.813892 + Penalty 4902.520507 = -885812.293384 nChanged 5 SP:Iteration 34Q (2286.104261 sec): 3 clusters Score: Raw -890715.642293 + Penalty 4902.520507 = -885813.121786 nChanged 2 SP:Iteration 35Q (2286.235512 sec): 3 clusters Score: Raw -890715.810824 + Penalty 4902.520507 = -885813.290317 nChanged 1 SP:Iteration 36Q (2286.408275 sec): 3 clusters Score: Raw -890715.972989 + Penalty 4902.520507 = -885813.452482 nChanged 0 SP:Iteration 37F (2286.535009 sec): 3 clusters Score: Raw -890715.972989 + Penalty 4902.520507 = -885813.452482 nChanged 0 Trying to split cluster 10 (13168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2286.657959 sec): 2 clusters Score: Raw -1013526.811415 + Penalty 2504.183860 = -1011022.627556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2286.768705 sec): 3 clusters Score: Raw -1006318.058726 + Penalty 5008.367719 = -1001309.691006 nChanged 5491 SP:Iteration 1F (2286.912123 sec): 3 clusters Score: Raw -1009314.840468 + Penalty 5008.367719 = -1004306.472749 nChanged 852 SP:Iteration 2F (2287.063603 sec): 3 clusters Score: Raw -1009785.081796 + Penalty 5008.367719 = -1004776.714076 nChanged 748 SP:Iteration 3F (2287.198477 sec): 3 clusters Score: Raw -1010216.754888 + Penalty 5008.367719 = -1005208.387168 nChanged 701 SP:Iteration 4F (2287.347401 sec): 3 clusters Score: Raw -1010625.156590 + Penalty 5008.367719 = -1005616.788871 nChanged 692 SP:Iteration 5F (2287.484818 sec): 3 clusters Score: Raw -1011018.825286 + Penalty 5008.367719 = -1006010.457567 nChanged 620 SP:Iteration 6Q (2287.642148 sec): 3 clusters Score: Raw -1011393.694556 + Penalty 5008.367719 = -1006385.326836 nChanged 583 SP:Iteration 7Q (2287.784593 sec): 3 clusters Score: Raw -1011736.124404 + Penalty 5008.367719 = -1006727.756685 nChanged 548 SP:Iteration 8Q (2287.943419 sec): 3 clusters Score: Raw -1012087.229553 + Penalty 5008.367719 = -1007078.861834 nChanged 505 SP:Iteration 9Q (2288.083724 sec): 3 clusters Score: Raw -1012403.147485 + Penalty 5008.367719 = -1007394.779765 nChanged 460 SP:Iteration 10Q (2288.226710 sec): 3 clusters Score: Raw -1012682.583956 + Penalty 5008.367719 = -1007674.216236 nChanged 452 SP:Iteration 11Q (2288.384143 sec): 3 clusters Score: Raw -1012945.898281 + Penalty 5008.367719 = -1007937.530562 nChanged 404 SP:Iteration 12Q (2288.542408 sec): 3 clusters Score: Raw -1013177.488620 + Penalty 5008.367719 = -1008169.120900 nChanged 350 SP:Iteration 13Q (2288.662773 sec): 3 clusters Score: Raw -1013369.836405 + Penalty 5008.367719 = -1008361.468685 nChanged 321 SP:Iteration 14Q (2288.808786 sec): 3 clusters Score: Raw -1013551.456964 + Penalty 5008.367719 = -1008543.089245 nChanged 286 SP:Iteration 15Q (2288.972666 sec): 3 clusters Score: Raw -1013694.711460 + Penalty 5008.367719 = -1008686.343741 nChanged 263 SP:Iteration 16Q (2289.110623 sec): 3 clusters Score: Raw -1013829.448465 + Penalty 5008.367719 = -1008821.080746 nChanged 239 SP:Iteration 17Q (2289.261787 sec): 3 clusters Score: Raw -1013944.466484 + Penalty 5008.367719 = -1008936.098764 nChanged 223 SP:Iteration 18Q (2289.413436 sec): 3 clusters Score: Raw -1014053.157469 + Penalty 5008.367719 = -1009044.789750 nChanged 207 SP:Iteration 19Q (2289.565294 sec): 3 clusters Score: Raw -1014146.274089 + Penalty 5008.367719 = -1009137.906370 nChanged 174 SP:Iteration 20F (2289.702813 sec): 3 clusters Score: Raw -1014228.551967 + Penalty 5008.367719 = -1009220.184248 nChanged 139 SP:Iteration 21Q (2289.853477 sec): 3 clusters Score: Raw -1014293.863145 + Penalty 5008.367719 = -1009285.495426 nChanged 137 SP:Iteration 22Q (2290.022130 sec): 3 clusters Score: Raw -1014367.449488 + Penalty 5008.367719 = -1009359.081769 nChanged 143 SP:Iteration 23Q (2290.160574 sec): 3 clusters Score: Raw -1014434.313496 + Penalty 5008.367719 = -1009425.945777 nChanged 117 SP:Iteration 24Q (2290.309066 sec): 3 clusters Score: Raw -1014483.216220 + Penalty 5008.367719 = -1009474.848501 nChanged 87 SP:Iteration 25Q (2290.448440 sec): 3 clusters Score: Raw -1014517.600740 + Penalty 5008.367719 = -1009509.233021 nChanged 88 SP:Iteration 26Q (2290.590332 sec): 3 clusters Score: Raw -1014546.637992 + Penalty 5008.367719 = -1009538.270273 nChanged 66 SP:Iteration 27Q (2290.757471 sec): 3 clusters Score: Raw -1014568.887986 + Penalty 5008.367719 = -1009560.520267 nChanged 59 SP:Iteration 28Q (2290.880133 sec): 3 clusters Score: Raw -1014585.416432 + Penalty 5008.367719 = -1009577.048713 nChanged 41 SP:Iteration 29Q (2291.022001 sec): 3 clusters Score: Raw -1014597.466009 + Penalty 5008.367719 = -1009589.098289 nChanged 41 SP:Iteration 30Q (2291.154510 sec): 3 clusters Score: Raw -1014608.654501 + Penalty 5008.367719 = -1009600.286782 nChanged 41 SP:Iteration 31Q (2291.281616 sec): 3 clusters Score: Raw -1014621.517342 + Penalty 5008.367719 = -1009613.149623 nChanged 33 SP:Iteration 32Q (2291.425487 sec): 3 clusters Score: Raw -1014631.242110 + Penalty 5008.367719 = -1009622.874391 nChanged 30 SP:Iteration 33Q (2291.578411 sec): 3 clusters Score: Raw -1014639.426029 + Penalty 5008.367719 = -1009631.058310 nChanged 31 SP:Iteration 34Q (2291.712583 sec): 3 clusters Score: Raw -1014651.322461 + Penalty 5008.367719 = -1009642.954742 nChanged 38 SP:Iteration 35Q (2291.841751 sec): 3 clusters Score: Raw -1014664.589200 + Penalty 5008.367719 = -1009656.221481 nChanged 28 SP:Iteration 36Q (2291.976403 sec): 3 clusters Score: Raw -1014672.907892 + Penalty 5008.367719 = -1009664.540172 nChanged 28 SP:Iteration 37Q (2292.122405 sec): 3 clusters Score: Raw -1014679.461989 + Penalty 5008.367719 = -1009671.094270 nChanged 24 SP:Iteration 38Q (2292.279855 sec): 3 clusters Score: Raw -1014685.563421 + Penalty 5008.367719 = -1009677.195702 nChanged 22 SP:Iteration 39Q (2292.431450 sec): 3 clusters Score: Raw -1014691.440677 + Penalty 5008.367719 = -1009683.072957 nChanged 19 SP:Iteration 40F (2292.587056 sec): 3 clusters Score: Raw -1014695.758562 + Penalty 5008.367719 = -1009687.390842 nChanged 11 SP:Iteration 41Q (2292.694628 sec): 3 clusters Score: Raw -1014699.292937 + Penalty 5008.367719 = -1009690.925218 nChanged 14 SP:Iteration 42Q (2292.861564 sec): 3 clusters Score: Raw -1014702.662991 + Penalty 5008.367719 = -1009694.295272 nChanged 15 SP:Iteration 43Q (2292.975678 sec): 3 clusters Score: Raw -1014706.469232 + Penalty 5008.367719 = -1009698.101512 nChanged 15 SP:Iteration 44Q (2293.118566 sec): 3 clusters Score: Raw -1014710.086769 + Penalty 5008.367719 = -1009701.719049 nChanged 16 SP:Iteration 45Q (2293.259064 sec): 3 clusters Score: Raw -1014715.128799 + Penalty 5008.367719 = -1009706.761080 nChanged 11 SP:Iteration 46Q (2293.400266 sec): 3 clusters Score: Raw -1014718.038170 + Penalty 5008.367719 = -1009709.670451 nChanged 7 SP:Iteration 47Q (2293.525644 sec): 3 clusters Score: Raw -1014719.879304 + Penalty 5008.367719 = -1009711.511584 nChanged 7 SP:Iteration 48Q (2293.668644 sec): 3 clusters Score: Raw -1014722.138300 + Penalty 5008.367719 = -1009713.770581 nChanged 11 SP:Iteration 49Q (2293.843599 sec): 3 clusters Score: Raw -1014725.362716 + Penalty 5008.367719 = -1009716.994997 nChanged 16 SP:Iteration 50Q (2293.964648 sec): 3 clusters Score: Raw -1014728.542066 + Penalty 5008.367719 = -1009720.174347 nChanged 5 SP:Iteration 51Q (2294.105490 sec): 3 clusters Score: Raw -1014729.965867 + Penalty 5008.367719 = -1009721.598148 nChanged 8 SP:Iteration 52Q (2294.255180 sec): 3 clusters Score: Raw -1014731.647721 + Penalty 5008.367719 = -1009723.280002 nChanged 8 SP:Iteration 53Q (2294.394934 sec): 3 clusters Score: Raw -1014733.151891 + Penalty 5008.367719 = -1009724.784171 nChanged 4 SP:Iteration 54Q (2294.538512 sec): 3 clusters Score: Raw -1014734.103269 + Penalty 5008.367719 = -1009725.735550 nChanged 5 SP:Iteration 55Q (2294.689025 sec): 3 clusters Score: Raw -1014734.934101 + Penalty 5008.367719 = -1009726.566382 nChanged 2 SP:Iteration 56Q (2294.859988 sec): 3 clusters Score: Raw -1014735.341672 + Penalty 5008.367719 = -1009726.973953 nChanged 0 SP:Iteration 57F (2295.002411 sec): 3 clusters Score: Raw -1014735.341672 + Penalty 5008.367719 = -1009726.973953 nChanged 0 Trying to split cluster 11 (6949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2295.085537 sec): 2 clusters Score: Raw -570766.510319 + Penalty 2335.437203 = -568431.073116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2295.221554 sec): 3 clusters Score: Raw -567247.585311 + Penalty 4670.874407 = -562576.710904 nChanged 2757 SP:Iteration 1F (2295.342039 sec): 3 clusters Score: Raw -568857.898672 + Penalty 4670.874407 = -564187.024265 nChanged 545 SP:Iteration 2F (2295.454284 sec): 3 clusters Score: Raw -569234.104938 + Penalty 4670.874407 = -564563.230531 nChanged 428 SP:Iteration 3F (2295.574232 sec): 3 clusters Score: Raw -569579.579027 + Penalty 4670.874407 = -564908.704620 nChanged 433 SP:Iteration 4F (2295.686435 sec): 3 clusters Score: Raw -569974.235230 + Penalty 4670.874407 = -565303.360824 nChanged 439 SP:Iteration 5F (2295.807006 sec): 3 clusters Score: Raw -570406.230486 + Penalty 4670.874407 = -565735.356079 nChanged 393 SP:Iteration 6F (2295.888501 sec): 3 clusters Score: Raw -570727.295248 + Penalty 4670.874407 = -566056.420841 nChanged 325 SP:Iteration 7Q (2295.943407 sec): 3 clusters Score: Raw -570979.417613 + Penalty 4670.874407 = -566308.543206 nChanged 279 SP:Iteration 8Q (2295.999556 sec): 3 clusters Score: Raw -571172.549390 + Penalty 4670.874407 = -566501.674984 nChanged 223 SP:Iteration 9Q (2296.063174 sec): 3 clusters Score: Raw -571303.952401 + Penalty 4670.874407 = -566633.077994 nChanged 165 SP:Iteration 10Q (2296.126986 sec): 3 clusters Score: Raw -571386.253162 + Penalty 4670.874407 = -566715.378755 nChanged 137 SP:Iteration 11Q (2296.264760 sec): 3 clusters Score: Raw -571457.252487 + Penalty 4670.874407 = -566786.378080 nChanged 119 SP:Iteration 12Q (2296.398231 sec): 3 clusters Score: Raw -571510.887300 + Penalty 4670.874407 = -566840.012893 nChanged 91 SP:Iteration 13Q (2296.552503 sec): 3 clusters Score: Raw -571545.318218 + Penalty 4670.874407 = -566874.443811 nChanged 76 SP:Iteration 14Q (2296.692273 sec): 3 clusters Score: Raw -571571.507783 + Penalty 4670.874407 = -566900.633376 nChanged 58 SP:Iteration 15Q (2296.828716 sec): 3 clusters Score: Raw -571589.956858 + Penalty 4670.874407 = -566919.082451 nChanged 51 SP:Iteration 16Q (2296.946530 sec): 3 clusters Score: Raw -571605.921117 + Penalty 4670.874407 = -566935.046710 nChanged 46 SP:Iteration 17Q (2297.075426 sec): 3 clusters Score: Raw -571620.260157 + Penalty 4670.874407 = -566949.385751 nChanged 38 SP:Iteration 18Q (2297.203173 sec): 3 clusters Score: Raw -571631.147143 + Penalty 4670.874407 = -566960.272736 nChanged 34 SP:Iteration 19Q (2297.320883 sec): 3 clusters Score: Raw -571639.301343 + Penalty 4670.874407 = -566968.426936 nChanged 20 SP:Iteration 20F (2297.423322 sec): 3 clusters Score: Raw -571643.704806 + Penalty 4670.874407 = -566972.830399 nChanged 12 SP:Iteration 21Q (2297.553751 sec): 3 clusters Score: Raw -571646.015101 + Penalty 4670.874407 = -566975.140694 nChanged 9 SP:Iteration 22Q (2297.710526 sec): 3 clusters Score: Raw -571647.959032 + Penalty 4670.874407 = -566977.084625 nChanged 12 SP:Iteration 23Q (2297.820367 sec): 3 clusters Score: Raw -571650.956688 + Penalty 4670.874407 = -566980.082281 nChanged 17 SP:Iteration 24Q (2297.952136 sec): 3 clusters Score: Raw -571657.071608 + Penalty 4670.874407 = -566986.197201 nChanged 18 SP:Iteration 25Q (2298.080768 sec): 3 clusters Score: Raw -571661.768766 + Penalty 4670.874407 = -566990.894359 nChanged 19 SP:Iteration 26Q (2298.207510 sec): 3 clusters Score: Raw -571666.872351 + Penalty 4670.874407 = -566995.997944 nChanged 17 SP:Iteration 27Q (2298.338397 sec): 3 clusters Score: Raw -571670.552336 + Penalty 4670.874407 = -566999.677929 nChanged 12 SP:Iteration 28Q (2298.455115 sec): 3 clusters Score: Raw -571672.650151 + Penalty 4670.874407 = -567001.775744 nChanged 4 SP:Iteration 29Q (2298.582602 sec): 3 clusters Score: Raw -571673.395031 + Penalty 4670.874407 = -567002.520624 nChanged 6 SP:Iteration 30Q (2298.712648 sec): 3 clusters Score: Raw -571674.736550 + Penalty 4670.874407 = -567003.862143 nChanged 10 SP:Iteration 31Q (2298.828905 sec): 3 clusters Score: Raw -571677.240088 + Penalty 4670.874407 = -567006.365681 nChanged 5 SP:Iteration 32Q (2298.953235 sec): 3 clusters Score: Raw -571678.745608 + Penalty 4670.874407 = -567007.871201 nChanged 8 SP:Iteration 33Q (2299.111011 sec): 3 clusters Score: Raw -571681.910600 + Penalty 4670.874407 = -567011.036194 nChanged 17 SP:Iteration 34Q (2299.242931 sec): 3 clusters Score: Raw -571687.101208 + Penalty 4670.874407 = -567016.226801 nChanged 14 SP:Iteration 35Q (2299.376939 sec): 3 clusters Score: Raw -571691.149920 + Penalty 4670.874407 = -567020.275513 nChanged 17 SP:Iteration 36Q (2299.491179 sec): 3 clusters Score: Raw -571696.922054 + Penalty 4670.874407 = -567026.047647 nChanged 16 SP:Iteration 37Q (2299.610320 sec): 3 clusters Score: Raw -571700.699073 + Penalty 4670.874407 = -567029.824666 nChanged 12 SP:Iteration 38Q (2299.734564 sec): 3 clusters Score: Raw -571702.838160 + Penalty 4670.874407 = -567031.963753 nChanged 10 SP:Iteration 39Q (2299.854212 sec): 3 clusters Score: Raw -571705.442565 + Penalty 4670.874407 = -567034.568158 nChanged 7 SP:Iteration 40F (2299.982968 sec): 3 clusters Score: Raw -571707.062253 + Penalty 4670.874407 = -567036.187847 nChanged 6 SP:Iteration 41Q (2300.101886 sec): 3 clusters Score: Raw -571709.036905 + Penalty 4670.874407 = -567038.162499 nChanged 10 SP:Iteration 42Q (2300.207845 sec): 3 clusters Score: Raw -571711.606276 + Penalty 4670.874407 = -567040.731869 nChanged 10 SP:Iteration 43Q (2300.336331 sec): 3 clusters Score: Raw -571716.883756 + Penalty 4670.874407 = -567046.009349 nChanged 17 SP:Iteration 44Q (2300.478017 sec): 3 clusters Score: Raw -571724.889409 + Penalty 4670.874407 = -567054.015002 nChanged 15 SP:Iteration 45Q (2300.591715 sec): 3 clusters Score: Raw -571730.411896 + Penalty 4670.874407 = -567059.537489 nChanged 20 SP:Iteration 46Q (2300.736717 sec): 3 clusters Score: Raw -571737.004185 + Penalty 4670.874407 = -567066.129778 nChanged 25 SP:Iteration 47Q (2300.832017 sec): 3 clusters Score: Raw -571745.522290 + Penalty 4670.874407 = -567074.647883 nChanged 23 SP:Iteration 48Q (2300.952540 sec): 3 clusters Score: Raw -571752.843337 + Penalty 4670.874407 = -567081.968930 nChanged 22 SP:Iteration 49Q (2301.073379 sec): 3 clusters Score: Raw -571759.593630 + Penalty 4670.874407 = -567088.719223 nChanged 20 SP:Iteration 50Q (2301.212466 sec): 3 clusters Score: Raw -571766.076258 + Penalty 4670.874407 = -567095.201851 nChanged 24 SP:Iteration 51Q (2301.331513 sec): 3 clusters Score: Raw -571774.915475 + Penalty 4670.874407 = -567104.041068 nChanged 29 SP:Iteration 52Q (2301.462536 sec): 3 clusters Score: Raw -571787.582303 + Penalty 4670.874407 = -567116.707896 nChanged 27 SP:Iteration 53Q (2301.561789 sec): 3 clusters Score: Raw -571796.475295 + Penalty 4670.874407 = -567125.600888 nChanged 15 SP:Iteration 54Q (2301.698164 sec): 3 clusters Score: Raw -571800.455796 + Penalty 4670.874407 = -567129.581389 nChanged 14 SP:Iteration 55Q (2301.820224 sec): 3 clusters Score: Raw -571803.823915 + Penalty 4670.874407 = -567132.949508 nChanged 13 SP:Iteration 56Q (2301.938129 sec): 3 clusters Score: Raw -571806.529231 + Penalty 4670.874407 = -567135.654825 nChanged 11 SP:Iteration 57Q (2302.070363 sec): 3 clusters Score: Raw -571809.128730 + Penalty 4670.874407 = -567138.254324 nChanged 12 SP:Iteration 58Q (2302.214075 sec): 3 clusters Score: Raw -571812.232934 + Penalty 4670.874407 = -567141.358527 nChanged 14 SP:Iteration 59Q (2302.337121 sec): 3 clusters Score: Raw -571815.628935 + Penalty 4670.874407 = -567144.754528 nChanged 14 SP:Iteration 60F (2302.478208 sec): 3 clusters Score: Raw -571818.644811 + Penalty 4670.874407 = -567147.770404 nChanged 7 SP:Iteration 61Q (2302.609292 sec): 3 clusters Score: Raw -571820.970873 + Penalty 4670.874407 = -567150.096466 nChanged 8 SP:Iteration 62Q (2302.755796 sec): 3 clusters Score: Raw -571822.704705 + Penalty 4670.874407 = -567151.830299 nChanged 8 SP:Iteration 63Q (2302.885205 sec): 3 clusters Score: Raw -571824.249494 + Penalty 4670.874407 = -567153.375087 nChanged 9 SP:Iteration 64Q (2303.013542 sec): 3 clusters Score: Raw -571825.513341 + Penalty 4670.874407 = -567154.638934 nChanged 4 SP:Iteration 65Q (2303.136371 sec): 3 clusters Score: Raw -571826.566932 + Penalty 4670.874407 = -567155.692525 nChanged 8 SP:Iteration 66Q (2303.246430 sec): 3 clusters Score: Raw -571828.845885 + Penalty 4670.874407 = -567157.971478 nChanged 3 SP:Iteration 67Q (2303.383544 sec): 3 clusters Score: Raw -571829.348517 + Penalty 4670.874407 = -567158.474110 nChanged 3 SP:Iteration 68Q (2303.485247 sec): 3 clusters Score: Raw -571829.828431 + Penalty 4670.874407 = -567158.954024 nChanged 1 SP:Iteration 69Q (2303.647956 sec): 3 clusters Score: Raw -571830.016493 + Penalty 4670.874407 = -567159.142086 nChanged 1 SP:Iteration 70Q (2303.728808 sec): 3 clusters Score: Raw -571830.308404 + Penalty 4670.874407 = -567159.433997 nChanged 2 SP:Iteration 71Q (2303.781217 sec): 3 clusters Score: Raw -571830.684734 + Penalty 4670.874407 = -567159.810327 nChanged 1 SP:Iteration 72Q (2303.941578 sec): 3 clusters Score: Raw -571830.848981 + Penalty 4670.874407 = -567159.974574 nChanged 0 SP:Iteration 73F (2304.111693 sec): 3 clusters Score: Raw -571830.848981 + Penalty 4670.874407 = -567159.974574 nChanged 0 Iteration 219Q (2306.054660 sec): 12 clusters Score: Raw -11814551.314255 + Penalty 34530.724271 = -11780020.589984 nChanged 64 Iteration 220F (2308.635594 sec): 12 clusters Score: Raw -11814556.605292 + Penalty 34530.724271 = -11780025.881021 nChanged 54 Iteration 221Q (2310.663997 sec): 12 clusters Score: Raw -11814561.187106 + Penalty 34530.724271 = -11780030.462836 nChanged 58 Iteration 222Q (2312.415127 sec): 12 clusters Score: Raw -11814565.196420 + Penalty 34530.724271 = -11780034.472149 nChanged 51 Iteration 223Q (2314.004938 sec): 12 clusters Score: Raw -11814568.773215 + Penalty 34530.724271 = -11780038.048944 nChanged 44 Iteration 224Q (2315.742530 sec): 12 clusters Score: Raw -11814572.026043 + Penalty 34530.724271 = -11780041.301772 nChanged 36 Iteration 225Q (2317.453584 sec): 12 clusters Score: Raw -11814574.397489 + Penalty 34530.724271 = -11780043.673219 nChanged 42 Iteration 226Q (2319.142480 sec): 12 clusters Score: Raw -11814577.509969 + Penalty 34530.724271 = -11780046.785699 nChanged 40 Iteration 227Q (2320.857077 sec): 12 clusters Score: Raw -11814580.401289 + Penalty 34530.724271 = -11780049.677019 nChanged 35 Iteration 228Q (2322.543466 sec): 12 clusters Score: Raw -11814582.221005 + Penalty 34530.724271 = -11780051.496734 nChanged 43 Iteration 229Q (2324.149589 sec): 12 clusters Score: Raw -11814584.590548 + Penalty 34530.724271 = -11780053.866278 nChanged 46 Iteration 230Q (2325.869420 sec): 12 clusters Score: Raw -11814587.633519 + Penalty 34530.724271 = -11780056.909248 nChanged 34 Iteration 231Q (2327.429720 sec): 12 clusters Score: Raw -11814589.748263 + Penalty 34530.724271 = -11780059.023992 nChanged 33 Iteration 232Q (2328.986190 sec): 12 clusters Score: Raw -11814591.728473 + Penalty 34530.724271 = -11780061.004202 nChanged 25 Iteration 233Q (2330.732780 sec): 12 clusters Score: Raw -11814593.340611 + Penalty 34530.724271 = -11780062.616340 nChanged 24 Iteration 234Q (2332.314565 sec): 12 clusters Score: Raw -11814594.703157 + Penalty 34530.724271 = -11780063.978887 nChanged 21 Iteration 235Q (2334.320635 sec): 12 clusters Score: Raw -11814595.752243 + Penalty 34530.724271 = -11780065.027972 nChanged 18 Iteration 236Q (2336.243986 sec): 12 clusters Score: Raw -11814596.657782 + Penalty 34530.724271 = -11780065.933512 nChanged 14 Iteration 237Q (2338.250084 sec): 12 clusters Score: Raw -11814597.623956 + Penalty 34530.724271 = -11780066.899686 nChanged 17 Iteration 238Q (2340.029204 sec): 12 clusters Score: Raw -11814598.695278 + Penalty 34530.724271 = -11780067.971007 nChanged 17 Iteration 239Q (2341.977771 sec): 12 clusters Score: Raw -11814599.544601 + Penalty 34530.724271 = -11780068.820331 nChanged 8 Iteration 240F (2344.496690 sec): 12 clusters Score: Raw -11814599.939031 + Penalty 34530.724271 = -11780069.214760 nChanged 9 Iteration 241Q (2346.490619 sec): 12 clusters Score: Raw -11814600.591505 + Penalty 34530.724271 = -11780069.867234 nChanged 8 Iteration 242Q (2348.364356 sec): 12 clusters Score: Raw -11814601.055100 + Penalty 34530.724271 = -11780070.330830 nChanged 9 Iteration 243Q (2350.211758 sec): 12 clusters Score: Raw -11814601.465555 + Penalty 34530.724271 = -11780070.741284 nChanged 5 Iteration 244Q (2352.299669 sec): 12 clusters Score: Raw -11814601.663224 + Penalty 34530.724271 = -11780070.938953 nChanged 6 Iteration 245Q (2354.250927 sec): 12 clusters Score: Raw -11814601.927803 + Penalty 34530.724271 = -11780071.203533 nChanged 3 Iteration 246Q (2356.161852 sec): 12 clusters Score: Raw -11814602.084526 + Penalty 34530.724271 = -11780071.360255 nChanged 1 Iteration 247Q (2358.174520 sec): 12 clusters Score: Raw -11814602.092152 + Penalty 34530.724271 = -11780071.367881 nChanged 1 Iteration 248Q (2360.132739 sec): 12 clusters Score: Raw -11814602.130980 + Penalty 34530.724271 = -11780071.406710 nChanged 0 Iteration 249F (2362.406812 sec): 12 clusters Score: Raw -11814602.130980 + Penalty 34530.724271 = -11780071.406710 nChanged 0 Compute initial score before splitting: Score: Raw -11814602.130980 + Penalty 34530.724271 = -11780071.406710 Trying to split cluster 1 (5343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2362.571448 sec): 2 clusters Score: Raw -439912.145791 + Penalty 2266.055239 = -437646.090552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2362.747255 sec): 3 clusters Score: Raw -437352.054122 + Penalty 4532.110478 = -432819.943644 nChanged 2066 SP:Iteration 1F (2362.837073 sec): 3 clusters Score: Raw -438680.171677 + Penalty 4532.110478 = -434148.061199 nChanged 511 SP:Iteration 2F (2362.934564 sec): 3 clusters Score: Raw -439139.797489 + Penalty 4532.110478 = -434607.687011 nChanged 392 SP:Iteration 3F (2363.054679 sec): 3 clusters Score: Raw -439622.847765 + Penalty 4532.110478 = -435090.737287 nChanged 422 SP:Iteration 4F (2363.175745 sec): 3 clusters Score: Raw -440170.489927 + Penalty 4532.110478 = -435638.379449 nChanged 386 SP:Iteration 5F (2363.265916 sec): 3 clusters Score: Raw -440588.243309 + Penalty 4532.110478 = -436056.132831 nChanged 299 SP:Iteration 6F (2363.374521 sec): 3 clusters Score: Raw -440865.161000 + Penalty 4532.110478 = -436333.050522 nChanged 219 SP:Iteration 7Q (2363.527104 sec): 3 clusters Score: Raw -441045.591454 + Penalty 4532.110478 = -436513.480976 nChanged 165 SP:Iteration 8Q (2363.624811 sec): 3 clusters Score: Raw -441154.743596 + Penalty 4532.110478 = -436622.633118 nChanged 119 SP:Iteration 9Q (2363.713717 sec): 3 clusters Score: Raw -441220.703989 + Penalty 4532.110478 = -436688.593511 nChanged 78 SP:Iteration 10Q (2363.844954 sec): 3 clusters Score: Raw -441262.779059 + Penalty 4532.110478 = -436730.668581 nChanged 60 SP:Iteration 11Q (2363.958349 sec): 3 clusters Score: Raw -441290.331507 + Penalty 4532.110478 = -436758.221029 nChanged 43 SP:Iteration 12Q (2364.073613 sec): 3 clusters Score: Raw -441309.608726 + Penalty 4532.110478 = -436777.498248 nChanged 38 SP:Iteration 13Q (2364.178412 sec): 3 clusters Score: Raw -441323.873680 + Penalty 4532.110478 = -436791.763202 nChanged 19 SP:Iteration 14Q (2364.311158 sec): 3 clusters Score: Raw -441331.586389 + Penalty 4532.110478 = -436799.475911 nChanged 11 SP:Iteration 15Q (2364.408606 sec): 3 clusters Score: Raw -441335.301224 + Penalty 4532.110478 = -436803.190746 nChanged 15 SP:Iteration 16Q (2364.524545 sec): 3 clusters Score: Raw -441341.518383 + Penalty 4532.110478 = -436809.407905 nChanged 13 SP:Iteration 17Q (2364.623400 sec): 3 clusters Score: Raw -441346.248579 + Penalty 4532.110478 = -436814.138101 nChanged 12 SP:Iteration 18Q (2364.753422 sec): 3 clusters Score: Raw -441350.023558 + Penalty 4532.110478 = -436817.913080 nChanged 8 SP:Iteration 19Q (2364.855109 sec): 3 clusters Score: Raw -441352.553685 + Penalty 4532.110478 = -436820.443207 nChanged 10 SP:Iteration 20F (2364.985480 sec): 3 clusters Score: Raw -441355.002796 + Penalty 4532.110478 = -436822.892318 nChanged 2 SP:Iteration 21Q (2365.083846 sec): 3 clusters Score: Raw -441355.522655 + Penalty 4532.110478 = -436823.412177 nChanged 1 SP:Iteration 22Q (2365.197628 sec): 3 clusters Score: Raw -441355.685807 + Penalty 4532.110478 = -436823.575329 nChanged 1 SP:Iteration 23Q (2365.304048 sec): 3 clusters Score: Raw -441355.914599 + Penalty 4532.110478 = -436823.804121 nChanged 0 SP:Iteration 24F (2365.419045 sec): 3 clusters Score: Raw -441355.914599 + Penalty 4532.110478 = -436823.804121 nChanged 0 Trying to split cluster 2 (3982 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2365.489050 sec): 2 clusters Score: Raw -294982.968069 + Penalty 2188.438424 = -292794.529645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2365.602853 sec): 3 clusters Score: Raw -293230.438634 + Penalty 4376.876848 = -288853.561786 nChanged 1421 SP:Iteration 1F (2365.726657 sec): 3 clusters Score: Raw -294212.722882 + Penalty 4376.876848 = -289835.846034 nChanged 379 SP:Iteration 2F (2365.834860 sec): 3 clusters Score: Raw -294568.980677 + Penalty 4376.876848 = -290192.103829 nChanged 281 SP:Iteration 3F (2365.939056 sec): 3 clusters Score: Raw -294858.969192 + Penalty 4376.876848 = -290482.092344 nChanged 215 SP:Iteration 4F (2366.042243 sec): 3 clusters Score: Raw -295084.724369 + Penalty 4376.876848 = -290707.847521 nChanged 212 SP:Iteration 5F (2366.141623 sec): 3 clusters Score: Raw -295297.490296 + Penalty 4376.876848 = -290920.613448 nChanged 175 SP:Iteration 6Q (2366.250050 sec): 3 clusters Score: Raw -295472.136818 + Penalty 4376.876848 = -291095.259970 nChanged 165 SP:Iteration 7Q (2366.356683 sec): 3 clusters Score: Raw -295627.117391 + Penalty 4376.876848 = -291250.240543 nChanged 142 SP:Iteration 8Q (2366.444837 sec): 3 clusters Score: Raw -295749.109122 + Penalty 4376.876848 = -291372.232274 nChanged 121 SP:Iteration 9Q (2366.544501 sec): 3 clusters Score: Raw -295840.350126 + Penalty 4376.876848 = -291463.473278 nChanged 74 SP:Iteration 10Q (2366.631754 sec): 3 clusters Score: Raw -295898.951472 + Penalty 4376.876848 = -291522.074624 nChanged 61 SP:Iteration 11Q (2366.739490 sec): 3 clusters Score: Raw -295933.706665 + Penalty 4376.876848 = -291556.829817 nChanged 46 SP:Iteration 12Q (2366.859388 sec): 3 clusters Score: Raw -295955.827047 + Penalty 4376.876848 = -291578.950199 nChanged 35 SP:Iteration 13Q (2366.971054 sec): 3 clusters Score: Raw -295970.332244 + Penalty 4376.876848 = -291593.455396 nChanged 21 SP:Iteration 14Q (2367.084973 sec): 3 clusters Score: Raw -295980.038803 + Penalty 4376.876848 = -291603.161955 nChanged 24 SP:Iteration 15Q (2367.229744 sec): 3 clusters Score: Raw -295993.547434 + Penalty 4376.876848 = -291616.670586 nChanged 23 SP:Iteration 16Q (2367.311593 sec): 3 clusters Score: Raw -296003.217028 + Penalty 4376.876848 = -291626.340181 nChanged 27 SP:Iteration 17Q (2367.430076 sec): 3 clusters Score: Raw -296017.831016 + Penalty 4376.876848 = -291640.954169 nChanged 25 SP:Iteration 18Q (2367.523687 sec): 3 clusters Score: Raw -296028.799543 + Penalty 4376.876848 = -291651.922695 nChanged 16 SP:Iteration 19Q (2367.631064 sec): 3 clusters Score: Raw -296034.988990 + Penalty 4376.876848 = -291658.112142 nChanged 10 SP:Iteration 20F (2367.674608 sec): 3 clusters Score: Raw -296038.962493 + Penalty 4376.876848 = -291662.085645 nChanged 2 SP:Iteration 21Q (2367.718015 sec): 3 clusters Score: Raw -296039.912168 + Penalty 4376.876848 = -291663.035320 nChanged 6 SP:Iteration 22Q (2367.761504 sec): 3 clusters Score: Raw -296044.416597 + Penalty 4376.876848 = -291667.539749 nChanged 10 SP:Iteration 23Q (2367.807671 sec): 3 clusters Score: Raw -296050.770058 + Penalty 4376.876848 = -291673.893210 nChanged 14 SP:Iteration 24Q (2367.855677 sec): 3 clusters Score: Raw -296058.162864 + Penalty 4376.876848 = -291681.286016 nChanged 10 SP:Iteration 25Q (2367.903725 sec): 3 clusters Score: Raw -296063.379975 + Penalty 4376.876848 = -291686.503127 nChanged 12 SP:Iteration 26Q (2367.951207 sec): 3 clusters Score: Raw -296070.617813 + Penalty 4376.876848 = -291693.740965 nChanged 16 SP:Iteration 27Q (2368.072215 sec): 3 clusters Score: Raw -296078.407111 + Penalty 4376.876848 = -291701.530264 nChanged 14 SP:Iteration 28Q (2368.212169 sec): 3 clusters Score: Raw -296084.180170 + Penalty 4376.876848 = -291707.303323 nChanged 11 SP:Iteration 29Q (2368.352941 sec): 3 clusters Score: Raw -296087.224672 + Penalty 4376.876848 = -291710.347824 nChanged 7 SP:Iteration 30Q (2368.462626 sec): 3 clusters Score: Raw -296089.758018 + Penalty 4376.876848 = -291712.881170 nChanged 10 SP:Iteration 31Q (2368.582263 sec): 3 clusters Score: Raw -296094.527762 + Penalty 4376.876848 = -291717.650914 nChanged 13 SP:Iteration 32Q (2368.684905 sec): 3 clusters Score: Raw -296099.214072 + Penalty 4376.876848 = -291722.337224 nChanged 9 SP:Iteration 33Q (2368.794007 sec): 3 clusters Score: Raw -296102.841304 + Penalty 4376.876848 = -291725.964456 nChanged 13 SP:Iteration 34Q (2368.886317 sec): 3 clusters Score: Raw -296106.681694 + Penalty 4376.876848 = -291729.804846 nChanged 5 SP:Iteration 35Q (2368.996656 sec): 3 clusters Score: Raw -296108.593496 + Penalty 4376.876848 = -291731.716648 nChanged 3 SP:Iteration 36Q (2369.078116 sec): 3 clusters Score: Raw -296109.364217 + Penalty 4376.876848 = -291732.487369 nChanged 3 SP:Iteration 37Q (2369.173758 sec): 3 clusters Score: Raw -296109.977372 + Penalty 4376.876848 = -291733.100525 nChanged 2 SP:Iteration 38Q (2369.290023 sec): 3 clusters Score: Raw -296110.165654 + Penalty 4376.876848 = -291733.288806 nChanged 2 SP:Iteration 39Q (2369.387365 sec): 3 clusters Score: Raw -296110.381247 + Penalty 4376.876848 = -291733.504399 nChanged 1 SP:Iteration 40F (2369.493980 sec): 3 clusters Score: Raw -296110.699327 + Penalty 4376.876848 = -291733.822479 nChanged 1 SP:Iteration 41Q (2369.602505 sec): 3 clusters Score: Raw -296110.832238 + Penalty 4376.876848 = -291733.955390 nChanged 1 SP:Iteration 42Q (2369.699231 sec): 3 clusters Score: Raw -296110.997805 + Penalty 4376.876848 = -291734.120957 nChanged 1 SP:Iteration 43Q (2369.827235 sec): 3 clusters Score: Raw -296111.200827 + Penalty 4376.876848 = -291734.323979 nChanged 2 SP:Iteration 44Q (2369.944324 sec): 3 clusters Score: Raw -296112.290659 + Penalty 4376.876848 = -291735.413811 nChanged 2 SP:Iteration 45Q (2370.056571 sec): 3 clusters Score: Raw -296112.989620 + Penalty 4376.876848 = -291736.112772 nChanged 1 SP:Iteration 46Q (2370.157159 sec): 3 clusters Score: Raw -296113.078431 + Penalty 4376.876848 = -291736.201583 nChanged 0 SP:Iteration 47F (2370.263809 sec): 3 clusters Score: Raw -296113.078431 + Penalty 4376.876848 = -291736.201583 nChanged 0 Trying to split cluster 3 (9387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2370.364443 sec): 2 clusters Score: Raw -841171.671284 + Penalty 2414.829393 = -838756.841891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2370.481584 sec): 3 clusters Score: Raw -836214.940474 + Penalty 4829.658785 = -831385.281689 nChanged 3859 SP:Iteration 1F (2370.599880 sec): 3 clusters Score: Raw -838386.105536 + Penalty 4829.658785 = -833556.446751 nChanged 664 SP:Iteration 2F (2370.732245 sec): 3 clusters Score: Raw -838728.683162 + Penalty 4829.658785 = -833899.024377 nChanged 508 SP:Iteration 3F (2370.848779 sec): 3 clusters Score: Raw -838986.939410 + Penalty 4829.658785 = -834157.280625 nChanged 436 SP:Iteration 4Q (2370.998545 sec): 3 clusters Score: Raw -839200.328778 + Penalty 4829.658785 = -834370.669993 nChanged 379 SP:Iteration 5Q (2371.120789 sec): 3 clusters Score: Raw -839402.011981 + Penalty 4829.658785 = -834572.353196 nChanged 363 SP:Iteration 6Q (2371.260533 sec): 3 clusters Score: Raw -839629.845084 + Penalty 4829.658785 = -834800.186299 nChanged 383 SP:Iteration 7Q (2371.397319 sec): 3 clusters Score: Raw -839842.437726 + Penalty 4829.658785 = -835012.778941 nChanged 332 SP:Iteration 8Q (2371.539433 sec): 3 clusters Score: Raw -840041.095538 + Penalty 4829.658785 = -835211.436753 nChanged 328 SP:Iteration 9Q (2371.661949 sec): 3 clusters Score: Raw -840249.892273 + Penalty 4829.658785 = -835420.233488 nChanged 331 SP:Iteration 10Q (2371.822276 sec): 3 clusters Score: Raw -840474.419775 + Penalty 4829.658785 = -835644.760990 nChanged 306 SP:Iteration 11Q (2371.929715 sec): 3 clusters Score: Raw -840703.854185 + Penalty 4829.658785 = -835874.195400 nChanged 307 SP:Iteration 12Q (2372.065005 sec): 3 clusters Score: Raw -840891.946829 + Penalty 4829.658785 = -836062.288044 nChanged 275 SP:Iteration 13Q (2372.206348 sec): 3 clusters Score: Raw -841039.659347 + Penalty 4829.658785 = -836210.000562 nChanged 205 SP:Iteration 14Q (2372.323782 sec): 3 clusters Score: Raw -841127.087516 + Penalty 4829.658785 = -836297.428731 nChanged 144 SP:Iteration 15Q (2372.462053 sec): 3 clusters Score: Raw -841184.353470 + Penalty 4829.658785 = -836354.694684 nChanged 120 SP:Iteration 16Q (2372.593553 sec): 3 clusters Score: Raw -841225.705806 + Penalty 4829.658785 = -836396.047021 nChanged 86 SP:Iteration 17Q (2372.735775 sec): 3 clusters Score: Raw -841252.171914 + Penalty 4829.658785 = -836422.513129 nChanged 73 SP:Iteration 18Q (2372.881944 sec): 3 clusters Score: Raw -841269.191793 + Penalty 4829.658785 = -836439.533008 nChanged 51 SP:Iteration 19Q (2373.003907 sec): 3 clusters Score: Raw -841280.843989 + Penalty 4829.658785 = -836451.185203 nChanged 45 SP:Iteration 20F (2373.134478 sec): 3 clusters Score: Raw -841291.683208 + Penalty 4829.658785 = -836462.024423 nChanged 41 SP:Iteration 21Q (2373.268038 sec): 3 clusters Score: Raw -841300.955171 + Penalty 4829.658785 = -836471.296386 nChanged 34 SP:Iteration 22Q (2373.397873 sec): 3 clusters Score: Raw -841307.677791 + Penalty 4829.658785 = -836478.019006 nChanged 28 SP:Iteration 23Q (2373.498892 sec): 3 clusters Score: Raw -841313.301795 + Penalty 4829.658785 = -836483.643010 nChanged 27 SP:Iteration 24Q (2373.633519 sec): 3 clusters Score: Raw -841317.789808 + Penalty 4829.658785 = -836488.131022 nChanged 20 SP:Iteration 25Q (2373.779764 sec): 3 clusters Score: Raw -841322.277015 + Penalty 4829.658785 = -836492.618230 nChanged 23 SP:Iteration 26Q (2373.896871 sec): 3 clusters Score: Raw -841326.704849 + Penalty 4829.658785 = -836497.046064 nChanged 14 SP:Iteration 27Q (2374.033932 sec): 3 clusters Score: Raw -841328.839559 + Penalty 4829.658785 = -836499.180774 nChanged 11 SP:Iteration 28Q (2374.176430 sec): 3 clusters Score: Raw -841330.781410 + Penalty 4829.658785 = -836501.122625 nChanged 8 SP:Iteration 29Q (2374.306841 sec): 3 clusters Score: Raw -841332.099762 + Penalty 4829.658785 = -836502.440977 nChanged 7 SP:Iteration 30Q (2374.438056 sec): 3 clusters Score: Raw -841333.359296 + Penalty 4829.658785 = -836503.700511 nChanged 9 SP:Iteration 31Q (2374.596396 sec): 3 clusters Score: Raw -841334.622761 + Penalty 4829.658785 = -836504.963975 nChanged 5 SP:Iteration 32Q (2374.712015 sec): 3 clusters Score: Raw -841335.556844 + Penalty 4829.658785 = -836505.898059 nChanged 6 SP:Iteration 33Q (2374.875814 sec): 3 clusters Score: Raw -841336.513063 + Penalty 4829.658785 = -836506.854278 nChanged 6 SP:Iteration 34Q (2375.021861 sec): 3 clusters Score: Raw -841337.325977 + Penalty 4829.658785 = -836507.667192 nChanged 2 SP:Iteration 35Q (2375.137064 sec): 3 clusters Score: Raw -841337.579124 + Penalty 4829.658785 = -836507.920339 nChanged 0 SP:Iteration 36F (2375.295387 sec): 3 clusters Score: Raw -841337.579124 + Penalty 4829.658785 = -836507.920339 nChanged 0 Trying to split cluster 4 (65817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2375.601166 sec): 2 clusters Score: Raw -5649040.481676 + Penalty 2928.983229 = -5646111.498447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2375.931868 sec): 3 clusters Score: Raw -5607697.981029 + Penalty 5857.966458 = -5601840.014571 nChanged 30754 SP:Iteration 1F (2376.242529 sec): 3 clusters Score: Raw -5625062.403421 + Penalty 5857.966458 = -5619204.436963 nChanged 2996 SP:Iteration 2Q (2376.573481 sec): 3 clusters Score: Raw -5626093.579556 + Penalty 5857.966458 = -5620235.613098 nChanged 3113 SP:Iteration 3Q (2376.928008 sec): 3 clusters Score: Raw -5627275.465322 + Penalty 5857.966458 = -5621417.498864 nChanged 3331 SP:Iteration 4F (2377.203294 sec): 3 clusters Score: Raw -5628773.812676 + Penalty 5857.966458 = -5622915.846218 nChanged 3752 SP:Iteration 5F (2377.554499 sec): 3 clusters Score: Raw -5630804.885667 + Penalty 5857.966458 = -5624946.919209 nChanged 4253 SP:Iteration 6F (2377.896039 sec): 3 clusters Score: Raw -5633562.065836 + Penalty 5857.966458 = -5627704.099378 nChanged 4531 SP:Iteration 7F (2378.201719 sec): 3 clusters Score: Raw -5636846.580469 + Penalty 5857.966458 = -5630988.614011 nChanged 4415 SP:Iteration 8F (2378.476094 sec): 3 clusters Score: Raw -5640413.804419 + Penalty 5857.966458 = -5634555.837961 nChanged 3935 SP:Iteration 9F (2378.799852 sec): 3 clusters Score: Raw -5643852.530008 + Penalty 5857.966458 = -5637994.563550 nChanged 2955 SP:Iteration 10Q (2379.098900 sec): 3 clusters Score: Raw -5646508.367932 + Penalty 5857.966458 = -5640650.401474 nChanged 1762 SP:Iteration 11Q (2379.396832 sec): 3 clusters Score: Raw -5648030.997153 + Penalty 5857.966458 = -5642173.030696 nChanged 815 SP:Iteration 12Q (2379.668036 sec): 3 clusters Score: Raw -5648694.135285 + Penalty 5857.966458 = -5642836.168828 nChanged 384 SP:Iteration 13Q (2379.999116 sec): 3 clusters Score: Raw -5649019.226612 + Penalty 5857.966458 = -5643161.260154 nChanged 201 SP:Iteration 14Q (2380.328962 sec): 3 clusters Score: Raw -5649175.935777 + Penalty 5857.966458 = -5643317.969320 nChanged 96 SP:Iteration 15Q (2380.604140 sec): 3 clusters Score: Raw -5649241.954736 + Penalty 5857.966458 = -5643383.988278 nChanged 63 SP:Iteration 16Q (2380.916679 sec): 3 clusters Score: Raw -5649294.141605 + Penalty 5857.966458 = -5643436.175148 nChanged 53 SP:Iteration 17Q (2381.239187 sec): 3 clusters Score: Raw -5649339.208779 + Penalty 5857.966458 = -5643481.242321 nChanged 41 SP:Iteration 18Q (2381.543066 sec): 3 clusters Score: Raw -5649368.956987 + Penalty 5857.966458 = -5643510.990529 nChanged 30 SP:Iteration 19Q (2381.817946 sec): 3 clusters Score: Raw -5649398.691887 + Penalty 5857.966458 = -5643540.725430 nChanged 27 SP:Iteration 20F (2382.150135 sec): 3 clusters Score: Raw -5649419.989323 + Penalty 5857.966458 = -5643562.022866 nChanged 22 SP:Iteration 21Q (2382.419775 sec): 3 clusters Score: Raw -5649438.914664 + Penalty 5857.966458 = -5643580.948206 nChanged 18 SP:Iteration 22Q (2382.769366 sec): 3 clusters Score: Raw -5649455.974434 + Penalty 5857.966458 = -5643598.007977 nChanged 15 SP:Iteration 23Q (2383.041927 sec): 3 clusters Score: Raw -5649468.017109 + Penalty 5857.966458 = -5643610.050651 nChanged 10 SP:Iteration 24Q (2383.385668 sec): 3 clusters Score: Raw -5649476.333230 + Penalty 5857.966458 = -5643618.366772 nChanged 8 SP:Iteration 25Q (2383.665144 sec): 3 clusters Score: Raw -5649484.281669 + Penalty 5857.966458 = -5643626.315211 nChanged 10 SP:Iteration 26Q (2383.945122 sec): 3 clusters Score: Raw -5649493.877247 + Penalty 5857.966458 = -5643635.910789 nChanged 5 SP:Iteration 27Q (2384.234649 sec): 3 clusters Score: Raw -5649497.324983 + Penalty 5857.966458 = -5643639.358525 nChanged 2 SP:Iteration 28Q (2384.506117 sec): 3 clusters Score: Raw -5649498.957898 + Penalty 5857.966458 = -5643640.991440 nChanged 4 SP:Iteration 29Q (2384.844941 sec): 3 clusters Score: Raw -5649503.401584 + Penalty 5857.966458 = -5643645.435126 nChanged 6 SP:Iteration 30Q (2385.128273 sec): 3 clusters Score: Raw -5649509.187655 + Penalty 5857.966458 = -5643651.221198 nChanged 5 SP:Iteration 31Q (2385.454247 sec): 3 clusters Score: Raw -5649514.743366 + Penalty 5857.966458 = -5643656.776908 nChanged 4 SP:Iteration 32Q (2385.715205 sec): 3 clusters Score: Raw -5649518.307041 + Penalty 5857.966458 = -5643660.340583 nChanged 3 SP:Iteration 33Q (2386.060111 sec): 3 clusters Score: Raw -5649520.233151 + Penalty 5857.966458 = -5643662.266693 nChanged 1 SP:Iteration 34Q (2386.313653 sec): 3 clusters Score: Raw -5649520.797489 + Penalty 5857.966458 = -5643662.831031 nChanged 2 SP:Iteration 35Q (2386.617743 sec): 3 clusters Score: Raw -5649522.000942 + Penalty 5857.966458 = -5643664.034484 nChanged 0 SP:Iteration 36F (2386.938429 sec): 3 clusters Score: Raw -5649522.000942 + Penalty 5857.966458 = -5643664.034484 nChanged 0 Trying to split cluster 5 (9447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2387.044647 sec): 2 clusters Score: Raw -730556.986403 + Penalty 2416.511463 = -728140.474940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2387.242437 sec): 3 clusters Score: Raw -725477.979874 + Penalty 4833.022925 = -720644.956949 nChanged 3864 SP:Iteration 1F (2387.403195 sec): 3 clusters Score: Raw -727716.244736 + Penalty 4833.022925 = -722883.221811 nChanged 776 SP:Iteration 2F (2387.548147 sec): 3 clusters Score: Raw -728218.097184 + Penalty 4833.022925 = -723385.074259 nChanged 622 SP:Iteration 3F (2387.701176 sec): 3 clusters Score: Raw -728631.200229 + Penalty 4833.022925 = -723798.177304 nChanged 537 SP:Iteration 4F (2387.823011 sec): 3 clusters Score: Raw -728999.651823 + Penalty 4833.022925 = -724166.628898 nChanged 507 SP:Iteration 5F (2387.951817 sec): 3 clusters Score: Raw -729341.867534 + Penalty 4833.022925 = -724508.844609 nChanged 464 SP:Iteration 6Q (2388.078276 sec): 3 clusters Score: Raw -729688.746568 + Penalty 4833.022925 = -724855.723643 nChanged 459 SP:Iteration 7Q (2388.221510 sec): 3 clusters Score: Raw -729996.945278 + Penalty 4833.022925 = -725163.922353 nChanged 370 SP:Iteration 8Q (2388.373447 sec): 3 clusters Score: Raw -730203.273044 + Penalty 4833.022925 = -725370.250119 nChanged 311 SP:Iteration 9Q (2388.522866 sec): 3 clusters Score: Raw -730394.460487 + Penalty 4833.022925 = -725561.437562 nChanged 278 SP:Iteration 10Q (2388.645727 sec): 3 clusters Score: Raw -730544.598438 + Penalty 4833.022925 = -725711.575513 nChanged 266 SP:Iteration 11Q (2388.763283 sec): 3 clusters Score: Raw -730701.963098 + Penalty 4833.022925 = -725868.940172 nChanged 240 SP:Iteration 12Q (2388.892777 sec): 3 clusters Score: Raw -730829.548040 + Penalty 4833.022925 = -725996.525115 nChanged 191 SP:Iteration 13Q (2389.039670 sec): 3 clusters Score: Raw -730918.721957 + Penalty 4833.022925 = -726085.699032 nChanged 166 SP:Iteration 14Q (2389.138603 sec): 3 clusters Score: Raw -730996.242497 + Penalty 4833.022925 = -726163.219572 nChanged 157 SP:Iteration 15Q (2389.284357 sec): 3 clusters Score: Raw -731072.838849 + Penalty 4833.022925 = -726239.815923 nChanged 152 SP:Iteration 16Q (2389.433937 sec): 3 clusters Score: Raw -731140.697347 + Penalty 4833.022925 = -726307.674422 nChanged 133 SP:Iteration 17Q (2389.595373 sec): 3 clusters Score: Raw -731200.070409 + Penalty 4833.022925 = -726367.047484 nChanged 125 SP:Iteration 18Q (2389.736569 sec): 3 clusters Score: Raw -731258.814809 + Penalty 4833.022925 = -726425.791884 nChanged 127 SP:Iteration 19Q (2389.871041 sec): 3 clusters Score: Raw -731310.975819 + Penalty 4833.022925 = -726477.952894 nChanged 96 SP:Iteration 20F (2390.003825 sec): 3 clusters Score: Raw -731342.942595 + Penalty 4833.022925 = -726509.919670 nChanged 80 SP:Iteration 21Q (2390.130178 sec): 3 clusters Score: Raw -731374.007964 + Penalty 4833.022925 = -726540.985039 nChanged 77 SP:Iteration 22Q (2390.262144 sec): 3 clusters Score: Raw -731400.008063 + Penalty 4833.022925 = -726566.985138 nChanged 68 SP:Iteration 23Q (2390.392946 sec): 3 clusters Score: Raw -731424.503803 + Penalty 4833.022925 = -726591.480878 nChanged 57 SP:Iteration 24Q (2390.523555 sec): 3 clusters Score: Raw -731443.627631 + Penalty 4833.022925 = -726610.604706 nChanged 61 SP:Iteration 25Q (2390.668427 sec): 3 clusters Score: Raw -731467.960745 + Penalty 4833.022925 = -726634.937820 nChanged 51 SP:Iteration 26Q (2390.777265 sec): 3 clusters Score: Raw -731489.568606 + Penalty 4833.022925 = -726656.545681 nChanged 69 SP:Iteration 27Q (2390.947814 sec): 3 clusters Score: Raw -731512.682495 + Penalty 4833.022925 = -726679.659570 nChanged 55 SP:Iteration 28Q (2391.104537 sec): 3 clusters Score: Raw -731529.925074 + Penalty 4833.022925 = -726696.902149 nChanged 45 SP:Iteration 29Q (2391.233710 sec): 3 clusters Score: Raw -731548.781118 + Penalty 4833.022925 = -726715.758193 nChanged 46 SP:Iteration 30Q (2391.400528 sec): 3 clusters Score: Raw -731567.811968 + Penalty 4833.022925 = -726734.789042 nChanged 34 SP:Iteration 31Q (2391.514279 sec): 3 clusters Score: Raw -731580.378266 + Penalty 4833.022925 = -726747.355341 nChanged 30 SP:Iteration 32Q (2391.645133 sec): 3 clusters Score: Raw -731589.598856 + Penalty 4833.022925 = -726756.575931 nChanged 29 SP:Iteration 33Q (2391.821378 sec): 3 clusters Score: Raw -731599.103749 + Penalty 4833.022925 = -726766.080824 nChanged 33 SP:Iteration 34Q (2391.951061 sec): 3 clusters Score: Raw -731609.263136 + Penalty 4833.022925 = -726776.240211 nChanged 33 SP:Iteration 35Q (2392.052140 sec): 3 clusters Score: Raw -731620.639109 + Penalty 4833.022925 = -726787.616184 nChanged 25 SP:Iteration 36Q (2392.192232 sec): 3 clusters Score: Raw -731628.990384 + Penalty 4833.022925 = -726795.967459 nChanged 29 SP:Iteration 37Q (2392.308923 sec): 3 clusters Score: Raw -731638.006011 + Penalty 4833.022925 = -726804.983086 nChanged 17 SP:Iteration 38Q (2392.429695 sec): 3 clusters Score: Raw -731643.964221 + Penalty 4833.022925 = -726810.941296 nChanged 24 SP:Iteration 39Q (2392.567472 sec): 3 clusters Score: Raw -731650.652140 + Penalty 4833.022925 = -726817.629215 nChanged 25 SP:Iteration 40F (2392.710853 sec): 3 clusters Score: Raw -731659.093320 + Penalty 4833.022925 = -726826.070395 nChanged 23 SP:Iteration 41Q (2392.872967 sec): 3 clusters Score: Raw -731665.752751 + Penalty 4833.022925 = -726832.729826 nChanged 22 SP:Iteration 42Q (2393.013853 sec): 3 clusters Score: Raw -731673.324769 + Penalty 4833.022925 = -726840.301843 nChanged 28 SP:Iteration 43Q (2393.137160 sec): 3 clusters Score: Raw -731684.204035 + Penalty 4833.022925 = -726851.181110 nChanged 27 SP:Iteration 44Q (2393.249478 sec): 3 clusters Score: Raw -731694.353852 + Penalty 4833.022925 = -726861.330927 nChanged 24 SP:Iteration 45Q (2393.395575 sec): 3 clusters Score: Raw -731701.147688 + Penalty 4833.022925 = -726868.124763 nChanged 24 SP:Iteration 46Q (2393.578618 sec): 3 clusters Score: Raw -731707.875503 + Penalty 4833.022925 = -726874.852578 nChanged 18 SP:Iteration 47Q (2393.695669 sec): 3 clusters Score: Raw -731712.048674 + Penalty 4833.022925 = -726879.025749 nChanged 14 SP:Iteration 48Q (2393.812855 sec): 3 clusters Score: Raw -731718.119738 + Penalty 4833.022925 = -726885.096813 nChanged 20 SP:Iteration 49Q (2393.959579 sec): 3 clusters Score: Raw -731725.185935 + Penalty 4833.022925 = -726892.163010 nChanged 19 SP:Iteration 50Q (2394.086032 sec): 3 clusters Score: Raw -731730.730821 + Penalty 4833.022925 = -726897.707896 nChanged 20 SP:Iteration 51Q (2394.213716 sec): 3 clusters Score: Raw -731735.510517 + Penalty 4833.022925 = -726902.487592 nChanged 11 SP:Iteration 52Q (2394.375958 sec): 3 clusters Score: Raw -731738.874477 + Penalty 4833.022925 = -726905.851552 nChanged 11 SP:Iteration 53Q (2394.558206 sec): 3 clusters Score: Raw -731741.951983 + Penalty 4833.022925 = -726908.929058 nChanged 15 SP:Iteration 54Q (2394.681632 sec): 3 clusters Score: Raw -731745.977896 + Penalty 4833.022925 = -726912.954971 nChanged 14 SP:Iteration 55Q (2394.773508 sec): 3 clusters Score: Raw -731749.323258 + Penalty 4833.022925 = -726916.300332 nChanged 10 SP:Iteration 56Q (2394.927166 sec): 3 clusters Score: Raw -731751.637449 + Penalty 4833.022925 = -726918.614524 nChanged 10 SP:Iteration 57Q (2395.052491 sec): 3 clusters Score: Raw -731753.779680 + Penalty 4833.022925 = -726920.756755 nChanged 6 SP:Iteration 58Q (2395.186140 sec): 3 clusters Score: Raw -731755.193221 + Penalty 4833.022925 = -726922.170296 nChanged 3 SP:Iteration 59Q (2395.307357 sec): 3 clusters Score: Raw -731755.817171 + Penalty 4833.022925 = -726922.794246 nChanged 3 SP:Iteration 60F (2395.452507 sec): 3 clusters Score: Raw -731756.635806 + Penalty 4833.022925 = -726923.612881 nChanged 1 SP:Iteration 61Q (2395.573391 sec): 3 clusters Score: Raw -731756.895672 + Penalty 4833.022925 = -726923.872747 nChanged 2 SP:Iteration 62Q (2395.712939 sec): 3 clusters Score: Raw -731757.291980 + Penalty 4833.022925 = -726924.269055 nChanged 0 SP:Iteration 63F (2395.838774 sec): 3 clusters Score: Raw -731757.291980 + Penalty 4833.022925 = -726924.269055 nChanged 0 Trying to split cluster 6 (4592 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2395.898056 sec): 2 clusters Score: Raw -328605.479246 + Penalty 2226.066728 = -326379.412518 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2396.014419 sec): 3 clusters Score: Raw -326510.504713 + Penalty 4452.133455 = -322058.371258 nChanged 1699 SP:Iteration 1F (2396.134392 sec): 3 clusters Score: Raw -327663.665408 + Penalty 4452.133455 = -323211.531952 nChanged 430 SP:Iteration 2F (2396.256161 sec): 3 clusters Score: Raw -328084.199889 + Penalty 4452.133455 = -323632.066434 nChanged 337 SP:Iteration 3F (2396.384408 sec): 3 clusters Score: Raw -328436.299691 + Penalty 4452.133455 = -323984.166236 nChanged 303 SP:Iteration 4F (2396.505266 sec): 3 clusters Score: Raw -328763.127505 + Penalty 4452.133455 = -324310.994050 nChanged 235 SP:Iteration 5F (2396.605799 sec): 3 clusters Score: Raw -328980.912686 + Penalty 4452.133455 = -324528.779231 nChanged 199 SP:Iteration 6Q (2396.748973 sec): 3 clusters Score: Raw -329170.002465 + Penalty 4452.133455 = -324717.869010 nChanged 189 SP:Iteration 7Q (2396.867909 sec): 3 clusters Score: Raw -329358.103478 + Penalty 4452.133455 = -324905.970022 nChanged 176 SP:Iteration 8Q (2396.970509 sec): 3 clusters Score: Raw -329573.062617 + Penalty 4452.133455 = -325120.929161 nChanged 195 SP:Iteration 9Q (2397.109122 sec): 3 clusters Score: Raw -329841.578356 + Penalty 4452.133455 = -325389.444901 nChanged 183 SP:Iteration 10Q (2397.240315 sec): 3 clusters Score: Raw -330106.159933 + Penalty 4452.133455 = -325654.026477 nChanged 178 SP:Iteration 11Q (2397.371225 sec): 3 clusters Score: Raw -330347.253072 + Penalty 4452.133455 = -325895.119617 nChanged 143 SP:Iteration 12Q (2397.483487 sec): 3 clusters Score: Raw -330530.609885 + Penalty 4452.133455 = -326078.476430 nChanged 134 SP:Iteration 13Q (2397.583834 sec): 3 clusters Score: Raw -330657.739604 + Penalty 4452.133455 = -326205.606149 nChanged 113 SP:Iteration 14Q (2397.693146 sec): 3 clusters Score: Raw -330740.828178 + Penalty 4452.133455 = -326288.694723 nChanged 80 SP:Iteration 15Q (2397.802092 sec): 3 clusters Score: Raw -330801.529744 + Penalty 4452.133455 = -326349.396289 nChanged 53 SP:Iteration 16Q (2397.945563 sec): 3 clusters Score: Raw -330837.029442 + Penalty 4452.133455 = -326384.895986 nChanged 40 SP:Iteration 17Q (2398.045797 sec): 3 clusters Score: Raw -330863.981125 + Penalty 4452.133455 = -326411.847670 nChanged 30 SP:Iteration 18Q (2398.177876 sec): 3 clusters Score: Raw -330884.363275 + Penalty 4452.133455 = -326432.229820 nChanged 29 SP:Iteration 19Q (2398.295674 sec): 3 clusters Score: Raw -330900.034709 + Penalty 4452.133455 = -326447.901254 nChanged 21 SP:Iteration 20F (2398.408927 sec): 3 clusters Score: Raw -330918.644088 + Penalty 4452.133455 = -326466.510633 nChanged 27 SP:Iteration 21Q (2398.532619 sec): 3 clusters Score: Raw -330939.090452 + Penalty 4452.133455 = -326486.956996 nChanged 22 SP:Iteration 22Q (2398.626020 sec): 3 clusters Score: Raw -330951.965772 + Penalty 4452.133455 = -326499.832317 nChanged 24 SP:Iteration 23Q (2398.759985 sec): 3 clusters Score: Raw -330964.082042 + Penalty 4452.133455 = -326511.948587 nChanged 21 SP:Iteration 24Q (2398.854527 sec): 3 clusters Score: Raw -330975.721781 + Penalty 4452.133455 = -326523.588326 nChanged 18 SP:Iteration 25Q (2398.971531 sec): 3 clusters Score: Raw -330983.276502 + Penalty 4452.133455 = -326531.143047 nChanged 11 SP:Iteration 26Q (2399.105933 sec): 3 clusters Score: Raw -330988.242210 + Penalty 4452.133455 = -326536.108755 nChanged 11 SP:Iteration 27Q (2399.235482 sec): 3 clusters Score: Raw -330992.541511 + Penalty 4452.133455 = -326540.408056 nChanged 10 SP:Iteration 28Q (2399.351561 sec): 3 clusters Score: Raw -330996.895237 + Penalty 4452.133455 = -326544.761782 nChanged 12 SP:Iteration 29Q (2399.467277 sec): 3 clusters Score: Raw -331003.000767 + Penalty 4452.133455 = -326550.867311 nChanged 9 SP:Iteration 30Q (2399.587790 sec): 3 clusters Score: Raw -331013.076305 + Penalty 4452.133455 = -326560.942849 nChanged 11 SP:Iteration 31Q (2399.684189 sec): 3 clusters Score: Raw -331019.589126 + Penalty 4452.133455 = -326567.455671 nChanged 12 SP:Iteration 32Q (2399.794340 sec): 3 clusters Score: Raw -331026.317794 + Penalty 4452.133455 = -326574.184339 nChanged 16 SP:Iteration 33Q (2399.902295 sec): 3 clusters Score: Raw -331034.047967 + Penalty 4452.133455 = -326581.914512 nChanged 16 SP:Iteration 34Q (2400.017225 sec): 3 clusters Score: Raw -331041.452044 + Penalty 4452.133455 = -326589.318589 nChanged 16 SP:Iteration 35Q (2400.137951 sec): 3 clusters Score: Raw -331049.323554 + Penalty 4452.133455 = -326597.190099 nChanged 15 SP:Iteration 36Q (2400.276229 sec): 3 clusters Score: Raw -331056.458731 + Penalty 4452.133455 = -326604.325276 nChanged 12 SP:Iteration 37Q (2400.394129 sec): 3 clusters Score: Raw -331060.555462 + Penalty 4452.133455 = -326608.422007 nChanged 10 SP:Iteration 38Q (2400.484075 sec): 3 clusters Score: Raw -331063.894475 + Penalty 4452.133455 = -326611.761019 nChanged 7 SP:Iteration 39Q (2400.609781 sec): 3 clusters Score: Raw -331066.820537 + Penalty 4452.133455 = -326614.687082 nChanged 5 SP:Iteration 40F (2400.732622 sec): 3 clusters Score: Raw -331068.872829 + Penalty 4452.133455 = -326616.739374 nChanged 2 SP:Iteration 41Q (2400.815817 sec): 3 clusters Score: Raw -331070.496132 + Penalty 4452.133455 = -326618.362677 nChanged 4 SP:Iteration 42Q (2400.928925 sec): 3 clusters Score: Raw -331071.695677 + Penalty 4452.133455 = -326619.562221 nChanged 2 SP:Iteration 43Q (2401.055985 sec): 3 clusters Score: Raw -331072.489773 + Penalty 4452.133455 = -326620.356318 nChanged 2 SP:Iteration 44Q (2401.191001 sec): 3 clusters Score: Raw -331072.945932 + Penalty 4452.133455 = -326620.812477 nChanged 0 SP:Iteration 45F (2401.351008 sec): 3 clusters Score: Raw -331072.945932 + Penalty 4452.133455 = -326620.812477 nChanged 0 Score: Raw -11817069.597667 + Penalty 37669.881023 = -11779399.716644 Splitting cluster 6 changes total score from -11780071.406710 to -11779399.716644 So it's not getting split. Trying to split cluster 7 (12828 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2404.270896 sec): 2 clusters Score: Raw -1110704.049977 + Penalty 2497.277788 = -1108206.772189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2404.466924 sec): 3 clusters Score: Raw -1103618.493915 + Penalty 4994.555576 = -1098623.938339 nChanged 5437 SP:Iteration 1F (2404.596796 sec): 3 clusters Score: Raw -1106813.623568 + Penalty 4994.555576 = -1101819.067992 nChanged 1028 SP:Iteration 2F (2404.746592 sec): 3 clusters Score: Raw -1107558.888145 + Penalty 4994.555576 = -1102564.332569 nChanged 968 SP:Iteration 3F (2404.875187 sec): 3 clusters Score: Raw -1108386.785884 + Penalty 4994.555576 = -1103392.230308 nChanged 969 SP:Iteration 4F (2405.024494 sec): 3 clusters Score: Raw -1109241.487057 + Penalty 4994.555576 = -1104246.931481 nChanged 911 SP:Iteration 5F (2405.184691 sec): 3 clusters Score: Raw -1110002.137823 + Penalty 4994.555576 = -1105007.582246 nChanged 745 SP:Iteration 6F (2405.352939 sec): 3 clusters Score: Raw -1110520.705538 + Penalty 4994.555576 = -1105526.149962 nChanged 581 SP:Iteration 7Q (2405.448964 sec): 3 clusters Score: Raw -1110878.475446 + Penalty 4994.555576 = -1105883.919870 nChanged 459 SP:Iteration 8Q (2405.529786 sec): 3 clusters Score: Raw -1111117.212303 + Penalty 4994.555576 = -1106122.656727 nChanged 328 SP:Iteration 9Q (2405.622588 sec): 3 clusters Score: Raw -1111249.519163 + Penalty 4994.555576 = -1106254.963587 nChanged 228 SP:Iteration 10Q (2405.717997 sec): 3 clusters Score: Raw -1111330.862779 + Penalty 4994.555576 = -1106336.307203 nChanged 208 SP:Iteration 11Q (2405.805697 sec): 3 clusters Score: Raw -1111389.590206 + Penalty 4994.555576 = -1106395.034630 nChanged 139 SP:Iteration 12Q (2405.891801 sec): 3 clusters Score: Raw -1111425.322246 + Penalty 4994.555576 = -1106430.766670 nChanged 94 SP:Iteration 13Q (2406.028820 sec): 3 clusters Score: Raw -1111445.120744 + Penalty 4994.555576 = -1106450.565167 nChanged 71 SP:Iteration 14Q (2406.167294 sec): 3 clusters Score: Raw -1111459.151914 + Penalty 4994.555576 = -1106464.596338 nChanged 56 SP:Iteration 15Q (2406.296643 sec): 3 clusters Score: Raw -1111470.330102 + Penalty 4994.555576 = -1106475.774526 nChanged 49 SP:Iteration 16Q (2406.438520 sec): 3 clusters Score: Raw -1111479.413245 + Penalty 4994.555576 = -1106484.857668 nChanged 40 SP:Iteration 17Q (2406.578547 sec): 3 clusters Score: Raw -1111486.708741 + Penalty 4994.555576 = -1106492.153165 nChanged 33 SP:Iteration 18Q (2406.754096 sec): 3 clusters Score: Raw -1111491.685424 + Penalty 4994.555576 = -1106497.129848 nChanged 26 SP:Iteration 19Q (2406.905983 sec): 3 clusters Score: Raw -1111495.339492 + Penalty 4994.555576 = -1106500.783915 nChanged 28 SP:Iteration 20F (2407.048849 sec): 3 clusters Score: Raw -1111500.364626 + Penalty 4994.555576 = -1106505.809050 nChanged 26 SP:Iteration 21Q (2407.192626 sec): 3 clusters Score: Raw -1111504.356803 + Penalty 4994.555576 = -1106509.801227 nChanged 15 SP:Iteration 22Q (2407.360951 sec): 3 clusters Score: Raw -1111506.011124 + Penalty 4994.555576 = -1106511.455548 nChanged 10 SP:Iteration 23Q (2407.480988 sec): 3 clusters Score: Raw -1111507.201665 + Penalty 4994.555576 = -1106512.646089 nChanged 9 SP:Iteration 24Q (2407.669237 sec): 3 clusters Score: Raw -1111508.533529 + Penalty 4994.555576 = -1106513.977953 nChanged 8 SP:Iteration 25Q (2407.823066 sec): 3 clusters Score: Raw -1111509.734195 + Penalty 4994.555576 = -1106515.178619 nChanged 7 SP:Iteration 26Q (2407.966368 sec): 3 clusters Score: Raw -1111510.507438 + Penalty 4994.555576 = -1106515.951862 nChanged 6 SP:Iteration 27Q (2408.089039 sec): 3 clusters Score: Raw -1111511.013681 + Penalty 4994.555576 = -1106516.458105 nChanged 4 SP:Iteration 28Q (2408.261635 sec): 3 clusters Score: Raw -1111511.635923 + Penalty 4994.555576 = -1106517.080347 nChanged 4 SP:Iteration 29Q (2408.392345 sec): 3 clusters Score: Raw -1111512.193564 + Penalty 4994.555576 = -1106517.637988 nChanged 6 SP:Iteration 30Q (2408.572245 sec): 3 clusters Score: Raw -1111513.176652 + Penalty 4994.555576 = -1106518.621076 nChanged 8 SP:Iteration 31Q (2408.716175 sec): 3 clusters Score: Raw -1111514.218715 + Penalty 4994.555576 = -1106519.663139 nChanged 11 SP:Iteration 32Q (2408.869624 sec): 3 clusters Score: Raw -1111515.324583 + Penalty 4994.555576 = -1106520.769007 nChanged 4 SP:Iteration 33Q (2408.992303 sec): 3 clusters Score: Raw -1111515.715777 + Penalty 4994.555576 = -1106521.160201 nChanged 4 SP:Iteration 34Q (2409.134587 sec): 3 clusters Score: Raw -1111516.050930 + Penalty 4994.555576 = -1106521.495354 nChanged 3 SP:Iteration 35Q (2409.283469 sec): 3 clusters Score: Raw -1111516.229261 + Penalty 4994.555576 = -1106521.673685 nChanged 2 SP:Iteration 36Q (2409.438001 sec): 3 clusters Score: Raw -1111516.379258 + Penalty 4994.555576 = -1106521.823681 nChanged 2 SP:Iteration 37Q (2409.579098 sec): 3 clusters Score: Raw -1111516.606664 + Penalty 4994.555576 = -1106522.051088 nChanged 3 SP:Iteration 38Q (2409.712996 sec): 3 clusters Score: Raw -1111516.884616 + Penalty 4994.555576 = -1106522.329040 nChanged 6 SP:Iteration 39Q (2409.845689 sec): 3 clusters Score: Raw -1111517.877619 + Penalty 4994.555576 = -1106523.322043 nChanged 2 SP:Iteration 40F (2409.986586 sec): 3 clusters Score: Raw -1111518.098678 + Penalty 4994.555576 = -1106523.543101 nChanged 3 SP:Iteration 41Q (2410.121354 sec): 3 clusters Score: Raw -1111518.259756 + Penalty 4994.555576 = -1106523.704180 nChanged 0 SP:Iteration 42F (2410.311619 sec): 3 clusters Score: Raw -1111518.259756 + Penalty 4994.555576 = -1106523.704180 nChanged 0 Trying to split cluster 8 (3698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2410.347486 sec): 2 clusters Score: Raw -230351.091192 + Penalty 2168.904517 = -228182.186676 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2410.450032 sec): 3 clusters Score: Raw -228839.566626 + Penalty 4337.809034 = -224501.757592 nChanged 1404 SP:Iteration 1F (2410.574195 sec): 3 clusters Score: Raw -230279.134844 + Penalty 4337.809034 = -225941.325811 nChanged 418 SP:Iteration 2F (2410.674386 sec): 3 clusters Score: Raw -230967.192162 + Penalty 4337.809034 = -226629.383129 nChanged 306 SP:Iteration 3F (2410.790103 sec): 3 clusters Score: Raw -231372.242805 + Penalty 4337.809034 = -227034.433771 nChanged 230 SP:Iteration 4F (2410.904969 sec): 3 clusters Score: Raw -231660.204171 + Penalty 4337.809034 = -227322.395138 nChanged 180 SP:Iteration 5Q (2411.023001 sec): 3 clusters Score: Raw -231899.928038 + Penalty 4337.809034 = -227562.119005 nChanged 154 SP:Iteration 6Q (2411.138173 sec): 3 clusters Score: Raw -232115.080565 + Penalty 4337.809034 = -227777.271532 nChanged 134 SP:Iteration 7Q (2411.273069 sec): 3 clusters Score: Raw -232291.045797 + Penalty 4337.809034 = -227953.236763 nChanged 102 SP:Iteration 8Q (2411.390211 sec): 3 clusters Score: Raw -232418.950564 + Penalty 4337.809034 = -228081.141531 nChanged 92 SP:Iteration 9Q (2411.491684 sec): 3 clusters Score: Raw -232527.050313 + Penalty 4337.809034 = -228189.241279 nChanged 72 SP:Iteration 10Q (2411.613731 sec): 3 clusters Score: Raw -232608.226976 + Penalty 4337.809034 = -228270.417943 nChanged 60 SP:Iteration 11Q (2411.743896 sec): 3 clusters Score: Raw -232673.888046 + Penalty 4337.809034 = -228336.079013 nChanged 64 SP:Iteration 12Q (2411.868155 sec): 3 clusters Score: Raw -232743.126562 + Penalty 4337.809034 = -228405.317528 nChanged 53 SP:Iteration 13Q (2411.998814 sec): 3 clusters Score: Raw -232787.088110 + Penalty 4337.809034 = -228449.279077 nChanged 44 SP:Iteration 14Q (2412.115791 sec): 3 clusters Score: Raw -232812.578171 + Penalty 4337.809034 = -228474.769138 nChanged 24 SP:Iteration 15Q (2412.247094 sec): 3 clusters Score: Raw -232821.484868 + Penalty 4337.809034 = -228483.675835 nChanged 5 SP:Iteration 16Q (2412.332668 sec): 3 clusters Score: Raw -232823.403506 + Penalty 4337.809034 = -228485.594472 nChanged 5 SP:Iteration 17Q (2412.454771 sec): 3 clusters Score: Raw -232826.029707 + Penalty 4337.809034 = -228488.220673 nChanged 7 SP:Iteration 18Q (2412.582630 sec): 3 clusters Score: Raw -232827.572633 + Penalty 4337.809034 = -228489.763599 nChanged 2 SP:Iteration 19Q (2412.710095 sec): 3 clusters Score: Raw -232828.096869 + Penalty 4337.809034 = -228490.287835 nChanged 0 SP:Iteration 20F (2412.832729 sec): 3 clusters Score: Raw -232832.390212 + Penalty 4337.809034 = -228494.581178 nChanged 1 SP:Iteration 21Q (2412.875297 sec): 3 clusters Score: Raw -232836.359079 + Penalty 4337.809034 = -228498.550046 nChanged 4 SP:Iteration 22Q (2412.918854 sec): 3 clusters Score: Raw -232837.875803 + Penalty 4337.809034 = -228500.066769 nChanged 5 SP:Iteration 23Q (2412.963171 sec): 3 clusters Score: Raw -232839.773419 + Penalty 4337.809034 = -228501.964386 nChanged 2 SP:Iteration 24Q (2413.007635 sec): 3 clusters Score: Raw -232840.247694 + Penalty 4337.809034 = -228502.438660 nChanged 0 SP:Iteration 25F (2413.053205 sec): 3 clusters Score: Raw -232840.247694 + Penalty 4337.809034 = -228502.438660 nChanged 0 Score: Raw -11817091.287482 + Penalty 37669.881023 = -11779421.406459 Splitting cluster 8 changes total score from -11780071.406710 to -11779421.406459 So it's not getting split. Trying to split cluster 9 (10706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2415.901470 sec): 2 clusters Score: Raw -882828.474669 + Penalty 2449.539737 = -880378.934932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.036385 sec): 3 clusters Score: Raw -877088.949468 + Penalty 4899.079475 = -872189.869993 nChanged 4460 SP:Iteration 1F (2416.190173 sec): 3 clusters Score: Raw -879587.912948 + Penalty 4899.079475 = -874688.833474 nChanged 815 SP:Iteration 2F (2416.330466 sec): 3 clusters Score: Raw -880087.006740 + Penalty 4899.079475 = -875187.927265 nChanged 702 SP:Iteration 3F (2416.452953 sec): 3 clusters Score: Raw -880546.021090 + Penalty 4899.079475 = -875646.941615 nChanged 624 SP:Iteration 4F (2416.603112 sec): 3 clusters Score: Raw -880972.697644 + Penalty 4899.079475 = -876073.618170 nChanged 577 SP:Iteration 5F (2416.736847 sec): 3 clusters Score: Raw -881359.156376 + Penalty 4899.079475 = -876460.076902 nChanged 548 SP:Iteration 6F (2416.888528 sec): 3 clusters Score: Raw -881759.157411 + Penalty 4899.079475 = -876860.077936 nChanged 541 SP:Iteration 7F (2417.020967 sec): 3 clusters Score: Raw -882157.228727 + Penalty 4899.079475 = -877258.149252 nChanged 525 SP:Iteration 8Q (2417.153771 sec): 3 clusters Score: Raw -882486.040138 + Penalty 4899.079475 = -877586.960663 nChanged 413 SP:Iteration 9Q (2417.302004 sec): 3 clusters Score: Raw -882724.786358 + Penalty 4899.079475 = -877825.706883 nChanged 335 SP:Iteration 10Q (2417.414157 sec): 3 clusters Score: Raw -882886.664017 + Penalty 4899.079475 = -877987.584543 nChanged 273 SP:Iteration 11Q (2417.547553 sec): 3 clusters Score: Raw -883011.001400 + Penalty 4899.079475 = -878111.921925 nChanged 244 SP:Iteration 12Q (2417.675312 sec): 3 clusters Score: Raw -883119.788441 + Penalty 4899.079475 = -878220.708966 nChanged 211 SP:Iteration 13Q (2417.833586 sec): 3 clusters Score: Raw -883209.075672 + Penalty 4899.079475 = -878309.996198 nChanged 187 SP:Iteration 14Q (2417.949661 sec): 3 clusters Score: Raw -883278.160161 + Penalty 4899.079475 = -878379.080687 nChanged 167 SP:Iteration 15Q (2418.067280 sec): 3 clusters Score: Raw -883339.388476 + Penalty 4899.079475 = -878440.309001 nChanged 132 SP:Iteration 16Q (2418.230637 sec): 3 clusters Score: Raw -883379.667732 + Penalty 4899.079475 = -878480.588257 nChanged 109 SP:Iteration 17Q (2418.361673 sec): 3 clusters Score: Raw -883408.763898 + Penalty 4899.079475 = -878509.684423 nChanged 91 SP:Iteration 18Q (2418.483249 sec): 3 clusters Score: Raw -883429.077353 + Penalty 4899.079475 = -878529.997879 nChanged 57 SP:Iteration 19Q (2418.630024 sec): 3 clusters Score: Raw -883443.533011 + Penalty 4899.079475 = -878544.453536 nChanged 60 SP:Iteration 20F (2418.767636 sec): 3 clusters Score: Raw -883457.798219 + Penalty 4899.079475 = -878558.718744 nChanged 57 SP:Iteration 21Q (2418.914152 sec): 3 clusters Score: Raw -883471.538797 + Penalty 4899.079475 = -878572.459322 nChanged 55 SP:Iteration 22Q (2419.040026 sec): 3 clusters Score: Raw -883485.114000 + Penalty 4899.079475 = -878586.034525 nChanged 52 SP:Iteration 23Q (2419.184183 sec): 3 clusters Score: Raw -883494.562674 + Penalty 4899.079475 = -878595.483199 nChanged 39 SP:Iteration 24Q (2419.324536 sec): 3 clusters Score: Raw -883501.654259 + Penalty 4899.079475 = -878602.574784 nChanged 32 SP:Iteration 25Q (2419.442950 sec): 3 clusters Score: Raw -883508.473668 + Penalty 4899.079475 = -878609.394194 nChanged 43 SP:Iteration 26Q (2419.590626 sec): 3 clusters Score: Raw -883519.162095 + Penalty 4899.079475 = -878620.082621 nChanged 36 SP:Iteration 27Q (2419.689201 sec): 3 clusters Score: Raw -883527.484900 + Penalty 4899.079475 = -878628.405425 nChanged 36 SP:Iteration 28Q (2419.808916 sec): 3 clusters Score: Raw -883535.996979 + Penalty 4899.079475 = -878636.917505 nChanged 30 SP:Iteration 29Q (2419.949828 sec): 3 clusters Score: Raw -883540.992985 + Penalty 4899.079475 = -878641.913511 nChanged 25 SP:Iteration 30Q (2420.093788 sec): 3 clusters Score: Raw -883544.595927 + Penalty 4899.079475 = -878645.516452 nChanged 14 SP:Iteration 31Q (2420.264455 sec): 3 clusters Score: Raw -883546.627559 + Penalty 4899.079475 = -878647.548085 nChanged 14 SP:Iteration 32Q (2420.391385 sec): 3 clusters Score: Raw -883548.222061 + Penalty 4899.079475 = -878649.142587 nChanged 9 SP:Iteration 33Q (2420.559934 sec): 3 clusters Score: Raw -883549.512794 + Penalty 4899.079475 = -878650.433319 nChanged 7 SP:Iteration 34Q (2420.681366 sec): 3 clusters Score: Raw -883550.516603 + Penalty 4899.079475 = -878651.437129 nChanged 8 SP:Iteration 35Q (2420.798483 sec): 3 clusters Score: Raw -883552.015560 + Penalty 4899.079475 = -878652.936085 nChanged 7 SP:Iteration 36Q (2420.938207 sec): 3 clusters Score: Raw -883553.015956 + Penalty 4899.079475 = -878653.936482 nChanged 6 SP:Iteration 37Q (2421.060697 sec): 3 clusters Score: Raw -883553.844286 + Penalty 4899.079475 = -878654.764812 nChanged 5 SP:Iteration 38Q (2421.188835 sec): 3 clusters Score: Raw -883554.818984 + Penalty 4899.079475 = -878655.739509 nChanged 9 SP:Iteration 39Q (2421.337550 sec): 3 clusters Score: Raw -883555.727014 + Penalty 4899.079475 = -878656.647540 nChanged 5 SP:Iteration 40F (2421.470037 sec): 3 clusters Score: Raw -883556.695216 + Penalty 4899.079475 = -878657.615741 nChanged 6 SP:Iteration 41Q (2421.635729 sec): 3 clusters Score: Raw -883557.338346 + Penalty 4899.079475 = -878658.258871 nChanged 0 SP:Iteration 42F (2421.750572 sec): 3 clusters Score: Raw -883557.338346 + Penalty 4899.079475 = -878658.258871 nChanged 0 Trying to split cluster 10 (13080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2421.853407 sec): 2 clusters Score: Raw -1006663.971813 + Penalty 2502.413661 = -1004161.558152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2421.988685 sec): 3 clusters Score: Raw -999403.112970 + Penalty 5004.827322 = -994398.285648 nChanged 5499 SP:Iteration 1F (2422.146052 sec): 3 clusters Score: Raw -1002482.047719 + Penalty 5004.827322 = -997477.220397 nChanged 892 SP:Iteration 2F (2422.274007 sec): 3 clusters Score: Raw -1003029.557600 + Penalty 5004.827322 = -998024.730278 nChanged 846 SP:Iteration 3F (2422.447131 sec): 3 clusters Score: Raw -1003625.301677 + Penalty 5004.827322 = -998620.474355 nChanged 822 SP:Iteration 4F (2422.572497 sec): 3 clusters Score: Raw -1004290.691858 + Penalty 5004.827322 = -999285.864536 nChanged 852 SP:Iteration 5F (2422.699898 sec): 3 clusters Score: Raw -1004966.290488 + Penalty 5004.827322 = -999961.463166 nChanged 831 SP:Iteration 6F (2422.849602 sec): 3 clusters Score: Raw -1005580.533358 + Penalty 5004.827322 = -1000575.706036 nChanged 727 SP:Iteration 7F (2422.999441 sec): 3 clusters Score: Raw -1006067.326165 + Penalty 5004.827322 = -1001062.498843 nChanged 604 SP:Iteration 8Q (2423.150335 sec): 3 clusters Score: Raw -1006392.855991 + Penalty 5004.827322 = -1001388.028669 nChanged 469 SP:Iteration 9Q (2423.274539 sec): 3 clusters Score: Raw -1006611.720376 + Penalty 5004.827322 = -1001606.893054 nChanged 372 SP:Iteration 10Q (2423.421444 sec): 3 clusters Score: Raw -1006755.704365 + Penalty 5004.827322 = -1001750.877043 nChanged 259 SP:Iteration 11Q (2423.577590 sec): 3 clusters Score: Raw -1006832.451166 + Penalty 5004.827322 = -1001827.623844 nChanged 195 SP:Iteration 12Q (2423.723337 sec): 3 clusters Score: Raw -1006887.218438 + Penalty 5004.827322 = -1001882.391116 nChanged 137 SP:Iteration 13Q (2423.879391 sec): 3 clusters Score: Raw -1006920.614041 + Penalty 5004.827322 = -1001915.786719 nChanged 100 SP:Iteration 14Q (2424.016401 sec): 3 clusters Score: Raw -1006940.882532 + Penalty 5004.827322 = -1001936.055210 nChanged 74 SP:Iteration 15Q (2424.160306 sec): 3 clusters Score: Raw -1006955.098391 + Penalty 5004.827322 = -1001950.271069 nChanged 53 SP:Iteration 16Q (2424.307716 sec): 3 clusters Score: Raw -1006967.819931 + Penalty 5004.827322 = -1001962.992609 nChanged 59 SP:Iteration 17Q (2424.447747 sec): 3 clusters Score: Raw -1006979.834294 + Penalty 5004.827322 = -1001975.006972 nChanged 51 SP:Iteration 18Q (2424.595891 sec): 3 clusters Score: Raw -1006989.361190 + Penalty 5004.827322 = -1001984.533868 nChanged 43 SP:Iteration 19Q (2424.716712 sec): 3 clusters Score: Raw -1006997.542773 + Penalty 5004.827322 = -1001992.715451 nChanged 42 SP:Iteration 20F (2424.885168 sec): 3 clusters Score: Raw -1007004.251358 + Penalty 5004.827322 = -1001999.424036 nChanged 42 SP:Iteration 21Q (2425.015453 sec): 3 clusters Score: Raw -1007010.659684 + Penalty 5004.827322 = -1002005.832362 nChanged 37 SP:Iteration 22Q (2425.147639 sec): 3 clusters Score: Raw -1007016.445947 + Penalty 5004.827322 = -1002011.618625 nChanged 39 SP:Iteration 23Q (2425.285935 sec): 3 clusters Score: Raw -1007022.713322 + Penalty 5004.827322 = -1002017.886000 nChanged 33 SP:Iteration 24Q (2425.420233 sec): 3 clusters Score: Raw -1007027.377863 + Penalty 5004.827322 = -1002022.550541 nChanged 25 SP:Iteration 25Q (2425.584484 sec): 3 clusters Score: Raw -1007030.819313 + Penalty 5004.827322 = -1002025.991991 nChanged 26 SP:Iteration 26Q (2425.748340 sec): 3 clusters Score: Raw -1007034.241811 + Penalty 5004.827322 = -1002029.414489 nChanged 22 SP:Iteration 27Q (2425.884115 sec): 3 clusters Score: Raw -1007038.080238 + Penalty 5004.827322 = -1002033.252916 nChanged 20 SP:Iteration 28Q (2426.017054 sec): 3 clusters Score: Raw -1007041.564197 + Penalty 5004.827322 = -1002036.736875 nChanged 22 SP:Iteration 29Q (2426.178363 sec): 3 clusters Score: Raw -1007045.136794 + Penalty 5004.827322 = -1002040.309472 nChanged 27 SP:Iteration 30Q (2426.344440 sec): 3 clusters Score: Raw -1007049.920832 + Penalty 5004.827322 = -1002045.093510 nChanged 36 SP:Iteration 31Q (2426.509792 sec): 3 clusters Score: Raw -1007056.661489 + Penalty 5004.827322 = -1002051.834167 nChanged 34 SP:Iteration 32Q (2426.638953 sec): 3 clusters Score: Raw -1007062.710430 + Penalty 5004.827322 = -1002057.883108 nChanged 33 SP:Iteration 33Q (2426.770372 sec): 3 clusters Score: Raw -1007067.670979 + Penalty 5004.827322 = -1002062.843657 nChanged 32 SP:Iteration 34Q (2426.914684 sec): 3 clusters Score: Raw -1007073.583635 + Penalty 5004.827322 = -1002068.756312 nChanged 46 SP:Iteration 35Q (2427.058465 sec): 3 clusters Score: Raw -1007082.225648 + Penalty 5004.827322 = -1002077.398326 nChanged 44 SP:Iteration 36Q (2427.200928 sec): 3 clusters Score: Raw -1007089.407934 + Penalty 5004.827322 = -1002084.580612 nChanged 47 SP:Iteration 37Q (2427.363413 sec): 3 clusters Score: Raw -1007098.442317 + Penalty 5004.827322 = -1002093.614995 nChanged 57 SP:Iteration 38Q (2427.496316 sec): 3 clusters Score: Raw -1007109.179371 + Penalty 5004.827322 = -1002104.352049 nChanged 56 SP:Iteration 39Q (2427.658576 sec): 3 clusters Score: Raw -1007117.792792 + Penalty 5004.827322 = -1002112.965470 nChanged 44 SP:Iteration 40F (2427.786134 sec): 3 clusters Score: Raw -1007125.803305 + Penalty 5004.827322 = -1002120.975983 nChanged 45 SP:Iteration 41Q (2427.897935 sec): 3 clusters Score: Raw -1007134.834999 + Penalty 5004.827322 = -1002130.007677 nChanged 45 SP:Iteration 42Q (2428.043185 sec): 3 clusters Score: Raw -1007142.169386 + Penalty 5004.827322 = -1002137.342064 nChanged 43 SP:Iteration 43Q (2428.198193 sec): 3 clusters Score: Raw -1007150.955300 + Penalty 5004.827322 = -1002146.127978 nChanged 69 SP:Iteration 44Q (2428.318364 sec): 3 clusters Score: Raw -1007169.401835 + Penalty 5004.827322 = -1002164.574513 nChanged 80 SP:Iteration 45Q (2428.455319 sec): 3 clusters Score: Raw -1007187.379534 + Penalty 5004.827322 = -1002182.552212 nChanged 79 SP:Iteration 46Q (2428.619113 sec): 3 clusters Score: Raw -1007205.582168 + Penalty 5004.827322 = -1002200.754846 nChanged 79 SP:Iteration 47Q (2428.760987 sec): 3 clusters Score: Raw -1007224.731679 + Penalty 5004.827322 = -1002219.904357 nChanged 77 SP:Iteration 48Q (2428.889453 sec): 3 clusters Score: Raw -1007243.050574 + Penalty 5004.827322 = -1002238.223252 nChanged 79 SP:Iteration 49Q (2429.048689 sec): 3 clusters Score: Raw -1007265.422795 + Penalty 5004.827322 = -1002260.595473 nChanged 80 SP:Iteration 50Q (2429.170472 sec): 3 clusters Score: Raw -1007287.731663 + Penalty 5004.827322 = -1002282.904341 nChanged 91 SP:Iteration 51Q (2429.307112 sec): 3 clusters Score: Raw -1007313.364679 + Penalty 5004.827322 = -1002308.537357 nChanged 80 SP:Iteration 52Q (2429.457958 sec): 3 clusters Score: Raw -1007336.841998 + Penalty 5004.827322 = -1002332.014676 nChanged 87 SP:Iteration 53Q (2429.593154 sec): 3 clusters Score: Raw -1007361.776577 + Penalty 5004.827322 = -1002356.949255 nChanged 73 SP:Iteration 54Q (2429.717791 sec): 3 clusters Score: Raw -1007381.461416 + Penalty 5004.827322 = -1002376.634094 nChanged 83 SP:Iteration 55Q (2429.845666 sec): 3 clusters Score: Raw -1007402.403200 + Penalty 5004.827322 = -1002397.575878 nChanged 92 SP:Iteration 56Q (2429.986835 sec): 3 clusters Score: Raw -1007426.846673 + Penalty 5004.827322 = -1002422.019351 nChanged 82 SP:Iteration 57Q (2430.170495 sec): 3 clusters Score: Raw -1007449.788223 + Penalty 5004.827322 = -1002444.960901 nChanged 76 SP:Iteration 58Q (2430.289330 sec): 3 clusters Score: Raw -1007468.571101 + Penalty 5004.827322 = -1002463.743779 nChanged 70 SP:Iteration 59Q (2430.423256 sec): 3 clusters Score: Raw -1007488.308103 + Penalty 5004.827322 = -1002483.480781 nChanged 71 SP:Iteration 60F (2430.564118 sec): 3 clusters Score: Raw -1007506.719670 + Penalty 5004.827322 = -1002501.892348 nChanged 77 SP:Iteration 61Q (2430.712768 sec): 3 clusters Score: Raw -1007527.402226 + Penalty 5004.827322 = -1002522.574904 nChanged 74 SP:Iteration 62Q (2430.868690 sec): 3 clusters Score: Raw -1007548.639975 + Penalty 5004.827322 = -1002543.812653 nChanged 67 SP:Iteration 63Q (2430.999717 sec): 3 clusters Score: Raw -1007566.348899 + Penalty 5004.827322 = -1002561.521577 nChanged 51 SP:Iteration 64Q (2431.142836 sec): 3 clusters Score: Raw -1007577.323398 + Penalty 5004.827322 = -1002572.496076 nChanged 49 SP:Iteration 65Q (2431.301002 sec): 3 clusters Score: Raw -1007589.439858 + Penalty 5004.827322 = -1002584.612536 nChanged 31 SP:Iteration 66Q (2431.417886 sec): 3 clusters Score: Raw -1007596.072378 + Penalty 5004.827322 = -1002591.245056 nChanged 29 SP:Iteration 67Q (2431.562451 sec): 3 clusters Score: Raw -1007602.190552 + Penalty 5004.827322 = -1002597.363230 nChanged 32 SP:Iteration 68Q (2431.701690 sec): 3 clusters Score: Raw -1007608.371148 + Penalty 5004.827322 = -1002603.543826 nChanged 28 SP:Iteration 69Q (2431.838664 sec): 3 clusters Score: Raw -1007613.526886 + Penalty 5004.827322 = -1002608.699564 nChanged 24 SP:Iteration 70Q (2432.003184 sec): 3 clusters Score: Raw -1007618.276412 + Penalty 5004.827322 = -1002613.449090 nChanged 29 SP:Iteration 71Q (2432.101421 sec): 3 clusters Score: Raw -1007624.967972 + Penalty 5004.827322 = -1002620.140650 nChanged 31 SP:Iteration 72Q (2432.244702 sec): 3 clusters Score: Raw -1007632.517062 + Penalty 5004.827322 = -1002627.689740 nChanged 36 SP:Iteration 73Q (2432.430091 sec): 3 clusters Score: Raw -1007640.009485 + Penalty 5004.827322 = -1002635.182163 nChanged 28 SP:Iteration 74Q (2432.577187 sec): 3 clusters Score: Raw -1007646.607190 + Penalty 5004.827322 = -1002641.779868 nChanged 29 SP:Iteration 75Q (2432.701724 sec): 3 clusters Score: Raw -1007654.393373 + Penalty 5004.827322 = -1002649.566051 nChanged 30 SP:Iteration 76Q (2432.855640 sec): 3 clusters Score: Raw -1007660.186734 + Penalty 5004.827322 = -1002655.359412 nChanged 23 SP:Iteration 77Q (2433.008587 sec): 3 clusters Score: Raw -1007664.647718 + Penalty 5004.827322 = -1002659.820396 nChanged 17 SP:Iteration 78Q (2433.142673 sec): 3 clusters Score: Raw -1007668.318566 + Penalty 5004.827322 = -1002663.491244 nChanged 22 SP:Iteration 79Q (2433.315248 sec): 3 clusters Score: Raw -1007674.370779 + Penalty 5004.827322 = -1002669.543457 nChanged 27 SP:Iteration 80F (2433.469616 sec): 3 clusters Score: Raw -1007680.815490 + Penalty 5004.827322 = -1002675.988168 nChanged 30 SP:Iteration 81Q (2433.609269 sec): 3 clusters Score: Raw -1007689.234678 + Penalty 5004.827322 = -1002684.407356 nChanged 36 SP:Iteration 82Q (2433.729771 sec): 3 clusters Score: Raw -1007696.421153 + Penalty 5004.827322 = -1002691.593831 nChanged 16 SP:Iteration 83Q (2433.882361 sec): 3 clusters Score: Raw -1007699.904868 + Penalty 5004.827322 = -1002695.077546 nChanged 12 SP:Iteration 84Q (2433.998905 sec): 3 clusters Score: Raw -1007702.512461 + Penalty 5004.827322 = -1002697.685139 nChanged 17 SP:Iteration 85Q (2434.130141 sec): 3 clusters Score: Raw -1007705.871718 + Penalty 5004.827322 = -1002701.044396 nChanged 10 SP:Iteration 86Q (2434.273034 sec): 3 clusters Score: Raw -1007707.536593 + Penalty 5004.827322 = -1002702.709271 nChanged 12 SP:Iteration 87Q (2434.402489 sec): 3 clusters Score: Raw -1007710.280253 + Penalty 5004.827322 = -1002705.452931 nChanged 9 SP:Iteration 88Q (2434.557857 sec): 3 clusters Score: Raw -1007712.231113 + Penalty 5004.827322 = -1002707.403791 nChanged 11 SP:Iteration 89Q (2434.684384 sec): 3 clusters Score: Raw -1007714.314650 + Penalty 5004.827322 = -1002709.487328 nChanged 7 SP:Iteration 90Q (2434.835701 sec): 3 clusters Score: Raw -1007715.371557 + Penalty 5004.827322 = -1002710.544235 nChanged 6 SP:Iteration 91Q (2434.981337 sec): 3 clusters Score: Raw -1007716.471428 + Penalty 5004.827322 = -1002711.644106 nChanged 5 SP:Iteration 92Q (2435.147434 sec): 3 clusters Score: Raw -1007717.114576 + Penalty 5004.827322 = -1002712.287254 nChanged 5 SP:Iteration 93Q (2435.282436 sec): 3 clusters Score: Raw -1007718.305522 + Penalty 5004.827322 = -1002713.478200 nChanged 5 SP:Iteration 94Q (2435.442163 sec): 3 clusters Score: Raw -1007719.564414 + Penalty 5004.827322 = -1002714.737092 nChanged 7 SP:Iteration 95Q (2435.642583 sec): 3 clusters Score: Raw -1007720.547748 + Penalty 5004.827322 = -1002715.720426 nChanged 4 SP:Iteration 96Q (2435.776150 sec): 3 clusters Score: Raw -1007721.089474 + Penalty 5004.827322 = -1002716.262152 nChanged 1 SP:Iteration 97Q (2435.988461 sec): 3 clusters Score: Raw -1007721.134823 + Penalty 5004.827322 = -1002716.307501 nChanged 0 SP:Iteration 98F (2436.195284 sec): 3 clusters Score: Raw -1007721.134823 + Penalty 5004.827322 = -1002716.307501 nChanged 0 Trying to split cluster 11 (7022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2436.258019 sec): 2 clusters Score: Raw -577355.140800 + Penalty 2338.196086 = -575016.944714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2436.431548 sec): 3 clusters Score: Raw -573803.410175 + Penalty 4676.392172 = -569127.018003 nChanged 2755 SP:Iteration 1F (2436.554308 sec): 3 clusters Score: Raw -575389.322245 + Penalty 4676.392172 = -570712.930073 nChanged 530 SP:Iteration 2F (2436.693699 sec): 3 clusters Score: Raw -575741.361249 + Penalty 4676.392172 = -571064.969076 nChanged 431 SP:Iteration 3F (2436.820697 sec): 3 clusters Score: Raw -576052.753113 + Penalty 4676.392172 = -571376.360941 nChanged 419 SP:Iteration 4F (2436.980898 sec): 3 clusters Score: Raw -576380.517160 + Penalty 4676.392172 = -571704.124988 nChanged 377 SP:Iteration 5F (2437.101255 sec): 3 clusters Score: Raw -576728.381081 + Penalty 4676.392172 = -572051.988909 nChanged 402 SP:Iteration 6F (2437.234406 sec): 3 clusters Score: Raw -577102.124606 + Penalty 4676.392172 = -572425.732433 nChanged 382 SP:Iteration 7F (2437.368169 sec): 3 clusters Score: Raw -577443.575181 + Penalty 4676.392172 = -572767.183008 nChanged 369 SP:Iteration 8F (2437.494003 sec): 3 clusters Score: Raw -577737.537032 + Penalty 4676.392172 = -573061.144860 nChanged 328 SP:Iteration 9Q (2437.625308 sec): 3 clusters Score: Raw -577980.605319 + Penalty 4676.392172 = -573304.213147 nChanged 258 SP:Iteration 10Q (2437.772622 sec): 3 clusters Score: Raw -578154.618380 + Penalty 4676.392172 = -573478.226208 nChanged 196 SP:Iteration 11Q (2437.874610 sec): 3 clusters Score: Raw -578273.093807 + Penalty 4676.392172 = -573596.701635 nChanged 147 SP:Iteration 12Q (2438.012857 sec): 3 clusters Score: Raw -578340.028722 + Penalty 4676.392172 = -573663.636549 nChanged 123 SP:Iteration 13Q (2438.114782 sec): 3 clusters Score: Raw -578390.985088 + Penalty 4676.392172 = -573714.592915 nChanged 96 SP:Iteration 14Q (2438.246619 sec): 3 clusters Score: Raw -578433.067302 + Penalty 4676.392172 = -573756.675130 nChanged 96 SP:Iteration 15Q (2438.374775 sec): 3 clusters Score: Raw -578469.440314 + Penalty 4676.392172 = -573793.048142 nChanged 70 SP:Iteration 16Q (2438.500854 sec): 3 clusters Score: Raw -578490.496879 + Penalty 4676.392172 = -573814.104706 nChanged 45 SP:Iteration 17Q (2438.617545 sec): 3 clusters Score: Raw -578501.957948 + Penalty 4676.392172 = -573825.565775 nChanged 27 SP:Iteration 18Q (2438.764380 sec): 3 clusters Score: Raw -578509.173417 + Penalty 4676.392172 = -573832.781245 nChanged 19 SP:Iteration 19Q (2438.891868 sec): 3 clusters Score: Raw -578512.488279 + Penalty 4676.392172 = -573836.096106 nChanged 10 SP:Iteration 20F (2439.015587 sec): 3 clusters Score: Raw -578514.639311 + Penalty 4676.392172 = -573838.247139 nChanged 12 SP:Iteration 21Q (2439.169077 sec): 3 clusters Score: Raw -578516.712085 + Penalty 4676.392172 = -573840.319913 nChanged 9 SP:Iteration 22Q (2439.289016 sec): 3 clusters Score: Raw -578518.662968 + Penalty 4676.392172 = -573842.270796 nChanged 12 SP:Iteration 23Q (2439.403916 sec): 3 clusters Score: Raw -578520.872192 + Penalty 4676.392172 = -573844.480020 nChanged 10 SP:Iteration 24Q (2439.529024 sec): 3 clusters Score: Raw -578523.115642 + Penalty 4676.392172 = -573846.723469 nChanged 9 SP:Iteration 25Q (2439.652222 sec): 3 clusters Score: Raw -578524.301340 + Penalty 4676.392172 = -573847.909167 nChanged 5 SP:Iteration 26Q (2439.801525 sec): 3 clusters Score: Raw -578524.875692 + Penalty 4676.392172 = -573848.483520 nChanged 0 SP:Iteration 27F (2439.908011 sec): 3 clusters Score: Raw -578524.875692 + Penalty 4676.392172 = -573848.483520 nChanged 0 Time taken for this iteration:988.716893 seconds. 4->12 Clusters: Score -11780071.406710, best is -11778675.186813 THE BEST YET! Starting from 5 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 5 initial classes randomly. Iteration 0F (2441.015231 sec): 5 clusters Score: Raw -11260534.390124 + Penalty 12556.627008 = -11247977.763116 nChanged 106495 Iteration 1F (2442.061791 sec): 5 clusters Score: Raw -11442545.931291 + Penalty 12556.627008 = -11429989.304284 nChanged 48111 Iteration 2F (2443.066913 sec): 5 clusters Score: Raw -11618812.317449 + Penalty 12556.627008 = -11606255.690442 nChanged 34297 Iteration 3F (2444.062519 sec): 5 clusters Score: Raw -11682096.455547 + Penalty 12556.627008 = -11669539.828539 nChanged 14411 Iteration 4F (2444.926577 sec): 5 clusters Score: Raw -11698933.906940 + Penalty 12556.627008 = -11686377.279932 nChanged 6556 Iteration 5Q (2445.817699 sec): 5 clusters Score: Raw -11707519.717374 + Penalty 12556.627008 = -11694963.090366 nChanged 4162 Iteration 6Q (2446.684336 sec): 5 clusters Score: Raw -11712637.770563 + Penalty 12556.627008 = -11700081.143556 nChanged 3494 Iteration 7Q (2447.492116 sec): 5 clusters Score: Raw -11716605.567298 + Penalty 12556.627008 = -11704048.940290 nChanged 3359 Iteration 8Q (2448.373486 sec): 5 clusters Score: Raw -11719684.110852 + Penalty 12556.627008 = -11707127.483845 nChanged 3175 Iteration 9Q (2449.208510 sec): 5 clusters Score: Raw -11722039.595331 + Penalty 12556.627008 = -11709482.968324 nChanged 2763 Iteration 10Q (2450.090954 sec): 5 clusters Score: Raw -11723692.720910 + Penalty 12556.627008 = -11711136.093903 nChanged 2381 Iteration 11Q (2451.003784 sec): 5 clusters Score: Raw -11724862.054221 + Penalty 12556.627008 = -11712305.427213 nChanged 2043 Iteration 12Q (2451.833720 sec): 5 clusters Score: Raw -11725593.591408 + Penalty 12556.627008 = -11713036.964401 nChanged 1666 Iteration 13Q (2452.723102 sec): 5 clusters Score: Raw -11726095.382207 + Penalty 12556.627008 = -11713538.755200 nChanged 1418 Iteration 14Q (2453.539766 sec): 5 clusters Score: Raw -11726456.184036 + Penalty 12556.627008 = -11713899.557028 nChanged 1287 Iteration 15Q (2454.430501 sec): 5 clusters Score: Raw -11726773.872297 + Penalty 12556.627008 = -11714217.245289 nChanged 1116 Iteration 16Q (2455.332758 sec): 5 clusters Score: Raw -11727015.485209 + Penalty 12556.627008 = -11714458.858201 nChanged 1035 Iteration 17Q (2456.243057 sec): 5 clusters Score: Raw -11727221.013400 + Penalty 12556.627008 = -11714664.386392 nChanged 929 Iteration 18Q (2457.104666 sec): 5 clusters Score: Raw -11727422.066771 + Penalty 12556.627008 = -11714865.439764 nChanged 851 Iteration 19Q (2457.958160 sec): 5 clusters Score: Raw -11727550.498286 + Penalty 12556.627008 = -11714993.871278 nChanged 774 Writing temp clu file Because OldScore, -11714865.439764, is greater than current (better) Score,-11714993.871278 Compute initial score before splitting: Score: Raw -11727550.498286 + Penalty 12556.627008 = -11714993.871278 Trying to split cluster 1 (11805 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2458.196198 sec): 2 clusters Score: Raw -779583.594412 + Penalty 2475.337511 = -777108.256901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2458.340086 sec): 3 clusters Score: Raw -773425.069303 + Penalty 4950.675021 = -768474.394282 nChanged 5052 SP:Iteration 1F (2458.456860 sec): 3 clusters Score: Raw -778242.601933 + Penalty 4950.675021 = -773291.926912 nChanged 1579 SP:Iteration 2F (2458.615725 sec): 3 clusters Score: Raw -781376.464938 + Penalty 4950.675021 = -776425.789916 nChanged 1418 SP:Iteration 3F (2458.784701 sec): 3 clusters Score: Raw -784135.002201 + Penalty 4950.675021 = -779184.327179 nChanged 1194 SP:Iteration 4F (2458.925044 sec): 3 clusters Score: Raw -786612.163987 + Penalty 4950.675021 = -781661.488965 nChanged 803 SP:Iteration 5F (2459.075302 sec): 3 clusters Score: Raw -788078.801837 + Penalty 4950.675021 = -783128.126815 nChanged 523 SP:Iteration 6Q (2459.191173 sec): 3 clusters Score: Raw -788779.032993 + Penalty 4950.675021 = -783828.357971 nChanged 333 SP:Iteration 7Q (2459.319830 sec): 3 clusters Score: Raw -789038.007631 + Penalty 4950.675021 = -784087.332609 nChanged 190 SP:Iteration 8Q (2459.463075 sec): 3 clusters Score: Raw -789183.749814 + Penalty 4950.675021 = -784233.074792 nChanged 155 SP:Iteration 9Q (2459.621647 sec): 3 clusters Score: Raw -789288.788284 + Penalty 4950.675021 = -784338.113262 nChanged 117 SP:Iteration 10Q (2459.761562 sec): 3 clusters Score: Raw -789350.114067 + Penalty 4950.675021 = -784399.439045 nChanged 102 SP:Iteration 11Q (2459.892070 sec): 3 clusters Score: Raw -789400.959360 + Penalty 4950.675021 = -784450.284339 nChanged 88 SP:Iteration 12Q (2459.959043 sec): 3 clusters Score: Raw -789445.877040 + Penalty 4950.675021 = -784495.202019 nChanged 75 SP:Iteration 13Q (2460.030970 sec): 3 clusters Score: Raw -789478.873262 + Penalty 4950.675021 = -784528.198240 nChanged 65 SP:Iteration 14Q (2460.118610 sec): 3 clusters Score: Raw -789499.110271 + Penalty 4950.675021 = -784548.435249 nChanged 50 SP:Iteration 15Q (2460.194555 sec): 3 clusters Score: Raw -789511.563297 + Penalty 4950.675021 = -784560.888276 nChanged 29 SP:Iteration 16Q (2460.270297 sec): 3 clusters Score: Raw -789517.246449 + Penalty 4950.675021 = -784566.571428 nChanged 21 SP:Iteration 17Q (2460.348420 sec): 3 clusters Score: Raw -789520.757118 + Penalty 4950.675021 = -784570.082097 nChanged 13 SP:Iteration 18Q (2460.441791 sec): 3 clusters Score: Raw -789522.747046 + Penalty 4950.675021 = -784572.072025 nChanged 10 SP:Iteration 19Q (2460.595194 sec): 3 clusters Score: Raw -789524.522196 + Penalty 4950.675021 = -784573.847174 nChanged 7 SP:Iteration 20F (2460.733800 sec): 3 clusters Score: Raw -789526.271015 + Penalty 4950.675021 = -784575.595994 nChanged 6 SP:Iteration 21Q (2460.884603 sec): 3 clusters Score: Raw -789527.819164 + Penalty 4950.675021 = -784577.144143 nChanged 4 SP:Iteration 22Q (2461.005309 sec): 3 clusters Score: Raw -789528.494935 + Penalty 4950.675021 = -784577.819913 nChanged 4 SP:Iteration 23Q (2461.151071 sec): 3 clusters Score: Raw -789529.102664 + Penalty 4950.675021 = -784578.427642 nChanged 2 SP:Iteration 24Q (2461.283593 sec): 3 clusters Score: Raw -789529.255878 + Penalty 4950.675021 = -784578.580857 nChanged 0 SP:Iteration 25F (2461.466023 sec): 3 clusters Score: Raw -789529.255878 + Penalty 4950.675021 = -784578.580857 nChanged 0 Score: Raw -11737551.638358 + Penalty 15695.783759 = -11721855.854599 Splitting cluster 1 changes total score from -11714993.871278 to -11721855.854599 So it's getting split into cluster 5. Trying to split cluster 2 (27101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2462.905570 sec): 2 clusters Score: Raw -2076389.396500 + Penalty 2694.734039 = -2073694.662461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2463.124445 sec): 3 clusters Score: Raw -2060549.195448 + Penalty 5389.468079 = -2055159.727369 nChanged 12105 SP:Iteration 1F (2463.322598 sec): 3 clusters Score: Raw -2071071.515331 + Penalty 5389.468079 = -2065682.047252 nChanged 3827 SP:Iteration 2F (2463.486146 sec): 3 clusters Score: Raw -2079373.266078 + Penalty 5389.468079 = -2073983.797999 nChanged 3882 SP:Iteration 3F (2463.674606 sec): 3 clusters Score: Raw -2085878.492519 + Penalty 5389.468079 = -2080489.024441 nChanged 2224 SP:Iteration 4F (2463.862145 sec): 3 clusters Score: Raw -2088243.334397 + Penalty 5389.468079 = -2082853.866318 nChanged 1208 SP:Iteration 5Q (2464.050233 sec): 3 clusters Score: Raw -2089376.726951 + Penalty 5389.468079 = -2083987.258873 nChanged 889 SP:Iteration 6Q (2464.249149 sec): 3 clusters Score: Raw -2090230.373346 + Penalty 5389.468079 = -2084840.905267 nChanged 788 SP:Iteration 7Q (2464.451617 sec): 3 clusters Score: Raw -2090895.039258 + Penalty 5389.468079 = -2085505.571180 nChanged 693 SP:Iteration 8Q (2464.659768 sec): 3 clusters Score: Raw -2091408.775817 + Penalty 5389.468079 = -2086019.307738 nChanged 599 SP:Iteration 9Q (2464.822445 sec): 3 clusters Score: Raw -2091784.317767 + Penalty 5389.468079 = -2086394.849688 nChanged 527 SP:Iteration 10Q (2465.051399 sec): 3 clusters Score: Raw -2092059.454072 + Penalty 5389.468079 = -2086669.985993 nChanged 448 SP:Iteration 11Q (2465.238283 sec): 3 clusters Score: Raw -2092283.282873 + Penalty 5389.468079 = -2086893.814794 nChanged 419 SP:Iteration 12Q (2465.400277 sec): 3 clusters Score: Raw -2092469.405132 + Penalty 5389.468079 = -2087079.937054 nChanged 370 SP:Iteration 13Q (2465.609585 sec): 3 clusters Score: Raw -2092631.211089 + Penalty 5389.468079 = -2087241.743011 nChanged 293 SP:Iteration 14Q (2465.830276 sec): 3 clusters Score: Raw -2092741.317937 + Penalty 5389.468079 = -2087351.849858 nChanged 254 SP:Iteration 15Q (2466.021236 sec): 3 clusters Score: Raw -2092853.714939 + Penalty 5389.468079 = -2087464.246861 nChanged 244 SP:Iteration 16Q (2466.196744 sec): 3 clusters Score: Raw -2092966.422215 + Penalty 5389.468079 = -2087576.954137 nChanged 222 SP:Iteration 17Q (2466.407796 sec): 3 clusters Score: Raw -2093066.388334 + Penalty 5389.468079 = -2087676.920256 nChanged 193 SP:Iteration 18Q (2466.588393 sec): 3 clusters Score: Raw -2093138.432081 + Penalty 5389.468079 = -2087748.964003 nChanged 172 SP:Iteration 19Q (2466.783478 sec): 3 clusters Score: Raw -2093189.756511 + Penalty 5389.468079 = -2087800.288433 nChanged 122 SP:Iteration 20F (2466.993225 sec): 3 clusters Score: Raw -2093220.064887 + Penalty 5389.468079 = -2087830.596808 nChanged 102 SP:Iteration 21Q (2467.279760 sec): 3 clusters Score: Raw -2093240.654980 + Penalty 5389.468079 = -2087851.186902 nChanged 92 SP:Iteration 22Q (2467.475249 sec): 3 clusters Score: Raw -2093256.212307 + Penalty 5389.468079 = -2087866.744229 nChanged 67 SP:Iteration 23Q (2467.658194 sec): 3 clusters Score: Raw -2093265.113921 + Penalty 5389.468079 = -2087875.645843 nChanged 49 SP:Iteration 24Q (2467.839847 sec): 3 clusters Score: Raw -2093271.577949 + Penalty 5389.468079 = -2087882.109870 nChanged 38 SP:Iteration 25Q (2468.018858 sec): 3 clusters Score: Raw -2093275.564867 + Penalty 5389.468079 = -2087886.096789 nChanged 30 SP:Iteration 26Q (2468.229723 sec): 3 clusters Score: Raw -2093278.427231 + Penalty 5389.468079 = -2087888.959152 nChanged 22 SP:Iteration 27Q (2468.415544 sec): 3 clusters Score: Raw -2093280.808511 + Penalty 5389.468079 = -2087891.340433 nChanged 12 SP:Iteration 28Q (2468.596374 sec): 3 clusters Score: Raw -2093281.838871 + Penalty 5389.468079 = -2087892.370792 nChanged 14 SP:Iteration 29Q (2468.792015 sec): 3 clusters Score: Raw -2093282.900088 + Penalty 5389.468079 = -2087893.432010 nChanged 8 SP:Iteration 30Q (2468.981660 sec): 3 clusters Score: Raw -2093283.643753 + Penalty 5389.468079 = -2087894.175674 nChanged 11 SP:Iteration 31Q (2469.199135 sec): 3 clusters Score: Raw -2093284.525012 + Penalty 5389.468079 = -2087895.056933 nChanged 10 SP:Iteration 32Q (2469.371851 sec): 3 clusters Score: Raw -2093285.555534 + Penalty 5389.468079 = -2087896.087456 nChanged 7 SP:Iteration 33Q (2469.553975 sec): 3 clusters Score: Raw -2093286.244996 + Penalty 5389.468079 = -2087896.776918 nChanged 4 SP:Iteration 34Q (2469.785521 sec): 3 clusters Score: Raw -2093286.623324 + Penalty 5389.468079 = -2087897.155245 nChanged 3 SP:Iteration 35Q (2469.957831 sec): 3 clusters Score: Raw -2093286.932580 + Penalty 5389.468079 = -2087897.464501 nChanged 2 SP:Iteration 36Q (2470.146580 sec): 3 clusters Score: Raw -2093287.048501 + Penalty 5389.468079 = -2087897.580422 nChanged 5 SP:Iteration 37Q (2470.296718 sec): 3 clusters Score: Raw -2093287.507424 + Penalty 5389.468079 = -2087898.039346 nChanged 2 SP:Iteration 38Q (2470.508342 sec): 3 clusters Score: Raw -2093287.646962 + Penalty 5389.468079 = -2087898.178883 nChanged 1 SP:Iteration 39Q (2470.673261 sec): 3 clusters Score: Raw -2093287.743504 + Penalty 5389.468079 = -2087898.275426 nChanged 1 SP:Iteration 40F (2470.869124 sec): 3 clusters Score: Raw -2093287.770923 + Penalty 5389.468079 = -2087898.302845 nChanged 0 Score: Raw -11754450.012781 + Penalty 18834.940511 = -11735615.072270 Splitting cluster 2 changes total score from -11714993.871278 to -11735615.072270 So it's getting split into cluster 6. Trying to split cluster 3 (79391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2472.593053 sec): 2 clusters Score: Raw -6795464.468825 + Penalty 2978.485037 = -6792485.983788 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2472.966091 sec): 3 clusters Score: Raw -6745282.519229 + Penalty 5956.970073 = -6739325.549156 nChanged 37177 SP:Iteration 1F (2473.374828 sec): 3 clusters Score: Raw -6767250.111396 + Penalty 5956.970073 = -6761293.141322 nChanged 4166 SP:Iteration 2F (2473.722276 sec): 3 clusters Score: Raw -6769233.186272 + Penalty 5956.970073 = -6763276.216198 nChanged 4685 SP:Iteration 3F (2474.102462 sec): 3 clusters Score: Raw -6771872.325623 + Penalty 5956.970073 = -6765915.355549 nChanged 5256 SP:Iteration 4F (2474.451426 sec): 3 clusters Score: Raw -6775175.275637 + Penalty 5956.970073 = -6769218.305563 nChanged 5633 SP:Iteration 5F (2474.828642 sec): 3 clusters Score: Raw -6778790.647389 + Penalty 5956.970073 = -6772833.677316 nChanged 5538 SP:Iteration 6F (2475.234603 sec): 3 clusters Score: Raw -6782343.899493 + Penalty 5956.970073 = -6776386.929419 nChanged 4786 SP:Iteration 7F (2475.584862 sec): 3 clusters Score: Raw -6785274.154996 + Penalty 5956.970073 = -6779317.184922 nChanged 3902 SP:Iteration 8Q (2475.997110 sec): 3 clusters Score: Raw -6787379.254686 + Penalty 5956.970073 = -6781422.284612 nChanged 2946 SP:Iteration 9Q (2476.386905 sec): 3 clusters Score: Raw -6788768.760928 + Penalty 5956.970073 = -6782811.790855 nChanged 2357 SP:Iteration 10Q (2476.742549 sec): 3 clusters Score: Raw -6789837.132045 + Penalty 5956.970073 = -6783880.161972 nChanged 2003 SP:Iteration 11Q (2477.086518 sec): 3 clusters Score: Raw -6790858.587335 + Penalty 5956.970073 = -6784901.617261 nChanged 1841 SP:Iteration 12Q (2477.457242 sec): 3 clusters Score: Raw -6791963.599544 + Penalty 5956.970073 = -6786006.629470 nChanged 1817 SP:Iteration 13Q (2477.872334 sec): 3 clusters Score: Raw -6793273.651336 + Penalty 5956.970073 = -6787316.681262 nChanged 1760 SP:Iteration 14Q (2478.223990 sec): 3 clusters Score: Raw -6794645.963791 + Penalty 5956.970073 = -6788688.993718 nChanged 1751 SP:Iteration 15Q (2478.595828 sec): 3 clusters Score: Raw -6795855.626054 + Penalty 5956.970073 = -6789898.655981 nChanged 1572 SP:Iteration 16Q (2478.910564 sec): 3 clusters Score: Raw -6796868.920440 + Penalty 5956.970073 = -6790911.950367 nChanged 1421 SP:Iteration 17Q (2479.270300 sec): 3 clusters Score: Raw -6797823.941303 + Penalty 5956.970073 = -6791866.971230 nChanged 1322 SP:Iteration 18Q (2479.589343 sec): 3 clusters Score: Raw -6798710.063421 + Penalty 5956.970073 = -6792753.093347 nChanged 1218 SP:Iteration 19Q (2479.862171 sec): 3 clusters Score: Raw -6799521.912212 + Penalty 5956.970073 = -6793564.942138 nChanged 1042 SP:Iteration 20F (2480.252926 sec): 3 clusters Score: Raw -6800311.563540 + Penalty 5956.970073 = -6794354.593466 nChanged 1026 SP:Iteration 21Q (2480.557778 sec): 3 clusters Score: Raw -6801179.830955 + Penalty 5956.970073 = -6795222.860881 nChanged 1032 SP:Iteration 22Q (2480.873401 sec): 3 clusters Score: Raw -6802011.424240 + Penalty 5956.970073 = -6796054.454166 nChanged 1003 SP:Iteration 23Q (2481.191943 sec): 3 clusters Score: Raw -6802727.327845 + Penalty 5956.970073 = -6796770.357772 nChanged 961 SP:Iteration 24Q (2481.540909 sec): 3 clusters Score: Raw -6803351.315489 + Penalty 5956.970073 = -6797394.345415 nChanged 865 SP:Iteration 25Q (2481.783360 sec): 3 clusters Score: Raw -6803885.768670 + Penalty 5956.970073 = -6797928.798597 nChanged 823 SP:Iteration 26Q (2482.031939 sec): 3 clusters Score: Raw -6804321.085488 + Penalty 5956.970073 = -6798364.115414 nChanged 720 SP:Iteration 27Q (2482.304899 sec): 3 clusters Score: Raw -6804654.988556 + Penalty 5956.970073 = -6798698.018483 nChanged 582 SP:Iteration 28Q (2482.589649 sec): 3 clusters Score: Raw -6804856.458018 + Penalty 5956.970073 = -6798899.487945 nChanged 395 SP:Iteration 29Q (2482.884166 sec): 3 clusters Score: Raw -6804952.263603 + Penalty 5956.970073 = -6798995.293529 nChanged 301 SP:Iteration 30Q (2483.175608 sec): 3 clusters Score: Raw -6805021.962049 + Penalty 5956.970073 = -6799064.991976 nChanged 248 SP:Iteration 31Q (2483.467119 sec): 3 clusters Score: Raw -6805061.118659 + Penalty 5956.970073 = -6799104.148585 nChanged 186 SP:Iteration 32Q (2483.760061 sec): 3 clusters Score: Raw -6805085.856540 + Penalty 5956.970073 = -6799128.886467 nChanged 130 SP:Iteration 33Q (2484.069517 sec): 3 clusters Score: Raw -6805101.048434 + Penalty 5956.970073 = -6799144.078360 nChanged 95 SP:Iteration 34Q (2484.393366 sec): 3 clusters Score: Raw -6805110.114651 + Penalty 5956.970073 = -6799153.144577 nChanged 86 SP:Iteration 35Q (2484.700862 sec): 3 clusters Score: Raw -6805121.655073 + Penalty 5956.970073 = -6799164.685000 nChanged 84 SP:Iteration 36Q (2484.983179 sec): 3 clusters Score: Raw -6805131.318822 + Penalty 5956.970073 = -6799174.348749 nChanged 67 SP:Iteration 37Q (2485.315578 sec): 3 clusters Score: Raw -6805137.163460 + Penalty 5956.970073 = -6799180.193387 nChanged 59 SP:Iteration 38Q (2485.667798 sec): 3 clusters Score: Raw -6805141.742357 + Penalty 5956.970073 = -6799184.772283 nChanged 40 SP:Iteration 39Q (2485.988703 sec): 3 clusters Score: Raw -6805145.077109 + Penalty 5956.970073 = -6799188.107035 nChanged 36 SP:Iteration 40F (2486.383340 sec): 3 clusters Score: Raw -6805217.044972 + Penalty 5956.970073 = -6799260.074899 nChanged 98 SP:Iteration 41Q (2486.727217 sec): 3 clusters Score: Raw -6805238.991394 + Penalty 5956.970073 = -6799282.021321 nChanged 99 SP:Iteration 42Q (2487.074673 sec): 3 clusters Score: Raw -6805249.145515 + Penalty 5956.970073 = -6799292.175442 nChanged 81 SP:Iteration 43Q (2487.419227 sec): 3 clusters Score: Raw -6805256.130466 + Penalty 5956.970073 = -6799299.160392 nChanged 58 SP:Iteration 44Q (2487.769125 sec): 3 clusters Score: Raw -6805260.882740 + Penalty 5956.970073 = -6799303.912667 nChanged 43 SP:Iteration 45Q (2488.059035 sec): 3 clusters Score: Raw -6805263.660221 + Penalty 5956.970073 = -6799306.690148 nChanged 38 SP:Iteration 46Q (2488.375316 sec): 3 clusters Score: Raw -6805265.853738 + Penalty 5956.970073 = -6799308.883665 nChanged 21 SP:Iteration 47Q (2488.679029 sec): 3 clusters Score: Raw -6805266.931124 + Penalty 5956.970073 = -6799309.961051 nChanged 16 SP:Iteration 48Q (2489.013565 sec): 3 clusters Score: Raw -6805267.790221 + Penalty 5956.970073 = -6799310.820148 nChanged 18 SP:Iteration 49Q (2489.368103 sec): 3 clusters Score: Raw -6805268.718741 + Penalty 5956.970073 = -6799311.748667 nChanged 13 SP:Iteration 50Q (2489.691141 sec): 3 clusters Score: Raw -6805269.448620 + Penalty 5956.970073 = -6799312.478547 nChanged 10 SP:Iteration 51Q (2489.992666 sec): 3 clusters Score: Raw -6805269.998083 + Penalty 5956.970073 = -6799313.028010 nChanged 11 SP:Iteration 52Q (2490.338347 sec): 3 clusters Score: Raw -6805270.799102 + Penalty 5956.970073 = -6799313.829028 nChanged 15 SP:Iteration 53Q (2490.647791 sec): 3 clusters Score: Raw -6805271.743310 + Penalty 5956.970073 = -6799314.773237 nChanged 14 SP:Iteration 54Q (2490.954979 sec): 3 clusters Score: Raw -6805272.535750 + Penalty 5956.970073 = -6799315.565676 nChanged 14 SP:Iteration 55Q (2491.293583 sec): 3 clusters Score: Raw -6805273.320668 + Penalty 5956.970073 = -6799316.350595 nChanged 8 SP:Iteration 56Q (2491.622503 sec): 3 clusters Score: Raw -6805273.629859 + Penalty 5956.970073 = -6799316.659786 nChanged 4 SP:Iteration 57Q (2491.941110 sec): 3 clusters Score: Raw -6805273.815774 + Penalty 5956.970073 = -6799316.845701 nChanged 2 SP:Iteration 58Q (2492.286685 sec): 3 clusters Score: Raw -6805273.907811 + Penalty 5956.970073 = -6799316.937738 nChanged 2 SP:Iteration 59Q (2492.590680 sec): 3 clusters Score: Raw -6805274.015627 + Penalty 5956.970073 = -6799317.045553 nChanged 0 SP:Iteration 60F (2492.897955 sec): 3 clusters Score: Raw -6805274.015627 + Penalty 5956.970073 = -6799317.045553 nChanged 0 Score: Raw -11764259.559583 + Penalty 21974.097263 = -11742285.462320 Splitting cluster 3 changes total score from -11714993.871278 to -11742285.462320 So it's getting split into cluster 7. Trying to split cluster 4 (27588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2494.809026 sec): 2 clusters Score: Raw -2245955.544396 + Penalty 2699.435950 = -2243256.108446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2494.997047 sec): 3 clusters Score: Raw -2229718.189537 + Penalty 5398.871900 = -2224319.317636 nChanged 12349 SP:Iteration 1F (2495.212244 sec): 3 clusters Score: Raw -2236824.029572 + Penalty 5398.871900 = -2231425.157672 nChanged 1873 SP:Iteration 2F (2495.429561 sec): 3 clusters Score: Raw -2237919.019462 + Penalty 5398.871900 = -2232520.147562 nChanged 1921 SP:Iteration 3F (2495.648208 sec): 3 clusters Score: Raw -2239342.246705 + Penalty 5398.871900 = -2233943.374804 nChanged 2012 SP:Iteration 4F (2495.853914 sec): 3 clusters Score: Raw -2241046.071008 + Penalty 5398.871900 = -2235647.199108 nChanged 2102 SP:Iteration 5F (2496.055409 sec): 3 clusters Score: Raw -2242907.692315 + Penalty 5398.871900 = -2237508.820414 nChanged 1900 SP:Iteration 6F (2496.237098 sec): 3 clusters Score: Raw -2244699.647805 + Penalty 5398.871900 = -2239300.775905 nChanged 1632 SP:Iteration 7F (2496.440730 sec): 3 clusters Score: Raw -2246379.920838 + Penalty 5398.871900 = -2240981.048938 nChanged 1448 SP:Iteration 8F (2496.604329 sec): 3 clusters Score: Raw -2247993.378601 + Penalty 5398.871900 = -2242594.506701 nChanged 1283 SP:Iteration 9Q (2496.809803 sec): 3 clusters Score: Raw -2249464.731068 + Penalty 5398.871900 = -2244065.859168 nChanged 1119 SP:Iteration 10Q (2497.009862 sec): 3 clusters Score: Raw -2250643.844859 + Penalty 5398.871900 = -2245244.972959 nChanged 1021 SP:Iteration 11Q (2497.221480 sec): 3 clusters Score: Raw -2251793.474043 + Penalty 5398.871900 = -2246394.602142 nChanged 916 SP:Iteration 12Q (2497.369762 sec): 3 clusters Score: Raw -2252898.250538 + Penalty 5398.871900 = -2247499.378638 nChanged 841 SP:Iteration 13Q (2497.586509 sec): 3 clusters Score: Raw -2253722.364739 + Penalty 5398.871900 = -2248323.492839 nChanged 682 SP:Iteration 14Q (2497.828193 sec): 3 clusters Score: Raw -2254189.959606 + Penalty 5398.871900 = -2248791.087705 nChanged 548 SP:Iteration 15Q (2498.037561 sec): 3 clusters Score: Raw -2254468.908745 + Penalty 5398.871900 = -2249070.036845 nChanged 416 SP:Iteration 16Q (2498.245489 sec): 3 clusters Score: Raw -2254642.699472 + Penalty 5398.871900 = -2249243.827572 nChanged 341 SP:Iteration 17Q (2498.439346 sec): 3 clusters Score: Raw -2254750.074091 + Penalty 5398.871900 = -2249351.202191 nChanged 272 SP:Iteration 18Q (2498.614809 sec): 3 clusters Score: Raw -2254829.184946 + Penalty 5398.871900 = -2249430.313046 nChanged 230 SP:Iteration 19Q (2498.800540 sec): 3 clusters Score: Raw -2254891.324465 + Penalty 5398.871900 = -2249492.452565 nChanged 207 SP:Iteration 20F (2499.014556 sec): 3 clusters Score: Raw -2254948.201909 + Penalty 5398.871900 = -2249549.330009 nChanged 203 SP:Iteration 21Q (2499.237648 sec): 3 clusters Score: Raw -2254998.750598 + Penalty 5398.871900 = -2249599.878698 nChanged 178 SP:Iteration 22Q (2499.437576 sec): 3 clusters Score: Raw -2255034.179010 + Penalty 5398.871900 = -2249635.307110 nChanged 144 SP:Iteration 23Q (2499.641446 sec): 3 clusters Score: Raw -2255061.456213 + Penalty 5398.871900 = -2249662.584313 nChanged 132 SP:Iteration 24Q (2499.853520 sec): 3 clusters Score: Raw -2255084.843745 + Penalty 5398.871900 = -2249685.971844 nChanged 115 SP:Iteration 25Q (2500.044765 sec): 3 clusters Score: Raw -2255105.037450 + Penalty 5398.871900 = -2249706.165550 nChanged 122 SP:Iteration 26Q (2500.207061 sec): 3 clusters Score: Raw -2255128.080671 + Penalty 5398.871900 = -2249729.208771 nChanged 116 SP:Iteration 27Q (2500.382267 sec): 3 clusters Score: Raw -2255145.276833 + Penalty 5398.871900 = -2249746.404933 nChanged 105 SP:Iteration 28Q (2500.581277 sec): 3 clusters Score: Raw -2255161.540023 + Penalty 5398.871900 = -2249762.668123 nChanged 95 SP:Iteration 29Q (2500.766749 sec): 3 clusters Score: Raw -2255175.243377 + Penalty 5398.871900 = -2249776.371476 nChanged 105 SP:Iteration 30Q (2500.938061 sec): 3 clusters Score: Raw -2255190.055399 + Penalty 5398.871900 = -2249791.183499 nChanged 96 SP:Iteration 31Q (2501.123420 sec): 3 clusters Score: Raw -2255202.250803 + Penalty 5398.871900 = -2249803.378903 nChanged 83 SP:Iteration 32Q (2501.317336 sec): 3 clusters Score: Raw -2255212.257532 + Penalty 5398.871900 = -2249813.385632 nChanged 80 SP:Iteration 33Q (2501.511972 sec): 3 clusters Score: Raw -2255221.863776 + Penalty 5398.871900 = -2249822.991876 nChanged 84 SP:Iteration 34Q (2501.675142 sec): 3 clusters Score: Raw -2255232.280721 + Penalty 5398.871900 = -2249833.408821 nChanged 81 SP:Iteration 35Q (2501.889437 sec): 3 clusters Score: Raw -2255243.241739 + Penalty 5398.871900 = -2249844.369839 nChanged 81 SP:Iteration 36Q (2502.100846 sec): 3 clusters Score: Raw -2255253.708605 + Penalty 5398.871900 = -2249854.836705 nChanged 75 SP:Iteration 37Q (2502.252128 sec): 3 clusters Score: Raw -2255261.354937 + Penalty 5398.871900 = -2249862.483037 nChanged 59 SP:Iteration 38Q (2502.419582 sec): 3 clusters Score: Raw -2255267.279697 + Penalty 5398.871900 = -2249868.407797 nChanged 50 SP:Iteration 39Q (2502.611178 sec): 3 clusters Score: Raw -2255271.500767 + Penalty 5398.871900 = -2249872.628867 nChanged 38 SP:Iteration 40F (2502.824507 sec): 3 clusters Score: Raw -2255274.363043 + Penalty 5398.871900 = -2249875.491143 nChanged 36 SP:Iteration 41Q (2503.092208 sec): 3 clusters Score: Raw -2255277.637565 + Penalty 5398.871900 = -2249878.765665 nChanged 33 SP:Iteration 42Q (2503.312736 sec): 3 clusters Score: Raw -2255280.106660 + Penalty 5398.871900 = -2249881.234760 nChanged 15 SP:Iteration 43Q (2503.494520 sec): 3 clusters Score: Raw -2255281.122251 + Penalty 5398.871900 = -2249882.250351 nChanged 19 SP:Iteration 44Q (2503.697225 sec): 3 clusters Score: Raw -2255282.280658 + Penalty 5398.871900 = -2249883.408758 nChanged 8 SP:Iteration 45Q (2503.876218 sec): 3 clusters Score: Raw -2255282.711552 + Penalty 5398.871900 = -2249883.839652 nChanged 8 SP:Iteration 46Q (2504.073578 sec): 3 clusters Score: Raw -2255283.294526 + Penalty 5398.871900 = -2249884.422626 nChanged 5 SP:Iteration 47Q (2504.264581 sec): 3 clusters Score: Raw -2255283.621729 + Penalty 5398.871900 = -2249884.749828 nChanged 1 SP:Iteration 48Q (2504.468168 sec): 3 clusters Score: Raw -2255283.656621 + Penalty 5398.871900 = -2249884.784721 nChanged 1 SP:Iteration 49Q (2504.657343 sec): 3 clusters Score: Raw -2255283.693261 + Penalty 5398.871900 = -2249884.821361 nChanged 1 SP:Iteration 50Q (2504.823371 sec): 3 clusters Score: Raw -2255283.777823 + Penalty 5398.871900 = -2249884.905923 nChanged 1 SP:Iteration 51Q (2505.026506 sec): 3 clusters Score: Raw -2255283.844715 + Penalty 5398.871900 = -2249884.972815 nChanged 1 SP:Iteration 52Q (2505.212775 sec): 3 clusters Score: Raw -2255283.892555 + Penalty 5398.871900 = -2249885.020654 nChanged 0 SP:Iteration 53F (2505.402933 sec): 3 clusters Score: Raw -2255283.892555 + Penalty 5398.871900 = -2249885.020654 nChanged 0 Score: Raw -11773587.907742 + Penalty 25113.254015 = -11748474.653727 Splitting cluster 4 changes total score from -11714993.871278 to -11748474.653727 So it's getting split into cluster 8. Iteration 20F (2509.231360 sec): 9 clusters Score: Raw -11782023.348814 + Penalty 25113.254015 = -11756910.094799 nChanged 8338 Iteration 21F (2511.089418 sec): 9 clusters Score: Raw -11786250.208653 + Penalty 25113.254015 = -11761136.954638 nChanged 4200 Iteration 22Q (2512.457656 sec): 9 clusters Score: Raw -11788073.812031 + Penalty 25113.254015 = -11762960.558016 nChanged 2923 Iteration 23Q (2513.824076 sec): 9 clusters Score: Raw -11789187.274284 + Penalty 25113.254015 = -11764074.020269 nChanged 2387 Iteration 24Q (2515.189640 sec): 9 clusters Score: Raw -11790064.495332 + Penalty 25113.254015 = -11764951.241317 nChanged 1960 Iteration 25Q (2516.572278 sec): 9 clusters Score: Raw -11790662.112439 + Penalty 25113.254015 = -11765548.858424 nChanged 1582 Iteration 26Q (2517.926694 sec): 9 clusters Score: Raw -11791072.376093 + Penalty 25113.254015 = -11765959.122078 nChanged 1322 Iteration 27Q (2519.422816 sec): 9 clusters Score: Raw -11791369.499855 + Penalty 25113.254015 = -11766256.245840 nChanged 1190 Iteration 28Q (2520.755803 sec): 9 clusters Score: Raw -11791613.305830 + Penalty 25113.254015 = -11766500.051815 nChanged 1035 Iteration 29Q (2522.065824 sec): 9 clusters Score: Raw -11791791.873430 + Penalty 25113.254015 = -11766678.619415 nChanged 905 Iteration 30Q (2523.517200 sec): 9 clusters Score: Raw -11791944.300341 + Penalty 25113.254015 = -11766831.046326 nChanged 759 Iteration 31Q (2524.992282 sec): 9 clusters Score: Raw -11792053.411383 + Penalty 25113.254015 = -11766940.157368 nChanged 650 Iteration 32Q (2526.420079 sec): 9 clusters Score: Raw -11792138.428254 + Penalty 25113.254015 = -11767025.174239 nChanged 589 Iteration 33Q (2527.884491 sec): 9 clusters Score: Raw -11792205.288343 + Penalty 25113.254015 = -11767092.034328 nChanged 513 Iteration 34Q (2529.358089 sec): 9 clusters Score: Raw -11792261.056872 + Penalty 25113.254015 = -11767147.802857 nChanged 457 Iteration 35Q (2530.706310 sec): 9 clusters Score: Raw -11792305.403402 + Penalty 25113.254015 = -11767192.149387 nChanged 366 Iteration 36Q (2532.230411 sec): 9 clusters Score: Raw -11792339.572456 + Penalty 25113.254015 = -11767226.318441 nChanged 328 Iteration 37Q (2533.877810 sec): 9 clusters Score: Raw -11792369.635064 + Penalty 25113.254015 = -11767256.381049 nChanged 296 Iteration 38Q (2535.380800 sec): 9 clusters Score: Raw -11792397.919641 + Penalty 25113.254015 = -11767284.665626 nChanged 289 Iteration 39Q (2536.877152 sec): 9 clusters Score: Raw -11792424.917936 + Penalty 25113.254015 = -11767311.663921 nChanged 274 Iteration 40F (2538.761593 sec): 9 clusters Score: Raw -11792465.930773 + Penalty 25113.254015 = -11767352.676758 nChanged 285 Iteration 41Q (2540.008392 sec): 9 clusters Score: Raw -11792501.724803 + Penalty 25113.254015 = -11767388.470788 nChanged 306 Iteration 42Q (2541.363196 sec): 9 clusters Score: Raw -11792535.134884 + Penalty 25113.254015 = -11767421.880869 nChanged 280 Iteration 43Q (2542.655783 sec): 9 clusters Score: Raw -11792564.049055 + Penalty 25113.254015 = -11767450.795040 nChanged 255 Iteration 44Q (2543.844200 sec): 9 clusters Score: Raw -11792585.024280 + Penalty 25113.254015 = -11767471.770265 nChanged 237 Iteration 45Q (2545.049126 sec): 9 clusters Score: Raw -11792603.861170 + Penalty 25113.254015 = -11767490.607155 nChanged 228 Iteration 46Q (2546.320016 sec): 9 clusters Score: Raw -11792620.913117 + Penalty 25113.254015 = -11767507.659102 nChanged 201 Iteration 47Q (2547.519864 sec): 9 clusters Score: Raw -11792635.852246 + Penalty 25113.254015 = -11767522.598231 nChanged 187 Iteration 48Q (2548.689808 sec): 9 clusters Score: Raw -11792649.178603 + Penalty 25113.254015 = -11767535.924588 nChanged 165 Iteration 49Q (2549.907500 sec): 9 clusters Score: Raw -11792660.288328 + Penalty 25113.254015 = -11767547.034313 nChanged 134 Iteration 50Q (2551.136534 sec): 9 clusters Score: Raw -11792669.602093 + Penalty 25113.254015 = -11767556.348078 nChanged 97 Iteration 51Q (2552.373611 sec): 9 clusters Score: Raw -11792675.184693 + Penalty 25113.254015 = -11767561.930678 nChanged 81 Iteration 52Q (2553.660232 sec): 9 clusters Score: Raw -11792679.330065 + Penalty 25113.254015 = -11767566.076050 nChanged 60 Iteration 53Q (2554.988650 sec): 9 clusters Score: Raw -11792683.054423 + Penalty 25113.254015 = -11767569.800408 nChanged 76 Iteration 54Q (2556.224644 sec): 9 clusters Score: Raw -11792687.561420 + Penalty 25113.254015 = -11767574.307405 nChanged 75 Iteration 55Q (2557.416385 sec): 9 clusters Score: Raw -11792692.222254 + Penalty 25113.254015 = -11767578.968239 nChanged 71 Iteration 56Q (2558.605970 sec): 9 clusters Score: Raw -11792695.670011 + Penalty 25113.254015 = -11767582.415996 nChanged 60 Iteration 57Q (2559.782969 sec): 9 clusters Score: Raw -11792699.036505 + Penalty 25113.254015 = -11767585.782490 nChanged 68 Iteration 58Q (2560.986693 sec): 9 clusters Score: Raw -11792702.447673 + Penalty 25113.254015 = -11767589.193658 nChanged 63 Writing temp clu file Because OldScore, -11767585.782490, is greater than current (better) Score,-11767589.193658 Compute initial score before splitting: Score: Raw -11792702.447673 + Penalty 25113.254015 = -11767589.193658 Trying to split cluster 1 (5144 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2561.195872 sec): 2 clusters Score: Raw -322570.720727 + Penalty 2256.034774 = -320314.685953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2561.289369 sec): 3 clusters Score: Raw -320185.824956 + Penalty 4512.069548 = -315673.755408 nChanged 1988 SP:Iteration 1F (2561.397754 sec): 3 clusters Score: Raw -321985.103832 + Penalty 4512.069548 = -317473.034284 nChanged 644 SP:Iteration 2F (2561.503506 sec): 3 clusters Score: Raw -323103.340820 + Penalty 4512.069548 = -318591.271272 nChanged 537 SP:Iteration 3F (2561.600453 sec): 3 clusters Score: Raw -324063.049484 + Penalty 4512.069548 = -319550.979936 nChanged 438 SP:Iteration 4F (2561.691567 sec): 3 clusters Score: Raw -324884.404360 + Penalty 4512.069548 = -320372.334812 nChanged 317 SP:Iteration 5F (2561.812380 sec): 3 clusters Score: Raw -325425.662359 + Penalty 4512.069548 = -320913.592810 nChanged 225 SP:Iteration 6Q (2561.907970 sec): 3 clusters Score: Raw -325753.636964 + Penalty 4512.069548 = -321241.567415 nChanged 175 SP:Iteration 7Q (2561.992273 sec): 3 clusters Score: Raw -325942.320099 + Penalty 4512.069548 = -321430.250551 nChanged 131 SP:Iteration 8Q (2562.113384 sec): 3 clusters Score: Raw -326084.358805 + Penalty 4512.069548 = -321572.289256 nChanged 104 SP:Iteration 9Q (2562.218268 sec): 3 clusters Score: Raw -326180.122770 + Penalty 4512.069548 = -321668.053222 nChanged 92 SP:Iteration 10Q (2562.341317 sec): 3 clusters Score: Raw -326239.076660 + Penalty 4512.069548 = -321727.007112 nChanged 60 SP:Iteration 11Q (2562.448210 sec): 3 clusters Score: Raw -326272.299190 + Penalty 4512.069548 = -321760.229641 nChanged 49 SP:Iteration 12Q (2562.561500 sec): 3 clusters Score: Raw -326309.682244 + Penalty 4512.069548 = -321797.612695 nChanged 44 SP:Iteration 13Q (2562.669139 sec): 3 clusters Score: Raw -326345.011064 + Penalty 4512.069548 = -321832.941515 nChanged 44 SP:Iteration 14Q (2562.800661 sec): 3 clusters Score: Raw -326368.754731 + Penalty 4512.069548 = -321856.685183 nChanged 32 SP:Iteration 15Q (2562.921542 sec): 3 clusters Score: Raw -326388.722833 + Penalty 4512.069548 = -321876.653285 nChanged 25 SP:Iteration 16Q (2563.048139 sec): 3 clusters Score: Raw -326400.727402 + Penalty 4512.069548 = -321888.657854 nChanged 26 SP:Iteration 17Q (2563.131362 sec): 3 clusters Score: Raw -326410.041435 + Penalty 4512.069548 = -321897.971886 nChanged 19 SP:Iteration 18Q (2563.251713 sec): 3 clusters Score: Raw -326418.284223 + Penalty 4512.069548 = -321906.214674 nChanged 16 SP:Iteration 19Q (2563.349079 sec): 3 clusters Score: Raw -326425.690795 + Penalty 4512.069548 = -321913.621246 nChanged 15 SP:Iteration 20F (2563.449050 sec): 3 clusters Score: Raw -326434.823304 + Penalty 4512.069548 = -321922.753755 nChanged 16 SP:Iteration 21Q (2563.568120 sec): 3 clusters Score: Raw -326444.746915 + Penalty 4512.069548 = -321932.677367 nChanged 13 SP:Iteration 22Q (2563.692720 sec): 3 clusters Score: Raw -326450.340472 + Penalty 4512.069548 = -321938.270924 nChanged 12 SP:Iteration 23Q (2563.792853 sec): 3 clusters Score: Raw -326455.797225 + Penalty 4512.069548 = -321943.727677 nChanged 11 SP:Iteration 24Q (2563.912499 sec): 3 clusters Score: Raw -326460.081591 + Penalty 4512.069548 = -321948.012043 nChanged 5 SP:Iteration 25Q (2564.029618 sec): 3 clusters Score: Raw -326461.951243 + Penalty 4512.069548 = -321949.881694 nChanged 8 SP:Iteration 26Q (2564.147435 sec): 3 clusters Score: Raw -326465.463809 + Penalty 4512.069548 = -321953.394260 nChanged 5 SP:Iteration 27Q (2564.248635 sec): 3 clusters Score: Raw -326466.526490 + Penalty 4512.069548 = -321954.456942 nChanged 0 SP:Iteration 28F (2564.353200 sec): 3 clusters Score: Raw -326466.526490 + Penalty 4512.069548 = -321954.456942 nChanged 0 Score: Raw -11796601.265800 + Penalty 28252.410767 = -11768348.855033 Splitting cluster 1 changes total score from -11767589.193658 to -11768348.855033 So it's getting split into cluster 9. Trying to split cluster 2 (19853 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2566.646859 sec): 2 clusters Score: Raw -1510916.071724 + Penalty 2612.573148 = -1508303.498576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2566.819007 sec): 3 clusters Score: Raw -1499362.389363 + Penalty 5225.146296 = -1494137.243068 nChanged 8719 SP:Iteration 1F (2566.980724 sec): 3 clusters Score: Raw -1504617.865813 + Penalty 5225.146296 = -1499392.719517 nChanged 1471 SP:Iteration 2F (2567.142269 sec): 3 clusters Score: Raw -1505683.393004 + Penalty 5225.146296 = -1500458.246709 nChanged 1477 SP:Iteration 3F (2567.334062 sec): 3 clusters Score: Raw -1506916.860247 + Penalty 5225.146296 = -1501691.713952 nChanged 1427 SP:Iteration 4F (2567.514160 sec): 3 clusters Score: Raw -1508043.500920 + Penalty 5225.146296 = -1502818.354624 nChanged 1325 SP:Iteration 5F (2567.664052 sec): 3 clusters Score: Raw -1509038.173355 + Penalty 5225.146296 = -1503813.027059 nChanged 1153 SP:Iteration 6F (2567.841501 sec): 3 clusters Score: Raw -1509876.028179 + Penalty 5225.146296 = -1504650.881883 nChanged 988 SP:Iteration 7Q (2568.002327 sec): 3 clusters Score: Raw -1510561.695446 + Penalty 5225.146296 = -1505336.549151 nChanged 874 SP:Iteration 8Q (2568.213437 sec): 3 clusters Score: Raw -1511097.081127 + Penalty 5225.146296 = -1505871.934831 nChanged 684 SP:Iteration 9Q (2568.389241 sec): 3 clusters Score: Raw -1511473.124719 + Penalty 5225.146296 = -1506247.978423 nChanged 593 SP:Iteration 10Q (2568.563067 sec): 3 clusters Score: Raw -1511807.221548 + Penalty 5225.146296 = -1506582.075252 nChanged 495 SP:Iteration 11Q (2568.732223 sec): 3 clusters Score: Raw -1512060.913803 + Penalty 5225.146296 = -1506835.767507 nChanged 434 SP:Iteration 12Q (2568.897250 sec): 3 clusters Score: Raw -1512239.247835 + Penalty 5225.146296 = -1507014.101540 nChanged 375 SP:Iteration 13Q (2569.068711 sec): 3 clusters Score: Raw -1512381.177228 + Penalty 5225.146296 = -1507156.030933 nChanged 310 SP:Iteration 14Q (2569.244953 sec): 3 clusters Score: Raw -1512497.534617 + Penalty 5225.146296 = -1507272.388322 nChanged 262 SP:Iteration 15Q (2569.428933 sec): 3 clusters Score: Raw -1512589.333510 + Penalty 5225.146296 = -1507364.187215 nChanged 262 SP:Iteration 16Q (2569.617430 sec): 3 clusters Score: Raw -1512673.288890 + Penalty 5225.146296 = -1507448.142594 nChanged 235 SP:Iteration 17Q (2569.785308 sec): 3 clusters Score: Raw -1512749.522199 + Penalty 5225.146296 = -1507524.375904 nChanged 191 SP:Iteration 18Q (2569.960334 sec): 3 clusters Score: Raw -1512805.630246 + Penalty 5225.146296 = -1507580.483950 nChanged 162 SP:Iteration 19Q (2570.139576 sec): 3 clusters Score: Raw -1512841.956030 + Penalty 5225.146296 = -1507616.809734 nChanged 134 SP:Iteration 20F (2570.319360 sec): 3 clusters Score: Raw -1512873.538785 + Penalty 5225.146296 = -1507648.392490 nChanged 145 SP:Iteration 21Q (2570.497492 sec): 3 clusters Score: Raw -1512904.943910 + Penalty 5225.146296 = -1507679.797614 nChanged 137 SP:Iteration 22Q (2570.675991 sec): 3 clusters Score: Raw -1512933.429815 + Penalty 5225.146296 = -1507708.283519 nChanged 122 SP:Iteration 23Q (2570.843684 sec): 3 clusters Score: Raw -1512960.745128 + Penalty 5225.146296 = -1507735.598832 nChanged 97 SP:Iteration 24Q (2571.023412 sec): 3 clusters Score: Raw -1512979.485925 + Penalty 5225.146296 = -1507754.339629 nChanged 102 SP:Iteration 25Q (2571.193787 sec): 3 clusters Score: Raw -1513000.041473 + Penalty 5225.146296 = -1507774.895177 nChanged 101 SP:Iteration 26Q (2571.370889 sec): 3 clusters Score: Raw -1513021.928938 + Penalty 5225.146296 = -1507796.782642 nChanged 92 SP:Iteration 27Q (2571.541359 sec): 3 clusters Score: Raw -1513041.092396 + Penalty 5225.146296 = -1507815.946101 nChanged 94 SP:Iteration 28Q (2571.709737 sec): 3 clusters Score: Raw -1513058.704832 + Penalty 5225.146296 = -1507833.558536 nChanged 89 SP:Iteration 29Q (2571.868842 sec): 3 clusters Score: Raw -1513074.751864 + Penalty 5225.146296 = -1507849.605569 nChanged 66 SP:Iteration 30Q (2572.013357 sec): 3 clusters Score: Raw -1513084.922293 + Penalty 5225.146296 = -1507859.775998 nChanged 56 SP:Iteration 31Q (2572.190487 sec): 3 clusters Score: Raw -1513092.870194 + Penalty 5225.146296 = -1507867.723898 nChanged 48 SP:Iteration 32Q (2572.361366 sec): 3 clusters Score: Raw -1513098.331245 + Penalty 5225.146296 = -1507873.184949 nChanged 42 SP:Iteration 33Q (2572.563151 sec): 3 clusters Score: Raw -1513104.002171 + Penalty 5225.146296 = -1507878.855876 nChanged 35 SP:Iteration 34Q (2572.741540 sec): 3 clusters Score: Raw -1513107.532493 + Penalty 5225.146296 = -1507882.386197 nChanged 20 SP:Iteration 35Q (2572.921710 sec): 3 clusters Score: Raw -1513109.853092 + Penalty 5225.146296 = -1507884.706797 nChanged 20 SP:Iteration 36Q (2573.101570 sec): 3 clusters Score: Raw -1513113.339014 + Penalty 5225.146296 = -1507888.192719 nChanged 24 SP:Iteration 37Q (2573.252175 sec): 3 clusters Score: Raw -1513115.985671 + Penalty 5225.146296 = -1507890.839376 nChanged 21 SP:Iteration 38Q (2573.417548 sec): 3 clusters Score: Raw -1513118.254562 + Penalty 5225.146296 = -1507893.108266 nChanged 20 SP:Iteration 39Q (2573.617134 sec): 3 clusters Score: Raw -1513119.810124 + Penalty 5225.146296 = -1507894.663829 nChanged 8 SP:Iteration 40F (2573.795371 sec): 3 clusters Score: Raw -1513120.436091 + Penalty 5225.146296 = -1507895.289796 nChanged 8 SP:Iteration 41Q (2573.977681 sec): 3 clusters Score: Raw -1513121.252819 + Penalty 5225.146296 = -1507896.106524 nChanged 11 SP:Iteration 42Q (2574.135977 sec): 3 clusters Score: Raw -1513122.229880 + Penalty 5225.146296 = -1507897.083584 nChanged 10 SP:Iteration 43Q (2574.329304 sec): 3 clusters Score: Raw -1513123.008591 + Penalty 5225.146296 = -1507897.862295 nChanged 8 SP:Iteration 44Q (2574.493328 sec): 3 clusters Score: Raw -1513123.951971 + Penalty 5225.146296 = -1507898.805675 nChanged 10 SP:Iteration 45Q (2574.693589 sec): 3 clusters Score: Raw -1513125.082349 + Penalty 5225.146296 = -1507899.936053 nChanged 7 SP:Iteration 46Q (2574.885335 sec): 3 clusters Score: Raw -1513125.770703 + Penalty 5225.146296 = -1507900.624408 nChanged 9 SP:Iteration 47Q (2575.060723 sec): 3 clusters Score: Raw -1513126.377629 + Penalty 5225.146296 = -1507901.231334 nChanged 5 SP:Iteration 48Q (2575.230846 sec): 3 clusters Score: Raw -1513126.812244 + Penalty 5225.146296 = -1507901.665948 nChanged 9 SP:Iteration 49Q (2575.395009 sec): 3 clusters Score: Raw -1513127.753604 + Penalty 5225.146296 = -1507902.607309 nChanged 7 SP:Iteration 50Q (2575.638534 sec): 3 clusters Score: Raw -1513128.480178 + Penalty 5225.146296 = -1507903.333882 nChanged 8 SP:Iteration 51Q (2575.796076 sec): 3 clusters Score: Raw -1513129.042936 + Penalty 5225.146296 = -1507903.896641 nChanged 6 SP:Iteration 52Q (2576.006013 sec): 3 clusters Score: Raw -1513129.502041 + Penalty 5225.146296 = -1507904.355746 nChanged 10 SP:Iteration 53Q (2576.188828 sec): 3 clusters Score: Raw -1513130.484066 + Penalty 5225.146296 = -1507905.337771 nChanged 6 SP:Iteration 54Q (2576.370768 sec): 3 clusters Score: Raw -1513130.919598 + Penalty 5225.146296 = -1507905.773303 nChanged 3 SP:Iteration 55Q (2576.536021 sec): 3 clusters Score: Raw -1513131.139994 + Penalty 5225.146296 = -1507905.993699 nChanged 2 SP:Iteration 56Q (2576.731810 sec): 3 clusters Score: Raw -1513131.405040 + Penalty 5225.146296 = -1507906.258744 nChanged 2 SP:Iteration 57Q (2576.870326 sec): 3 clusters Score: Raw -1513131.580782 + Penalty 5225.146296 = -1507906.434486 nChanged 1 SP:Iteration 58Q (2577.030668 sec): 3 clusters Score: Raw -1513131.693153 + Penalty 5225.146296 = -1507906.546858 nChanged 0 SP:Iteration 59F (2577.223060 sec): 3 clusters Score: Raw -1513131.693153 + Penalty 5225.146296 = -1507906.546858 nChanged 0 Trying to split cluster 3 (68795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2577.534031 sec): 2 clusters Score: Raw -5903399.321758 + Penalty 2940.665996 = -5900458.655762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2577.884017 sec): 3 clusters Score: Raw -5859965.452332 + Penalty 5881.331991 = -5854084.120341 nChanged 32162 SP:Iteration 1F (2578.244399 sec): 3 clusters Score: Raw -5878804.929894 + Penalty 5881.331991 = -5872923.597902 nChanged 3273 SP:Iteration 2Q (2578.512669 sec): 3 clusters Score: Raw -5880075.183578 + Penalty 5881.331991 = -5874193.851587 nChanged 3335 SP:Iteration 3Q (2578.855943 sec): 3 clusters Score: Raw -5881655.007821 + Penalty 5881.331991 = -5875773.675830 nChanged 3641 SP:Iteration 4F (2579.200953 sec): 3 clusters Score: Raw -5883815.634840 + Penalty 5881.331991 = -5877934.302849 nChanged 3955 SP:Iteration 5F (2579.544795 sec): 3 clusters Score: Raw -5886631.481058 + Penalty 5881.331991 = -5880750.149067 nChanged 4192 SP:Iteration 6F (2579.889026 sec): 3 clusters Score: Raw -5889827.978967 + Penalty 5881.331991 = -5883946.646976 nChanged 4114 SP:Iteration 7F (2580.218395 sec): 3 clusters Score: Raw -5892873.670467 + Penalty 5881.331991 = -5886992.338476 nChanged 3701 SP:Iteration 8F (2580.533639 sec): 3 clusters Score: Raw -5895346.949111 + Penalty 5881.331991 = -5889465.617119 nChanged 3097 SP:Iteration 9Q (2580.848780 sec): 3 clusters Score: Raw -5897264.216459 + Penalty 5881.331991 = -5891382.884468 nChanged 2526 SP:Iteration 10Q (2581.226244 sec): 3 clusters Score: Raw -5898729.870548 + Penalty 5881.331991 = -5892848.538557 nChanged 2231 SP:Iteration 11Q (2581.513672 sec): 3 clusters Score: Raw -5899947.967204 + Penalty 5881.331991 = -5894066.635213 nChanged 1900 SP:Iteration 12Q (2581.809215 sec): 3 clusters Score: Raw -5900929.899539 + Penalty 5881.331991 = -5895048.567548 nChanged 1695 SP:Iteration 13Q (2582.130189 sec): 3 clusters Score: Raw -5901777.422403 + Penalty 5881.331991 = -5895896.090411 nChanged 1435 SP:Iteration 14Q (2582.457836 sec): 3 clusters Score: Raw -5902449.036500 + Penalty 5881.331991 = -5896567.704508 nChanged 1197 SP:Iteration 15Q (2582.759246 sec): 3 clusters Score: Raw -5902986.271281 + Penalty 5881.331991 = -5897104.939290 nChanged 991 SP:Iteration 16Q (2583.051598 sec): 3 clusters Score: Raw -5903398.724281 + Penalty 5881.331991 = -5897517.392290 nChanged 777 SP:Iteration 17Q (2583.378160 sec): 3 clusters Score: Raw -5903697.384231 + Penalty 5881.331991 = -5897816.052240 nChanged 653 SP:Iteration 18Q (2583.673168 sec): 3 clusters Score: Raw -5903944.107571 + Penalty 5881.331991 = -5898062.775580 nChanged 473 SP:Iteration 19Q (2583.987215 sec): 3 clusters Score: Raw -5904106.516809 + Penalty 5881.331991 = -5898225.184818 nChanged 407 SP:Iteration 20F (2584.317950 sec): 3 clusters Score: Raw -5904248.755993 + Penalty 5881.331991 = -5898367.424002 nChanged 335 SP:Iteration 21Q (2584.600993 sec): 3 clusters Score: Raw -5904360.748995 + Penalty 5881.331991 = -5898479.417004 nChanged 268 SP:Iteration 22Q (2584.900255 sec): 3 clusters Score: Raw -5904453.899877 + Penalty 5881.331991 = -5898572.567886 nChanged 222 SP:Iteration 23Q (2585.156070 sec): 3 clusters Score: Raw -5904527.721856 + Penalty 5881.331991 = -5898646.389865 nChanged 192 SP:Iteration 24Q (2585.474594 sec): 3 clusters Score: Raw -5904589.040769 + Penalty 5881.331991 = -5898707.708778 nChanged 143 SP:Iteration 25Q (2585.777505 sec): 3 clusters Score: Raw -5904627.109977 + Penalty 5881.331991 = -5898745.777986 nChanged 109 SP:Iteration 26Q (2586.064717 sec): 3 clusters Score: Raw -5904656.478966 + Penalty 5881.331991 = -5898775.146975 nChanged 105 SP:Iteration 27Q (2586.356461 sec): 3 clusters Score: Raw -5904683.828809 + Penalty 5881.331991 = -5898802.496818 nChanged 77 SP:Iteration 28Q (2586.655291 sec): 3 clusters Score: Raw -5904703.554304 + Penalty 5881.331991 = -5898822.222313 nChanged 67 SP:Iteration 29Q (2586.977334 sec): 3 clusters Score: Raw -5904720.393789 + Penalty 5881.331991 = -5898839.061798 nChanged 53 SP:Iteration 30Q (2587.246963 sec): 3 clusters Score: Raw -5904730.907178 + Penalty 5881.331991 = -5898849.575186 nChanged 44 SP:Iteration 31Q (2587.547465 sec): 3 clusters Score: Raw -5904740.849948 + Penalty 5881.331991 = -5898859.517956 nChanged 38 SP:Iteration 32Q (2587.823199 sec): 3 clusters Score: Raw -5904749.394481 + Penalty 5881.331991 = -5898868.062490 nChanged 39 SP:Iteration 33Q (2588.125143 sec): 3 clusters Score: Raw -5904757.910168 + Penalty 5881.331991 = -5898876.578177 nChanged 29 SP:Iteration 34Q (2588.389826 sec): 3 clusters Score: Raw -5904763.969239 + Penalty 5881.331991 = -5898882.637248 nChanged 30 SP:Iteration 35Q (2588.701927 sec): 3 clusters Score: Raw -5904770.415185 + Penalty 5881.331991 = -5898889.083194 nChanged 34 SP:Iteration 36Q (2589.014429 sec): 3 clusters Score: Raw -5904776.776211 + Penalty 5881.331991 = -5898895.444220 nChanged 32 SP:Iteration 37Q (2589.308858 sec): 3 clusters Score: Raw -5904782.862534 + Penalty 5881.331991 = -5898901.530543 nChanged 26 SP:Iteration 38Q (2589.574866 sec): 3 clusters Score: Raw -5904788.229857 + Penalty 5881.331991 = -5898906.897866 nChanged 33 SP:Iteration 39Q (2589.889843 sec): 3 clusters Score: Raw -5904795.050210 + Penalty 5881.331991 = -5898913.718219 nChanged 31 SP:Iteration 40F (2590.220087 sec): 3 clusters Score: Raw -5904800.250327 + Penalty 5881.331991 = -5898918.918335 nChanged 22 SP:Iteration 41Q (2590.513395 sec): 3 clusters Score: Raw -5904804.151978 + Penalty 5881.331991 = -5898922.819987 nChanged 18 SP:Iteration 42Q (2590.795880 sec): 3 clusters Score: Raw -5904807.322628 + Penalty 5881.331991 = -5898925.990637 nChanged 13 SP:Iteration 43Q (2591.094769 sec): 3 clusters Score: Raw -5904809.630175 + Penalty 5881.331991 = -5898928.298184 nChanged 21 SP:Iteration 44Q (2591.385401 sec): 3 clusters Score: Raw -5904812.934841 + Penalty 5881.331991 = -5898931.602850 nChanged 13 SP:Iteration 45Q (2591.645111 sec): 3 clusters Score: Raw -5904815.517883 + Penalty 5881.331991 = -5898934.185892 nChanged 19 SP:Iteration 46Q (2591.902072 sec): 3 clusters Score: Raw -5904819.168625 + Penalty 5881.331991 = -5898937.836633 nChanged 20 SP:Iteration 47Q (2592.141519 sec): 3 clusters Score: Raw -5904822.298929 + Penalty 5881.331991 = -5898940.966938 nChanged 9 SP:Iteration 48Q (2592.491343 sec): 3 clusters Score: Raw -5904823.477993 + Penalty 5881.331991 = -5898942.146001 nChanged 3 SP:Iteration 49Q (2592.819995 sec): 3 clusters Score: Raw -5904823.953706 + Penalty 5881.331991 = -5898942.621715 nChanged 3 SP:Iteration 50Q (2593.149891 sec): 3 clusters Score: Raw -5904824.429184 + Penalty 5881.331991 = -5898943.097192 nChanged 4 SP:Iteration 51Q (2593.461234 sec): 3 clusters Score: Raw -5904824.879008 + Penalty 5881.331991 = -5898943.547017 nChanged 1 SP:Iteration 52Q (2593.798058 sec): 3 clusters Score: Raw -5904824.931135 + Penalty 5881.331991 = -5898943.599144 nChanged 0 SP:Iteration 53F (2594.158879 sec): 3 clusters Score: Raw -5904824.931135 + Penalty 5881.331991 = -5898943.599144 nChanged 0 Trying to split cluster 4 (11871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2594.304695 sec): 2 clusters Score: Raw -952812.500022 + Penalty 2476.809385 = -950335.690637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2594.503450 sec): 3 clusters Score: Raw -946380.749665 + Penalty 4953.618769 = -941427.130896 nChanged 4984 SP:Iteration 1F (2594.658442 sec): 3 clusters Score: Raw -949149.633942 + Penalty 4953.618769 = -944196.015173 nChanged 890 SP:Iteration 2F (2594.802579 sec): 3 clusters Score: Raw -949682.716600 + Penalty 4953.618769 = -944729.097831 nChanged 780 SP:Iteration 3F (2594.938098 sec): 3 clusters Score: Raw -950227.319880 + Penalty 4953.618769 = -945273.701111 nChanged 715 SP:Iteration 4F (2595.118307 sec): 3 clusters Score: Raw -950753.093746 + Penalty 4953.618769 = -945799.474977 nChanged 736 SP:Iteration 5F (2595.270623 sec): 3 clusters Score: Raw -951329.165419 + Penalty 4953.618769 = -946375.546650 nChanged 720 SP:Iteration 6F (2595.434380 sec): 3 clusters Score: Raw -951896.185161 + Penalty 4953.618769 = -946942.566391 nChanged 675 SP:Iteration 7F (2595.582299 sec): 3 clusters Score: Raw -952412.331859 + Penalty 4953.618769 = -947458.713090 nChanged 563 SP:Iteration 8Q (2595.738801 sec): 3 clusters Score: Raw -952783.842053 + Penalty 4953.618769 = -947830.223283 nChanged 461 SP:Iteration 9Q (2595.877893 sec): 3 clusters Score: Raw -953042.808657 + Penalty 4953.618769 = -948089.189887 nChanged 384 SP:Iteration 10Q (2596.064267 sec): 3 clusters Score: Raw -953220.088525 + Penalty 4953.618769 = -948266.469756 nChanged 290 SP:Iteration 11Q (2596.213187 sec): 3 clusters Score: Raw -953346.626825 + Penalty 4953.618769 = -948393.008055 nChanged 211 SP:Iteration 12Q (2596.383330 sec): 3 clusters Score: Raw -953442.614969 + Penalty 4953.618769 = -948488.996199 nChanged 212 SP:Iteration 13Q (2596.575954 sec): 3 clusters Score: Raw -953522.407847 + Penalty 4953.618769 = -948568.789077 nChanged 167 SP:Iteration 14Q (2596.709962 sec): 3 clusters Score: Raw -953574.067247 + Penalty 4953.618769 = -948620.448477 nChanged 128 SP:Iteration 15Q (2596.861839 sec): 3 clusters Score: Raw -953608.106071 + Penalty 4953.618769 = -948654.487302 nChanged 120 SP:Iteration 16Q (2597.036689 sec): 3 clusters Score: Raw -953640.034265 + Penalty 4953.618769 = -948686.415496 nChanged 126 SP:Iteration 17Q (2597.205830 sec): 3 clusters Score: Raw -953675.745731 + Penalty 4953.618769 = -948722.126962 nChanged 129 SP:Iteration 18Q (2597.359695 sec): 3 clusters Score: Raw -953712.675976 + Penalty 4953.618769 = -948759.057206 nChanged 129 SP:Iteration 19Q (2597.496954 sec): 3 clusters Score: Raw -953746.567628 + Penalty 4953.618769 = -948792.948859 nChanged 122 SP:Iteration 20F (2597.643522 sec): 3 clusters Score: Raw -953778.784866 + Penalty 4953.618769 = -948825.166096 nChanged 112 SP:Iteration 21Q (2597.847937 sec): 3 clusters Score: Raw -953809.808490 + Penalty 4953.618769 = -948856.189720 nChanged 95 SP:Iteration 22Q (2597.991038 sec): 3 clusters Score: Raw -953832.926721 + Penalty 4953.618769 = -948879.307951 nChanged 79 SP:Iteration 23Q (2598.129113 sec): 3 clusters Score: Raw -953851.967054 + Penalty 4953.618769 = -948898.348285 nChanged 66 SP:Iteration 24Q (2598.263647 sec): 3 clusters Score: Raw -953868.159483 + Penalty 4953.618769 = -948914.540714 nChanged 61 SP:Iteration 25Q (2598.433661 sec): 3 clusters Score: Raw -953882.322101 + Penalty 4953.618769 = -948928.703332 nChanged 48 SP:Iteration 26Q (2598.575842 sec): 3 clusters Score: Raw -953892.834494 + Penalty 4953.618769 = -948939.215724 nChanged 47 SP:Iteration 27Q (2598.720560 sec): 3 clusters Score: Raw -953902.758187 + Penalty 4953.618769 = -948949.139417 nChanged 48 SP:Iteration 28Q (2598.848532 sec): 3 clusters Score: Raw -953912.927621 + Penalty 4953.618769 = -948959.308851 nChanged 46 SP:Iteration 29Q (2598.971548 sec): 3 clusters Score: Raw -953923.930266 + Penalty 4953.618769 = -948970.311496 nChanged 41 SP:Iteration 30Q (2599.113178 sec): 3 clusters Score: Raw -953932.857794 + Penalty 4953.618769 = -948979.239025 nChanged 44 SP:Iteration 31Q (2599.244884 sec): 3 clusters Score: Raw -953943.461217 + Penalty 4953.618769 = -948989.842448 nChanged 45 SP:Iteration 32Q (2599.381157 sec): 3 clusters Score: Raw -953953.611869 + Penalty 4953.618769 = -948999.993100 nChanged 44 SP:Iteration 33Q (2599.530164 sec): 3 clusters Score: Raw -953962.968066 + Penalty 4953.618769 = -949009.349297 nChanged 43 SP:Iteration 34Q (2599.658769 sec): 3 clusters Score: Raw -953971.398938 + Penalty 4953.618769 = -949017.780169 nChanged 24 SP:Iteration 35Q (2599.784952 sec): 3 clusters Score: Raw -953976.525909 + Penalty 4953.618769 = -949022.907140 nChanged 19 SP:Iteration 36Q (2599.925572 sec): 3 clusters Score: Raw -953980.149876 + Penalty 4953.618769 = -949026.531106 nChanged 21 SP:Iteration 37Q (2600.058122 sec): 3 clusters Score: Raw -953984.850147 + Penalty 4953.618769 = -949031.231378 nChanged 20 SP:Iteration 38Q (2600.185356 sec): 3 clusters Score: Raw -953988.248775 + Penalty 4953.618769 = -949034.630005 nChanged 14 SP:Iteration 39Q (2600.318531 sec): 3 clusters Score: Raw -953991.219045 + Penalty 4953.618769 = -949037.600276 nChanged 21 SP:Iteration 40F (2600.428449 sec): 3 clusters Score: Raw -953996.646723 + Penalty 4953.618769 = -949043.027954 nChanged 21 SP:Iteration 41Q (2600.569552 sec): 3 clusters Score: Raw -954001.521192 + Penalty 4953.618769 = -949047.902423 nChanged 21 SP:Iteration 42Q (2600.709267 sec): 3 clusters Score: Raw -954006.120642 + Penalty 4953.618769 = -949052.501873 nChanged 14 SP:Iteration 43Q (2600.860432 sec): 3 clusters Score: Raw -954008.758731 + Penalty 4953.618769 = -949055.139962 nChanged 12 SP:Iteration 44Q (2600.991900 sec): 3 clusters Score: Raw -954011.638262 + Penalty 4953.618769 = -949058.019493 nChanged 16 SP:Iteration 45Q (2601.158169 sec): 3 clusters Score: Raw -954014.573801 + Penalty 4953.618769 = -949060.955032 nChanged 8 SP:Iteration 46Q (2601.294832 sec): 3 clusters Score: Raw -954016.069332 + Penalty 4953.618769 = -949062.450563 nChanged 8 SP:Iteration 47Q (2601.445035 sec): 3 clusters Score: Raw -954017.323331 + Penalty 4953.618769 = -949063.704561 nChanged 10 SP:Iteration 48Q (2601.616400 sec): 3 clusters Score: Raw -954020.289865 + Penalty 4953.618769 = -949066.671095 nChanged 14 SP:Iteration 49Q (2601.762196 sec): 3 clusters Score: Raw -954023.337899 + Penalty 4953.618769 = -949069.719130 nChanged 12 SP:Iteration 50Q (2601.896412 sec): 3 clusters Score: Raw -954026.210714 + Penalty 4953.618769 = -949072.591945 nChanged 15 SP:Iteration 51Q (2602.035797 sec): 3 clusters Score: Raw -954029.223490 + Penalty 4953.618769 = -949075.604720 nChanged 16 SP:Iteration 52Q (2602.169277 sec): 3 clusters Score: Raw -954033.049779 + Penalty 4953.618769 = -949079.431010 nChanged 18 SP:Iteration 53Q (2602.307482 sec): 3 clusters Score: Raw -954036.476226 + Penalty 4953.618769 = -949082.857457 nChanged 13 SP:Iteration 54Q (2602.442460 sec): 3 clusters Score: Raw -954039.186551 + Penalty 4953.618769 = -949085.567782 nChanged 14 SP:Iteration 55Q (2602.595980 sec): 3 clusters Score: Raw -954041.845697 + Penalty 4953.618769 = -949088.226928 nChanged 8 SP:Iteration 56Q (2602.729126 sec): 3 clusters Score: Raw -954043.797251 + Penalty 4953.618769 = -949090.178481 nChanged 10 SP:Iteration 57Q (2602.868381 sec): 3 clusters Score: Raw -954046.084483 + Penalty 4953.618769 = -949092.465713 nChanged 8 SP:Iteration 58Q (2603.007196 sec): 3 clusters Score: Raw -954047.716003 + Penalty 4953.618769 = -949094.097234 nChanged 6 SP:Iteration 59Q (2603.145109 sec): 3 clusters Score: Raw -954048.412733 + Penalty 4953.618769 = -949094.793964 nChanged 3 SP:Iteration 60F (2603.286137 sec): 3 clusters Score: Raw -954048.997009 + Penalty 4953.618769 = -949095.378240 nChanged 4 SP:Iteration 61Q (2603.423442 sec): 3 clusters Score: Raw -954049.268235 + Penalty 4953.618769 = -949095.649465 nChanged 1 SP:Iteration 62Q (2603.563247 sec): 3 clusters Score: Raw -954049.343607 + Penalty 4953.618769 = -949095.724838 nChanged 0 SP:Iteration 63F (2603.702551 sec): 3 clusters Score: Raw -954049.343607 + Penalty 4953.618769 = -949095.724838 nChanged 0 Trying to split cluster 5 (5383 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2603.779809 sec): 2 clusters Score: Raw -394099.387662 + Penalty 2268.024295 = -391831.363367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2603.907639 sec): 3 clusters Score: Raw -391522.876592 + Penalty 4536.048591 = -386986.828001 nChanged 2097 SP:Iteration 1F (2604.022022 sec): 3 clusters Score: Raw -392965.641410 + Penalty 4536.048591 = -388429.592819 nChanged 535 SP:Iteration 2F (2604.135309 sec): 3 clusters Score: Raw -393530.424116 + Penalty 4536.048591 = -388994.375526 nChanged 464 SP:Iteration 3F (2604.253100 sec): 3 clusters Score: Raw -394102.142661 + Penalty 4536.048591 = -389566.094071 nChanged 428 SP:Iteration 4F (2604.365781 sec): 3 clusters Score: Raw -394677.346652 + Penalty 4536.048591 = -390141.298062 nChanged 358 SP:Iteration 5F (2604.479043 sec): 3 clusters Score: Raw -395310.645678 + Penalty 4536.048591 = -390774.597087 nChanged 319 SP:Iteration 6F (2604.589992 sec): 3 clusters Score: Raw -395757.008345 + Penalty 4536.048591 = -391220.959754 nChanged 239 SP:Iteration 7Q (2604.706269 sec): 3 clusters Score: Raw -395965.505579 + Penalty 4536.048591 = -391429.456988 nChanged 160 SP:Iteration 8Q (2604.836742 sec): 3 clusters Score: Raw -396072.812463 + Penalty 4536.048591 = -391536.763873 nChanged 101 SP:Iteration 9Q (2604.931767 sec): 3 clusters Score: Raw -396127.026125 + Penalty 4536.048591 = -391590.977535 nChanged 69 SP:Iteration 10Q (2605.083582 sec): 3 clusters Score: Raw -396159.443548 + Penalty 4536.048591 = -391623.394957 nChanged 44 SP:Iteration 11Q (2605.250334 sec): 3 clusters Score: Raw -396182.514005 + Penalty 4536.048591 = -391646.465415 nChanged 34 SP:Iteration 12Q (2605.320880 sec): 3 clusters Score: Raw -396205.265660 + Penalty 4536.048591 = -391669.217070 nChanged 39 SP:Iteration 13Q (2605.427227 sec): 3 clusters Score: Raw -396234.090918 + Penalty 4536.048591 = -391698.042327 nChanged 35 SP:Iteration 14Q (2605.570537 sec): 3 clusters Score: Raw -396254.404947 + Penalty 4536.048591 = -391718.356356 nChanged 29 SP:Iteration 15Q (2605.685338 sec): 3 clusters Score: Raw -396263.879065 + Penalty 4536.048591 = -391727.830474 nChanged 15 SP:Iteration 16Q (2605.798828 sec): 3 clusters Score: Raw -396268.117679 + Penalty 4536.048591 = -391732.069089 nChanged 11 SP:Iteration 17Q (2605.914477 sec): 3 clusters Score: Raw -396271.461716 + Penalty 4536.048591 = -391735.413125 nChanged 11 SP:Iteration 18Q (2606.041521 sec): 3 clusters Score: Raw -396276.108449 + Penalty 4536.048591 = -391740.059858 nChanged 12 SP:Iteration 19Q (2606.125390 sec): 3 clusters Score: Raw -396280.063115 + Penalty 4536.048591 = -391744.014524 nChanged 12 SP:Iteration 20F (2606.261866 sec): 3 clusters Score: Raw -396283.398417 + Penalty 4536.048591 = -391747.349826 nChanged 8 SP:Iteration 21Q (2606.404397 sec): 3 clusters Score: Raw -396285.211821 + Penalty 4536.048591 = -391749.163231 nChanged 3 SP:Iteration 22Q (2606.499334 sec): 3 clusters Score: Raw -396286.924787 + Penalty 4536.048591 = -391750.876196 nChanged 8 SP:Iteration 23Q (2606.622950 sec): 3 clusters Score: Raw -396290.429246 + Penalty 4536.048591 = -391754.380656 nChanged 4 SP:Iteration 24Q (2606.747543 sec): 3 clusters Score: Raw -396292.905016 + Penalty 4536.048591 = -391756.856425 nChanged 6 SP:Iteration 25Q (2606.889818 sec): 3 clusters Score: Raw -396295.775068 + Penalty 4536.048591 = -391759.726477 nChanged 9 SP:Iteration 26Q (2607.006749 sec): 3 clusters Score: Raw -396300.232385 + Penalty 4536.048591 = -391764.183795 nChanged 8 SP:Iteration 27Q (2607.118186 sec): 3 clusters Score: Raw -396302.828795 + Penalty 4536.048591 = -391766.780204 nChanged 4 SP:Iteration 28Q (2607.251417 sec): 3 clusters Score: Raw -396303.980626 + Penalty 4536.048591 = -391767.932035 nChanged 4 SP:Iteration 29Q (2607.378538 sec): 3 clusters Score: Raw -396305.149163 + Penalty 4536.048591 = -391769.100572 nChanged 6 SP:Iteration 30Q (2607.486839 sec): 3 clusters Score: Raw -396306.952642 + Penalty 4536.048591 = -391770.904052 nChanged 4 SP:Iteration 31Q (2607.608783 sec): 3 clusters Score: Raw -396308.234867 + Penalty 4536.048591 = -391772.186276 nChanged 3 SP:Iteration 32Q (2607.723833 sec): 3 clusters Score: Raw -396308.926157 + Penalty 4536.048591 = -391772.877567 nChanged 2 SP:Iteration 33Q (2607.842870 sec): 3 clusters Score: Raw -396309.609184 + Penalty 4536.048591 = -391773.560593 nChanged 3 SP:Iteration 34Q (2607.949065 sec): 3 clusters Score: Raw -396310.170965 + Penalty 4536.048591 = -391774.122374 nChanged 1 SP:Iteration 35Q (2608.069488 sec): 3 clusters Score: Raw -396310.465663 + Penalty 4536.048591 = -391774.417072 nChanged 3 SP:Iteration 36Q (2608.196045 sec): 3 clusters Score: Raw -396311.587173 + Penalty 4536.048591 = -391775.538582 nChanged 2 SP:Iteration 37Q (2608.320788 sec): 3 clusters Score: Raw -396312.225560 + Penalty 4536.048591 = -391776.176969 nChanged 2 SP:Iteration 38Q (2608.458525 sec): 3 clusters Score: Raw -396312.679770 + Penalty 4536.048591 = -391776.631180 nChanged 3 SP:Iteration 39Q (2608.610041 sec): 3 clusters Score: Raw -396314.270033 + Penalty 4536.048591 = -391778.221442 nChanged 0 SP:Iteration 40F (2608.746111 sec): 3 clusters Score: Raw -396314.270033 + Penalty 4536.048591 = -391778.221442 nChanged 0 Trying to split cluster 6 (8486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2608.807854 sec): 2 clusters Score: Raw -674314.200163 + Penalty 2388.189679 = -671926.010484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2608.988747 sec): 3 clusters Score: Raw -669970.962666 + Penalty 4776.379358 = -665194.583309 nChanged 3478 SP:Iteration 1F (2609.116808 sec): 3 clusters Score: Raw -672062.123128 + Penalty 4776.379358 = -667285.743771 nChanged 720 SP:Iteration 2F (2609.260907 sec): 3 clusters Score: Raw -672643.726765 + Penalty 4776.379358 = -667867.347407 nChanged 660 SP:Iteration 3F (2609.386425 sec): 3 clusters Score: Raw -673318.380009 + Penalty 4776.379358 = -668542.000651 nChanged 666 SP:Iteration 4F (2609.501213 sec): 3 clusters Score: Raw -674054.587846 + Penalty 4776.379358 = -669278.208488 nChanged 691 SP:Iteration 5F (2609.628560 sec): 3 clusters Score: Raw -674839.430105 + Penalty 4776.379358 = -670063.050747 nChanged 601 SP:Iteration 6F (2609.756466 sec): 3 clusters Score: Raw -675461.431501 + Penalty 4776.379358 = -670685.052144 nChanged 454 SP:Iteration 7F (2609.884290 sec): 3 clusters Score: Raw -675849.190127 + Penalty 4776.379358 = -671072.810769 nChanged 324 SP:Iteration 8Q (2610.024979 sec): 3 clusters Score: Raw -676056.909770 + Penalty 4776.379358 = -671280.530412 nChanged 188 SP:Iteration 9Q (2610.143170 sec): 3 clusters Score: Raw -676158.082818 + Penalty 4776.379358 = -671381.703460 nChanged 133 SP:Iteration 10Q (2610.271751 sec): 3 clusters Score: Raw -676218.404334 + Penalty 4776.379358 = -671442.024977 nChanged 113 SP:Iteration 11Q (2610.399949 sec): 3 clusters Score: Raw -676261.876213 + Penalty 4776.379358 = -671485.496855 nChanged 62 SP:Iteration 12Q (2610.528564 sec): 3 clusters Score: Raw -676285.628705 + Penalty 4776.379358 = -671509.249348 nChanged 50 SP:Iteration 13Q (2610.656795 sec): 3 clusters Score: Raw -676303.524976 + Penalty 4776.379358 = -671527.145619 nChanged 44 SP:Iteration 14Q (2610.784915 sec): 3 clusters Score: Raw -676318.268116 + Penalty 4776.379358 = -671541.888759 nChanged 41 SP:Iteration 15Q (2610.902729 sec): 3 clusters Score: Raw -676330.426231 + Penalty 4776.379358 = -671554.046873 nChanged 34 SP:Iteration 16Q (2611.018590 sec): 3 clusters Score: Raw -676340.824821 + Penalty 4776.379358 = -671564.445463 nChanged 29 SP:Iteration 17Q (2611.148676 sec): 3 clusters Score: Raw -676348.799848 + Penalty 4776.379358 = -671572.420491 nChanged 25 SP:Iteration 18Q (2611.266304 sec): 3 clusters Score: Raw -676354.218341 + Penalty 4776.379358 = -671577.838983 nChanged 22 SP:Iteration 19Q (2611.414728 sec): 3 clusters Score: Raw -676359.568284 + Penalty 4776.379358 = -671583.188926 nChanged 19 SP:Iteration 20F (2611.542454 sec): 3 clusters Score: Raw -676364.997485 + Penalty 4776.379358 = -671588.618127 nChanged 13 SP:Iteration 21Q (2611.670368 sec): 3 clusters Score: Raw -676367.711099 + Penalty 4776.379358 = -671591.331741 nChanged 10 SP:Iteration 22Q (2611.799237 sec): 3 clusters Score: Raw -676369.740604 + Penalty 4776.379358 = -671593.361246 nChanged 3 SP:Iteration 23Q (2611.931460 sec): 3 clusters Score: Raw -676370.415933 + Penalty 4776.379358 = -671594.036575 nChanged 0 SP:Iteration 24F (2612.051645 sec): 3 clusters Score: Raw -676370.415933 + Penalty 4776.379358 = -671594.036575 nChanged 0 Trying to split cluster 7 (15392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2612.150217 sec): 2 clusters Score: Raw -1340538.763334 + Penalty 2545.383238 = -1337993.380096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2612.324438 sec): 3 clusters Score: Raw -1331969.029625 + Penalty 5090.766475 = -1326878.263150 nChanged 6587 SP:Iteration 1F (2612.458938 sec): 3 clusters Score: Raw -1335721.100652 + Penalty 5090.766475 = -1330630.334177 nChanged 1224 SP:Iteration 2F (2612.626072 sec): 3 clusters Score: Raw -1336601.903735 + Penalty 5090.766475 = -1331511.137260 nChanged 1254 SP:Iteration 3F (2612.784328 sec): 3 clusters Score: Raw -1337691.493257 + Penalty 5090.766475 = -1332600.726782 nChanged 1235 SP:Iteration 4F (2612.974227 sec): 3 clusters Score: Raw -1338817.413953 + Penalty 5090.766475 = -1333726.647477 nChanged 1089 SP:Iteration 5F (2613.157399 sec): 3 clusters Score: Raw -1339735.540917 + Penalty 5090.766475 = -1334644.774442 nChanged 888 SP:Iteration 6F (2613.282037 sec): 3 clusters Score: Raw -1340372.454905 + Penalty 5090.766475 = -1335281.688430 nChanged 646 SP:Iteration 7Q (2613.467988 sec): 3 clusters Score: Raw -1340772.397109 + Penalty 5090.766475 = -1335681.630634 nChanged 554 SP:Iteration 8Q (2613.617452 sec): 3 clusters Score: Raw -1341069.052796 + Penalty 5090.766475 = -1335978.286321 nChanged 441 SP:Iteration 9Q (2613.782984 sec): 3 clusters Score: Raw -1341274.654822 + Penalty 5090.766475 = -1336183.888347 nChanged 325 SP:Iteration 10Q (2613.937886 sec): 3 clusters Score: Raw -1341396.578578 + Penalty 5090.766475 = -1336305.812103 nChanged 249 SP:Iteration 11Q (2614.095850 sec): 3 clusters Score: Raw -1341475.650952 + Penalty 5090.766475 = -1336384.884477 nChanged 192 SP:Iteration 12Q (2614.232404 sec): 3 clusters Score: Raw -1341528.044714 + Penalty 5090.766475 = -1336437.278239 nChanged 139 SP:Iteration 13Q (2614.331464 sec): 3 clusters Score: Raw -1341558.149858 + Penalty 5090.766475 = -1336467.383382 nChanged 115 SP:Iteration 14Q (2614.518362 sec): 3 clusters Score: Raw -1341581.799540 + Penalty 5090.766475 = -1336491.033065 nChanged 87 SP:Iteration 15Q (2614.722938 sec): 3 clusters Score: Raw -1341595.959392 + Penalty 5090.766475 = -1336505.192917 nChanged 74 SP:Iteration 16Q (2614.783083 sec): 3 clusters Score: Raw -1341609.853917 + Penalty 5090.766475 = -1336519.087442 nChanged 71 SP:Iteration 17Q (2614.878922 sec): 3 clusters Score: Raw -1341621.156366 + Penalty 5090.766475 = -1336530.389891 nChanged 60 SP:Iteration 18Q (2615.008219 sec): 3 clusters Score: Raw -1341631.112831 + Penalty 5090.766475 = -1336540.346356 nChanged 53 SP:Iteration 19Q (2615.093624 sec): 3 clusters Score: Raw -1341638.831733 + Penalty 5090.766475 = -1336548.065257 nChanged 34 SP:Iteration 20F (2615.190039 sec): 3 clusters Score: Raw -1341643.562177 + Penalty 5090.766475 = -1336552.795702 nChanged 33 SP:Iteration 21Q (2615.328348 sec): 3 clusters Score: Raw -1341647.357182 + Penalty 5090.766475 = -1336556.590706 nChanged 31 SP:Iteration 22Q (2615.424012 sec): 3 clusters Score: Raw -1341651.794195 + Penalty 5090.766475 = -1336561.027720 nChanged 34 SP:Iteration 23Q (2615.522396 sec): 3 clusters Score: Raw -1341656.846233 + Penalty 5090.766475 = -1336566.079758 nChanged 29 SP:Iteration 24Q (2615.621073 sec): 3 clusters Score: Raw -1341661.282982 + Penalty 5090.766475 = -1336570.516506 nChanged 29 SP:Iteration 25Q (2615.725392 sec): 3 clusters Score: Raw -1341664.718533 + Penalty 5090.766475 = -1336573.952058 nChanged 26 SP:Iteration 26Q (2615.844250 sec): 3 clusters Score: Raw -1341667.568170 + Penalty 5090.766475 = -1336576.801695 nChanged 18 SP:Iteration 27Q (2615.949657 sec): 3 clusters Score: Raw -1341669.916232 + Penalty 5090.766475 = -1336579.149757 nChanged 20 SP:Iteration 28Q (2616.064120 sec): 3 clusters Score: Raw -1341672.017948 + Penalty 5090.766475 = -1336581.251472 nChanged 20 SP:Iteration 29Q (2616.154336 sec): 3 clusters Score: Raw -1341673.836801 + Penalty 5090.766475 = -1336583.070326 nChanged 10 SP:Iteration 30Q (2616.252190 sec): 3 clusters Score: Raw -1341674.671874 + Penalty 5090.766475 = -1336583.905399 nChanged 10 SP:Iteration 31Q (2616.351225 sec): 3 clusters Score: Raw -1341675.672653 + Penalty 5090.766475 = -1336584.906177 nChanged 13 SP:Iteration 32Q (2616.455001 sec): 3 clusters Score: Raw -1341677.010717 + Penalty 5090.766475 = -1336586.244242 nChanged 11 SP:Iteration 33Q (2616.574735 sec): 3 clusters Score: Raw -1341677.988599 + Penalty 5090.766475 = -1336587.222124 nChanged 10 SP:Iteration 34Q (2616.771618 sec): 3 clusters Score: Raw -1341679.156522 + Penalty 5090.766475 = -1336588.390047 nChanged 6 SP:Iteration 35Q (2616.921488 sec): 3 clusters Score: Raw -1341679.751265 + Penalty 5090.766475 = -1336588.984790 nChanged 7 SP:Iteration 36Q (2617.041067 sec): 3 clusters Score: Raw -1341680.201515 + Penalty 5090.766475 = -1336589.435040 nChanged 3 SP:Iteration 37Q (2617.126335 sec): 3 clusters Score: Raw -1341680.356924 + Penalty 5090.766475 = -1336589.590449 nChanged 3 SP:Iteration 38Q (2617.226317 sec): 3 clusters Score: Raw -1341680.625676 + Penalty 5090.766475 = -1336589.859201 nChanged 3 SP:Iteration 39Q (2617.348469 sec): 3 clusters Score: Raw -1341680.769190 + Penalty 5090.766475 = -1336590.002714 nChanged 3 SP:Iteration 40F (2617.438460 sec): 3 clusters Score: Raw -1341680.962462 + Penalty 5090.766475 = -1336590.195987 nChanged 4 SP:Iteration 41Q (2617.531845 sec): 3 clusters Score: Raw -1341681.227575 + Penalty 5090.766475 = -1336590.461100 nChanged 2 SP:Iteration 42Q (2617.637399 sec): 3 clusters Score: Raw -1341681.470822 + Penalty 5090.766475 = -1336590.704347 nChanged 3 SP:Iteration 43Q (2617.757864 sec): 3 clusters Score: Raw -1341681.768460 + Penalty 5090.766475 = -1336591.001985 nChanged 2 SP:Iteration 44Q (2617.859477 sec): 3 clusters Score: Raw -1341682.120093 + Penalty 5090.766475 = -1336591.353618 nChanged 8 SP:Iteration 45Q (2617.978588 sec): 3 clusters Score: Raw -1341683.087216 + Penalty 5090.766475 = -1336592.320741 nChanged 6 SP:Iteration 46Q (2618.197631 sec): 3 clusters Score: Raw -1341683.620860 + Penalty 5090.766475 = -1336592.854385 nChanged 5 SP:Iteration 47Q (2618.279916 sec): 3 clusters Score: Raw -1341683.946678 + Penalty 5090.766475 = -1336593.180203 nChanged 6 SP:Iteration 48Q (2618.417519 sec): 3 clusters Score: Raw -1341684.411525 + Penalty 5090.766475 = -1336593.645049 nChanged 5 SP:Iteration 49Q (2618.584641 sec): 3 clusters Score: Raw -1341684.892438 + Penalty 5090.766475 = -1336594.125962 nChanged 4 SP:Iteration 50Q (2618.693193 sec): 3 clusters Score: Raw -1341685.182898 + Penalty 5090.766475 = -1336594.416422 nChanged 5 SP:Iteration 51Q (2618.828930 sec): 3 clusters Score: Raw -1341685.561821 + Penalty 5090.766475 = -1336594.795345 nChanged 4 SP:Iteration 52Q (2618.935565 sec): 3 clusters Score: Raw -1341685.830970 + Penalty 5090.766475 = -1336595.064494 nChanged 6 SP:Iteration 53Q (2619.107222 sec): 3 clusters Score: Raw -1341686.364971 + Penalty 5090.766475 = -1336595.598496 nChanged 5 SP:Iteration 54Q (2619.244285 sec): 3 clusters Score: Raw -1341686.600294 + Penalty 5090.766475 = -1336595.833819 nChanged 3 SP:Iteration 55Q (2619.347512 sec): 3 clusters Score: Raw -1341686.815060 + Penalty 5090.766475 = -1336596.048585 nChanged 3 SP:Iteration 56Q (2619.451630 sec): 3 clusters Score: Raw -1341686.974229 + Penalty 5090.766475 = -1336596.207754 nChanged 3 SP:Iteration 57Q (2619.615836 sec): 3 clusters Score: Raw -1341687.052826 + Penalty 5090.766475 = -1336596.286350 nChanged 3 SP:Iteration 58Q (2619.807715 sec): 3 clusters Score: Raw -1341687.232209 + Penalty 5090.766475 = -1336596.465734 nChanged 10 SP:Iteration 59Q (2619.893015 sec): 3 clusters Score: Raw -1341687.964766 + Penalty 5090.766475 = -1336597.198291 nChanged 10 SP:Iteration 60F (2620.000769 sec): 3 clusters Score: Raw -1341688.784531 + Penalty 5090.766475 = -1336598.018055 nChanged 10 SP:Iteration 61Q (2620.104752 sec): 3 clusters Score: Raw -1341689.721292 + Penalty 5090.766475 = -1336598.954817 nChanged 11 SP:Iteration 62Q (2620.207472 sec): 3 clusters Score: Raw -1341690.671217 + Penalty 5090.766475 = -1336599.904742 nChanged 10 SP:Iteration 63Q (2620.316945 sec): 3 clusters Score: Raw -1341691.563890 + Penalty 5090.766475 = -1336600.797415 nChanged 10 SP:Iteration 64Q (2620.439620 sec): 3 clusters Score: Raw -1341692.645198 + Penalty 5090.766475 = -1336601.878723 nChanged 11 SP:Iteration 65Q (2620.536905 sec): 3 clusters Score: Raw -1341694.045658 + Penalty 5090.766475 = -1336603.279183 nChanged 11 SP:Iteration 66Q (2620.732130 sec): 3 clusters Score: Raw -1341695.006002 + Penalty 5090.766475 = -1336604.239527 nChanged 11 SP:Iteration 67Q (2620.825938 sec): 3 clusters Score: Raw -1341695.955623 + Penalty 5090.766475 = -1336605.189148 nChanged 12 SP:Iteration 68Q (2620.944685 sec): 3 clusters Score: Raw -1341697.153790 + Penalty 5090.766475 = -1336606.387314 nChanged 8 SP:Iteration 69Q (2621.043815 sec): 3 clusters Score: Raw -1341697.854989 + Penalty 5090.766475 = -1336607.088513 nChanged 10 SP:Iteration 70Q (2621.146162 sec): 3 clusters Score: Raw -1341698.740669 + Penalty 5090.766475 = -1336607.974194 nChanged 14 SP:Iteration 71Q (2621.249507 sec): 3 clusters Score: Raw -1341700.419766 + Penalty 5090.766475 = -1336609.653291 nChanged 24 SP:Iteration 72Q (2621.364795 sec): 3 clusters Score: Raw -1341703.381359 + Penalty 5090.766475 = -1336612.614884 nChanged 29 SP:Iteration 73Q (2621.485045 sec): 3 clusters Score: Raw -1341707.237140 + Penalty 5090.766475 = -1336616.470665 nChanged 32 SP:Iteration 74Q (2621.581233 sec): 3 clusters Score: Raw -1341711.092461 + Penalty 5090.766475 = -1336620.325985 nChanged 25 SP:Iteration 75Q (2621.694021 sec): 3 clusters Score: Raw -1341713.834323 + Penalty 5090.766475 = -1336623.067848 nChanged 17 SP:Iteration 76Q (2621.814395 sec): 3 clusters Score: Raw -1341715.777789 + Penalty 5090.766475 = -1336625.011314 nChanged 15 SP:Iteration 77Q (2621.911657 sec): 3 clusters Score: Raw -1341717.368324 + Penalty 5090.766475 = -1336626.601849 nChanged 14 SP:Iteration 78Q (2622.054021 sec): 3 clusters Score: Raw -1341718.660412 + Penalty 5090.766475 = -1336627.893937 nChanged 11 SP:Iteration 79Q (2622.156674 sec): 3 clusters Score: Raw -1341719.761383 + Penalty 5090.766475 = -1336628.994908 nChanged 12 SP:Iteration 80F (2622.259296 sec): 3 clusters Score: Raw -1341720.871923 + Penalty 5090.766475 = -1336630.105448 nChanged 7 SP:Iteration 81Q (2622.363560 sec): 3 clusters Score: Raw -1341721.520326 + Penalty 5090.766475 = -1336630.753850 nChanged 9 SP:Iteration 82Q (2622.467393 sec): 3 clusters Score: Raw -1341722.066766 + Penalty 5090.766475 = -1336631.300291 nChanged 9 SP:Iteration 83Q (2622.578936 sec): 3 clusters Score: Raw -1341722.809790 + Penalty 5090.766475 = -1336632.043315 nChanged 6 SP:Iteration 84Q (2622.700922 sec): 3 clusters Score: Raw -1341723.211233 + Penalty 5090.766475 = -1336632.444757 nChanged 3 SP:Iteration 85Q (2622.798471 sec): 3 clusters Score: Raw -1341723.385628 + Penalty 5090.766475 = -1336632.619152 nChanged 5 SP:Iteration 86Q (2622.910228 sec): 3 clusters Score: Raw -1341723.741624 + Penalty 5090.766475 = -1336632.975149 nChanged 4 SP:Iteration 87Q (2623.031644 sec): 3 clusters Score: Raw -1341724.101773 + Penalty 5090.766475 = -1336633.335298 nChanged 5 SP:Iteration 88Q (2623.129174 sec): 3 clusters Score: Raw -1341724.631212 + Penalty 5090.766475 = -1336633.864736 nChanged 5 SP:Iteration 89Q (2623.233417 sec): 3 clusters Score: Raw -1341725.271963 + Penalty 5090.766475 = -1336634.505487 nChanged 0 SP:Iteration 90F (2623.335481 sec): 3 clusters Score: Raw -1341725.271963 + Penalty 5090.766475 = -1336634.505487 nChanged 0 Trying to split cluster 8 (10979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2623.414949 sec): 2 clusters Score: Raw -937353.437262 + Penalty 2456.187264 = -934897.249998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2623.529985 sec): 3 clusters Score: Raw -931499.405552 + Penalty 4912.374528 = -926587.031024 nChanged 4544 SP:Iteration 1F (2623.611133 sec): 3 clusters Score: Raw -934602.016755 + Penalty 4912.374528 = -929689.642227 nChanged 1143 SP:Iteration 2F (2623.692811 sec): 3 clusters Score: Raw -936279.268281 + Penalty 4912.374528 = -931366.893753 nChanged 1325 SP:Iteration 3F (2623.776591 sec): 3 clusters Score: Raw -938426.465044 + Penalty 4912.374528 = -933514.090516 nChanged 1224 SP:Iteration 4F (2623.978831 sec): 3 clusters Score: Raw -940008.318485 + Penalty 4912.374528 = -935095.943957 nChanged 776 SP:Iteration 5F (2624.141172 sec): 3 clusters Score: Raw -940640.302736 + Penalty 4912.374528 = -935727.928208 nChanged 391 SP:Iteration 6Q (2624.254511 sec): 3 clusters Score: Raw -940831.418632 + Penalty 4912.374528 = -935919.044105 nChanged 201 SP:Iteration 7Q (2624.421404 sec): 3 clusters Score: Raw -940907.428715 + Penalty 4912.374528 = -935995.054187 nChanged 119 SP:Iteration 8Q (2624.514168 sec): 3 clusters Score: Raw -940945.201980 + Penalty 4912.374528 = -936032.827452 nChanged 87 SP:Iteration 9Q (2624.591352 sec): 3 clusters Score: Raw -940968.497519 + Penalty 4912.374528 = -936056.122991 nChanged 53 SP:Iteration 10Q (2624.668076 sec): 3 clusters Score: Raw -940980.177051 + Penalty 4912.374528 = -936067.802523 nChanged 40 SP:Iteration 11Q (2624.755356 sec): 3 clusters Score: Raw -940989.431108 + Penalty 4912.374528 = -936077.056580 nChanged 29 SP:Iteration 12Q (2624.839188 sec): 3 clusters Score: Raw -940995.499354 + Penalty 4912.374528 = -936083.124826 nChanged 27 SP:Iteration 13Q (2624.922026 sec): 3 clusters Score: Raw -940999.634688 + Penalty 4912.374528 = -936087.260160 nChanged 8 SP:Iteration 14Q (2625.004425 sec): 3 clusters Score: Raw -941001.298877 + Penalty 4912.374528 = -936088.924349 nChanged 7 SP:Iteration 15Q (2625.087628 sec): 3 clusters Score: Raw -941002.366965 + Penalty 4912.374528 = -936089.992437 nChanged 5 SP:Iteration 16Q (2625.174828 sec): 3 clusters Score: Raw -941003.432148 + Penalty 4912.374528 = -936091.057620 nChanged 6 SP:Iteration 17Q (2625.271276 sec): 3 clusters Score: Raw -941004.743638 + Penalty 4912.374528 = -936092.369111 nChanged 8 SP:Iteration 18Q (2625.354250 sec): 3 clusters Score: Raw -941006.302817 + Penalty 4912.374528 = -936093.928289 nChanged 6 SP:Iteration 19Q (2625.431177 sec): 3 clusters Score: Raw -941007.443833 + Penalty 4912.374528 = -936095.069306 nChanged 7 SP:Iteration 20F (2625.528180 sec): 3 clusters Score: Raw -941008.373639 + Penalty 4912.374528 = -936095.999111 nChanged 4 SP:Iteration 21Q (2625.616555 sec): 3 clusters Score: Raw -941008.848506 + Penalty 4912.374528 = -936096.473978 nChanged 2 SP:Iteration 22Q (2625.691877 sec): 3 clusters Score: Raw -941009.231118 + Penalty 4912.374528 = -936096.856590 nChanged 0 SP:Iteration 23F (2625.783867 sec): 3 clusters Score: Raw -941009.231118 + Penalty 4912.374528 = -936096.856590 nChanged 0 Score: Raw -11800257.059655 + Penalty 31391.567519 = -11768865.492136 Splitting cluster 8 changes total score from -11767589.193658 to -11768865.492136 So it's getting split into cluster 10. Iteration 59Q (2629.704744 sec): 11 clusters Score: Raw -11802234.964939 + Penalty 31391.567519 = -11770843.397420 nChanged 2257 Iteration 60F (2631.703538 sec): 11 clusters Score: Raw -11803837.347694 + Penalty 31391.567519 = -11772445.780175 nChanged 1700 Iteration 61Q (2633.307407 sec): 11 clusters Score: Raw -11804543.302573 + Penalty 31391.567519 = -11773151.735054 nChanged 1159 Iteration 62Q (2634.680422 sec): 11 clusters Score: Raw -11804895.284474 + Penalty 31391.567519 = -11773503.716955 nChanged 916 Iteration 63Q (2636.056019 sec): 11 clusters Score: Raw -11805131.334128 + Penalty 31391.567519 = -11773739.766609 nChanged 758 Iteration 64Q (2637.440238 sec): 11 clusters Score: Raw -11805293.075815 + Penalty 31391.567519 = -11773901.508296 nChanged 655 Iteration 65Q (2638.724481 sec): 11 clusters Score: Raw -11805414.611513 + Penalty 31391.567519 = -11774023.043994 nChanged 568 Iteration 66Q (2639.998486 sec): 11 clusters Score: Raw -11805515.839990 + Penalty 31391.567519 = -11774124.272471 nChanged 523 Iteration 67Q (2641.355133 sec): 11 clusters Score: Raw -11805599.053191 + Penalty 31391.567519 = -11774207.485673 nChanged 444 Iteration 68Q (2642.587093 sec): 11 clusters Score: Raw -11805661.740697 + Penalty 31391.567519 = -11774270.173178 nChanged 387 Iteration 69Q (2643.774589 sec): 11 clusters Score: Raw -11805710.751525 + Penalty 31391.567519 = -11774319.184006 nChanged 317 Iteration 70Q (2644.941759 sec): 11 clusters Score: Raw -11805749.330975 + Penalty 31391.567519 = -11774357.763456 nChanged 282 Iteration 71Q (2646.142359 sec): 11 clusters Score: Raw -11805779.525229 + Penalty 31391.567519 = -11774387.957711 nChanged 265 Iteration 72Q (2647.337260 sec): 11 clusters Score: Raw -11805809.841568 + Penalty 31391.567519 = -11774418.274049 nChanged 271 Iteration 73Q (2648.478679 sec): 11 clusters Score: Raw -11805845.938419 + Penalty 31391.567519 = -11774454.370900 nChanged 272 Iteration 74Q (2649.650044 sec): 11 clusters Score: Raw -11805883.577075 + Penalty 31391.567519 = -11774492.009556 nChanged 261 Iteration 75Q (2650.854164 sec): 11 clusters Score: Raw -11805920.209397 + Penalty 31391.567519 = -11774528.641878 nChanged 282 Iteration 76Q (2651.996183 sec): 11 clusters Score: Raw -11805958.027763 + Penalty 31391.567519 = -11774566.460244 nChanged 272 Iteration 77Q (2653.168189 sec): 11 clusters Score: Raw -11805989.930506 + Penalty 31391.567519 = -11774598.362987 nChanged 248 Iteration 78Q (2654.364999 sec): 11 clusters Score: Raw -11806016.425500 + Penalty 31391.567519 = -11774624.857982 nChanged 227 Iteration 79Q (2655.506324 sec): 11 clusters Score: Raw -11806040.306331 + Penalty 31391.567519 = -11774648.738812 nChanged 223 Iteration 80F (2657.154876 sec): 11 clusters Score: Raw -11806062.579034 + Penalty 31391.567519 = -11774671.011515 nChanged 212 Iteration 81Q (2658.343444 sec): 11 clusters Score: Raw -11806084.190396 + Penalty 31391.567519 = -11774692.622877 nChanged 183 Iteration 82Q (2659.527221 sec): 11 clusters Score: Raw -11806103.503279 + Penalty 31391.567519 = -11774711.935760 nChanged 176 Iteration 83Q (2660.743386 sec): 11 clusters Score: Raw -11806123.869741 + Penalty 31391.567519 = -11774732.302222 nChanged 180 Iteration 84Q (2661.961595 sec): 11 clusters Score: Raw -11806145.794792 + Penalty 31391.567519 = -11774754.227273 nChanged 164 Iteration 85Q (2663.228555 sec): 11 clusters Score: Raw -11806162.118384 + Penalty 31391.567519 = -11774770.550866 nChanged 133 Iteration 86Q (2664.413377 sec): 11 clusters Score: Raw -11806174.496406 + Penalty 31391.567519 = -11774782.928887 nChanged 124 Iteration 87Q (2665.635415 sec): 11 clusters Score: Raw -11806186.241607 + Penalty 31391.567519 = -11774794.674088 nChanged 128 Iteration 88Q (2666.904029 sec): 11 clusters Score: Raw -11806199.065867 + Penalty 31391.567519 = -11774807.498348 nChanged 123 Iteration 89Q (2668.097622 sec): 11 clusters Score: Raw -11806211.352643 + Penalty 31391.567519 = -11774819.785124 nChanged 134 Iteration 90Q (2669.317545 sec): 11 clusters Score: Raw -11806224.408529 + Penalty 31391.567519 = -11774832.841010 nChanged 125 Iteration 91Q (2670.534770 sec): 11 clusters Score: Raw -11806235.878550 + Penalty 31391.567519 = -11774844.311031 nChanged 125 Iteration 92Q (2671.750622 sec): 11 clusters Score: Raw -11806247.503359 + Penalty 31391.567519 = -11774855.935840 nChanged 108 Iteration 93Q (2672.963058 sec): 11 clusters Score: Raw -11806256.800355 + Penalty 31391.567519 = -11774865.232836 nChanged 111 Iteration 94Q (2674.114723 sec): 11 clusters Score: Raw -11806267.123589 + Penalty 31391.567519 = -11774875.556070 nChanged 123 Iteration 95Q (2675.306151 sec): 11 clusters Score: Raw -11806282.293673 + Penalty 31391.567519 = -11774890.726154 nChanged 146 Iteration 96Q (2676.519084 sec): 11 clusters Score: Raw -11806301.051091 + Penalty 31391.567519 = -11774909.483572 nChanged 158 Iteration 97Q (2677.684859 sec): 11 clusters Score: Raw -11806323.709364 + Penalty 31391.567519 = -11774932.141845 nChanged 150 Iteration 98Q (2678.868489 sec): 11 clusters Score: Raw -11806346.700793 + Penalty 31391.567519 = -11774955.133274 nChanged 147 Writing temp clu file Because OldScore, -11774932.141845, is greater than current (better) Score,-11774955.133274 Compute initial score before splitting: Score: Raw -11806346.700793 + Penalty 31391.567519 = -11774955.133274 Trying to split cluster 1 (2778 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2679.005066 sec): 2 clusters Score: Raw -172403.623345 + Penalty 2093.384442 = -170310.238903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2679.036529 sec): 3 clusters Score: Raw -171336.980207 + Penalty 4186.768884 = -167150.211323 nChanged 960 SP:Iteration 1F (2679.076040 sec): 3 clusters Score: Raw -172227.026936 + Penalty 4186.768884 = -168040.258052 nChanged 301 SP:Iteration 2F (2679.115477 sec): 3 clusters Score: Raw -172715.951688 + Penalty 4186.768884 = -168529.182804 nChanged 251 SP:Iteration 3F (2679.156795 sec): 3 clusters Score: Raw -173166.277865 + Penalty 4186.768884 = -168979.508980 nChanged 178 SP:Iteration 4F (2679.196314 sec): 3 clusters Score: Raw -173416.011888 + Penalty 4186.768884 = -169229.243003 nChanged 148 SP:Iteration 5F (2679.235722 sec): 3 clusters Score: Raw -173590.695155 + Penalty 4186.768884 = -169403.926271 nChanged 91 SP:Iteration 6Q (2679.266807 sec): 3 clusters Score: Raw -173696.815291 + Penalty 4186.768884 = -169510.046407 nChanged 66 SP:Iteration 7Q (2679.296796 sec): 3 clusters Score: Raw -173770.627247 + Penalty 4186.768884 = -169583.858363 nChanged 61 SP:Iteration 8Q (2679.326675 sec): 3 clusters Score: Raw -173824.328585 + Penalty 4186.768884 = -169637.559701 nChanged 45 SP:Iteration 9Q (2679.356480 sec): 3 clusters Score: Raw -173874.844342 + Penalty 4186.768884 = -169688.075458 nChanged 43 SP:Iteration 10Q (2679.386274 sec): 3 clusters Score: Raw -173922.570190 + Penalty 4186.768884 = -169735.801305 nChanged 41 SP:Iteration 11Q (2679.417220 sec): 3 clusters Score: Raw -173999.104831 + Penalty 4186.768884 = -169812.335946 nChanged 49 SP:Iteration 12Q (2679.451264 sec): 3 clusters Score: Raw -174060.515866 + Penalty 4186.768884 = -169873.746981 nChanged 50 SP:Iteration 13Q (2679.485426 sec): 3 clusters Score: Raw -174108.994275 + Penalty 4186.768884 = -169922.225391 nChanged 32 SP:Iteration 14Q (2679.519459 sec): 3 clusters Score: Raw -174138.789118 + Penalty 4186.768884 = -169952.020233 nChanged 29 SP:Iteration 15Q (2679.553412 sec): 3 clusters Score: Raw -174174.192904 + Penalty 4186.768884 = -169987.424020 nChanged 26 SP:Iteration 16Q (2679.587235 sec): 3 clusters Score: Raw -174230.636136 + Penalty 4186.768884 = -170043.867252 nChanged 28 SP:Iteration 17Q (2679.618879 sec): 3 clusters Score: Raw -174278.886457 + Penalty 4186.768884 = -170092.117573 nChanged 26 SP:Iteration 18Q (2679.648427 sec): 3 clusters Score: Raw -174318.463378 + Penalty 4186.768884 = -170131.694494 nChanged 26 SP:Iteration 19Q (2679.678053 sec): 3 clusters Score: Raw -174351.742146 + Penalty 4186.768884 = -170164.973261 nChanged 19 SP:Iteration 20F (2679.708217 sec): 3 clusters Score: Raw -174373.275342 + Penalty 4186.768884 = -170186.506458 nChanged 13 SP:Iteration 21Q (2679.737765 sec): 3 clusters Score: Raw -174380.487867 + Penalty 4186.768884 = -170193.718983 nChanged 10 SP:Iteration 22Q (2679.767699 sec): 3 clusters Score: Raw -174387.845616 + Penalty 4186.768884 = -170201.076731 nChanged 9 SP:Iteration 23Q (2679.801843 sec): 3 clusters Score: Raw -174394.931354 + Penalty 4186.768884 = -170208.162470 nChanged 5 SP:Iteration 24Q (2679.835844 sec): 3 clusters Score: Raw -174398.251027 + Penalty 4186.768884 = -170211.482143 nChanged 8 SP:Iteration 25Q (2679.869797 sec): 3 clusters Score: Raw -174402.340809 + Penalty 4186.768884 = -170215.571925 nChanged 4 SP:Iteration 26Q (2679.903775 sec): 3 clusters Score: Raw -174403.887195 + Penalty 4186.768884 = -170217.118311 nChanged 2 SP:Iteration 27Q (2679.937657 sec): 3 clusters Score: Raw -174405.120974 + Penalty 4186.768884 = -170218.352090 nChanged 0 SP:Iteration 28F (2679.970838 sec): 3 clusters Score: Raw -174405.120974 + Penalty 4186.768884 = -170218.352090 nChanged 0 Trying to split cluster 2 (16947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2680.081150 sec): 2 clusters Score: Raw -1292012.028938 + Penalty 2570.791372 = -1289441.237566 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2680.271797 sec): 3 clusters Score: Raw -1282346.680763 + Penalty 5141.582744 = -1277205.098019 nChanged 7342 SP:Iteration 1F (2680.369016 sec): 3 clusters Score: Raw -1286450.034300 + Penalty 5141.582744 = -1281308.451557 nChanged 1240 SP:Iteration 2F (2680.461579 sec): 3 clusters Score: Raw -1287225.159443 + Penalty 5141.582744 = -1282083.576699 nChanged 1184 SP:Iteration 3F (2680.575861 sec): 3 clusters Score: Raw -1287984.612039 + Penalty 5141.582744 = -1282843.029295 nChanged 1117 SP:Iteration 4F (2680.666570 sec): 3 clusters Score: Raw -1288680.526890 + Penalty 5141.582744 = -1283538.944146 nChanged 1013 SP:Iteration 5F (2680.758685 sec): 3 clusters Score: Raw -1289293.985068 + Penalty 5141.582744 = -1284152.402324 nChanged 845 SP:Iteration 6Q (2680.858904 sec): 3 clusters Score: Raw -1289835.171682 + Penalty 5141.582744 = -1284693.588938 nChanged 745 SP:Iteration 7Q (2680.967975 sec): 3 clusters Score: Raw -1290314.691639 + Penalty 5141.582744 = -1285173.108895 nChanged 635 SP:Iteration 8Q (2681.071432 sec): 3 clusters Score: Raw -1290731.526719 + Penalty 5141.582744 = -1285589.943975 nChanged 580 SP:Iteration 9Q (2681.161401 sec): 3 clusters Score: Raw -1291160.439826 + Penalty 5141.582744 = -1286018.857082 nChanged 529 SP:Iteration 10Q (2681.260465 sec): 3 clusters Score: Raw -1291527.397512 + Penalty 5141.582744 = -1286385.814768 nChanged 437 SP:Iteration 11Q (2681.374686 sec): 3 clusters Score: Raw -1291799.654125 + Penalty 5141.582744 = -1286658.071381 nChanged 357 SP:Iteration 12Q (2681.466913 sec): 3 clusters Score: Raw -1292020.746507 + Penalty 5141.582744 = -1286879.163763 nChanged 320 SP:Iteration 13Q (2681.581071 sec): 3 clusters Score: Raw -1292223.014271 + Penalty 5141.582744 = -1287081.431527 nChanged 275 SP:Iteration 14Q (2681.671765 sec): 3 clusters Score: Raw -1292382.926178 + Penalty 5141.582744 = -1287241.343434 nChanged 266 SP:Iteration 15Q (2681.760366 sec): 3 clusters Score: Raw -1292539.735247 + Penalty 5141.582744 = -1287398.152504 nChanged 219 SP:Iteration 16Q (2681.865809 sec): 3 clusters Score: Raw -1292654.367792 + Penalty 5141.582744 = -1287512.785048 nChanged 202 SP:Iteration 17Q (2681.964712 sec): 3 clusters Score: Raw -1292761.993874 + Penalty 5141.582744 = -1287620.411130 nChanged 216 SP:Iteration 18Q (2682.053838 sec): 3 clusters Score: Raw -1292880.181072 + Penalty 5141.582744 = -1287738.598328 nChanged 228 SP:Iteration 19Q (2682.140720 sec): 3 clusters Score: Raw -1293027.673403 + Penalty 5141.582744 = -1287886.090660 nChanged 271 SP:Iteration 20F (2682.247189 sec): 3 clusters Score: Raw -1293229.694068 + Penalty 5141.582744 = -1288088.111324 nChanged 280 SP:Iteration 21Q (2682.344271 sec): 3 clusters Score: Raw -1293424.684274 + Penalty 5141.582744 = -1288283.101530 nChanged 284 SP:Iteration 22Q (2682.433505 sec): 3 clusters Score: Raw -1293593.427810 + Penalty 5141.582744 = -1288451.845066 nChanged 254 SP:Iteration 23Q (2682.517799 sec): 3 clusters Score: Raw -1293722.618331 + Penalty 5141.582744 = -1288581.035587 nChanged 187 SP:Iteration 24Q (2682.620598 sec): 3 clusters Score: Raw -1293799.759140 + Penalty 5141.582744 = -1288658.176396 nChanged 146 SP:Iteration 25Q (2682.717115 sec): 3 clusters Score: Raw -1293862.039743 + Penalty 5141.582744 = -1288720.456999 nChanged 141 SP:Iteration 26Q (2682.807859 sec): 3 clusters Score: Raw -1293917.906142 + Penalty 5141.582744 = -1288776.323398 nChanged 132 SP:Iteration 27Q (2682.892428 sec): 3 clusters Score: Raw -1293961.700831 + Penalty 5141.582744 = -1288820.118087 nChanged 106 SP:Iteration 28Q (2682.998910 sec): 3 clusters Score: Raw -1293993.478405 + Penalty 5141.582744 = -1288851.895661 nChanged 80 SP:Iteration 29Q (2683.260951 sec): 3 clusters Score: Raw -1294016.088158 + Penalty 5141.582744 = -1288874.505414 nChanged 75 SP:Iteration 30Q (2683.366894 sec): 3 clusters Score: Raw -1294036.176170 + Penalty 5141.582744 = -1288894.593426 nChanged 68 SP:Iteration 31Q (2683.461201 sec): 3 clusters Score: Raw -1294052.118142 + Penalty 5141.582744 = -1288910.535398 nChanged 51 SP:Iteration 32Q (2683.583189 sec): 3 clusters Score: Raw -1294067.211171 + Penalty 5141.582744 = -1288925.628427 nChanged 53 SP:Iteration 33Q (2683.678862 sec): 3 clusters Score: Raw -1294081.713842 + Penalty 5141.582744 = -1288940.131098 nChanged 57 SP:Iteration 34Q (2683.766445 sec): 3 clusters Score: Raw -1294098.982036 + Penalty 5141.582744 = -1288957.399292 nChanged 60 SP:Iteration 35Q (2683.870234 sec): 3 clusters Score: Raw -1294112.201361 + Penalty 5141.582744 = -1288970.618618 nChanged 59 SP:Iteration 36Q (2683.964140 sec): 3 clusters Score: Raw -1294127.721966 + Penalty 5141.582744 = -1288986.139222 nChanged 58 SP:Iteration 37Q (2684.075998 sec): 3 clusters Score: Raw -1294142.584565 + Penalty 5141.582744 = -1289001.001821 nChanged 47 SP:Iteration 38Q (2684.187101 sec): 3 clusters Score: Raw -1294152.688152 + Penalty 5141.582744 = -1289011.105409 nChanged 37 SP:Iteration 39Q (2684.268883 sec): 3 clusters Score: Raw -1294160.785597 + Penalty 5141.582744 = -1289019.202853 nChanged 41 SP:Iteration 40F (2684.359540 sec): 3 clusters Score: Raw -1294173.627317 + Penalty 5141.582744 = -1289032.044573 nChanged 54 SP:Iteration 41Q (2684.451661 sec): 3 clusters Score: Raw -1294187.026320 + Penalty 5141.582744 = -1289045.443576 nChanged 43 SP:Iteration 42Q (2684.556687 sec): 3 clusters Score: Raw -1294196.354261 + Penalty 5141.582744 = -1289054.771517 nChanged 35 SP:Iteration 43Q (2684.653795 sec): 3 clusters Score: Raw -1294203.568274 + Penalty 5141.582744 = -1289061.985530 nChanged 35 SP:Iteration 44Q (2684.743415 sec): 3 clusters Score: Raw -1294210.778209 + Penalty 5141.582744 = -1289069.195465 nChanged 22 SP:Iteration 45Q (2684.828111 sec): 3 clusters Score: Raw -1294216.194510 + Penalty 5141.582744 = -1289074.611766 nChanged 26 SP:Iteration 46Q (2684.928800 sec): 3 clusters Score: Raw -1294220.786621 + Penalty 5141.582744 = -1289079.203877 nChanged 23 SP:Iteration 47Q (2685.026233 sec): 3 clusters Score: Raw -1294224.503936 + Penalty 5141.582744 = -1289082.921192 nChanged 23 SP:Iteration 48Q (2685.117012 sec): 3 clusters Score: Raw -1294228.241106 + Penalty 5141.582744 = -1289086.658362 nChanged 16 SP:Iteration 49Q (2685.201768 sec): 3 clusters Score: Raw -1294230.567925 + Penalty 5141.582744 = -1289088.985181 nChanged 12 SP:Iteration 50Q (2685.301574 sec): 3 clusters Score: Raw -1294232.152014 + Penalty 5141.582744 = -1289090.569270 nChanged 7 SP:Iteration 51Q (2685.395695 sec): 3 clusters Score: Raw -1294233.296719 + Penalty 5141.582744 = -1289091.713975 nChanged 4 SP:Iteration 52Q (2685.490148 sec): 3 clusters Score: Raw -1294233.864048 + Penalty 5141.582744 = -1289092.281304 nChanged 4 SP:Iteration 53Q (2685.588295 sec): 3 clusters Score: Raw -1294234.518695 + Penalty 5141.582744 = -1289092.935951 nChanged 6 SP:Iteration 54Q (2685.686412 sec): 3 clusters Score: Raw -1294235.521426 + Penalty 5141.582744 = -1289093.938682 nChanged 6 SP:Iteration 55Q (2685.772316 sec): 3 clusters Score: Raw -1294236.505537 + Penalty 5141.582744 = -1289094.922793 nChanged 8 SP:Iteration 56Q (2685.859766 sec): 3 clusters Score: Raw -1294238.090038 + Penalty 5141.582744 = -1289096.507294 nChanged 8 SP:Iteration 57Q (2685.963862 sec): 3 clusters Score: Raw -1294240.079550 + Penalty 5141.582744 = -1289098.496806 nChanged 13 SP:Iteration 58Q (2686.057423 sec): 3 clusters Score: Raw -1294243.051982 + Penalty 5141.582744 = -1289101.469238 nChanged 19 SP:Iteration 59Q (2686.147886 sec): 3 clusters Score: Raw -1294246.607569 + Penalty 5141.582744 = -1289105.024825 nChanged 8 SP:Iteration 60F (2686.317211 sec): 3 clusters Score: Raw -1294248.141577 + Penalty 5141.582744 = -1289106.558833 nChanged 6 SP:Iteration 61Q (2686.442832 sec): 3 clusters Score: Raw -1294249.065767 + Penalty 5141.582744 = -1289107.483023 nChanged 8 SP:Iteration 62Q (2686.525944 sec): 3 clusters Score: Raw -1294249.997633 + Penalty 5141.582744 = -1289108.414889 nChanged 3 SP:Iteration 63Q (2686.631592 sec): 3 clusters Score: Raw -1294250.324944 + Penalty 5141.582744 = -1289108.742200 nChanged 4 SP:Iteration 64Q (2686.728253 sec): 3 clusters Score: Raw -1294250.871042 + Penalty 5141.582744 = -1289109.288298 nChanged 5 SP:Iteration 65Q (2686.819534 sec): 3 clusters Score: Raw -1294251.680157 + Penalty 5141.582744 = -1289110.097413 nChanged 8 SP:Iteration 66Q (2686.904762 sec): 3 clusters Score: Raw -1294252.614020 + Penalty 5141.582744 = -1289111.031276 nChanged 6 SP:Iteration 67Q (2687.004933 sec): 3 clusters Score: Raw -1294253.718899 + Penalty 5141.582744 = -1289112.136155 nChanged 8 SP:Iteration 68Q (2687.102889 sec): 3 clusters Score: Raw -1294255.186119 + Penalty 5141.582744 = -1289113.603375 nChanged 8 SP:Iteration 69Q (2687.194661 sec): 3 clusters Score: Raw -1294256.257593 + Penalty 5141.582744 = -1289114.674849 nChanged 4 SP:Iteration 70Q (2687.279412 sec): 3 clusters Score: Raw -1294256.774928 + Penalty 5141.582744 = -1289115.192184 nChanged 3 SP:Iteration 71Q (2687.377378 sec): 3 clusters Score: Raw -1294257.041119 + Penalty 5141.582744 = -1289115.458375 nChanged 3 SP:Iteration 72Q (2687.476676 sec): 3 clusters Score: Raw -1294257.454122 + Penalty 5141.582744 = -1289115.871378 nChanged 3 SP:Iteration 73Q (2687.573839 sec): 3 clusters Score: Raw -1294257.779401 + Penalty 5141.582744 = -1289116.196658 nChanged 2 SP:Iteration 74Q (2687.670623 sec): 3 clusters Score: Raw -1294257.977489 + Penalty 5141.582744 = -1289116.394745 nChanged 0 SP:Iteration 75F (2687.773373 sec): 3 clusters Score: Raw -1294257.977489 + Penalty 5141.582744 = -1289116.394745 nChanged 0 Trying to split cluster 3 (67902 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2688.044310 sec): 2 clusters Score: Raw -5813465.193845 + Penalty 2937.216683 = -5810527.977162 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2688.361025 sec): 3 clusters Score: Raw -5770991.206553 + Penalty 5874.433366 = -5765116.773187 nChanged 31603 SP:Iteration 1F (2688.608168 sec): 3 clusters Score: Raw -5788805.038526 + Penalty 5874.433366 = -5782930.605160 nChanged 2936 SP:Iteration 2Q (2688.889650 sec): 3 clusters Score: Raw -5789813.135052 + Penalty 5874.433366 = -5783938.701686 nChanged 3007 SP:Iteration 3Q (2689.148146 sec): 3 clusters Score: Raw -5791146.724032 + Penalty 5874.433366 = -5785272.290667 nChanged 3598 SP:Iteration 4F (2689.419406 sec): 3 clusters Score: Raw -5793034.906976 + Penalty 5874.433366 = -5787160.473610 nChanged 4103 SP:Iteration 5F (2689.692506 sec): 3 clusters Score: Raw -5795443.785287 + Penalty 5874.433366 = -5789569.351921 nChanged 4365 SP:Iteration 6F (2689.967767 sec): 3 clusters Score: Raw -5798072.020463 + Penalty 5874.433366 = -5792197.587097 nChanged 4281 SP:Iteration 7F (2690.213601 sec): 3 clusters Score: Raw -5800661.676994 + Penalty 5874.433366 = -5794787.243628 nChanged 4016 SP:Iteration 8F (2690.488645 sec): 3 clusters Score: Raw -5803149.856600 + Penalty 5874.433366 = -5797275.423234 nChanged 3612 SP:Iteration 9F (2690.762105 sec): 3 clusters Score: Raw -5805449.911912 + Penalty 5874.433366 = -5799575.478547 nChanged 3149 SP:Iteration 10Q (2691.045386 sec): 3 clusters Score: Raw -5807579.215978 + Penalty 5874.433366 = -5801704.782613 nChanged 2485 SP:Iteration 11Q (2691.323852 sec): 3 clusters Score: Raw -5809319.591770 + Penalty 5874.433366 = -5803445.158404 nChanged 2049 SP:Iteration 12Q (2691.597155 sec): 3 clusters Score: Raw -5810910.061240 + Penalty 5874.433366 = -5805035.627874 nChanged 1580 SP:Iteration 13Q (2691.852951 sec): 3 clusters Score: Raw -5812291.869775 + Penalty 5874.433366 = -5806417.436409 nChanged 1110 SP:Iteration 14Q (2692.113629 sec): 3 clusters Score: Raw -5813307.532000 + Penalty 5874.433366 = -5807433.098634 nChanged 815 SP:Iteration 15Q (2692.364833 sec): 3 clusters Score: Raw -5814037.655897 + Penalty 5874.433366 = -5808163.222531 nChanged 582 SP:Iteration 16Q (2692.609636 sec): 3 clusters Score: Raw -5814502.259772 + Penalty 5874.433366 = -5808627.826407 nChanged 475 SP:Iteration 17Q (2692.872313 sec): 3 clusters Score: Raw -5814808.656468 + Penalty 5874.433366 = -5808934.223102 nChanged 374 SP:Iteration 18Q (2693.134635 sec): 3 clusters Score: Raw -5815007.079966 + Penalty 5874.433366 = -5809132.646601 nChanged 289 SP:Iteration 19Q (2693.393132 sec): 3 clusters Score: Raw -5815136.564168 + Penalty 5874.433366 = -5809262.130802 nChanged 233 SP:Iteration 20F (2693.760293 sec): 3 clusters Score: Raw -5815216.647110 + Penalty 5874.433366 = -5809342.213744 nChanged 168 SP:Iteration 21Q (2693.970111 sec): 3 clusters Score: Raw -5815264.379802 + Penalty 5874.433366 = -5809389.946437 nChanged 136 SP:Iteration 22Q (2694.202084 sec): 3 clusters Score: Raw -5815298.175529 + Penalty 5874.433366 = -5809423.742164 nChanged 105 SP:Iteration 23Q (2694.455677 sec): 3 clusters Score: Raw -5815319.974272 + Penalty 5874.433366 = -5809445.540906 nChanged 80 SP:Iteration 24Q (2694.703564 sec): 3 clusters Score: Raw -5815336.603903 + Penalty 5874.433366 = -5809462.170538 nChanged 67 SP:Iteration 25Q (2694.948168 sec): 3 clusters Score: Raw -5815347.791797 + Penalty 5874.433366 = -5809473.358431 nChanged 48 SP:Iteration 26Q (2695.189472 sec): 3 clusters Score: Raw -5815354.843908 + Penalty 5874.433366 = -5809480.410542 nChanged 34 SP:Iteration 27Q (2695.422418 sec): 3 clusters Score: Raw -5815358.989783 + Penalty 5874.433366 = -5809484.556417 nChanged 24 SP:Iteration 28Q (2695.677565 sec): 3 clusters Score: Raw -5815362.289365 + Penalty 5874.433366 = -5809487.855999 nChanged 23 SP:Iteration 29Q (2695.926419 sec): 3 clusters Score: Raw -5815365.899864 + Penalty 5874.433366 = -5809491.466498 nChanged 29 SP:Iteration 30Q (2696.170588 sec): 3 clusters Score: Raw -5815369.508795 + Penalty 5874.433366 = -5809495.075430 nChanged 24 SP:Iteration 31Q (2696.412575 sec): 3 clusters Score: Raw -5815372.034424 + Penalty 5874.433366 = -5809497.601059 nChanged 13 SP:Iteration 32Q (2696.643316 sec): 3 clusters Score: Raw -5815373.420813 + Penalty 5874.433366 = -5809498.987447 nChanged 13 SP:Iteration 33Q (2696.877200 sec): 3 clusters Score: Raw -5815375.121583 + Penalty 5874.433366 = -5809500.688217 nChanged 13 SP:Iteration 34Q (2697.136903 sec): 3 clusters Score: Raw -5815376.784225 + Penalty 5874.433366 = -5809502.350860 nChanged 8 SP:Iteration 35Q (2697.388736 sec): 3 clusters Score: Raw -5815377.797684 + Penalty 5874.433366 = -5809503.364319 nChanged 3 SP:Iteration 36Q (2697.637281 sec): 3 clusters Score: Raw -5815378.026092 + Penalty 5874.433366 = -5809503.592727 nChanged 2 SP:Iteration 37Q (2697.876655 sec): 3 clusters Score: Raw -5815378.202962 + Penalty 5874.433366 = -5809503.769597 nChanged 1 SP:Iteration 38Q (2698.106824 sec): 3 clusters Score: Raw -5815378.391003 + Penalty 5874.433366 = -5809503.957638 nChanged 3 SP:Iteration 39Q (2698.362786 sec): 3 clusters Score: Raw -5815378.623900 + Penalty 5874.433366 = -5809504.190534 nChanged 5 SP:Iteration 40F (2698.660857 sec): 3 clusters Score: Raw -5815379.121800 + Penalty 5874.433366 = -5809504.688434 nChanged 2 SP:Iteration 41Q (2698.903414 sec): 3 clusters Score: Raw -5815379.339266 + Penalty 5874.433366 = -5809504.905901 nChanged 2 SP:Iteration 42Q (2699.155354 sec): 3 clusters Score: Raw -5815379.497672 + Penalty 5874.433366 = -5809505.064306 nChanged 3 SP:Iteration 43Q (2699.385058 sec): 3 clusters Score: Raw -5815379.794338 + Penalty 5874.433366 = -5809505.360973 nChanged 2 SP:Iteration 44Q (2699.618603 sec): 3 clusters Score: Raw -5815380.089045 + Penalty 5874.433366 = -5809505.655679 nChanged 2 SP:Iteration 45Q (2699.872791 sec): 3 clusters Score: Raw -5815380.324492 + Penalty 5874.433366 = -5809505.891126 nChanged 3 SP:Iteration 46Q (2700.121619 sec): 3 clusters Score: Raw -5815380.682447 + Penalty 5874.433366 = -5809506.249081 nChanged 4 SP:Iteration 47Q (2700.347600 sec): 3 clusters Score: Raw -5815381.042994 + Penalty 5874.433366 = -5809506.609628 nChanged 2 SP:Iteration 48Q (2700.575976 sec): 3 clusters Score: Raw -5815381.225525 + Penalty 5874.433366 = -5809506.792159 nChanged 0 SP:Iteration 49F (2700.845506 sec): 3 clusters Score: Raw -5815381.225525 + Penalty 5874.433366 = -5809506.792159 nChanged 0 Trying to split cluster 4 (11336 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2700.932363 sec): 2 clusters Score: Raw -892819.977851 + Penalty 2464.635038 = -890355.342813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2701.024834 sec): 3 clusters Score: Raw -886671.914760 + Penalty 4929.270077 = -881742.644683 nChanged 4712 SP:Iteration 1F (2701.085426 sec): 3 clusters Score: Raw -889511.261714 + Penalty 4929.270077 = -884581.991637 nChanged 917 SP:Iteration 2F (2701.146342 sec): 3 clusters Score: Raw -890091.220565 + Penalty 4929.270077 = -885161.950488 nChanged 733 SP:Iteration 3F (2701.214445 sec): 3 clusters Score: Raw -890577.038991 + Penalty 4929.270077 = -885647.768914 nChanged 663 SP:Iteration 4F (2701.291817 sec): 3 clusters Score: Raw -891033.398042 + Penalty 4929.270077 = -886104.127965 nChanged 613 SP:Iteration 5F (2701.369488 sec): 3 clusters Score: Raw -891515.228981 + Penalty 4929.270077 = -886585.958904 nChanged 616 SP:Iteration 6F (2701.442632 sec): 3 clusters Score: Raw -892088.407049 + Penalty 4929.270077 = -887159.136973 nChanged 670 SP:Iteration 7F (2701.510986 sec): 3 clusters Score: Raw -892705.505545 + Penalty 4929.270077 = -887776.235468 nChanged 575 SP:Iteration 8F (2701.581822 sec): 3 clusters Score: Raw -893174.360761 + Penalty 4929.270077 = -888245.090684 nChanged 472 SP:Iteration 9Q (2701.658113 sec): 3 clusters Score: Raw -893465.741158 + Penalty 4929.270077 = -888536.471082 nChanged 344 SP:Iteration 10Q (2701.735299 sec): 3 clusters Score: Raw -893649.791889 + Penalty 4929.270077 = -888720.521812 nChanged 274 SP:Iteration 11Q (2701.811429 sec): 3 clusters Score: Raw -893778.283654 + Penalty 4929.270077 = -888849.013577 nChanged 215 SP:Iteration 12Q (2701.886480 sec): 3 clusters Score: Raw -893862.884294 + Penalty 4929.270077 = -888933.614217 nChanged 175 SP:Iteration 13Q (2701.961369 sec): 3 clusters Score: Raw -893923.610535 + Penalty 4929.270077 = -888994.340459 nChanged 125 SP:Iteration 14Q (2702.055859 sec): 3 clusters Score: Raw -893962.478006 + Penalty 4929.270077 = -889033.207929 nChanged 80 SP:Iteration 15Q (2702.131562 sec): 3 clusters Score: Raw -893985.214956 + Penalty 4929.270077 = -889055.944879 nChanged 70 SP:Iteration 16Q (2702.206740 sec): 3 clusters Score: Raw -894002.828128 + Penalty 4929.270077 = -889073.558051 nChanged 47 SP:Iteration 17Q (2702.282117 sec): 3 clusters Score: Raw -894013.637922 + Penalty 4929.270077 = -889084.367845 nChanged 45 SP:Iteration 18Q (2702.354361 sec): 3 clusters Score: Raw -894022.146175 + Penalty 4929.270077 = -889092.876099 nChanged 37 SP:Iteration 19Q (2702.424179 sec): 3 clusters Score: Raw -894029.087209 + Penalty 4929.270077 = -889099.817133 nChanged 29 SP:Iteration 20F (2702.496801 sec): 3 clusters Score: Raw -894033.929008 + Penalty 4929.270077 = -889104.658932 nChanged 31 SP:Iteration 21Q (2702.572287 sec): 3 clusters Score: Raw -894040.085923 + Penalty 4929.270077 = -889110.815846 nChanged 44 SP:Iteration 22Q (2702.647721 sec): 3 clusters Score: Raw -894048.622558 + Penalty 4929.270077 = -889119.352481 nChanged 43 SP:Iteration 23Q (2702.779523 sec): 3 clusters Score: Raw -894057.110230 + Penalty 4929.270077 = -889127.840153 nChanged 40 SP:Iteration 24Q (2702.845820 sec): 3 clusters Score: Raw -894064.591737 + Penalty 4929.270077 = -889135.321660 nChanged 29 SP:Iteration 25Q (2702.906790 sec): 3 clusters Score: Raw -894069.232669 + Penalty 4929.270077 = -889139.962592 nChanged 23 SP:Iteration 26Q (2702.980611 sec): 3 clusters Score: Raw -894073.024425 + Penalty 4929.270077 = -889143.754348 nChanged 21 SP:Iteration 27Q (2703.071893 sec): 3 clusters Score: Raw -894076.677651 + Penalty 4929.270077 = -889147.407575 nChanged 14 SP:Iteration 28Q (2703.161605 sec): 3 clusters Score: Raw -894079.412944 + Penalty 4929.270077 = -889150.142867 nChanged 11 SP:Iteration 29Q (2703.245386 sec): 3 clusters Score: Raw -894080.559918 + Penalty 4929.270077 = -889151.289841 nChanged 5 SP:Iteration 30Q (2703.324067 sec): 3 clusters Score: Raw -894081.130927 + Penalty 4929.270077 = -889151.860851 nChanged 1 SP:Iteration 31Q (2703.398995 sec): 3 clusters Score: Raw -894081.206190 + Penalty 4929.270077 = -889151.936114 nChanged 0 SP:Iteration 32F (2703.497806 sec): 3 clusters Score: Raw -894081.206190 + Penalty 4929.270077 = -889151.936114 nChanged 0 Trying to split cluster 5 (4780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.565823 sec): 2 clusters Score: Raw -356337.121728 + Penalty 2236.659698 = -354100.462030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.615273 sec): 3 clusters Score: Raw -354089.778531 + Penalty 4473.319396 = -349616.459135 nChanged 1775 SP:Iteration 1F (2703.664059 sec): 3 clusters Score: Raw -355170.999269 + Penalty 4473.319396 = -350697.679873 nChanged 407 SP:Iteration 2F (2703.712909 sec): 3 clusters Score: Raw -355466.592055 + Penalty 4473.319396 = -350993.272659 nChanged 311 SP:Iteration 3F (2703.761885 sec): 3 clusters Score: Raw -355705.204036 + Penalty 4473.319396 = -351231.884641 nChanged 264 SP:Iteration 4F (2703.813043 sec): 3 clusters Score: Raw -355890.179107 + Penalty 4473.319396 = -351416.859711 nChanged 215 SP:Iteration 5Q (2703.877877 sec): 3 clusters Score: Raw -356036.317518 + Penalty 4473.319396 = -351562.998122 nChanged 176 SP:Iteration 6Q (2703.939385 sec): 3 clusters Score: Raw -356164.517772 + Penalty 4473.319396 = -351691.198376 nChanged 146 SP:Iteration 7Q (2703.982766 sec): 3 clusters Score: Raw -356276.833785 + Penalty 4473.319396 = -351803.514389 nChanged 151 SP:Iteration 8Q (2704.026404 sec): 3 clusters Score: Raw -356404.017701 + Penalty 4473.319396 = -351930.698305 nChanged 135 SP:Iteration 9Q (2704.069749 sec): 3 clusters Score: Raw -356514.467951 + Penalty 4473.319396 = -352041.148555 nChanged 113 SP:Iteration 10Q (2704.123678 sec): 3 clusters Score: Raw -356603.705682 + Penalty 4473.319396 = -352130.386286 nChanged 130 SP:Iteration 11Q (2704.178491 sec): 3 clusters Score: Raw -356703.311368 + Penalty 4473.319396 = -352229.991972 nChanged 110 SP:Iteration 12Q (2704.233252 sec): 3 clusters Score: Raw -356805.644183 + Penalty 4473.319396 = -352332.324787 nChanged 111 SP:Iteration 13Q (2704.281972 sec): 3 clusters Score: Raw -356898.976044 + Penalty 4473.319396 = -352425.656648 nChanged 127 SP:Iteration 14Q (2704.329109 sec): 3 clusters Score: Raw -357021.704768 + Penalty 4473.319396 = -352548.385372 nChanged 138 SP:Iteration 15Q (2704.376101 sec): 3 clusters Score: Raw -357147.395051 + Penalty 4473.319396 = -352674.075655 nChanged 165 SP:Iteration 16Q (2704.425019 sec): 3 clusters Score: Raw -357298.535938 + Penalty 4473.319396 = -352825.216542 nChanged 167 SP:Iteration 17Q (2704.476911 sec): 3 clusters Score: Raw -357500.340288 + Penalty 4473.319396 = -353027.020892 nChanged 206 SP:Iteration 18Q (2704.531232 sec): 3 clusters Score: Raw -357831.454585 + Penalty 4473.319396 = -353358.135189 nChanged 212 SP:Iteration 19Q (2704.582148 sec): 3 clusters Score: Raw -358132.399490 + Penalty 4473.319396 = -353659.080095 nChanged 166 SP:Iteration 20F (2704.744176 sec): 3 clusters Score: Raw -358304.790286 + Penalty 4473.319396 = -353831.470890 nChanged 119 SP:Iteration 21Q (2704.872973 sec): 3 clusters Score: Raw -358401.920056 + Penalty 4473.319396 = -353928.600660 nChanged 84 SP:Iteration 22Q (2704.974870 sec): 3 clusters Score: Raw -358453.124690 + Penalty 4473.319396 = -353979.805294 nChanged 56 SP:Iteration 23Q (2705.022967 sec): 3 clusters Score: Raw -358483.150858 + Penalty 4473.319396 = -354009.831462 nChanged 44 SP:Iteration 24Q (2705.071553 sec): 3 clusters Score: Raw -358505.700944 + Penalty 4473.319396 = -354032.381548 nChanged 38 SP:Iteration 25Q (2705.120058 sec): 3 clusters Score: Raw -358525.655756 + Penalty 4473.319396 = -354052.336360 nChanged 37 SP:Iteration 26Q (2705.168972 sec): 3 clusters Score: Raw -358549.725484 + Penalty 4473.319396 = -354076.406088 nChanged 35 SP:Iteration 27Q (2705.218101 sec): 3 clusters Score: Raw -358568.369562 + Penalty 4473.319396 = -354095.050166 nChanged 35 SP:Iteration 28Q (2705.266900 sec): 3 clusters Score: Raw -358583.321642 + Penalty 4473.319396 = -354110.002246 nChanged 22 SP:Iteration 29Q (2705.315925 sec): 3 clusters Score: Raw -358594.426050 + Penalty 4473.319396 = -354121.106655 nChanged 22 SP:Iteration 30Q (2705.365037 sec): 3 clusters Score: Raw -358606.408920 + Penalty 4473.319396 = -354133.089524 nChanged 25 SP:Iteration 31Q (2705.414256 sec): 3 clusters Score: Raw -358617.939578 + Penalty 4473.319396 = -354144.620182 nChanged 19 SP:Iteration 32Q (2705.463471 sec): 3 clusters Score: Raw -358625.480137 + Penalty 4473.319396 = -354152.160741 nChanged 16 SP:Iteration 33Q (2705.512392 sec): 3 clusters Score: Raw -358631.310147 + Penalty 4473.319396 = -354157.990752 nChanged 18 SP:Iteration 34Q (2705.649068 sec): 3 clusters Score: Raw -358638.742520 + Penalty 4473.319396 = -354165.423124 nChanged 13 SP:Iteration 35Q (2705.697316 sec): 3 clusters Score: Raw -358643.200253 + Penalty 4473.319396 = -354169.880857 nChanged 13 SP:Iteration 36Q (2705.745767 sec): 3 clusters Score: Raw -358648.980802 + Penalty 4473.319396 = -354175.661407 nChanged 10 SP:Iteration 37Q (2705.793297 sec): 3 clusters Score: Raw -358652.508021 + Penalty 4473.319396 = -354179.188626 nChanged 11 SP:Iteration 38Q (2705.840001 sec): 3 clusters Score: Raw -358658.461254 + Penalty 4473.319396 = -354185.141858 nChanged 19 SP:Iteration 39Q (2705.886727 sec): 3 clusters Score: Raw -358667.054902 + Penalty 4473.319396 = -354193.735506 nChanged 15 SP:Iteration 40F (2705.934571 sec): 3 clusters Score: Raw -358674.318546 + Penalty 4473.319396 = -354200.999151 nChanged 16 SP:Iteration 41Q (2705.981101 sec): 3 clusters Score: Raw -358685.318218 + Penalty 4473.319396 = -354211.998822 nChanged 24 SP:Iteration 42Q (2706.028656 sec): 3 clusters Score: Raw -358697.329069 + Penalty 4473.319396 = -354224.009673 nChanged 21 SP:Iteration 43Q (2706.079525 sec): 3 clusters Score: Raw -358708.107397 + Penalty 4473.319396 = -354234.788001 nChanged 23 SP:Iteration 44Q (2706.127384 sec): 3 clusters Score: Raw -358717.404738 + Penalty 4473.319396 = -354244.085342 nChanged 22 SP:Iteration 45Q (2706.175139 sec): 3 clusters Score: Raw -358729.775852 + Penalty 4473.319396 = -354256.456456 nChanged 27 SP:Iteration 46Q (2706.222660 sec): 3 clusters Score: Raw -358741.600827 + Penalty 4473.319396 = -354268.281431 nChanged 22 SP:Iteration 47Q (2706.271664 sec): 3 clusters Score: Raw -358754.280954 + Penalty 4473.319396 = -354280.961559 nChanged 30 SP:Iteration 48Q (2706.321010 sec): 3 clusters Score: Raw -358770.865960 + Penalty 4473.319396 = -354297.546564 nChanged 24 SP:Iteration 49Q (2706.370712 sec): 3 clusters Score: Raw -358784.649265 + Penalty 4473.319396 = -354311.329869 nChanged 20 SP:Iteration 50Q (2706.419910 sec): 3 clusters Score: Raw -358797.938718 + Penalty 4473.319396 = -354324.619322 nChanged 19 SP:Iteration 51Q (2706.557118 sec): 3 clusters Score: Raw -358810.946743 + Penalty 4473.319396 = -354337.627347 nChanged 19 SP:Iteration 52Q (2706.708716 sec): 3 clusters Score: Raw -358822.568038 + Penalty 4473.319396 = -354349.248642 nChanged 18 SP:Iteration 53Q (2706.847292 sec): 3 clusters Score: Raw -358834.643654 + Penalty 4473.319396 = -354361.324259 nChanged 18 SP:Iteration 54Q (2706.930526 sec): 3 clusters Score: Raw -358844.025387 + Penalty 4473.319396 = -354370.705992 nChanged 20 SP:Iteration 55Q (2706.987687 sec): 3 clusters Score: Raw -358860.805939 + Penalty 4473.319396 = -354387.486543 nChanged 27 SP:Iteration 56Q (2707.033219 sec): 3 clusters Score: Raw -358890.327533 + Penalty 4473.319396 = -354417.008137 nChanged 27 SP:Iteration 57Q (2707.077663 sec): 3 clusters Score: Raw -358917.558941 + Penalty 4473.319396 = -354444.239545 nChanged 33 SP:Iteration 58Q (2707.121522 sec): 3 clusters Score: Raw -358955.658458 + Penalty 4473.319396 = -354482.339062 nChanged 31 SP:Iteration 59Q (2707.164507 sec): 3 clusters Score: Raw -358989.011576 + Penalty 4473.319396 = -354515.692180 nChanged 31 SP:Iteration 60F (2707.211987 sec): 3 clusters Score: Raw -359030.201990 + Penalty 4473.319396 = -354556.882594 nChanged 25 SP:Iteration 61Q (2707.269265 sec): 3 clusters Score: Raw -359055.173713 + Penalty 4473.319396 = -354581.854317 nChanged 33 SP:Iteration 62Q (2707.312537 sec): 3 clusters Score: Raw -359078.434151 + Penalty 4473.319396 = -354605.114755 nChanged 19 SP:Iteration 63Q (2707.356300 sec): 3 clusters Score: Raw -359090.272549 + Penalty 4473.319396 = -354616.953153 nChanged 10 SP:Iteration 64Q (2707.399634 sec): 3 clusters Score: Raw -359097.723219 + Penalty 4473.319396 = -354624.403823 nChanged 8 SP:Iteration 65Q (2707.451867 sec): 3 clusters Score: Raw -359103.293892 + Penalty 4473.319396 = -354629.974496 nChanged 7 SP:Iteration 66Q (2707.505098 sec): 3 clusters Score: Raw -359107.001233 + Penalty 4473.319396 = -354633.681838 nChanged 7 SP:Iteration 67Q (2707.558271 sec): 3 clusters Score: Raw -359110.606270 + Penalty 4473.319396 = -354637.286875 nChanged 4 SP:Iteration 68Q (2707.608769 sec): 3 clusters Score: Raw -359111.650007 + Penalty 4473.319396 = -354638.330611 nChanged 4 SP:Iteration 69Q (2707.656328 sec): 3 clusters Score: Raw -359113.270599 + Penalty 4473.319396 = -354639.951203 nChanged 2 SP:Iteration 70Q (2707.704042 sec): 3 clusters Score: Raw -359113.534282 + Penalty 4473.319396 = -354640.214886 nChanged 0 SP:Iteration 71F (2707.755344 sec): 3 clusters Score: Raw -359113.534282 + Penalty 4473.319396 = -354640.214886 nChanged 0 Score: Raw -11809139.159116 + Penalty 34530.724271 = -11774608.434845 Splitting cluster 5 changes total score from -11774955.133274 to -11774608.434845 So it's not getting split. Trying to split cluster 6 (8146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2710.133138 sec): 2 clusters Score: Raw -655753.688955 + Penalty 2377.394524 = -653376.294431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2710.221708 sec): 3 clusters Score: Raw -651509.005878 + Penalty 4754.789048 = -646754.216830 nChanged 3302 SP:Iteration 1F (2710.285653 sec): 3 clusters Score: Raw -653479.657436 + Penalty 4754.789048 = -648724.868388 nChanged 648 SP:Iteration 2F (2710.351713 sec): 3 clusters Score: Raw -653937.958321 + Penalty 4754.789048 = -649183.169272 nChanged 532 SP:Iteration 3F (2710.425688 sec): 3 clusters Score: Raw -654367.471755 + Penalty 4754.789048 = -649612.682707 nChanged 489 SP:Iteration 4F (2710.499133 sec): 3 clusters Score: Raw -654759.859009 + Penalty 4754.789048 = -650005.069961 nChanged 430 SP:Iteration 5F (2710.565287 sec): 3 clusters Score: Raw -655092.415112 + Penalty 4754.789048 = -650337.626063 nChanged 398 SP:Iteration 6Q (2710.633305 sec): 3 clusters Score: Raw -655391.974869 + Penalty 4754.789048 = -650637.185820 nChanged 358 SP:Iteration 7Q (2710.825466 sec): 3 clusters Score: Raw -655629.138230 + Penalty 4754.789048 = -650874.349181 nChanged 301 SP:Iteration 8Q (2710.998652 sec): 3 clusters Score: Raw -655814.229449 + Penalty 4754.789048 = -651059.440401 nChanged 261 SP:Iteration 9Q (2711.057182 sec): 3 clusters Score: Raw -655982.096288 + Penalty 4754.789048 = -651227.307240 nChanged 241 SP:Iteration 10Q (2711.118627 sec): 3 clusters Score: Raw -656134.346965 + Penalty 4754.789048 = -651379.557917 nChanged 242 SP:Iteration 11Q (2711.209982 sec): 3 clusters Score: Raw -656277.545078 + Penalty 4754.789048 = -651522.756030 nChanged 186 SP:Iteration 12Q (2711.301636 sec): 3 clusters Score: Raw -656373.339139 + Penalty 4754.789048 = -651618.550091 nChanged 156 SP:Iteration 13Q (2711.372909 sec): 3 clusters Score: Raw -656462.253269 + Penalty 4754.789048 = -651707.464221 nChanged 157 SP:Iteration 14Q (2711.437165 sec): 3 clusters Score: Raw -656557.466930 + Penalty 4754.789048 = -651802.677882 nChanged 152 SP:Iteration 15Q (2711.504945 sec): 3 clusters Score: Raw -656656.889356 + Penalty 4754.789048 = -651902.100307 nChanged 158 SP:Iteration 16Q (2711.574058 sec): 3 clusters Score: Raw -656742.258474 + Penalty 4754.789048 = -651987.469426 nChanged 132 SP:Iteration 17Q (2711.644152 sec): 3 clusters Score: Raw -656817.988862 + Penalty 4754.789048 = -652063.199813 nChanged 118 SP:Iteration 18Q (2711.715238 sec): 3 clusters Score: Raw -656864.330544 + Penalty 4754.789048 = -652109.541495 nChanged 86 SP:Iteration 19Q (2711.785472 sec): 3 clusters Score: Raw -656894.584430 + Penalty 4754.789048 = -652139.795382 nChanged 67 SP:Iteration 20F (2711.855304 sec): 3 clusters Score: Raw -656922.492083 + Penalty 4754.789048 = -652167.703035 nChanged 62 SP:Iteration 21Q (2711.925009 sec): 3 clusters Score: Raw -656947.699124 + Penalty 4754.789048 = -652192.910076 nChanged 59 SP:Iteration 22Q (2711.995269 sec): 3 clusters Score: Raw -656971.279894 + Penalty 4754.789048 = -652216.490846 nChanged 53 SP:Iteration 23Q (2712.065309 sec): 3 clusters Score: Raw -656990.226574 + Penalty 4754.789048 = -652235.437525 nChanged 36 SP:Iteration 24Q (2712.134755 sec): 3 clusters Score: Raw -656999.724261 + Penalty 4754.789048 = -652244.935212 nChanged 30 SP:Iteration 25Q (2712.204456 sec): 3 clusters Score: Raw -657009.079001 + Penalty 4754.789048 = -652254.289952 nChanged 22 SP:Iteration 26Q (2712.274091 sec): 3 clusters Score: Raw -657013.447192 + Penalty 4754.789048 = -652258.658144 nChanged 13 SP:Iteration 27Q (2712.343686 sec): 3 clusters Score: Raw -657016.614457 + Penalty 4754.789048 = -652261.825409 nChanged 13 SP:Iteration 28Q (2712.412993 sec): 3 clusters Score: Raw -657020.146428 + Penalty 4754.789048 = -652265.357380 nChanged 11 SP:Iteration 29Q (2712.482296 sec): 3 clusters Score: Raw -657022.466333 + Penalty 4754.789048 = -652267.677284 nChanged 7 SP:Iteration 30Q (2712.552320 sec): 3 clusters Score: Raw -657023.365431 + Penalty 4754.789048 = -652268.576383 nChanged 4 SP:Iteration 31Q (2712.622311 sec): 3 clusters Score: Raw -657023.907263 + Penalty 4754.789048 = -652269.118215 nChanged 2 SP:Iteration 32Q (2712.692075 sec): 3 clusters Score: Raw -657024.029072 + Penalty 4754.789048 = -652269.240024 nChanged 0 SP:Iteration 33F (2712.762021 sec): 3 clusters Score: Raw -657024.029072 + Penalty 4754.789048 = -652269.240024 nChanged 0 Trying to split cluster 7 (15083 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.859589 sec): 2 clusters Score: Raw -1315771.723450 + Penalty 2540.029420 = -1313231.694030 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2713.004589 sec): 3 clusters Score: Raw -1307207.761742 + Penalty 5080.058840 = -1302127.702902 nChanged 6488 SP:Iteration 1F (2713.095410 sec): 3 clusters Score: Raw -1310902.381316 + Penalty 5080.058840 = -1305822.322476 nChanged 1026 SP:Iteration 2F (2713.193268 sec): 3 clusters Score: Raw -1311459.546406 + Penalty 5080.058840 = -1306379.487566 nChanged 963 SP:Iteration 3F (2713.446926 sec): 3 clusters Score: Raw -1312059.195423 + Penalty 5080.058840 = -1306979.136583 nChanged 937 SP:Iteration 4F (2713.553694 sec): 3 clusters Score: Raw -1312700.710850 + Penalty 5080.058840 = -1307620.652010 nChanged 951 SP:Iteration 5F (2713.687440 sec): 3 clusters Score: Raw -1313379.204210 + Penalty 5080.058840 = -1308299.145370 nChanged 873 SP:Iteration 6F (2713.779475 sec): 3 clusters Score: Raw -1314005.242708 + Penalty 5080.058840 = -1308925.183868 nChanged 786 SP:Iteration 7F (2713.880938 sec): 3 clusters Score: Raw -1314566.635920 + Penalty 5080.058840 = -1309486.577080 nChanged 652 SP:Iteration 8Q (2713.984809 sec): 3 clusters Score: Raw -1315001.027072 + Penalty 5080.058840 = -1309920.968232 nChanged 562 SP:Iteration 9Q (2714.097070 sec): 3 clusters Score: Raw -1315357.597844 + Penalty 5080.058840 = -1310277.539004 nChanged 444 SP:Iteration 10Q (2714.217290 sec): 3 clusters Score: Raw -1315623.208849 + Penalty 5080.058840 = -1310543.150009 nChanged 385 SP:Iteration 11Q (2714.312044 sec): 3 clusters Score: Raw -1315857.701665 + Penalty 5080.058840 = -1310777.642825 nChanged 375 SP:Iteration 12Q (2714.422791 sec): 3 clusters Score: Raw -1316046.941363 + Penalty 5080.058840 = -1310966.882523 nChanged 274 SP:Iteration 13Q (2714.541494 sec): 3 clusters Score: Raw -1316161.229512 + Penalty 5080.058840 = -1311081.170672 nChanged 200 SP:Iteration 14Q (2714.635294 sec): 3 clusters Score: Raw -1316229.357066 + Penalty 5080.058840 = -1311149.298226 nChanged 146 SP:Iteration 15Q (2714.736373 sec): 3 clusters Score: Raw -1316280.934771 + Penalty 5080.058840 = -1311200.875931 nChanged 115 SP:Iteration 16Q (2714.838528 sec): 3 clusters Score: Raw -1316318.586601 + Penalty 5080.058840 = -1311238.527761 nChanged 93 SP:Iteration 17Q (2714.946196 sec): 3 clusters Score: Raw -1316345.083576 + Penalty 5080.058840 = -1311265.024735 nChanged 95 SP:Iteration 18Q (2715.067429 sec): 3 clusters Score: Raw -1316367.096681 + Penalty 5080.058840 = -1311287.037841 nChanged 77 SP:Iteration 19Q (2715.174283 sec): 3 clusters Score: Raw -1316382.472299 + Penalty 5080.058840 = -1311302.413459 nChanged 59 SP:Iteration 20F (2715.295706 sec): 3 clusters Score: Raw -1316393.438372 + Penalty 5080.058840 = -1311313.379532 nChanged 57 SP:Iteration 21Q (2715.375412 sec): 3 clusters Score: Raw -1316403.943600 + Penalty 5080.058840 = -1311323.884760 nChanged 47 SP:Iteration 22Q (2715.457073 sec): 3 clusters Score: Raw -1316413.687131 + Penalty 5080.058840 = -1311333.628291 nChanged 41 SP:Iteration 23Q (2715.555485 sec): 3 clusters Score: Raw -1316421.251675 + Penalty 5080.058840 = -1311341.192834 nChanged 33 SP:Iteration 24Q (2715.644535 sec): 3 clusters Score: Raw -1316428.161770 + Penalty 5080.058840 = -1311348.102930 nChanged 30 SP:Iteration 25Q (2715.730533 sec): 3 clusters Score: Raw -1316432.840796 + Penalty 5080.058840 = -1311352.781956 nChanged 24 SP:Iteration 26Q (2715.822913 sec): 3 clusters Score: Raw -1316437.163113 + Penalty 5080.058840 = -1311357.104273 nChanged 17 SP:Iteration 27Q (2715.934565 sec): 3 clusters Score: Raw -1316439.806109 + Penalty 5080.058840 = -1311359.747269 nChanged 12 SP:Iteration 28Q (2716.017342 sec): 3 clusters Score: Raw -1316441.301775 + Penalty 5080.058840 = -1311361.242935 nChanged 10 SP:Iteration 29Q (2716.094608 sec): 3 clusters Score: Raw -1316442.430311 + Penalty 5080.058840 = -1311362.371471 nChanged 6 SP:Iteration 30Q (2716.183131 sec): 3 clusters Score: Raw -1316442.987546 + Penalty 5080.058840 = -1311362.928705 nChanged 2 SP:Iteration 31Q (2716.276750 sec): 3 clusters Score: Raw -1316443.297681 + Penalty 5080.058840 = -1311363.238841 nChanged 1 SP:Iteration 32Q (2716.370408 sec): 3 clusters Score: Raw -1316443.374577 + Penalty 5080.058840 = -1311363.315737 nChanged 1 SP:Iteration 33Q (2716.461341 sec): 3 clusters Score: Raw -1316443.491714 + Penalty 5080.058840 = -1311363.432874 nChanged 0 SP:Iteration 34F (2716.653224 sec): 3 clusters Score: Raw -1316443.491714 + Penalty 5080.058840 = -1311363.432874 nChanged 0 Trying to split cluster 8 (5134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2716.726567 sec): 2 clusters Score: Raw -420382.161219 + Penalty 2255.521055 = -418126.640163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2716.770868 sec): 3 clusters Score: Raw -417918.314662 + Penalty 4511.042111 = -413407.272551 nChanged 2024 SP:Iteration 1F (2716.819615 sec): 3 clusters Score: Raw -419182.380654 + Penalty 4511.042111 = -414671.338543 nChanged 467 SP:Iteration 2F (2716.875762 sec): 3 clusters Score: Raw -419603.615377 + Penalty 4511.042111 = -415092.573266 nChanged 367 SP:Iteration 3F (2716.919341 sec): 3 clusters Score: Raw -419943.823601 + Penalty 4511.042111 = -415432.781490 nChanged 304 SP:Iteration 4F (2716.963330 sec): 3 clusters Score: Raw -420205.487102 + Penalty 4511.042111 = -415694.444991 nChanged 264 SP:Iteration 5F (2717.007165 sec): 3 clusters Score: Raw -420431.008455 + Penalty 4511.042111 = -415919.966344 nChanged 212 SP:Iteration 6Q (2717.051462 sec): 3 clusters Score: Raw -420614.019057 + Penalty 4511.042111 = -416102.976946 nChanged 174 SP:Iteration 7Q (2717.096867 sec): 3 clusters Score: Raw -420774.873446 + Penalty 4511.042111 = -416263.831335 nChanged 165 SP:Iteration 8Q (2717.145990 sec): 3 clusters Score: Raw -420917.302626 + Penalty 4511.042111 = -416406.260515 nChanged 161 SP:Iteration 9Q (2717.194911 sec): 3 clusters Score: Raw -421028.049234 + Penalty 4511.042111 = -416517.007123 nChanged 113 SP:Iteration 10Q (2717.241542 sec): 3 clusters Score: Raw -421099.864266 + Penalty 4511.042111 = -416588.822155 nChanged 104 SP:Iteration 11Q (2717.287080 sec): 3 clusters Score: Raw -421162.274626 + Penalty 4511.042111 = -416651.232515 nChanged 74 SP:Iteration 12Q (2717.332440 sec): 3 clusters Score: Raw -421204.558620 + Penalty 4511.042111 = -416693.516509 nChanged 62 SP:Iteration 13Q (2717.378165 sec): 3 clusters Score: Raw -421230.153712 + Penalty 4511.042111 = -416719.111601 nChanged 47 SP:Iteration 14Q (2717.426931 sec): 3 clusters Score: Raw -421249.956139 + Penalty 4511.042111 = -416738.914028 nChanged 39 SP:Iteration 15Q (2717.476289 sec): 3 clusters Score: Raw -421267.266378 + Penalty 4511.042111 = -416756.224267 nChanged 39 SP:Iteration 16Q (2717.525336 sec): 3 clusters Score: Raw -421283.292938 + Penalty 4511.042111 = -416772.250827 nChanged 36 SP:Iteration 17Q (2717.573288 sec): 3 clusters Score: Raw -421296.277847 + Penalty 4511.042111 = -416785.235737 nChanged 27 SP:Iteration 18Q (2717.618492 sec): 3 clusters Score: Raw -421307.576723 + Penalty 4511.042111 = -416796.534612 nChanged 24 SP:Iteration 19Q (2717.663616 sec): 3 clusters Score: Raw -421315.174311 + Penalty 4511.042111 = -416804.132200 nChanged 20 SP:Iteration 20F (2717.708310 sec): 3 clusters Score: Raw -421321.520259 + Penalty 4511.042111 = -416810.478149 nChanged 18 SP:Iteration 21Q (2717.755881 sec): 3 clusters Score: Raw -421327.288768 + Penalty 4511.042111 = -416816.246657 nChanged 19 SP:Iteration 22Q (2717.804508 sec): 3 clusters Score: Raw -421333.385473 + Penalty 4511.042111 = -416822.343362 nChanged 15 SP:Iteration 23Q (2717.853151 sec): 3 clusters Score: Raw -421338.103659 + Penalty 4511.042111 = -416827.061548 nChanged 9 SP:Iteration 24Q (2717.901538 sec): 3 clusters Score: Raw -421340.538295 + Penalty 4511.042111 = -416829.496184 nChanged 8 SP:Iteration 25Q (2717.947278 sec): 3 clusters Score: Raw -421342.929662 + Penalty 4511.042111 = -416831.887551 nChanged 3 SP:Iteration 26Q (2717.993294 sec): 3 clusters Score: Raw -421344.149019 + Penalty 4511.042111 = -416833.106909 nChanged 6 SP:Iteration 27Q (2718.039158 sec): 3 clusters Score: Raw -421347.828886 + Penalty 4511.042111 = -416836.786775 nChanged 11 SP:Iteration 28Q (2718.159596 sec): 3 clusters Score: Raw -421350.330696 + Penalty 4511.042111 = -416839.288586 nChanged 11 SP:Iteration 29Q (2718.225836 sec): 3 clusters Score: Raw -421353.239659 + Penalty 4511.042111 = -416842.197548 nChanged 11 SP:Iteration 30Q (2718.359364 sec): 3 clusters Score: Raw -421356.955227 + Penalty 4511.042111 = -416845.913116 nChanged 11 SP:Iteration 31Q (2718.453923 sec): 3 clusters Score: Raw -421361.889156 + Penalty 4511.042111 = -416850.847045 nChanged 8 SP:Iteration 32Q (2718.499177 sec): 3 clusters Score: Raw -421364.788927 + Penalty 4511.042111 = -416853.746817 nChanged 13 SP:Iteration 33Q (2718.547355 sec): 3 clusters Score: Raw -421367.583352 + Penalty 4511.042111 = -416856.541241 nChanged 5 SP:Iteration 34Q (2718.596099 sec): 3 clusters Score: Raw -421368.698425 + Penalty 4511.042111 = -416857.656314 nChanged 5 SP:Iteration 35Q (2718.643706 sec): 3 clusters Score: Raw -421369.972949 + Penalty 4511.042111 = -416858.930838 nChanged 6 SP:Iteration 36Q (2718.689326 sec): 3 clusters Score: Raw -421371.061536 + Penalty 4511.042111 = -416860.019425 nChanged 2 SP:Iteration 37Q (2718.742985 sec): 3 clusters Score: Raw -421371.315486 + Penalty 4511.042111 = -416860.273375 nChanged 1 SP:Iteration 38Q (2718.797150 sec): 3 clusters Score: Raw -421371.603384 + Penalty 4511.042111 = -416860.561274 nChanged 0 SP:Iteration 39F (2718.844904 sec): 3 clusters Score: Raw -421371.603384 + Penalty 4511.042111 = -416860.561274 nChanged 0 Trying to split cluster 9 (3484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2718.882932 sec): 2 clusters Score: Raw -235329.922154 + Penalty 2153.167193 = -233176.754960 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2718.921995 sec): 3 clusters Score: Raw -233928.711878 + Penalty 4306.334386 = -229622.377491 nChanged 1235 SP:Iteration 1F (2718.963712 sec): 3 clusters Score: Raw -234920.272960 + Penalty 4306.334386 = -230613.938573 nChanged 332 SP:Iteration 2F (2719.005306 sec): 3 clusters Score: Raw -235388.483720 + Penalty 4306.334386 = -231082.149334 nChanged 295 SP:Iteration 3F (2719.046940 sec): 3 clusters Score: Raw -235851.544251 + Penalty 4306.334386 = -231545.209864 nChanged 278 SP:Iteration 4F (2719.088683 sec): 3 clusters Score: Raw -236283.407258 + Penalty 4306.334386 = -231977.072872 nChanged 224 SP:Iteration 5F (2719.128956 sec): 3 clusters Score: Raw -236664.606440 + Penalty 4306.334386 = -232358.272053 nChanged 196 SP:Iteration 6F (2719.186359 sec): 3 clusters Score: Raw -236985.447810 + Penalty 4306.334386 = -232679.113424 nChanged 170 SP:Iteration 7Q (2719.224779 sec): 3 clusters Score: Raw -237206.548649 + Penalty 4306.334386 = -232900.214262 nChanged 123 SP:Iteration 8Q (2719.263030 sec): 3 clusters Score: Raw -237317.769351 + Penalty 4306.334386 = -233011.434965 nChanged 59 SP:Iteration 9Q (2719.301141 sec): 3 clusters Score: Raw -237361.004330 + Penalty 4306.334386 = -233054.669944 nChanged 30 SP:Iteration 10Q (2719.339313 sec): 3 clusters Score: Raw -237376.892597 + Penalty 4306.334386 = -233070.558211 nChanged 21 SP:Iteration 11Q (2719.377347 sec): 3 clusters Score: Raw -237387.739707 + Penalty 4306.334386 = -233081.405321 nChanged 10 SP:Iteration 12Q (2719.415245 sec): 3 clusters Score: Raw -237393.773437 + Penalty 4306.334386 = -233087.439050 nChanged 13 SP:Iteration 13Q (2719.453206 sec): 3 clusters Score: Raw -237400.963604 + Penalty 4306.334386 = -233094.629218 nChanged 10 SP:Iteration 14Q (2719.491084 sec): 3 clusters Score: Raw -237403.669262 + Penalty 4306.334386 = -233097.334876 nChanged 3 SP:Iteration 15Q (2719.529170 sec): 3 clusters Score: Raw -237407.257384 + Penalty 4306.334386 = -233100.922997 nChanged 6 SP:Iteration 16Q (2719.594056 sec): 3 clusters Score: Raw -237410.457172 + Penalty 4306.334386 = -233104.122786 nChanged 7 SP:Iteration 17Q (2719.703186 sec): 3 clusters Score: Raw -237414.145631 + Penalty 4306.334386 = -233107.811244 nChanged 6 SP:Iteration 18Q (2719.847477 sec): 3 clusters Score: Raw -237416.670457 + Penalty 4306.334386 = -233110.336071 nChanged 9 SP:Iteration 19Q (2719.928276 sec): 3 clusters Score: Raw -237423.663201 + Penalty 4306.334386 = -233117.328814 nChanged 9 SP:Iteration 20F (2719.995898 sec): 3 clusters Score: Raw -237428.131868 + Penalty 4306.334386 = -233121.797481 nChanged 11 SP:Iteration 21Q (2720.048495 sec): 3 clusters Score: Raw -237437.301361 + Penalty 4306.334386 = -233130.966975 nChanged 19 SP:Iteration 22Q (2720.100912 sec): 3 clusters Score: Raw -237448.667971 + Penalty 4306.334386 = -233142.333585 nChanged 10 SP:Iteration 23Q (2720.153563 sec): 3 clusters Score: Raw -237453.283183 + Penalty 4306.334386 = -233146.948796 nChanged 9 SP:Iteration 24Q (2720.206866 sec): 3 clusters Score: Raw -237456.822716 + Penalty 4306.334386 = -233150.488329 nChanged 4 SP:Iteration 25Q (2720.259827 sec): 3 clusters Score: Raw -237458.756286 + Penalty 4306.334386 = -233152.421899 nChanged 4 SP:Iteration 26Q (2720.300580 sec): 3 clusters Score: Raw -237459.752030 + Penalty 4306.334386 = -233153.417644 nChanged 0 SP:Iteration 27F (2720.342407 sec): 3 clusters Score: Raw -237459.752030 + Penalty 4306.334386 = -233153.417644 nChanged 0 Trying to split cluster 10 (10312 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2720.408260 sec): 2 clusters Score: Raw -912143.834629 + Penalty 2439.640776 = -909704.193853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2720.516534 sec): 3 clusters Score: Raw -906641.708258 + Penalty 4879.281552 = -901762.426707 nChanged 4212 SP:Iteration 1F (2720.590509 sec): 3 clusters Score: Raw -909051.119772 + Penalty 4879.281552 = -904171.838221 nChanged 824 SP:Iteration 2F (2720.664171 sec): 3 clusters Score: Raw -909579.815795 + Penalty 4879.281552 = -904700.534244 nChanged 694 SP:Iteration 3F (2720.743540 sec): 3 clusters Score: Raw -910089.999075 + Penalty 4879.281552 = -905210.717523 nChanged 635 SP:Iteration 4F (2720.831177 sec): 3 clusters Score: Raw -910581.951977 + Penalty 4879.281552 = -905702.670425 nChanged 550 SP:Iteration 5F (2720.919192 sec): 3 clusters Score: Raw -910999.257836 + Penalty 4879.281552 = -906119.976284 nChanged 482 SP:Iteration 6Q (2720.994796 sec): 3 clusters Score: Raw -911368.689033 + Penalty 4879.281552 = -906489.407481 nChanged 423 SP:Iteration 7Q (2721.072382 sec): 3 clusters Score: Raw -911661.271056 + Penalty 4879.281552 = -906781.989505 nChanged 318 SP:Iteration 8Q (2721.153630 sec): 3 clusters Score: Raw -911842.095865 + Penalty 4879.281552 = -906962.814313 nChanged 256 SP:Iteration 9Q (2721.242853 sec): 3 clusters Score: Raw -911982.368914 + Penalty 4879.281552 = -907103.087362 nChanged 201 SP:Iteration 10Q (2721.330202 sec): 3 clusters Score: Raw -912071.462420 + Penalty 4879.281552 = -907192.180869 nChanged 147 SP:Iteration 11Q (2721.402910 sec): 3 clusters Score: Raw -912141.244724 + Penalty 4879.281552 = -907261.963172 nChanged 138 SP:Iteration 12Q (2721.481594 sec): 3 clusters Score: Raw -912208.146572 + Penalty 4879.281552 = -907328.865021 nChanged 131 SP:Iteration 13Q (2721.562270 sec): 3 clusters Score: Raw -912269.857449 + Penalty 4879.281552 = -907390.575898 nChanged 121 SP:Iteration 14Q (2721.643063 sec): 3 clusters Score: Raw -912322.959202 + Penalty 4879.281552 = -907443.677651 nChanged 97 SP:Iteration 15Q (2721.723794 sec): 3 clusters Score: Raw -912368.000379 + Penalty 4879.281552 = -907488.718827 nChanged 103 SP:Iteration 16Q (2721.798962 sec): 3 clusters Score: Raw -912414.961581 + Penalty 4879.281552 = -907535.680030 nChanged 89 SP:Iteration 17Q (2721.873373 sec): 3 clusters Score: Raw -912453.383887 + Penalty 4879.281552 = -907574.102335 nChanged 71 SP:Iteration 18Q (2721.948063 sec): 3 clusters Score: Raw -912483.554684 + Penalty 4879.281552 = -907604.273133 nChanged 58 SP:Iteration 19Q (2722.032976 sec): 3 clusters Score: Raw -912509.955966 + Penalty 4879.281552 = -907630.674415 nChanged 56 SP:Iteration 20F (2722.199173 sec): 3 clusters Score: Raw -912534.312239 + Penalty 4879.281552 = -907655.030687 nChanged 51 SP:Iteration 21Q (2722.334799 sec): 3 clusters Score: Raw -912552.782548 + Penalty 4879.281552 = -907673.500997 nChanged 38 SP:Iteration 22Q (2722.477744 sec): 3 clusters Score: Raw -912568.191911 + Penalty 4879.281552 = -907688.910360 nChanged 44 SP:Iteration 23Q (2722.617892 sec): 3 clusters Score: Raw -912583.363328 + Penalty 4879.281552 = -907704.081776 nChanged 32 SP:Iteration 24Q (2722.687753 sec): 3 clusters Score: Raw -912594.165371 + Penalty 4879.281552 = -907714.883820 nChanged 33 SP:Iteration 25Q (2722.766020 sec): 3 clusters Score: Raw -912606.227127 + Penalty 4879.281552 = -907726.945575 nChanged 29 SP:Iteration 26Q (2722.846655 sec): 3 clusters Score: Raw -912618.218928 + Penalty 4879.281552 = -907738.937377 nChanged 31 SP:Iteration 27Q (2722.922847 sec): 3 clusters Score: Raw -912630.501037 + Penalty 4879.281552 = -907751.219486 nChanged 31 SP:Iteration 28Q (2722.998603 sec): 3 clusters Score: Raw -912640.993559 + Penalty 4879.281552 = -907761.712008 nChanged 28 SP:Iteration 29Q (2723.070850 sec): 3 clusters Score: Raw -912649.655100 + Penalty 4879.281552 = -907770.373548 nChanged 19 SP:Iteration 30Q (2723.143015 sec): 3 clusters Score: Raw -912655.051292 + Penalty 4879.281552 = -907775.769740 nChanged 11 SP:Iteration 31Q (2723.215232 sec): 3 clusters Score: Raw -912659.147062 + Penalty 4879.281552 = -907779.865510 nChanged 14 SP:Iteration 32Q (2723.299188 sec): 3 clusters Score: Raw -912662.933919 + Penalty 4879.281552 = -907783.652367 nChanged 10 SP:Iteration 33Q (2723.383490 sec): 3 clusters Score: Raw -912666.233711 + Penalty 4879.281552 = -907786.952159 nChanged 7 SP:Iteration 34Q (2723.458248 sec): 3 clusters Score: Raw -912668.224273 + Penalty 4879.281552 = -907788.942721 nChanged 6 SP:Iteration 35Q (2723.527476 sec): 3 clusters Score: Raw -912669.234278 + Penalty 4879.281552 = -907789.952726 nChanged 1 SP:Iteration 36Q (2723.611418 sec): 3 clusters Score: Raw -912669.321376 + Penalty 4879.281552 = -907790.039824 nChanged 2 SP:Iteration 37Q (2723.685585 sec): 3 clusters Score: Raw -912669.652854 + Penalty 4879.281552 = -907790.371303 nChanged 0 SP:Iteration 38F (2723.762288 sec): 3 clusters Score: Raw -912669.652854 + Penalty 4879.281552 = -907790.371303 nChanged 0 Iteration 99Q (2725.342970 sec): 11 clusters Score: Raw -11806368.103082 + Penalty 31391.567519 = -11774976.535564 nChanged 146 Iteration 100F (2727.449353 sec): 11 clusters Score: Raw -11806389.068472 + Penalty 31391.567519 = -11774997.500954 nChanged 155 Iteration 101Q (2729.006490 sec): 11 clusters Score: Raw -11806409.605908 + Penalty 31391.567519 = -11775018.038389 nChanged 151 Iteration 102Q (2730.559925 sec): 11 clusters Score: Raw -11806425.790511 + Penalty 31391.567519 = -11775034.222992 nChanged 133 Iteration 103Q (2731.969971 sec): 11 clusters Score: Raw -11806442.118594 + Penalty 31391.567519 = -11775050.551075 nChanged 157 Iteration 104Q (2733.311491 sec): 11 clusters Score: Raw -11806460.930127 + Penalty 31391.567519 = -11775069.362608 nChanged 160 Iteration 105Q (2734.630299 sec): 11 clusters Score: Raw -11806481.947191 + Penalty 31391.567519 = -11775090.379672 nChanged 198 Iteration 106Q (2735.970226 sec): 11 clusters Score: Raw -11806511.052285 + Penalty 31391.567519 = -11775119.484766 nChanged 221 Iteration 107Q (2737.289246 sec): 11 clusters Score: Raw -11806548.051080 + Penalty 31391.567519 = -11775156.483561 nChanged 213 Iteration 108Q (2738.634788 sec): 11 clusters Score: Raw -11806578.705070 + Penalty 31391.567519 = -11775187.137551 nChanged 229 Iteration 109Q (2739.953181 sec): 11 clusters Score: Raw -11806607.467472 + Penalty 31391.567519 = -11775215.899954 nChanged 237 Iteration 110Q (2741.298393 sec): 11 clusters Score: Raw -11806636.761456 + Penalty 31391.567519 = -11775245.193937 nChanged 225 Iteration 111Q (2742.587709 sec): 11 clusters Score: Raw -11806663.251352 + Penalty 31391.567519 = -11775271.683833 nChanged 220 Iteration 112Q (2743.925087 sec): 11 clusters Score: Raw -11806690.866286 + Penalty 31391.567519 = -11775299.298767 nChanged 197 Iteration 113Q (2745.243202 sec): 11 clusters Score: Raw -11806717.898052 + Penalty 31391.567519 = -11775326.330533 nChanged 199 Iteration 114Q (2746.586401 sec): 11 clusters Score: Raw -11806744.890788 + Penalty 31391.567519 = -11775353.323269 nChanged 211 Iteration 115Q (2747.903072 sec): 11 clusters Score: Raw -11806775.030216 + Penalty 31391.567519 = -11775383.462697 nChanged 233 Iteration 116Q (2749.242918 sec): 11 clusters Score: Raw -11806809.793703 + Penalty 31391.567519 = -11775418.226185 nChanged 231 Iteration 117Q (2750.557371 sec): 11 clusters Score: Raw -11806853.225470 + Penalty 31391.567519 = -11775461.657951 nChanged 253 Iteration 118Q (2751.898385 sec): 11 clusters Score: Raw -11806893.386533 + Penalty 31391.567519 = -11775501.819014 nChanged 252 Iteration 119Q (2753.215650 sec): 11 clusters Score: Raw -11806934.256986 + Penalty 31391.567519 = -11775542.689467 nChanged 254 Iteration 120F (2755.144674 sec): 11 clusters Score: Raw -11806978.973195 + Penalty 31391.567519 = -11775587.405676 nChanged 274 Iteration 121Q (2756.469622 sec): 11 clusters Score: Raw -11807025.738578 + Penalty 31391.567519 = -11775634.171059 nChanged 291 Iteration 122Q (2757.818566 sec): 11 clusters Score: Raw -11807072.861010 + Penalty 31391.567519 = -11775681.293491 nChanged 290 Iteration 123Q (2759.114087 sec): 11 clusters Score: Raw -11807117.681820 + Penalty 31391.567519 = -11775726.114302 nChanged 305 Iteration 124Q (2760.460414 sec): 11 clusters Score: Raw -11807164.323249 + Penalty 31391.567519 = -11775772.755730 nChanged 256 Iteration 125Q (2761.784885 sec): 11 clusters Score: Raw -11807206.687125 + Penalty 31391.567519 = -11775815.119607 nChanged 270 Iteration 126Q (2763.056480 sec): 11 clusters Score: Raw -11807247.535404 + Penalty 31391.567519 = -11775855.967886 nChanged 266 Iteration 127Q (2764.286799 sec): 11 clusters Score: Raw -11807287.211931 + Penalty 31391.567519 = -11775895.644412 nChanged 267 Iteration 128Q (2765.519112 sec): 11 clusters Score: Raw -11807321.171834 + Penalty 31391.567519 = -11775929.604316 nChanged 243 Iteration 129Q (2766.747743 sec): 11 clusters Score: Raw -11807350.090730 + Penalty 31391.567519 = -11775958.523211 nChanged 242 Iteration 130Q (2768.026533 sec): 11 clusters Score: Raw -11807383.252847 + Penalty 31391.567519 = -11775991.685329 nChanged 250 Iteration 131Q (2769.223051 sec): 11 clusters Score: Raw -11807419.213690 + Penalty 31391.567519 = -11776027.646171 nChanged 235 Iteration 132Q (2770.417669 sec): 11 clusters Score: Raw -11807450.330858 + Penalty 31391.567519 = -11776058.763339 nChanged 219 Iteration 133Q (2771.617957 sec): 11 clusters Score: Raw -11807475.845309 + Penalty 31391.567519 = -11776084.277790 nChanged 200 Iteration 134Q (2772.815067 sec): 11 clusters Score: Raw -11807500.089613 + Penalty 31391.567519 = -11776108.522094 nChanged 210 Iteration 135Q (2774.039777 sec): 11 clusters Score: Raw -11807526.171369 + Penalty 31391.567519 = -11776134.603850 nChanged 188 Iteration 136Q (2775.266604 sec): 11 clusters Score: Raw -11807551.048322 + Penalty 31391.567519 = -11776159.480803 nChanged 192 Iteration 137Q (2776.494617 sec): 11 clusters Score: Raw -11807583.527673 + Penalty 31391.567519 = -11776191.960154 nChanged 219 Iteration 138Q (2777.722094 sec): 11 clusters Score: Raw -11807623.383035 + Penalty 31391.567519 = -11776231.815517 nChanged 252 Writing temp clu file Because OldScore, -11776191.960154, is greater than current (better) Score,-11776231.815517 Compute initial score before splitting: Score: Raw -11807623.383035 + Penalty 31391.567519 = -11776231.815517 Trying to split cluster 1 (3213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2777.881349 sec): 2 clusters Score: Raw -199386.652190 + Penalty 2131.789535 = -197254.862655 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2778.000477 sec): 3 clusters Score: Raw -198157.897298 + Penalty 4263.579070 = -193894.318228 nChanged 1123 SP:Iteration 1F (2778.123800 sec): 3 clusters Score: Raw -199299.699888 + Penalty 4263.579070 = -195036.120818 nChanged 389 SP:Iteration 2F (2778.225758 sec): 3 clusters Score: Raw -200111.124491 + Penalty 4263.579070 = -195847.545421 nChanged 312 SP:Iteration 3F (2778.324659 sec): 3 clusters Score: Raw -200759.543291 + Penalty 4263.579070 = -196495.964222 nChanged 221 SP:Iteration 4F (2778.427798 sec): 3 clusters Score: Raw -201210.233816 + Penalty 4263.579070 = -196946.654747 nChanged 175 SP:Iteration 5F (2778.527031 sec): 3 clusters Score: Raw -201459.387391 + Penalty 4263.579070 = -197195.808322 nChanged 113 SP:Iteration 6Q (2778.575813 sec): 3 clusters Score: Raw -201570.628300 + Penalty 4263.579070 = -197307.049231 nChanged 62 SP:Iteration 7Q (2778.611940 sec): 3 clusters Score: Raw -201620.327782 + Penalty 4263.579070 = -197356.748713 nChanged 36 SP:Iteration 8Q (2778.675173 sec): 3 clusters Score: Raw -201650.437713 + Penalty 4263.579070 = -197386.858643 nChanged 28 SP:Iteration 9Q (2778.775927 sec): 3 clusters Score: Raw -201668.089322 + Penalty 4263.579070 = -197404.510253 nChanged 15 SP:Iteration 10Q (2778.875171 sec): 3 clusters Score: Raw -201680.908960 + Penalty 4263.579070 = -197417.329890 nChanged 18 SP:Iteration 11Q (2778.905830 sec): 3 clusters Score: Raw -201694.536212 + Penalty 4263.579070 = -197430.957143 nChanged 11 SP:Iteration 12Q (2778.937940 sec): 3 clusters Score: Raw -201701.655663 + Penalty 4263.579070 = -197438.076593 nChanged 9 SP:Iteration 13Q (2778.970431 sec): 3 clusters Score: Raw -201709.688651 + Penalty 4263.579070 = -197446.109582 nChanged 12 SP:Iteration 14Q (2779.003367 sec): 3 clusters Score: Raw -201721.224627 + Penalty 4263.579070 = -197457.645557 nChanged 8 SP:Iteration 15Q (2779.039541 sec): 3 clusters Score: Raw -201725.116872 + Penalty 4263.579070 = -197461.537802 nChanged 2 SP:Iteration 16Q (2779.079880 sec): 3 clusters Score: Raw -201726.482136 + Penalty 4263.579070 = -197462.903067 nChanged 1 SP:Iteration 17Q (2779.119820 sec): 3 clusters Score: Raw -201726.727779 + Penalty 4263.579070 = -197463.148710 nChanged 0 SP:Iteration 18F (2779.160721 sec): 3 clusters Score: Raw -201726.727779 + Penalty 4263.579070 = -197463.148710 nChanged 0 Score: Raw -11809992.861700 + Penalty 34530.724271 = -11775462.137429 Splitting cluster 1 changes total score from -11776231.815517 to -11775462.137429 So it's not getting split. Trying to split cluster 2 (14910 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2781.052523 sec): 2 clusters Score: Raw -1145395.079309 + Penalty 2536.983876 = -1142858.095433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2781.128339 sec): 3 clusters Score: Raw -1136992.429665 + Penalty 5073.967751 = -1131918.461914 nChanged 6421 SP:Iteration 1F (2781.261931 sec): 3 clusters Score: Raw -1140947.604858 + Penalty 5073.967751 = -1135873.637106 nChanged 1249 SP:Iteration 2F (2781.344037 sec): 3 clusters Score: Raw -1142086.838312 + Penalty 5073.967751 = -1137012.870560 nChanged 1277 SP:Iteration 3F (2781.430467 sec): 3 clusters Score: Raw -1143524.065408 + Penalty 5073.967751 = -1138450.097656 nChanged 1279 SP:Iteration 4F (2781.540008 sec): 3 clusters Score: Raw -1144948.376141 + Penalty 5073.967751 = -1139874.408390 nChanged 1143 SP:Iteration 5F (2781.621225 sec): 3 clusters Score: Raw -1145863.961572 + Penalty 5073.967751 = -1140789.993820 nChanged 809 SP:Iteration 6F (2781.698166 sec): 3 clusters Score: Raw -1146349.583859 + Penalty 5073.967751 = -1141275.616108 nChanged 591 SP:Iteration 7Q (2781.788268 sec): 3 clusters Score: Raw -1146679.391833 + Penalty 5073.967751 = -1141605.424082 nChanged 427 SP:Iteration 8Q (2781.996027 sec): 3 clusters Score: Raw -1146902.399626 + Penalty 5073.967751 = -1141828.431875 nChanged 334 SP:Iteration 9Q (2782.064739 sec): 3 clusters Score: Raw -1147048.857418 + Penalty 5073.967751 = -1141974.889667 nChanged 277 SP:Iteration 10Q (2782.127615 sec): 3 clusters Score: Raw -1147147.193825 + Penalty 5073.967751 = -1142073.226073 nChanged 205 SP:Iteration 11Q (2782.205291 sec): 3 clusters Score: Raw -1147208.609462 + Penalty 5073.967751 = -1142134.641711 nChanged 156 SP:Iteration 12Q (2782.339387 sec): 3 clusters Score: Raw -1147249.615720 + Penalty 5073.967751 = -1142175.647969 nChanged 134 SP:Iteration 13Q (2782.418182 sec): 3 clusters Score: Raw -1147280.672844 + Penalty 5073.967751 = -1142206.705093 nChanged 97 SP:Iteration 14Q (2782.490039 sec): 3 clusters Score: Raw -1147299.891108 + Penalty 5073.967751 = -1142225.923357 nChanged 71 SP:Iteration 15Q (2782.576841 sec): 3 clusters Score: Raw -1147310.677990 + Penalty 5073.967751 = -1142236.710239 nChanged 54 SP:Iteration 16Q (2782.670018 sec): 3 clusters Score: Raw -1147319.084801 + Penalty 5073.967751 = -1142245.117049 nChanged 33 SP:Iteration 17Q (2782.763748 sec): 3 clusters Score: Raw -1147322.722915 + Penalty 5073.967751 = -1142248.755163 nChanged 22 SP:Iteration 18Q (2782.855015 sec): 3 clusters Score: Raw -1147325.048482 + Penalty 5073.967751 = -1142251.080730 nChanged 17 SP:Iteration 19Q (2782.944080 sec): 3 clusters Score: Raw -1147326.517827 + Penalty 5073.967751 = -1142252.550075 nChanged 8 SP:Iteration 20F (2783.033737 sec): 3 clusters Score: Raw -1147327.254676 + Penalty 5073.967751 = -1142253.286924 nChanged 9 SP:Iteration 21Q (2783.123084 sec): 3 clusters Score: Raw -1147328.115187 + Penalty 5073.967751 = -1142254.147436 nChanged 3 SP:Iteration 22Q (2783.212719 sec): 3 clusters Score: Raw -1147328.644199 + Penalty 5073.967751 = -1142254.676448 nChanged 6 SP:Iteration 23Q (2783.301994 sec): 3 clusters Score: Raw -1147329.091420 + Penalty 5073.967751 = -1142255.123669 nChanged 6 SP:Iteration 24Q (2783.394747 sec): 3 clusters Score: Raw -1147329.859646 + Penalty 5073.967751 = -1142255.891895 nChanged 6 SP:Iteration 25Q (2783.485749 sec): 3 clusters Score: Raw -1147330.281682 + Penalty 5073.967751 = -1142256.313931 nChanged 3 SP:Iteration 26Q (2783.576439 sec): 3 clusters Score: Raw -1147330.482531 + Penalty 5073.967751 = -1142256.514779 nChanged 1 SP:Iteration 27Q (2783.667264 sec): 3 clusters Score: Raw -1147330.539562 + Penalty 5073.967751 = -1142256.571811 nChanged 1 SP:Iteration 28Q (2783.758459 sec): 3 clusters Score: Raw -1147330.594913 + Penalty 5073.967751 = -1142256.627161 nChanged 0 SP:Iteration 29F (2783.847436 sec): 3 clusters Score: Raw -1147330.594913 + Penalty 5073.967751 = -1142256.627161 nChanged 0 Trying to split cluster 3 (67870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2784.139417 sec): 2 clusters Score: Raw -5810315.419868 + Penalty 2937.092239 = -5807378.327629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2784.454138 sec): 3 clusters Score: Raw -5767639.520207 + Penalty 5874.184478 = -5761765.335729 nChanged 31778 SP:Iteration 1F (2784.731246 sec): 3 clusters Score: Raw -5786207.820222 + Penalty 5874.184478 = -5780333.635744 nChanged 3377 SP:Iteration 2Q (2785.011661 sec): 3 clusters Score: Raw -5787574.731026 + Penalty 5874.184478 = -5781700.546548 nChanged 3480 SP:Iteration 3F (2785.284782 sec): 3 clusters Score: Raw -5789078.030565 + Penalty 5874.184478 = -5783203.846087 nChanged 3565 SP:Iteration 4F (2785.557576 sec): 3 clusters Score: Raw -5790690.987498 + Penalty 5874.184478 = -5784816.803020 nChanged 3515 SP:Iteration 5F (2785.830273 sec): 3 clusters Score: Raw -5792260.305897 + Penalty 5874.184478 = -5786386.121419 nChanged 3394 SP:Iteration 6F (2786.104870 sec): 3 clusters Score: Raw -5793570.830100 + Penalty 5874.184478 = -5787696.645622 nChanged 2887 SP:Iteration 7Q (2786.418087 sec): 3 clusters Score: Raw -5794513.576350 + Penalty 5874.184478 = -5788639.391873 nChanged 2402 SP:Iteration 8Q (2786.743040 sec): 3 clusters Score: Raw -5795226.001055 + Penalty 5874.184478 = -5789351.816578 nChanged 2097 SP:Iteration 9Q (2787.014420 sec): 3 clusters Score: Raw -5795822.496605 + Penalty 5874.184478 = -5789948.312127 nChanged 1843 SP:Iteration 10Q (2787.290228 sec): 3 clusters Score: Raw -5796320.885859 + Penalty 5874.184478 = -5790446.701381 nChanged 1680 SP:Iteration 11Q (2787.598255 sec): 3 clusters Score: Raw -5796760.882409 + Penalty 5874.184478 = -5790886.697932 nChanged 1572 SP:Iteration 12Q (2787.934740 sec): 3 clusters Score: Raw -5797202.731083 + Penalty 5874.184478 = -5791328.546606 nChanged 1536 SP:Iteration 13Q (2788.221408 sec): 3 clusters Score: Raw -5797643.267723 + Penalty 5874.184478 = -5791769.083245 nChanged 1520 SP:Iteration 14Q (2788.531930 sec): 3 clusters Score: Raw -5798100.038648 + Penalty 5874.184478 = -5792225.854170 nChanged 1670 SP:Iteration 15Q (2788.864722 sec): 3 clusters Score: Raw -5798648.378322 + Penalty 5874.184478 = -5792774.193844 nChanged 1817 SP:Iteration 16Q (2789.202964 sec): 3 clusters Score: Raw -5799304.665875 + Penalty 5874.184478 = -5793430.481398 nChanged 2079 SP:Iteration 17Q (2789.487210 sec): 3 clusters Score: Raw -5800129.195342 + Penalty 5874.184478 = -5794255.010864 nChanged 2282 SP:Iteration 18Q (2789.795245 sec): 3 clusters Score: Raw -5801098.809985 + Penalty 5874.184478 = -5795224.625507 nChanged 2477 SP:Iteration 19Q (2790.125058 sec): 3 clusters Score: Raw -5802223.460750 + Penalty 5874.184478 = -5796349.276273 nChanged 2514 SP:Iteration 20F (2790.398015 sec): 3 clusters Score: Raw -5803423.585438 + Penalty 5874.184478 = -5797549.400960 nChanged 2540 SP:Iteration 21Q (2790.669950 sec): 3 clusters Score: Raw -5804666.066054 + Penalty 5874.184478 = -5798791.881577 nChanged 2474 SP:Iteration 22Q (2790.934421 sec): 3 clusters Score: Raw -5805903.226959 + Penalty 5874.184478 = -5800029.042481 nChanged 2278 SP:Iteration 23Q (2791.196327 sec): 3 clusters Score: Raw -5807056.248203 + Penalty 5874.184478 = -5801182.063725 nChanged 2018 SP:Iteration 24Q (2791.455054 sec): 3 clusters Score: Raw -5808069.622373 + Penalty 5874.184478 = -5802195.437896 nChanged 1719 SP:Iteration 25Q (2791.713258 sec): 3 clusters Score: Raw -5808949.088544 + Penalty 5874.184478 = -5803074.904066 nChanged 1344 SP:Iteration 26Q (2791.965595 sec): 3 clusters Score: Raw -5809621.980453 + Penalty 5874.184478 = -5803747.795976 nChanged 1020 SP:Iteration 27Q (2792.240400 sec): 3 clusters Score: Raw -5810105.047678 + Penalty 5874.184478 = -5804230.863201 nChanged 754 SP:Iteration 28Q (2792.486908 sec): 3 clusters Score: Raw -5810434.532428 + Penalty 5874.184478 = -5804560.347950 nChanged 540 SP:Iteration 29Q (2792.761315 sec): 3 clusters Score: Raw -5810669.876227 + Penalty 5874.184478 = -5804795.691749 nChanged 394 SP:Iteration 30Q (2793.031787 sec): 3 clusters Score: Raw -5810826.630468 + Penalty 5874.184478 = -5804952.445991 nChanged 281 SP:Iteration 31Q (2793.295888 sec): 3 clusters Score: Raw -5810925.281500 + Penalty 5874.184478 = -5805051.097023 nChanged 233 SP:Iteration 32Q (2793.556397 sec): 3 clusters Score: Raw -5811015.295137 + Penalty 5874.184478 = -5805141.110660 nChanged 190 SP:Iteration 33Q (2793.817361 sec): 3 clusters Score: Raw -5811084.615564 + Penalty 5874.184478 = -5805210.431087 nChanged 163 SP:Iteration 34Q (2794.075669 sec): 3 clusters Score: Raw -5811142.417710 + Penalty 5874.184478 = -5805268.233232 nChanged 117 SP:Iteration 35Q (2794.327110 sec): 3 clusters Score: Raw -5811178.412394 + Penalty 5874.184478 = -5805304.227916 nChanged 68 SP:Iteration 36Q (2794.572976 sec): 3 clusters Score: Raw -5811196.739489 + Penalty 5874.184478 = -5805322.555011 nChanged 59 SP:Iteration 37Q (2794.829682 sec): 3 clusters Score: Raw -5811212.247845 + Penalty 5874.184478 = -5805338.063367 nChanged 42 SP:Iteration 38Q (2795.126732 sec): 3 clusters Score: Raw -5811223.364339 + Penalty 5874.184478 = -5805349.179861 nChanged 34 SP:Iteration 39Q (2795.380441 sec): 3 clusters Score: Raw -5811232.546118 + Penalty 5874.184478 = -5805358.361641 nChanged 31 SP:Iteration 40F (2795.661243 sec): 3 clusters Score: Raw -5811240.854257 + Penalty 5874.184478 = -5805366.669779 nChanged 38 SP:Iteration 41Q (2795.877355 sec): 3 clusters Score: Raw -5811249.354268 + Penalty 5874.184478 = -5805375.169790 nChanged 32 SP:Iteration 42Q (2796.111398 sec): 3 clusters Score: Raw -5811256.627927 + Penalty 5874.184478 = -5805382.443449 nChanged 26 SP:Iteration 43Q (2796.368402 sec): 3 clusters Score: Raw -5811263.104550 + Penalty 5874.184478 = -5805388.920072 nChanged 24 SP:Iteration 44Q (2796.623730 sec): 3 clusters Score: Raw -5811270.177798 + Penalty 5874.184478 = -5805395.993321 nChanged 34 SP:Iteration 45Q (2796.858613 sec): 3 clusters Score: Raw -5811280.384324 + Penalty 5874.184478 = -5805406.199846 nChanged 32 SP:Iteration 46Q (2797.065984 sec): 3 clusters Score: Raw -5811291.650267 + Penalty 5874.184478 = -5805417.465789 nChanged 29 SP:Iteration 47Q (2797.298252 sec): 3 clusters Score: Raw -5811301.051478 + Penalty 5874.184478 = -5805426.867000 nChanged 32 SP:Iteration 48Q (2797.554540 sec): 3 clusters Score: Raw -5811310.197471 + Penalty 5874.184478 = -5805436.012993 nChanged 24 SP:Iteration 49Q (2797.807630 sec): 3 clusters Score: Raw -5811318.199041 + Penalty 5874.184478 = -5805444.014564 nChanged 19 SP:Iteration 50Q (2798.044575 sec): 3 clusters Score: Raw -5811323.351336 + Penalty 5874.184478 = -5805449.166858 nChanged 6 SP:Iteration 51Q (2798.254201 sec): 3 clusters Score: Raw -5811324.726880 + Penalty 5874.184478 = -5805450.542402 nChanged 5 SP:Iteration 52Q (2798.490855 sec): 3 clusters Score: Raw -5811325.476509 + Penalty 5874.184478 = -5805451.292031 nChanged 3 SP:Iteration 53Q (2798.744212 sec): 3 clusters Score: Raw -5811326.036728 + Penalty 5874.184478 = -5805451.852250 nChanged 2 SP:Iteration 54Q (2798.994756 sec): 3 clusters Score: Raw -5811326.622250 + Penalty 5874.184478 = -5805452.437773 nChanged 2 SP:Iteration 55Q (2799.232223 sec): 3 clusters Score: Raw -5811327.121481 + Penalty 5874.184478 = -5805452.937004 nChanged 1 SP:Iteration 56Q (2799.462054 sec): 3 clusters Score: Raw -5811327.259785 + Penalty 5874.184478 = -5805453.075307 nChanged 0 SP:Iteration 57F (2799.729879 sec): 3 clusters Score: Raw -5811327.259785 + Penalty 5874.184478 = -5805453.075307 nChanged 0 Trying to split cluster 4 (13031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2799.828817 sec): 2 clusters Score: Raw -1011055.624100 + Penalty 2501.422813 = -1008554.201287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2799.924499 sec): 3 clusters Score: Raw -1003823.880477 + Penalty 5002.845626 = -998821.034851 nChanged 5524 SP:Iteration 1F (2799.989882 sec): 3 clusters Score: Raw -1007014.353339 + Penalty 5002.845626 = -1002011.507713 nChanged 1039 SP:Iteration 2F (2800.061993 sec): 3 clusters Score: Raw -1007818.233274 + Penalty 5002.845626 = -1002815.387647 nChanged 998 SP:Iteration 3F (2800.145375 sec): 3 clusters Score: Raw -1008689.674510 + Penalty 5002.845626 = -1003686.828883 nChanged 975 SP:Iteration 4F (2800.231487 sec): 3 clusters Score: Raw -1009604.809890 + Penalty 5002.845626 = -1004601.964263 nChanged 946 SP:Iteration 5F (2800.318177 sec): 3 clusters Score: Raw -1010588.707297 + Penalty 5002.845626 = -1005585.861671 nChanged 866 SP:Iteration 6F (2800.395207 sec): 3 clusters Score: Raw -1011470.923376 + Penalty 5002.845626 = -1006468.077750 nChanged 711 SP:Iteration 7F (2800.473135 sec): 3 clusters Score: Raw -1012192.945897 + Penalty 5002.845626 = -1007190.100271 nChanged 538 SP:Iteration 8Q (2800.555632 sec): 3 clusters Score: Raw -1012605.192462 + Penalty 5002.845626 = -1007602.346836 nChanged 398 SP:Iteration 9Q (2800.717904 sec): 3 clusters Score: Raw -1012877.763622 + Penalty 5002.845626 = -1007874.917996 nChanged 301 SP:Iteration 10Q (2800.860025 sec): 3 clusters Score: Raw -1013083.897926 + Penalty 5002.845626 = -1008081.052299 nChanged 238 SP:Iteration 11Q (2800.946609 sec): 3 clusters Score: Raw -1013212.983869 + Penalty 5002.845626 = -1008210.138243 nChanged 174 SP:Iteration 12Q (2801.027107 sec): 3 clusters Score: Raw -1013287.150049 + Penalty 5002.845626 = -1008284.304423 nChanged 124 SP:Iteration 13Q (2801.121362 sec): 3 clusters Score: Raw -1013333.035313 + Penalty 5002.845626 = -1008330.189687 nChanged 83 SP:Iteration 14Q (2801.213954 sec): 3 clusters Score: Raw -1013358.718786 + Penalty 5002.845626 = -1008355.873160 nChanged 69 SP:Iteration 15Q (2801.288135 sec): 3 clusters Score: Raw -1013376.658708 + Penalty 5002.845626 = -1008373.813082 nChanged 45 SP:Iteration 16Q (2801.362230 sec): 3 clusters Score: Raw -1013388.604220 + Penalty 5002.845626 = -1008385.758594 nChanged 43 SP:Iteration 17Q (2801.440956 sec): 3 clusters Score: Raw -1013397.785701 + Penalty 5002.845626 = -1008394.940075 nChanged 26 SP:Iteration 18Q (2801.544340 sec): 3 clusters Score: Raw -1013402.729379 + Penalty 5002.845626 = -1008399.883753 nChanged 21 SP:Iteration 19Q (2801.619600 sec): 3 clusters Score: Raw -1013407.542525 + Penalty 5002.845626 = -1008404.696899 nChanged 28 SP:Iteration 20F (2801.700401 sec): 3 clusters Score: Raw -1013413.505543 + Penalty 5002.845626 = -1008410.659917 nChanged 21 SP:Iteration 21Q (2801.795092 sec): 3 clusters Score: Raw -1013416.789966 + Penalty 5002.845626 = -1008413.944340 nChanged 14 SP:Iteration 22Q (2801.889434 sec): 3 clusters Score: Raw -1013418.793475 + Penalty 5002.845626 = -1008415.947849 nChanged 8 SP:Iteration 23Q (2802.041250 sec): 3 clusters Score: Raw -1013419.885797 + Penalty 5002.845626 = -1008417.040171 nChanged 7 SP:Iteration 24Q (2802.139408 sec): 3 clusters Score: Raw -1013420.573718 + Penalty 5002.845626 = -1008417.728092 nChanged 7 SP:Iteration 25Q (2802.252722 sec): 3 clusters Score: Raw -1013421.652654 + Penalty 5002.845626 = -1008418.807028 nChanged 7 SP:Iteration 26Q (2802.331480 sec): 3 clusters Score: Raw -1013422.795677 + Penalty 5002.845626 = -1008419.950051 nChanged 8 SP:Iteration 27Q (2802.414938 sec): 3 clusters Score: Raw -1013424.192037 + Penalty 5002.845626 = -1008421.346411 nChanged 7 SP:Iteration 28Q (2802.514675 sec): 3 clusters Score: Raw -1013425.146401 + Penalty 5002.845626 = -1008422.300775 nChanged 6 SP:Iteration 29Q (2802.598188 sec): 3 clusters Score: Raw -1013426.679373 + Penalty 5002.845626 = -1008423.833747 nChanged 10 SP:Iteration 30Q (2802.687720 sec): 3 clusters Score: Raw -1013428.750756 + Penalty 5002.845626 = -1008425.905130 nChanged 9 SP:Iteration 31Q (2802.782101 sec): 3 clusters Score: Raw -1013431.399467 + Penalty 5002.845626 = -1008428.553840 nChanged 5 SP:Iteration 32Q (2802.902731 sec): 3 clusters Score: Raw -1013432.592788 + Penalty 5002.845626 = -1008429.747162 nChanged 8 SP:Iteration 33Q (2802.977228 sec): 3 clusters Score: Raw -1013433.738502 + Penalty 5002.845626 = -1008430.892875 nChanged 4 SP:Iteration 34Q (2803.060720 sec): 3 clusters Score: Raw -1013434.335081 + Penalty 5002.845626 = -1008431.489455 nChanged 4 SP:Iteration 35Q (2803.164718 sec): 3 clusters Score: Raw -1013434.760576 + Penalty 5002.845626 = -1008431.914950 nChanged 1 SP:Iteration 36Q (2803.246780 sec): 3 clusters Score: Raw -1013434.937656 + Penalty 5002.845626 = -1008432.092030 nChanged 0 SP:Iteration 37F (2803.340259 sec): 3 clusters Score: Raw -1013434.937656 + Penalty 5002.845626 = -1008432.092030 nChanged 0 Trying to split cluster 5 (4581 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2803.405683 sec): 2 clusters Score: Raw -342143.510718 + Penalty 2225.433565 = -339918.077154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2803.602435 sec): 3 clusters Score: Raw -340041.561654 + Penalty 4450.867130 = -335590.694524 nChanged 1664 SP:Iteration 1F (2803.746752 sec): 3 clusters Score: Raw -341139.905610 + Penalty 4450.867130 = -336689.038481 nChanged 393 SP:Iteration 2F (2803.847335 sec): 3 clusters Score: Raw -341499.579005 + Penalty 4450.867130 = -337048.711876 nChanged 305 SP:Iteration 3F (2803.902508 sec): 3 clusters Score: Raw -341873.581095 + Penalty 4450.867130 = -337422.713966 nChanged 337 SP:Iteration 4F (2803.957366 sec): 3 clusters Score: Raw -342314.572566 + Penalty 4450.867130 = -337863.705436 nChanged 300 SP:Iteration 5F (2804.012671 sec): 3 clusters Score: Raw -342693.931743 + Penalty 4450.867130 = -338243.064614 nChanged 292 SP:Iteration 6F (2804.061177 sec): 3 clusters Score: Raw -343099.274628 + Penalty 4450.867130 = -338648.407499 nChanged 236 SP:Iteration 7F (2804.105374 sec): 3 clusters Score: Raw -343458.753758 + Penalty 4450.867130 = -339007.886628 nChanged 228 SP:Iteration 8Q (2804.149648 sec): 3 clusters Score: Raw -343820.977426 + Penalty 4450.867130 = -339370.110296 nChanged 175 SP:Iteration 9Q (2804.193391 sec): 3 clusters Score: Raw -344043.737868 + Penalty 4450.867130 = -339592.870739 nChanged 126 SP:Iteration 10Q (2804.236895 sec): 3 clusters Score: Raw -344175.061793 + Penalty 4450.867130 = -339724.194663 nChanged 101 SP:Iteration 11Q (2804.280395 sec): 3 clusters Score: Raw -344279.047517 + Penalty 4450.867130 = -339828.180388 nChanged 58 SP:Iteration 12Q (2804.323786 sec): 3 clusters Score: Raw -344323.995673 + Penalty 4450.867130 = -339873.128544 nChanged 37 SP:Iteration 13Q (2804.373615 sec): 3 clusters Score: Raw -344353.334660 + Penalty 4450.867130 = -339902.467531 nChanged 42 SP:Iteration 14Q (2804.423736 sec): 3 clusters Score: Raw -344390.338694 + Penalty 4450.867130 = -339939.471564 nChanged 48 SP:Iteration 15Q (2804.474184 sec): 3 clusters Score: Raw -344442.754082 + Penalty 4450.867130 = -339991.886953 nChanged 44 SP:Iteration 16Q (2804.522196 sec): 3 clusters Score: Raw -344491.730013 + Penalty 4450.867130 = -340040.862884 nChanged 47 SP:Iteration 17Q (2804.568690 sec): 3 clusters Score: Raw -344537.601072 + Penalty 4450.867130 = -340086.733943 nChanged 39 SP:Iteration 18Q (2804.615399 sec): 3 clusters Score: Raw -344574.748013 + Penalty 4450.867130 = -340123.880884 nChanged 32 SP:Iteration 19Q (2804.661860 sec): 3 clusters Score: Raw -344595.858573 + Penalty 4450.867130 = -340144.991444 nChanged 24 SP:Iteration 20F (2804.710831 sec): 3 clusters Score: Raw -344625.896420 + Penalty 4450.867130 = -340175.029290 nChanged 23 SP:Iteration 21Q (2804.758251 sec): 3 clusters Score: Raw -344645.974802 + Penalty 4450.867130 = -340195.107672 nChanged 15 SP:Iteration 22Q (2804.806546 sec): 3 clusters Score: Raw -344655.674600 + Penalty 4450.867130 = -340204.807471 nChanged 12 SP:Iteration 23Q (2804.855564 sec): 3 clusters Score: Raw -344662.853114 + Penalty 4450.867130 = -340211.985984 nChanged 7 SP:Iteration 24Q (2804.904397 sec): 3 clusters Score: Raw -344665.817308 + Penalty 4450.867130 = -340214.950178 nChanged 7 SP:Iteration 25Q (2804.953030 sec): 3 clusters Score: Raw -344669.057169 + Penalty 4450.867130 = -340218.190040 nChanged 11 SP:Iteration 26Q (2805.000278 sec): 3 clusters Score: Raw -344675.501450 + Penalty 4450.867130 = -340224.634320 nChanged 7 SP:Iteration 27Q (2805.046298 sec): 3 clusters Score: Raw -344678.728056 + Penalty 4450.867130 = -340227.860927 nChanged 7 SP:Iteration 28Q (2805.092269 sec): 3 clusters Score: Raw -344682.420777 + Penalty 4450.867130 = -340231.553648 nChanged 9 SP:Iteration 29Q (2805.138212 sec): 3 clusters Score: Raw -344688.788560 + Penalty 4450.867130 = -340237.921430 nChanged 12 SP:Iteration 30Q (2805.184044 sec): 3 clusters Score: Raw -344696.739529 + Penalty 4450.867130 = -340245.872400 nChanged 8 SP:Iteration 31Q (2805.230021 sec): 3 clusters Score: Raw -344699.785205 + Penalty 4450.867130 = -340248.918075 nChanged 5 SP:Iteration 32Q (2805.392308 sec): 3 clusters Score: Raw -344703.030300 + Penalty 4450.867130 = -340252.163171 nChanged 7 SP:Iteration 33Q (2805.523957 sec): 3 clusters Score: Raw -344707.276402 + Penalty 4450.867130 = -340256.409273 nChanged 8 SP:Iteration 34Q (2805.650269 sec): 3 clusters Score: Raw -344710.451172 + Penalty 4450.867130 = -340259.584043 nChanged 2 SP:Iteration 35Q (2805.696538 sec): 3 clusters Score: Raw -344711.088199 + Penalty 4450.867130 = -340260.221069 nChanged 0 SP:Iteration 36F (2805.747081 sec): 3 clusters Score: Raw -344711.088199 + Penalty 4450.867130 = -340260.221069 nChanged 0 Score: Raw -11810220.363591 + Penalty 34530.724271 = -11775689.639320 Splitting cluster 5 changes total score from -11776231.815517 to -11775689.639320 So it's not getting split. Trying to split cluster 6 (8156 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2808.132412 sec): 2 clusters Score: Raw -660132.283317 + Penalty 2377.718411 = -657754.564906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2808.190234 sec): 3 clusters Score: Raw -655933.169403 + Penalty 4755.436822 = -651177.732581 nChanged 3359 SP:Iteration 1F (2808.271844 sec): 3 clusters Score: Raw -657942.079041 + Penalty 4755.436822 = -653186.642219 nChanged 688 SP:Iteration 2F (2808.357345 sec): 3 clusters Score: Raw -658441.417706 + Penalty 4755.436822 = -653685.980884 nChanged 576 SP:Iteration 3F (2808.423484 sec): 3 clusters Score: Raw -658924.891735 + Penalty 4755.436822 = -654169.454914 nChanged 545 SP:Iteration 4F (2808.489153 sec): 3 clusters Score: Raw -659474.989097 + Penalty 4755.436822 = -654719.552276 nChanged 541 SP:Iteration 5F (2808.558312 sec): 3 clusters Score: Raw -660009.492431 + Penalty 4755.436822 = -655254.055610 nChanged 468 SP:Iteration 6F (2808.628100 sec): 3 clusters Score: Raw -660419.728271 + Penalty 4755.436822 = -655664.291450 nChanged 399 SP:Iteration 7Q (2808.699233 sec): 3 clusters Score: Raw -660702.263814 + Penalty 4755.436822 = -655946.826993 nChanged 271 SP:Iteration 8Q (2808.768830 sec): 3 clusters Score: Raw -660870.734774 + Penalty 4755.436822 = -656115.297952 nChanged 220 SP:Iteration 9Q (2808.838766 sec): 3 clusters Score: Raw -660993.246153 + Penalty 4755.436822 = -656237.809331 nChanged 155 SP:Iteration 10Q (2808.907988 sec): 3 clusters Score: Raw -661060.842450 + Penalty 4755.436822 = -656305.405629 nChanged 103 SP:Iteration 11Q (2808.978288 sec): 3 clusters Score: Raw -661102.275143 + Penalty 4755.436822 = -656346.838322 nChanged 89 SP:Iteration 12Q (2809.048524 sec): 3 clusters Score: Raw -661136.116313 + Penalty 4755.436822 = -656380.679491 nChanged 80 SP:Iteration 13Q (2809.118912 sec): 3 clusters Score: Raw -661166.153492 + Penalty 4755.436822 = -656410.716671 nChanged 75 SP:Iteration 14Q (2809.188748 sec): 3 clusters Score: Raw -661192.516126 + Penalty 4755.436822 = -656437.079305 nChanged 70 SP:Iteration 15Q (2809.259033 sec): 3 clusters Score: Raw -661215.853372 + Penalty 4755.436822 = -656460.416550 nChanged 57 SP:Iteration 16Q (2809.328610 sec): 3 clusters Score: Raw -661238.674866 + Penalty 4755.436822 = -656483.238045 nChanged 58 SP:Iteration 17Q (2809.398947 sec): 3 clusters Score: Raw -661260.010487 + Penalty 4755.436822 = -656504.573666 nChanged 59 SP:Iteration 18Q (2809.468827 sec): 3 clusters Score: Raw -661279.191182 + Penalty 4755.436822 = -656523.754361 nChanged 51 SP:Iteration 19Q (2809.538706 sec): 3 clusters Score: Raw -661297.945122 + Penalty 4755.436822 = -656542.508301 nChanged 64 SP:Iteration 20F (2809.608830 sec): 3 clusters Score: Raw -661317.529913 + Penalty 4755.436822 = -656562.093092 nChanged 51 SP:Iteration 21Q (2809.678468 sec): 3 clusters Score: Raw -661334.313811 + Penalty 4755.436822 = -656578.876990 nChanged 44 SP:Iteration 22Q (2809.748372 sec): 3 clusters Score: Raw -661345.820990 + Penalty 4755.436822 = -656590.384168 nChanged 44 SP:Iteration 23Q (2809.921094 sec): 3 clusters Score: Raw -661358.232582 + Penalty 4755.436822 = -656602.795760 nChanged 31 SP:Iteration 24Q (2810.106382 sec): 3 clusters Score: Raw -661365.395212 + Penalty 4755.436822 = -656609.958390 nChanged 34 SP:Iteration 25Q (2810.168894 sec): 3 clusters Score: Raw -661376.219560 + Penalty 4755.436822 = -656620.782739 nChanged 32 SP:Iteration 26Q (2810.239103 sec): 3 clusters Score: Raw -661385.586852 + Penalty 4755.436822 = -656630.150031 nChanged 34 SP:Iteration 27Q (2810.306179 sec): 3 clusters Score: Raw -661394.942427 + Penalty 4755.436822 = -656639.505606 nChanged 36 SP:Iteration 28Q (2810.371145 sec): 3 clusters Score: Raw -661406.210081 + Penalty 4755.436822 = -656650.773259 nChanged 30 SP:Iteration 29Q (2810.444498 sec): 3 clusters Score: Raw -661413.748129 + Penalty 4755.436822 = -656658.311307 nChanged 20 SP:Iteration 30Q (2810.515543 sec): 3 clusters Score: Raw -661418.663157 + Penalty 4755.436822 = -656663.226336 nChanged 22 SP:Iteration 31Q (2810.585135 sec): 3 clusters Score: Raw -661422.721323 + Penalty 4755.436822 = -656667.284502 nChanged 16 SP:Iteration 32Q (2810.653280 sec): 3 clusters Score: Raw -661426.431237 + Penalty 4755.436822 = -656670.994415 nChanged 11 SP:Iteration 33Q (2810.723321 sec): 3 clusters Score: Raw -661428.688873 + Penalty 4755.436822 = -656673.252052 nChanged 13 SP:Iteration 34Q (2810.793464 sec): 3 clusters Score: Raw -661431.122411 + Penalty 4755.436822 = -656675.685589 nChanged 8 SP:Iteration 35Q (2810.863402 sec): 3 clusters Score: Raw -661432.416236 + Penalty 4755.436822 = -656676.979415 nChanged 6 SP:Iteration 36Q (2810.937424 sec): 3 clusters Score: Raw -661433.519762 + Penalty 4755.436822 = -656678.082940 nChanged 4 SP:Iteration 37Q (2811.007095 sec): 3 clusters Score: Raw -661434.140905 + Penalty 4755.436822 = -656678.704083 nChanged 4 SP:Iteration 38Q (2811.076575 sec): 3 clusters Score: Raw -661435.044765 + Penalty 4755.436822 = -656679.607943 nChanged 7 SP:Iteration 39Q (2811.146221 sec): 3 clusters Score: Raw -661436.073677 + Penalty 4755.436822 = -656680.636856 nChanged 6 SP:Iteration 40F (2811.216157 sec): 3 clusters Score: Raw -661437.556371 + Penalty 4755.436822 = -656682.119549 nChanged 7 SP:Iteration 41Q (2811.285946 sec): 3 clusters Score: Raw -661438.833388 + Penalty 4755.436822 = -656683.396567 nChanged 6 SP:Iteration 42Q (2811.355839 sec): 3 clusters Score: Raw -661439.901476 + Penalty 4755.436822 = -656684.464654 nChanged 4 SP:Iteration 43Q (2811.425668 sec): 3 clusters Score: Raw -661440.597068 + Penalty 4755.436822 = -656685.160247 nChanged 6 SP:Iteration 44Q (2811.495537 sec): 3 clusters Score: Raw -661441.248580 + Penalty 4755.436822 = -656685.811758 nChanged 7 SP:Iteration 45Q (2811.565509 sec): 3 clusters Score: Raw -661442.917760 + Penalty 4755.436822 = -656687.480938 nChanged 6 SP:Iteration 46Q (2811.635242 sec): 3 clusters Score: Raw -661444.285728 + Penalty 4755.436822 = -656688.848906 nChanged 5 SP:Iteration 47Q (2811.705202 sec): 3 clusters Score: Raw -661445.189746 + Penalty 4755.436822 = -656689.752924 nChanged 3 SP:Iteration 48Q (2811.774764 sec): 3 clusters Score: Raw -661445.678535 + Penalty 4755.436822 = -656690.241713 nChanged 2 SP:Iteration 49Q (2811.844663 sec): 3 clusters Score: Raw -661446.236610 + Penalty 4755.436822 = -656690.799789 nChanged 3 SP:Iteration 50Q (2811.914895 sec): 3 clusters Score: Raw -661446.615695 + Penalty 4755.436822 = -656691.178874 nChanged 1 SP:Iteration 51Q (2811.984745 sec): 3 clusters Score: Raw -661446.757471 + Penalty 4755.436822 = -656691.320650 nChanged 0 SP:Iteration 52F (2812.182314 sec): 3 clusters Score: Raw -661446.757471 + Penalty 4755.436822 = -656691.320650 nChanged 0 Trying to split cluster 7 (14599 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2812.247033 sec): 2 clusters Score: Raw -1278022.359708 + Penalty 2531.418994 = -1275490.940714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2812.479267 sec): 3 clusters Score: Raw -1269871.031756 + Penalty 5062.837989 = -1264808.193767 nChanged 6190 SP:Iteration 1F (2812.549085 sec): 3 clusters Score: Raw -1273390.856015 + Penalty 5062.837989 = -1268328.018026 nChanged 1091 SP:Iteration 2F (2812.692266 sec): 3 clusters Score: Raw -1274030.841525 + Penalty 5062.837989 = -1268968.003536 nChanged 962 SP:Iteration 3F (2812.789611 sec): 3 clusters Score: Raw -1274601.919651 + Penalty 5062.837989 = -1269539.081662 nChanged 875 SP:Iteration 4F (2812.877134 sec): 3 clusters Score: Raw -1275148.860617 + Penalty 5062.837989 = -1270086.022628 nChanged 845 SP:Iteration 5F (2813.001059 sec): 3 clusters Score: Raw -1275736.088246 + Penalty 5062.837989 = -1270673.250257 nChanged 778 SP:Iteration 6F (2813.103163 sec): 3 clusters Score: Raw -1276274.575691 + Penalty 5062.837989 = -1271211.737702 nChanged 736 SP:Iteration 7F (2813.222997 sec): 3 clusters Score: Raw -1276753.257875 + Penalty 5062.837989 = -1271690.419886 nChanged 628 SP:Iteration 8Q (2813.316769 sec): 3 clusters Score: Raw -1277096.073905 + Penalty 5062.837989 = -1272033.235916 nChanged 500 SP:Iteration 9Q (2813.417553 sec): 3 clusters Score: Raw -1277349.902391 + Penalty 5062.837989 = -1272287.064402 nChanged 464 SP:Iteration 10Q (2813.526548 sec): 3 clusters Score: Raw -1277575.359462 + Penalty 5062.837989 = -1272512.521473 nChanged 414 SP:Iteration 11Q (2813.639692 sec): 3 clusters Score: Raw -1277767.680334 + Penalty 5062.837989 = -1272704.842345 nChanged 321 SP:Iteration 12Q (2813.741136 sec): 3 clusters Score: Raw -1277891.208266 + Penalty 5062.837989 = -1272828.370277 nChanged 283 SP:Iteration 13Q (2813.847703 sec): 3 clusters Score: Raw -1277991.494958 + Penalty 5062.837989 = -1272928.656970 nChanged 232 SP:Iteration 14Q (2813.966897 sec): 3 clusters Score: Raw -1278067.222161 + Penalty 5062.837989 = -1273004.384173 nChanged 196 SP:Iteration 15Q (2814.063061 sec): 3 clusters Score: Raw -1278126.323097 + Penalty 5062.837989 = -1273063.485108 nChanged 165 SP:Iteration 16Q (2814.163153 sec): 3 clusters Score: Raw -1278171.975411 + Penalty 5062.837989 = -1273109.137422 nChanged 166 SP:Iteration 17Q (2814.273232 sec): 3 clusters Score: Raw -1278219.711526 + Penalty 5062.837989 = -1273156.873538 nChanged 149 SP:Iteration 18Q (2814.388871 sec): 3 clusters Score: Raw -1278254.906454 + Penalty 5062.837989 = -1273192.068465 nChanged 124 SP:Iteration 19Q (2814.537881 sec): 3 clusters Score: Raw -1278283.060064 + Penalty 5062.837989 = -1273220.222076 nChanged 104 SP:Iteration 20F (2814.613581 sec): 3 clusters Score: Raw -1278304.136903 + Penalty 5062.837989 = -1273241.298914 nChanged 80 SP:Iteration 21Q (2814.726737 sec): 3 clusters Score: Raw -1278320.462236 + Penalty 5062.837989 = -1273257.624247 nChanged 77 SP:Iteration 22Q (2814.829924 sec): 3 clusters Score: Raw -1278338.493087 + Penalty 5062.837989 = -1273275.655098 nChanged 90 SP:Iteration 23Q (2814.928758 sec): 3 clusters Score: Raw -1278358.013787 + Penalty 5062.837989 = -1273295.175798 nChanged 72 SP:Iteration 24Q (2815.030194 sec): 3 clusters Score: Raw -1278373.252041 + Penalty 5062.837989 = -1273310.414052 nChanged 68 SP:Iteration 25Q (2815.130657 sec): 3 clusters Score: Raw -1278387.021995 + Penalty 5062.837989 = -1273324.184006 nChanged 69 SP:Iteration 26Q (2815.233883 sec): 3 clusters Score: Raw -1278402.186601 + Penalty 5062.837989 = -1273339.348613 nChanged 67 SP:Iteration 27Q (2815.354807 sec): 3 clusters Score: Raw -1278415.925989 + Penalty 5062.837989 = -1273353.088000 nChanged 64 SP:Iteration 28Q (2815.457456 sec): 3 clusters Score: Raw -1278431.562542 + Penalty 5062.837989 = -1273368.724553 nChanged 71 SP:Iteration 29Q (2815.577570 sec): 3 clusters Score: Raw -1278445.810886 + Penalty 5062.837989 = -1273382.972897 nChanged 67 SP:Iteration 30Q (2815.669081 sec): 3 clusters Score: Raw -1278456.128782 + Penalty 5062.837989 = -1273393.290794 nChanged 55 SP:Iteration 31Q (2815.915417 sec): 3 clusters Score: Raw -1278466.120145 + Penalty 5062.837989 = -1273403.282156 nChanged 56 SP:Iteration 32Q (2816.047158 sec): 3 clusters Score: Raw -1278475.956608 + Penalty 5062.837989 = -1273413.118619 nChanged 49 SP:Iteration 33Q (2816.184700 sec): 3 clusters Score: Raw -1278485.688564 + Penalty 5062.837989 = -1273422.850575 nChanged 50 SP:Iteration 34Q (2816.276442 sec): 3 clusters Score: Raw -1278496.491976 + Penalty 5062.837989 = -1273433.653987 nChanged 54 SP:Iteration 35Q (2816.392807 sec): 3 clusters Score: Raw -1278506.408871 + Penalty 5062.837989 = -1273443.570882 nChanged 50 SP:Iteration 36Q (2816.494721 sec): 3 clusters Score: Raw -1278515.415189 + Penalty 5062.837989 = -1273452.577201 nChanged 43 SP:Iteration 37Q (2816.593623 sec): 3 clusters Score: Raw -1278522.178864 + Penalty 5062.837989 = -1273459.340876 nChanged 39 SP:Iteration 38Q (2816.694119 sec): 3 clusters Score: Raw -1278527.718705 + Penalty 5062.837989 = -1273464.880716 nChanged 23 SP:Iteration 39Q (2816.796446 sec): 3 clusters Score: Raw -1278531.530331 + Penalty 5062.837989 = -1273468.692342 nChanged 29 SP:Iteration 40F (2816.902210 sec): 3 clusters Score: Raw -1278536.570534 + Penalty 5062.837989 = -1273473.732545 nChanged 35 SP:Iteration 41Q (2817.013243 sec): 3 clusters Score: Raw -1278541.622821 + Penalty 5062.837989 = -1273478.784832 nChanged 33 SP:Iteration 42Q (2817.119000 sec): 3 clusters Score: Raw -1278545.374913 + Penalty 5062.837989 = -1273482.536924 nChanged 18 SP:Iteration 43Q (2817.239198 sec): 3 clusters Score: Raw -1278547.933250 + Penalty 5062.837989 = -1273485.095261 nChanged 15 SP:Iteration 44Q (2817.332368 sec): 3 clusters Score: Raw -1278550.199115 + Penalty 5062.837989 = -1273487.361126 nChanged 19 SP:Iteration 45Q (2817.431190 sec): 3 clusters Score: Raw -1278553.169263 + Penalty 5062.837989 = -1273490.331274 nChanged 26 SP:Iteration 46Q (2817.538576 sec): 3 clusters Score: Raw -1278557.214945 + Penalty 5062.837989 = -1273494.376956 nChanged 29 SP:Iteration 47Q (2817.671804 sec): 3 clusters Score: Raw -1278561.882144 + Penalty 5062.837989 = -1273499.044155 nChanged 22 SP:Iteration 48Q (2817.768620 sec): 3 clusters Score: Raw -1278565.076757 + Penalty 5062.837989 = -1273502.238768 nChanged 22 SP:Iteration 49Q (2817.876329 sec): 3 clusters Score: Raw -1278567.679285 + Penalty 5062.837989 = -1273504.841297 nChanged 23 SP:Iteration 50Q (2817.991388 sec): 3 clusters Score: Raw -1278570.758851 + Penalty 5062.837989 = -1273507.920862 nChanged 30 SP:Iteration 51Q (2818.087811 sec): 3 clusters Score: Raw -1278576.011438 + Penalty 5062.837989 = -1273513.173449 nChanged 25 SP:Iteration 52Q (2818.189101 sec): 3 clusters Score: Raw -1278579.294198 + Penalty 5062.837989 = -1273516.456209 nChanged 16 SP:Iteration 53Q (2818.294691 sec): 3 clusters Score: Raw -1278581.205486 + Penalty 5062.837989 = -1273518.367497 nChanged 10 SP:Iteration 54Q (2818.407222 sec): 3 clusters Score: Raw -1278582.946540 + Penalty 5062.837989 = -1273520.108551 nChanged 16 SP:Iteration 55Q (2818.522579 sec): 3 clusters Score: Raw -1278585.875233 + Penalty 5062.837989 = -1273523.037244 nChanged 14 SP:Iteration 56Q (2818.629389 sec): 3 clusters Score: Raw -1278588.012456 + Penalty 5062.837989 = -1273525.174467 nChanged 16 SP:Iteration 57Q (2818.745958 sec): 3 clusters Score: Raw -1278590.714482 + Penalty 5062.837989 = -1273527.876493 nChanged 18 SP:Iteration 58Q (2818.836947 sec): 3 clusters Score: Raw -1278592.826273 + Penalty 5062.837989 = -1273529.988284 nChanged 21 SP:Iteration 59Q (2818.936924 sec): 3 clusters Score: Raw -1278596.163905 + Penalty 5062.837989 = -1273533.325916 nChanged 26 SP:Iteration 60F (2819.037181 sec): 3 clusters Score: Raw -1278599.284110 + Penalty 5062.837989 = -1273536.446121 nChanged 21 SP:Iteration 61Q (2819.141926 sec): 3 clusters Score: Raw -1278602.126569 + Penalty 5062.837989 = -1273539.288580 nChanged 22 SP:Iteration 62Q (2819.362171 sec): 3 clusters Score: Raw -1278605.767229 + Penalty 5062.837989 = -1273542.929240 nChanged 26 SP:Iteration 63Q (2819.491441 sec): 3 clusters Score: Raw -1278609.745555 + Penalty 5062.837989 = -1273546.907566 nChanged 27 SP:Iteration 64Q (2819.601041 sec): 3 clusters Score: Raw -1278613.806811 + Penalty 5062.837989 = -1273550.968822 nChanged 27 SP:Iteration 65Q (2819.723604 sec): 3 clusters Score: Raw -1278617.364960 + Penalty 5062.837989 = -1273554.526971 nChanged 30 SP:Iteration 66Q (2819.865663 sec): 3 clusters Score: Raw -1278623.512520 + Penalty 5062.837989 = -1273560.674531 nChanged 32 SP:Iteration 67Q (2819.955527 sec): 3 clusters Score: Raw -1278628.343766 + Penalty 5062.837989 = -1273565.505777 nChanged 31 SP:Iteration 68Q (2820.072405 sec): 3 clusters Score: Raw -1278632.994283 + Penalty 5062.837989 = -1273570.156294 nChanged 29 SP:Iteration 69Q (2820.177541 sec): 3 clusters Score: Raw -1278637.123212 + Penalty 5062.837989 = -1273574.285223 nChanged 18 SP:Iteration 70Q (2820.295088 sec): 3 clusters Score: Raw -1278639.927904 + Penalty 5062.837989 = -1273577.089915 nChanged 30 SP:Iteration 71Q (2820.391426 sec): 3 clusters Score: Raw -1278643.731275 + Penalty 5062.837989 = -1273580.893287 nChanged 23 SP:Iteration 72Q (2820.493425 sec): 3 clusters Score: Raw -1278646.448374 + Penalty 5062.837989 = -1273583.610385 nChanged 19 SP:Iteration 73Q (2820.593699 sec): 3 clusters Score: Raw -1278648.884921 + Penalty 5062.837989 = -1273586.046932 nChanged 22 SP:Iteration 74Q (2820.698087 sec): 3 clusters Score: Raw -1278651.698320 + Penalty 5062.837989 = -1273588.860332 nChanged 18 SP:Iteration 75Q (2820.816803 sec): 3 clusters Score: Raw -1278653.849369 + Penalty 5062.837989 = -1273591.011381 nChanged 15 SP:Iteration 76Q (2820.922389 sec): 3 clusters Score: Raw -1278655.677831 + Penalty 5062.837989 = -1273592.839842 nChanged 15 SP:Iteration 77Q (2821.039545 sec): 3 clusters Score: Raw -1278657.840561 + Penalty 5062.837989 = -1273595.002573 nChanged 14 SP:Iteration 78Q (2821.131184 sec): 3 clusters Score: Raw -1278659.688691 + Penalty 5062.837989 = -1273596.850702 nChanged 17 SP:Iteration 79Q (2821.229882 sec): 3 clusters Score: Raw -1278661.668628 + Penalty 5062.837989 = -1273598.830639 nChanged 20 SP:Iteration 80F (2821.336341 sec): 3 clusters Score: Raw -1278663.795538 + Penalty 5062.837989 = -1273600.957549 nChanged 16 SP:Iteration 81Q (2821.448974 sec): 3 clusters Score: Raw -1278665.586387 + Penalty 5062.837989 = -1273602.748398 nChanged 11 SP:Iteration 82Q (2821.548072 sec): 3 clusters Score: Raw -1278666.627192 + Penalty 5062.837989 = -1273603.789203 nChanged 3 SP:Iteration 83Q (2821.652869 sec): 3 clusters Score: Raw -1278666.852021 + Penalty 5062.837989 = -1273604.014032 nChanged 1 SP:Iteration 84Q (2821.772812 sec): 3 clusters Score: Raw -1278666.889212 + Penalty 5062.837989 = -1273604.051223 nChanged 1 SP:Iteration 85Q (2821.866783 sec): 3 clusters Score: Raw -1278666.933090 + Penalty 5062.837989 = -1273604.095101 nChanged 0 SP:Iteration 86F (2821.963475 sec): 3 clusters Score: Raw -1278666.933090 + Penalty 5062.837989 = -1273604.095101 nChanged 0 Trying to split cluster 8 (5206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2822.027923 sec): 2 clusters Score: Raw -425608.391761 + Penalty 2259.197711 = -423349.194050 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2822.183217 sec): 3 clusters Score: Raw -423126.314618 + Penalty 4518.395421 = -418607.919197 nChanged 2033 SP:Iteration 1F (2822.253170 sec): 3 clusters Score: Raw -424458.628250 + Penalty 4518.395421 = -419940.232829 nChanged 504 SP:Iteration 2F (2822.315745 sec): 3 clusters Score: Raw -425005.577121 + Penalty 4518.395421 = -420487.181699 nChanged 459 SP:Iteration 3F (2822.384323 sec): 3 clusters Score: Raw -425568.320779 + Penalty 4518.395421 = -421049.925357 nChanged 432 SP:Iteration 4F (2822.539872 sec): 3 clusters Score: Raw -426047.696899 + Penalty 4518.395421 = -421529.301478 nChanged 331 SP:Iteration 5F (2822.691736 sec): 3 clusters Score: Raw -426345.069367 + Penalty 4518.395421 = -421826.673946 nChanged 245 SP:Iteration 6Q (2822.820998 sec): 3 clusters Score: Raw -426530.492774 + Penalty 4518.395421 = -422012.097353 nChanged 153 SP:Iteration 7Q (2822.872932 sec): 3 clusters Score: Raw -426628.229021 + Penalty 4518.395421 = -422109.833600 nChanged 106 SP:Iteration 8Q (2822.927115 sec): 3 clusters Score: Raw -426688.422766 + Penalty 4518.395421 = -422170.027345 nChanged 73 SP:Iteration 9Q (2822.981741 sec): 3 clusters Score: Raw -426724.795625 + Penalty 4518.395421 = -422206.400204 nChanged 48 SP:Iteration 10Q (2823.037252 sec): 3 clusters Score: Raw -426751.799848 + Penalty 4518.395421 = -422233.404426 nChanged 46 SP:Iteration 11Q (2823.092978 sec): 3 clusters Score: Raw -426776.336631 + Penalty 4518.395421 = -422257.941210 nChanged 38 SP:Iteration 12Q (2823.148491 sec): 3 clusters Score: Raw -426794.321518 + Penalty 4518.395421 = -422275.926096 nChanged 37 SP:Iteration 13Q (2823.203471 sec): 3 clusters Score: Raw -426812.488375 + Penalty 4518.395421 = -422294.092954 nChanged 27 SP:Iteration 14Q (2823.260586 sec): 3 clusters Score: Raw -426824.056158 + Penalty 4518.395421 = -422305.660737 nChanged 20 SP:Iteration 15Q (2823.316935 sec): 3 clusters Score: Raw -426832.032521 + Penalty 4518.395421 = -422313.637099 nChanged 14 SP:Iteration 16Q (2823.373078 sec): 3 clusters Score: Raw -426837.532430 + Penalty 4518.395421 = -422319.137009 nChanged 15 SP:Iteration 17Q (2823.429494 sec): 3 clusters Score: Raw -426844.768740 + Penalty 4518.395421 = -422326.373319 nChanged 14 SP:Iteration 18Q (2823.485537 sec): 3 clusters Score: Raw -426849.918609 + Penalty 4518.395421 = -422331.523187 nChanged 14 SP:Iteration 19Q (2823.541605 sec): 3 clusters Score: Raw -426855.195293 + Penalty 4518.395421 = -422336.799872 nChanged 11 SP:Iteration 20F (2823.597079 sec): 3 clusters Score: Raw -426862.971888 + Penalty 4518.395421 = -422344.576467 nChanged 13 SP:Iteration 21Q (2823.653037 sec): 3 clusters Score: Raw -426867.604990 + Penalty 4518.395421 = -422349.209569 nChanged 6 SP:Iteration 22Q (2823.709090 sec): 3 clusters Score: Raw -426870.506965 + Penalty 4518.395421 = -422352.111544 nChanged 7 SP:Iteration 23Q (2823.765147 sec): 3 clusters Score: Raw -426873.339727 + Penalty 4518.395421 = -422354.944306 nChanged 6 SP:Iteration 24Q (2823.821230 sec): 3 clusters Score: Raw -426875.635617 + Penalty 4518.395421 = -422357.240196 nChanged 4 SP:Iteration 25Q (2823.877342 sec): 3 clusters Score: Raw -426877.105609 + Penalty 4518.395421 = -422358.710187 nChanged 0 SP:Iteration 26F (2823.934020 sec): 3 clusters Score: Raw -426877.105609 + Penalty 4518.395421 = -422358.710187 nChanged 0 Trying to split cluster 9 (3375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2823.981292 sec): 2 clusters Score: Raw -231998.286897 + Penalty 2144.775759 = -229853.511138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2824.032452 sec): 3 clusters Score: Raw -230636.669924 + Penalty 4289.551519 = -226347.118405 nChanged 1244 SP:Iteration 1F (2824.085828 sec): 3 clusters Score: Raw -231712.786648 + Penalty 4289.551519 = -227423.235129 nChanged 327 SP:Iteration 2F (2824.138989 sec): 3 clusters Score: Raw -232111.468978 + Penalty 4289.551519 = -227821.917460 nChanged 257 SP:Iteration 3F (2824.181111 sec): 3 clusters Score: Raw -232442.322002 + Penalty 4289.551519 = -228152.770483 nChanged 232 SP:Iteration 4F (2824.222672 sec): 3 clusters Score: Raw -232775.122277 + Penalty 4289.551519 = -228485.570758 nChanged 182 SP:Iteration 5F (2824.264613 sec): 3 clusters Score: Raw -233017.924376 + Penalty 4289.551519 = -228728.372858 nChanged 126 SP:Iteration 6Q (2824.396357 sec): 3 clusters Score: Raw -233138.970745 + Penalty 4289.551519 = -228849.419226 nChanged 97 SP:Iteration 7Q (2824.502447 sec): 3 clusters Score: Raw -233244.845317 + Penalty 4289.551519 = -228955.293798 nChanged 85 SP:Iteration 8Q (2824.625245 sec): 3 clusters Score: Raw -233329.413452 + Penalty 4289.551519 = -229039.861933 nChanged 79 SP:Iteration 9Q (2824.727235 sec): 3 clusters Score: Raw -233423.231657 + Penalty 4289.551519 = -229133.680139 nChanged 80 SP:Iteration 10Q (2824.768770 sec): 3 clusters Score: Raw -233512.698659 + Penalty 4289.551519 = -229223.147141 nChanged 66 SP:Iteration 11Q (2824.810789 sec): 3 clusters Score: Raw -233590.132773 + Penalty 4289.551519 = -229300.581254 nChanged 53 SP:Iteration 12Q (2824.852692 sec): 3 clusters Score: Raw -233652.389115 + Penalty 4289.551519 = -229362.837596 nChanged 41 SP:Iteration 13Q (2824.894692 sec): 3 clusters Score: Raw -233714.063094 + Penalty 4289.551519 = -229424.511575 nChanged 44 SP:Iteration 14Q (2824.936759 sec): 3 clusters Score: Raw -233755.949895 + Penalty 4289.551519 = -229466.398377 nChanged 31 SP:Iteration 15Q (2824.980398 sec): 3 clusters Score: Raw -233787.057875 + Penalty 4289.551519 = -229497.506356 nChanged 24 SP:Iteration 16Q (2825.025681 sec): 3 clusters Score: Raw -233803.040295 + Penalty 4289.551519 = -229513.488777 nChanged 13 SP:Iteration 17Q (2825.070794 sec): 3 clusters Score: Raw -233814.667159 + Penalty 4289.551519 = -229525.115640 nChanged 11 SP:Iteration 18Q (2825.115823 sec): 3 clusters Score: Raw -233819.891727 + Penalty 4289.551519 = -229530.340208 nChanged 8 SP:Iteration 19Q (2825.159358 sec): 3 clusters Score: Raw -233823.337305 + Penalty 4289.551519 = -229533.785786 nChanged 4 SP:Iteration 20F (2825.202912 sec): 3 clusters Score: Raw -233826.449529 + Penalty 4289.551519 = -229536.898010 nChanged 6 SP:Iteration 21Q (2825.331047 sec): 3 clusters Score: Raw -233836.304508 + Penalty 4289.551519 = -229546.752989 nChanged 8 SP:Iteration 22Q (2825.371948 sec): 3 clusters Score: Raw -233840.334608 + Penalty 4289.551519 = -229550.783089 nChanged 5 SP:Iteration 23Q (2825.414115 sec): 3 clusters Score: Raw -233842.148300 + Penalty 4289.551519 = -229552.596782 nChanged 2 SP:Iteration 24Q (2825.455956 sec): 3 clusters Score: Raw -233842.355659 + Penalty 4289.551519 = -229552.804141 nChanged 1 SP:Iteration 25Q (2825.499182 sec): 3 clusters Score: Raw -233842.855052 + Penalty 4289.551519 = -229553.303533 nChanged 1 SP:Iteration 26Q (2825.542683 sec): 3 clusters Score: Raw -233842.988370 + Penalty 4289.551519 = -229553.436851 nChanged 1 SP:Iteration 27Q (2825.586101 sec): 3 clusters Score: Raw -233843.297995 + Penalty 4289.551519 = -229553.746477 nChanged 2 SP:Iteration 28Q (2825.629292 sec): 3 clusters Score: Raw -233843.870864 + Penalty 4289.551519 = -229554.319345 nChanged 0 SP:Iteration 29F (2825.674147 sec): 3 clusters Score: Raw -233843.870864 + Penalty 4289.551519 = -229554.319345 nChanged 0 Trying to split cluster 10 (10961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2825.747965 sec): 2 clusters Score: Raw -964784.173103 + Penalty 2455.754082 = -962328.419020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2825.845475 sec): 3 clusters Score: Raw -958875.048637 + Penalty 4911.508165 = -953963.540472 nChanged 4594 SP:Iteration 1F (2825.936035 sec): 3 clusters Score: Raw -961451.525685 + Penalty 4911.508165 = -956540.017520 nChanged 838 SP:Iteration 2F (2826.021671 sec): 3 clusters Score: Raw -961912.199182 + Penalty 4911.508165 = -957000.691017 nChanged 648 SP:Iteration 3F (2826.104140 sec): 3 clusters Score: Raw -962258.560069 + Penalty 4911.508165 = -957347.051905 nChanged 548 SP:Iteration 4Q (2826.187101 sec): 3 clusters Score: Raw -962561.491807 + Penalty 4911.508165 = -957649.983642 nChanged 524 SP:Iteration 5Q (2826.274549 sec): 3 clusters Score: Raw -962863.123533 + Penalty 4911.508165 = -957951.615368 nChanged 462 SP:Iteration 6Q (2826.503381 sec): 3 clusters Score: Raw -963149.946781 + Penalty 4911.508165 = -958238.438616 nChanged 474 SP:Iteration 7Q (2826.651808 sec): 3 clusters Score: Raw -963450.903350 + Penalty 4911.508165 = -958539.395185 nChanged 437 SP:Iteration 8Q (2826.768660 sec): 3 clusters Score: Raw -963707.905285 + Penalty 4911.508165 = -958796.397120 nChanged 387 SP:Iteration 9Q (2826.837535 sec): 3 clusters Score: Raw -963942.149235 + Penalty 4911.508165 = -959030.641070 nChanged 353 SP:Iteration 10Q (2826.906821 sec): 3 clusters Score: Raw -964147.649289 + Penalty 4911.508165 = -959236.141124 nChanged 312 SP:Iteration 11Q (2827.000323 sec): 3 clusters Score: Raw -964302.779188 + Penalty 4911.508165 = -959391.271023 nChanged 252 SP:Iteration 12Q (2827.082778 sec): 3 clusters Score: Raw -964425.760591 + Penalty 4911.508165 = -959514.252426 nChanged 193 SP:Iteration 13Q (2827.163861 sec): 3 clusters Score: Raw -964501.159565 + Penalty 4911.508165 = -959589.651400 nChanged 159 SP:Iteration 14Q (2827.247913 sec): 3 clusters Score: Raw -964558.924861 + Penalty 4911.508165 = -959647.416696 nChanged 125 SP:Iteration 15Q (2827.331620 sec): 3 clusters Score: Raw -964602.477206 + Penalty 4911.508165 = -959690.969041 nChanged 94 SP:Iteration 16Q (2827.417734 sec): 3 clusters Score: Raw -964637.545416 + Penalty 4911.508165 = -959726.037251 nChanged 93 SP:Iteration 17Q (2827.510921 sec): 3 clusters Score: Raw -964671.698219 + Penalty 4911.508165 = -959760.190054 nChanged 99 SP:Iteration 18Q (2827.593130 sec): 3 clusters Score: Raw -964708.228411 + Penalty 4911.508165 = -959796.720246 nChanged 83 SP:Iteration 19Q (2827.669593 sec): 3 clusters Score: Raw -964735.220318 + Penalty 4911.508165 = -959823.712153 nChanged 71 SP:Iteration 20F (2827.765628 sec): 3 clusters Score: Raw -964756.809358 + Penalty 4911.508165 = -959845.301193 nChanged 60 SP:Iteration 21Q (2827.853847 sec): 3 clusters Score: Raw -964774.525886 + Penalty 4911.508165 = -959863.017721 nChanged 58 SP:Iteration 22Q (2827.938740 sec): 3 clusters Score: Raw -964790.850504 + Penalty 4911.508165 = -959879.342339 nChanged 55 SP:Iteration 23Q (2828.031517 sec): 3 clusters Score: Raw -964807.861273 + Penalty 4911.508165 = -959896.353108 nChanged 62 SP:Iteration 24Q (2828.122994 sec): 3 clusters Score: Raw -964829.196905 + Penalty 4911.508165 = -959917.688740 nChanged 65 SP:Iteration 25Q (2828.202465 sec): 3 clusters Score: Raw -964854.212143 + Penalty 4911.508165 = -959942.703978 nChanged 71 SP:Iteration 26Q (2828.287545 sec): 3 clusters Score: Raw -964876.469474 + Penalty 4911.508165 = -959964.961309 nChanged 64 SP:Iteration 27Q (2828.372161 sec): 3 clusters Score: Raw -964898.013760 + Penalty 4911.508165 = -959986.505595 nChanged 68 SP:Iteration 28Q (2828.454807 sec): 3 clusters Score: Raw -964919.137610 + Penalty 4911.508165 = -960007.629445 nChanged 51 SP:Iteration 29Q (2828.536884 sec): 3 clusters Score: Raw -964939.879474 + Penalty 4911.508165 = -960028.371309 nChanged 58 SP:Iteration 30Q (2828.621344 sec): 3 clusters Score: Raw -964961.696603 + Penalty 4911.508165 = -960050.188438 nChanged 59 SP:Iteration 31Q (2828.714007 sec): 3 clusters Score: Raw -964989.383871 + Penalty 4911.508165 = -960077.875706 nChanged 74 SP:Iteration 32Q (2828.796592 sec): 3 clusters Score: Raw -965024.460743 + Penalty 4911.508165 = -960112.952578 nChanged 83 SP:Iteration 33Q (2828.872320 sec): 3 clusters Score: Raw -965063.088922 + Penalty 4911.508165 = -960151.580757 nChanged 85 SP:Iteration 34Q (2828.967054 sec): 3 clusters Score: Raw -965102.135116 + Penalty 4911.508165 = -960190.626951 nChanged 74 SP:Iteration 35Q (2829.055057 sec): 3 clusters Score: Raw -965137.615188 + Penalty 4911.508165 = -960226.107023 nChanged 71 SP:Iteration 36Q (2829.127215 sec): 3 clusters Score: Raw -965169.874131 + Penalty 4911.508165 = -960258.365966 nChanged 64 SP:Iteration 37Q (2829.324722 sec): 3 clusters Score: Raw -965199.784277 + Penalty 4911.508165 = -960288.276112 nChanged 55 SP:Iteration 38Q (2829.405017 sec): 3 clusters Score: Raw -965223.264591 + Penalty 4911.508165 = -960311.756426 nChanged 50 SP:Iteration 39Q (2829.476298 sec): 3 clusters Score: Raw -965246.136516 + Penalty 4911.508165 = -960334.628351 nChanged 40 SP:Iteration 40F (2829.579039 sec): 3 clusters Score: Raw -965260.953990 + Penalty 4911.508165 = -960349.445825 nChanged 29 SP:Iteration 41Q (2829.663862 sec): 3 clusters Score: Raw -965272.612695 + Penalty 4911.508165 = -960361.104530 nChanged 30 SP:Iteration 42Q (2829.732707 sec): 3 clusters Score: Raw -965282.316840 + Penalty 4911.508165 = -960370.808675 nChanged 25 SP:Iteration 43Q (2829.823278 sec): 3 clusters Score: Raw -965292.023996 + Penalty 4911.508165 = -960380.515831 nChanged 21 SP:Iteration 44Q (2829.913561 sec): 3 clusters Score: Raw -965300.361370 + Penalty 4911.508165 = -960388.853205 nChanged 17 SP:Iteration 45Q (2829.993116 sec): 3 clusters Score: Raw -965304.995105 + Penalty 4911.508165 = -960393.486940 nChanged 10 SP:Iteration 46Q (2830.072407 sec): 3 clusters Score: Raw -965307.178505 + Penalty 4911.508165 = -960395.670340 nChanged 7 SP:Iteration 47Q (2830.155649 sec): 3 clusters Score: Raw -965308.901158 + Penalty 4911.508165 = -960397.392993 nChanged 9 SP:Iteration 48Q (2830.246945 sec): 3 clusters Score: Raw -965311.522502 + Penalty 4911.508165 = -960400.014337 nChanged 11 SP:Iteration 49Q (2830.328989 sec): 3 clusters Score: Raw -965314.350203 + Penalty 4911.508165 = -960402.842038 nChanged 11 SP:Iteration 50Q (2830.400049 sec): 3 clusters Score: Raw -965317.761092 + Penalty 4911.508165 = -960406.252927 nChanged 9 SP:Iteration 51Q (2830.490191 sec): 3 clusters Score: Raw -965320.829893 + Penalty 4911.508165 = -960409.321728 nChanged 5 SP:Iteration 52Q (2830.582679 sec): 3 clusters Score: Raw -965322.034647 + Penalty 4911.508165 = -960410.526482 nChanged 3 SP:Iteration 53Q (2830.659541 sec): 3 clusters Score: Raw -965323.097423 + Penalty 4911.508165 = -960411.589258 nChanged 6 SP:Iteration 54Q (2830.737787 sec): 3 clusters Score: Raw -965324.757376 + Penalty 4911.508165 = -960413.249211 nChanged 4 SP:Iteration 55Q (2830.822748 sec): 3 clusters Score: Raw -965325.836288 + Penalty 4911.508165 = -960414.328123 nChanged 3 SP:Iteration 56Q (2830.917218 sec): 3 clusters Score: Raw -965326.863432 + Penalty 4911.508165 = -960415.355267 nChanged 4 SP:Iteration 57Q (2830.999891 sec): 3 clusters Score: Raw -965328.589375 + Penalty 4911.508165 = -960417.081210 nChanged 6 SP:Iteration 58Q (2831.072189 sec): 3 clusters Score: Raw -965330.270330 + Penalty 4911.508165 = -960418.762166 nChanged 7 SP:Iteration 59Q (2831.165648 sec): 3 clusters Score: Raw -965332.262314 + Penalty 4911.508165 = -960420.754149 nChanged 6 SP:Iteration 60F (2831.262199 sec): 3 clusters Score: Raw -965334.490436 + Penalty 4911.508165 = -960422.982271 nChanged 8 SP:Iteration 61Q (2831.335718 sec): 3 clusters Score: Raw -965336.263318 + Penalty 4911.508165 = -960424.755153 nChanged 5 SP:Iteration 62Q (2831.417476 sec): 3 clusters Score: Raw -965337.810412 + Penalty 4911.508165 = -960426.302247 nChanged 5 SP:Iteration 63Q (2831.500632 sec): 3 clusters Score: Raw -965339.376803 + Penalty 4911.508165 = -960427.868638 nChanged 3 SP:Iteration 64Q (2831.581725 sec): 3 clusters Score: Raw -965340.338796 + Penalty 4911.508165 = -960428.830631 nChanged 2 SP:Iteration 65Q (2831.662159 sec): 3 clusters Score: Raw -965340.641198 + Penalty 4911.508165 = -960429.133033 nChanged 1 SP:Iteration 66Q (2831.744444 sec): 3 clusters Score: Raw -965340.802407 + Penalty 4911.508165 = -960429.294242 nChanged 2 SP:Iteration 67Q (2831.838253 sec): 3 clusters Score: Raw -965341.165317 + Penalty 4911.508165 = -960429.657152 nChanged 2 SP:Iteration 68Q (2831.923146 sec): 3 clusters Score: Raw -965341.405063 + Penalty 4911.508165 = -960429.896898 nChanged 1 SP:Iteration 69Q (2832.109735 sec): 3 clusters Score: Raw -965341.716116 + Penalty 4911.508165 = -960430.207951 nChanged 0 SP:Iteration 70F (2832.258172 sec): 3 clusters Score: Raw -965341.716116 + Penalty 4911.508165 = -960430.207951 nChanged 0 Iteration 139Q (2833.882210 sec): 11 clusters Score: Raw -11807663.085087 + Penalty 31391.567519 = -11776271.517568 nChanged 218 Iteration 140F (2835.968026 sec): 11 clusters Score: Raw -11807699.633296 + Penalty 31391.567519 = -11776308.065777 nChanged 225 Iteration 141Q (2837.531857 sec): 11 clusters Score: Raw -11807746.799455 + Penalty 31391.567519 = -11776355.231936 nChanged 236 Iteration 142Q (2839.094234 sec): 11 clusters Score: Raw -11807797.593049 + Penalty 31391.567519 = -11776406.025530 nChanged 250 Iteration 143Q (2840.663454 sec): 11 clusters Score: Raw -11807854.855347 + Penalty 31391.567519 = -11776463.287828 nChanged 267 Iteration 144Q (2842.000463 sec): 11 clusters Score: Raw -11807911.249939 + Penalty 31391.567519 = -11776519.682420 nChanged 259 Iteration 145Q (2843.301170 sec): 11 clusters Score: Raw -11807972.524386 + Penalty 31391.567519 = -11776580.956867 nChanged 256 Iteration 146Q (2844.654133 sec): 11 clusters Score: Raw -11808038.401220 + Penalty 31391.567519 = -11776646.833702 nChanged 261 Iteration 147Q (2845.947694 sec): 11 clusters Score: Raw -11808096.640051 + Penalty 31391.567519 = -11776705.072533 nChanged 246 Iteration 148Q (2847.273508 sec): 11 clusters Score: Raw -11808173.167353 + Penalty 31391.567519 = -11776781.599834 nChanged 295 Iteration 149Q (2848.756821 sec): 11 clusters Score: Raw -11808253.814696 + Penalty 31391.567519 = -11776862.247178 nChanged 289 Iteration 150Q (2850.025813 sec): 11 clusters Score: Raw -11808321.458773 + Penalty 31391.567519 = -11776929.891254 nChanged 306 Iteration 151Q (2851.316317 sec): 11 clusters Score: Raw -11808391.431750 + Penalty 31391.567519 = -11776999.864231 nChanged 287 Iteration 152Q (2852.577716 sec): 11 clusters Score: Raw -11808459.361092 + Penalty 31391.567519 = -11777067.793573 nChanged 294 Iteration 153Q (2853.837309 sec): 11 clusters Score: Raw -11808524.917440 + Penalty 31391.567519 = -11777133.349922 nChanged 294 Iteration 154Q (2855.066799 sec): 11 clusters Score: Raw -11808590.595160 + Penalty 31391.567519 = -11777199.027641 nChanged 287 Iteration 155Q (2856.258039 sec): 11 clusters Score: Raw -11808652.889633 + Penalty 31391.567519 = -11777261.322114 nChanged 289 Iteration 156Q (2857.486054 sec): 11 clusters Score: Raw -11808701.292742 + Penalty 31391.567519 = -11777309.725223 nChanged 245 Iteration 157Q (2858.678422 sec): 11 clusters Score: Raw -11808745.042161 + Penalty 31391.567519 = -11777353.474642 nChanged 235 Iteration 158Q (2859.901735 sec): 11 clusters Score: Raw -11808786.025766 + Penalty 31391.567519 = -11777394.458247 nChanged 217 Iteration 159Q (2861.123366 sec): 11 clusters Score: Raw -11808820.513051 + Penalty 31391.567519 = -11777428.945532 nChanged 193 Iteration 160F (2862.793466 sec): 11 clusters Score: Raw -11808845.699562 + Penalty 31391.567519 = -11777454.132044 nChanged 176 Iteration 161Q (2863.990805 sec): 11 clusters Score: Raw -11808867.388869 + Penalty 31391.567519 = -11777475.821350 nChanged 169 Iteration 162Q (2865.221448 sec): 11 clusters Score: Raw -11808889.968284 + Penalty 31391.567519 = -11777498.400766 nChanged 154 Iteration 163Q (2866.452589 sec): 11 clusters Score: Raw -11808911.260353 + Penalty 31391.567519 = -11777519.692834 nChanged 132 Iteration 164Q (2867.682196 sec): 11 clusters Score: Raw -11808926.620827 + Penalty 31391.567519 = -11777535.053308 nChanged 115 Iteration 165Q (2868.915538 sec): 11 clusters Score: Raw -11808940.656059 + Penalty 31391.567519 = -11777549.088540 nChanged 119 Iteration 166Q (2870.144336 sec): 11 clusters Score: Raw -11808953.710792 + Penalty 31391.567519 = -11777562.143273 nChanged 124 Iteration 167Q (2871.380358 sec): 11 clusters Score: Raw -11808967.285333 + Penalty 31391.567519 = -11777575.717815 nChanged 121 Iteration 168Q (2872.574023 sec): 11 clusters Score: Raw -11808980.209386 + Penalty 31391.567519 = -11777588.641867 nChanged 107 Iteration 169Q (2873.803679 sec): 11 clusters Score: Raw -11808989.507619 + Penalty 31391.567519 = -11777597.940100 nChanged 109 Iteration 170Q (2875.030679 sec): 11 clusters Score: Raw -11809000.478964 + Penalty 31391.567519 = -11777608.911446 nChanged 100 Iteration 171Q (2876.253264 sec): 11 clusters Score: Raw -11809010.522889 + Penalty 31391.567519 = -11777618.955371 nChanged 102 Iteration 172Q (2877.466573 sec): 11 clusters Score: Raw -11809019.933698 + Penalty 31391.567519 = -11777628.366179 nChanged 90 Iteration 173Q (2878.634294 sec): 11 clusters Score: Raw -11809028.697638 + Penalty 31391.567519 = -11777637.130119 nChanged 92 Iteration 174Q (2879.832373 sec): 11 clusters Score: Raw -11809037.990657 + Penalty 31391.567519 = -11777646.423138 nChanged 86 Iteration 175Q (2881.025857 sec): 11 clusters Score: Raw -11809046.269445 + Penalty 31391.567519 = -11777654.701926 nChanged 85 Iteration 176Q (2882.255588 sec): 11 clusters Score: Raw -11809054.607980 + Penalty 31391.567519 = -11777663.040461 nChanged 86 Iteration 177Q (2883.484644 sec): 11 clusters Score: Raw -11809061.812017 + Penalty 31391.567519 = -11777670.244498 nChanged 66 Iteration 178Q (2884.678441 sec): 11 clusters Score: Raw -11809068.460165 + Penalty 31391.567519 = -11777676.892647 nChanged 68 Writing temp clu file Because OldScore, -11777670.244498, is greater than current (better) Score,-11777676.892647 Compute initial score before splitting: Score: Raw -11809068.460165 + Penalty 31391.567519 = -11777676.892647 Trying to split cluster 1 (3788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2884.820272 sec): 2 clusters Score: Raw -235873.281512 + Penalty 2175.252672 = -233698.028840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2885.007743 sec): 3 clusters Score: Raw -234384.693918 + Penalty 4350.505344 = -230034.188574 nChanged 1430 SP:Iteration 1F (2885.105364 sec): 3 clusters Score: Raw -236157.171341 + Penalty 4350.505344 = -231806.665997 nChanged 472 SP:Iteration 2F (2885.213857 sec): 3 clusters Score: Raw -236976.064419 + Penalty 4350.505344 = -232625.559075 nChanged 313 SP:Iteration 3F (2885.314353 sec): 3 clusters Score: Raw -237398.514710 + Penalty 4350.505344 = -233048.009366 nChanged 196 SP:Iteration 4F (2885.430487 sec): 3 clusters Score: Raw -237599.163548 + Penalty 4350.505344 = -233248.658204 nChanged 133 SP:Iteration 5Q (2885.490017 sec): 3 clusters Score: Raw -237744.348742 + Penalty 4350.505344 = -233393.843398 nChanged 108 SP:Iteration 6Q (2885.539017 sec): 3 clusters Score: Raw -237855.612503 + Penalty 4350.505344 = -233505.107160 nChanged 93 SP:Iteration 7Q (2885.587968 sec): 3 clusters Score: Raw -237959.406206 + Penalty 4350.505344 = -233608.900862 nChanged 92 SP:Iteration 8Q (2885.634273 sec): 3 clusters Score: Raw -238094.619988 + Penalty 4350.505344 = -233744.114645 nChanged 92 SP:Iteration 9Q (2885.670938 sec): 3 clusters Score: Raw -238230.830518 + Penalty 4350.505344 = -233880.325174 nChanged 103 SP:Iteration 10Q (2885.707968 sec): 3 clusters Score: Raw -238340.768365 + Penalty 4350.505344 = -233990.263021 nChanged 96 SP:Iteration 11Q (2885.745198 sec): 3 clusters Score: Raw -238436.286038 + Penalty 4350.505344 = -234085.780694 nChanged 75 SP:Iteration 12Q (2885.781643 sec): 3 clusters Score: Raw -238504.164570 + Penalty 4350.505344 = -234153.659226 nChanged 44 SP:Iteration 13Q (2885.812854 sec): 3 clusters Score: Raw -238539.240496 + Penalty 4350.505344 = -234188.735152 nChanged 40 SP:Iteration 14Q (2885.846753 sec): 3 clusters Score: Raw -238561.891713 + Penalty 4350.505344 = -234211.386369 nChanged 27 SP:Iteration 15Q (2885.882413 sec): 3 clusters Score: Raw -238572.999573 + Penalty 4350.505344 = -234222.494229 nChanged 16 SP:Iteration 16Q (2885.918081 sec): 3 clusters Score: Raw -238580.462582 + Penalty 4350.505344 = -234229.957238 nChanged 9 SP:Iteration 17Q (2886.045138 sec): 3 clusters Score: Raw -238584.927973 + Penalty 4350.505344 = -234234.422630 nChanged 11 SP:Iteration 18Q (2886.163388 sec): 3 clusters Score: Raw -238588.857040 + Penalty 4350.505344 = -234238.351697 nChanged 3 SP:Iteration 19Q (2886.288839 sec): 3 clusters Score: Raw -238589.557007 + Penalty 4350.505344 = -234239.051663 nChanged 2 SP:Iteration 20F (2886.328534 sec): 3 clusters Score: Raw -238590.075695 + Penalty 4350.505344 = -234239.570351 nChanged 3 SP:Iteration 21Q (2886.367354 sec): 3 clusters Score: Raw -238590.874059 + Penalty 4350.505344 = -234240.368715 nChanged 1 SP:Iteration 22Q (2886.409068 sec): 3 clusters Score: Raw -238591.017979 + Penalty 4350.505344 = -234240.512635 nChanged 1 SP:Iteration 23Q (2886.455157 sec): 3 clusters Score: Raw -238591.399025 + Penalty 4350.505344 = -234240.893682 nChanged 0 SP:Iteration 24F (2886.502072 sec): 3 clusters Score: Raw -238591.399025 + Penalty 4350.505344 = -234240.893682 nChanged 0 Score: Raw -11811791.019677 + Penalty 34530.724271 = -11777260.295407 Splitting cluster 1 changes total score from -11777676.892647 to -11777260.295407 So it's not getting split. Trying to split cluster 2 (14543 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2888.574670 sec): 2 clusters Score: Raw -1120554.232458 + Penalty 2530.404375 = -1118023.828082 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2888.698602 sec): 3 clusters Score: Raw -1112478.082489 + Penalty 5060.808750 = -1107417.273739 nChanged 6171 SP:Iteration 1F (2888.791982 sec): 3 clusters Score: Raw -1116087.406647 + Penalty 5060.808750 = -1111026.597897 nChanged 1093 SP:Iteration 2F (2888.885785 sec): 3 clusters Score: Raw -1116805.332715 + Penalty 5060.808750 = -1111744.523965 nChanged 1009 SP:Iteration 3F (2888.986660 sec): 3 clusters Score: Raw -1117561.550670 + Penalty 5060.808750 = -1112500.741920 nChanged 1003 SP:Iteration 4F (2889.094241 sec): 3 clusters Score: Raw -1118358.756192 + Penalty 5060.808750 = -1113297.947442 nChanged 925 SP:Iteration 5F (2889.191223 sec): 3 clusters Score: Raw -1119038.522858 + Penalty 5060.808750 = -1113977.714108 nChanged 836 SP:Iteration 6F (2889.307058 sec): 3 clusters Score: Raw -1119645.795258 + Penalty 5060.808750 = -1114584.986508 nChanged 738 SP:Iteration 7F (2889.391889 sec): 3 clusters Score: Raw -1120147.219735 + Penalty 5060.808750 = -1115086.410985 nChanged 651 SP:Iteration 8Q (2889.485782 sec): 3 clusters Score: Raw -1120564.313522 + Penalty 5060.808750 = -1115503.504772 nChanged 580 SP:Iteration 9Q (2889.588747 sec): 3 clusters Score: Raw -1120960.846789 + Penalty 5060.808750 = -1115900.038039 nChanged 500 SP:Iteration 10Q (2889.703228 sec): 3 clusters Score: Raw -1121296.270891 + Penalty 5060.808750 = -1116235.462141 nChanged 447 SP:Iteration 11Q (2889.797506 sec): 3 clusters Score: Raw -1121576.598488 + Penalty 5060.808750 = -1116515.789738 nChanged 422 SP:Iteration 12Q (2889.917760 sec): 3 clusters Score: Raw -1121805.402016 + Penalty 5060.808750 = -1116744.593266 nChanged 347 SP:Iteration 13Q (2890.004417 sec): 3 clusters Score: Raw -1121960.702238 + Penalty 5060.808750 = -1116899.893488 nChanged 273 SP:Iteration 14Q (2890.095415 sec): 3 clusters Score: Raw -1122070.789166 + Penalty 5060.808750 = -1117009.980416 nChanged 240 SP:Iteration 15Q (2890.194321 sec): 3 clusters Score: Raw -1122153.102823 + Penalty 5060.808750 = -1117092.294072 nChanged 192 SP:Iteration 16Q (2890.302787 sec): 3 clusters Score: Raw -1122210.396633 + Penalty 5060.808750 = -1117149.587883 nChanged 151 SP:Iteration 17Q (2890.401527 sec): 3 clusters Score: Raw -1122255.069113 + Penalty 5060.808750 = -1117194.260363 nChanged 130 SP:Iteration 18Q (2890.495311 sec): 3 clusters Score: Raw -1122284.941539 + Penalty 5060.808750 = -1117224.132789 nChanged 101 SP:Iteration 19Q (2890.692633 sec): 3 clusters Score: Raw -1122306.514323 + Penalty 5060.808750 = -1117245.705573 nChanged 91 SP:Iteration 20F (2890.891238 sec): 3 clusters Score: Raw -1122324.328367 + Penalty 5060.808750 = -1117263.519617 nChanged 80 SP:Iteration 21Q (2890.967460 sec): 3 clusters Score: Raw -1122338.895032 + Penalty 5060.808750 = -1117278.086282 nChanged 60 SP:Iteration 22Q (2891.065567 sec): 3 clusters Score: Raw -1122350.168707 + Penalty 5060.808750 = -1117289.359957 nChanged 52 SP:Iteration 23Q (2891.188951 sec): 3 clusters Score: Raw -1122359.198745 + Penalty 5060.808750 = -1117298.389995 nChanged 42 SP:Iteration 24Q (2891.282503 sec): 3 clusters Score: Raw -1122365.032226 + Penalty 5060.808750 = -1117304.223476 nChanged 34 SP:Iteration 25Q (2891.373364 sec): 3 clusters Score: Raw -1122370.525795 + Penalty 5060.808750 = -1117309.717045 nChanged 37 SP:Iteration 26Q (2891.482326 sec): 3 clusters Score: Raw -1122376.876212 + Penalty 5060.808750 = -1117316.067462 nChanged 35 SP:Iteration 27Q (2891.599238 sec): 3 clusters Score: Raw -1122381.992391 + Penalty 5060.808750 = -1117321.183641 nChanged 34 SP:Iteration 28Q (2891.700355 sec): 3 clusters Score: Raw -1122387.487936 + Penalty 5060.808750 = -1117326.679186 nChanged 31 SP:Iteration 29Q (2891.822317 sec): 3 clusters Score: Raw -1122392.512703 + Penalty 5060.808750 = -1117331.703953 nChanged 28 SP:Iteration 30Q (2891.915292 sec): 3 clusters Score: Raw -1122398.278786 + Penalty 5060.808750 = -1117337.470035 nChanged 36 SP:Iteration 31Q (2892.016471 sec): 3 clusters Score: Raw -1122404.007402 + Penalty 5060.808750 = -1117343.198652 nChanged 29 SP:Iteration 32Q (2892.125826 sec): 3 clusters Score: Raw -1122408.230165 + Penalty 5060.808750 = -1117347.421414 nChanged 17 SP:Iteration 33Q (2892.243316 sec): 3 clusters Score: Raw -1122410.784819 + Penalty 5060.808750 = -1117349.976069 nChanged 13 SP:Iteration 34Q (2892.363548 sec): 3 clusters Score: Raw -1122412.463364 + Penalty 5060.808750 = -1117351.654614 nChanged 15 SP:Iteration 35Q (2892.458821 sec): 3 clusters Score: Raw -1122414.589048 + Penalty 5060.808750 = -1117353.780297 nChanged 17 SP:Iteration 36Q (2892.558455 sec): 3 clusters Score: Raw -1122416.596392 + Penalty 5060.808750 = -1117355.787642 nChanged 9 SP:Iteration 37Q (2892.668539 sec): 3 clusters Score: Raw -1122417.588411 + Penalty 5060.808750 = -1117356.779661 nChanged 8 SP:Iteration 38Q (2892.784477 sec): 3 clusters Score: Raw -1122418.379969 + Penalty 5060.808750 = -1117357.571218 nChanged 5 SP:Iteration 39Q (2892.880641 sec): 3 clusters Score: Raw -1122418.769366 + Penalty 5060.808750 = -1117357.960616 nChanged 2 SP:Iteration 40F (2893.014894 sec): 3 clusters Score: Raw -1122418.942943 + Penalty 5060.808750 = -1117358.134192 nChanged 0 Trying to split cluster 3 (67299 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2893.361206 sec): 2 clusters Score: Raw -5761637.849805 + Penalty 2934.861773 = -5758702.988032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2893.645375 sec): 3 clusters Score: Raw -5719402.223357 + Penalty 5869.723547 = -5713532.499811 nChanged 31340 SP:Iteration 1F (2893.937924 sec): 3 clusters Score: Raw -5737289.559200 + Penalty 5869.723547 = -5731419.835653 nChanged 2972 SP:Iteration 2Q (2894.278891 sec): 3 clusters Score: Raw -5738249.572747 + Penalty 5869.723547 = -5732379.849200 nChanged 2864 SP:Iteration 3Q (2894.614296 sec): 3 clusters Score: Raw -5739237.005334 + Penalty 5869.723547 = -5733367.281787 nChanged 2975 SP:Iteration 4Q (2894.901956 sec): 3 clusters Score: Raw -5740441.163374 + Penalty 5869.723547 = -5734571.439827 nChanged 3265 SP:Iteration 5Q (2895.175953 sec): 3 clusters Score: Raw -5741844.633436 + Penalty 5869.723547 = -5735974.909890 nChanged 3440 SP:Iteration 6F (2895.458253 sec): 3 clusters Score: Raw -5743364.176358 + Penalty 5869.723547 = -5737494.452812 nChanged 3496 SP:Iteration 7F (2895.770127 sec): 3 clusters Score: Raw -5745085.697774 + Penalty 5869.723547 = -5739215.974227 nChanged 3633 SP:Iteration 8F (2896.076246 sec): 3 clusters Score: Raw -5746969.729600 + Penalty 5869.723547 = -5741100.006053 nChanged 3640 SP:Iteration 9F (2896.334083 sec): 3 clusters Score: Raw -5748996.996996 + Penalty 5869.723547 = -5743127.273449 nChanged 3455 SP:Iteration 10F (2896.641552 sec): 3 clusters Score: Raw -5750931.868576 + Penalty 5869.723547 = -5745062.145030 nChanged 3192 SP:Iteration 11Q (2896.913884 sec): 3 clusters Score: Raw -5752786.956398 + Penalty 5869.723547 = -5746917.232851 nChanged 2859 SP:Iteration 12Q (2897.209099 sec): 3 clusters Score: Raw -5754508.667347 + Penalty 5869.723547 = -5748638.943800 nChanged 2535 SP:Iteration 13Q (2897.493412 sec): 3 clusters Score: Raw -5756136.346353 + Penalty 5869.723547 = -5750266.622807 nChanged 2206 SP:Iteration 14Q (2897.803262 sec): 3 clusters Score: Raw -5757669.299201 + Penalty 5869.723547 = -5751799.575655 nChanged 1883 SP:Iteration 15Q (2898.147921 sec): 3 clusters Score: Raw -5759074.710740 + Penalty 5869.723547 = -5753204.987193 nChanged 1482 SP:Iteration 16Q (2898.467596 sec): 3 clusters Score: Raw -5760178.185780 + Penalty 5869.723547 = -5754308.462233 nChanged 1138 SP:Iteration 17Q (2898.730748 sec): 3 clusters Score: Raw -5760945.704515 + Penalty 5869.723547 = -5755075.980969 nChanged 858 SP:Iteration 18Q (2899.021048 sec): 3 clusters Score: Raw -5761426.506512 + Penalty 5869.723547 = -5755556.782966 nChanged 603 SP:Iteration 19Q (2899.300537 sec): 3 clusters Score: Raw -5761718.915416 + Penalty 5869.723547 = -5755849.191870 nChanged 437 SP:Iteration 20F (2899.604058 sec): 3 clusters Score: Raw -5761913.911705 + Penalty 5869.723547 = -5756044.188158 nChanged 333 SP:Iteration 21Q (2899.911937 sec): 3 clusters Score: Raw -5762048.326397 + Penalty 5869.723547 = -5756178.602850 nChanged 273 SP:Iteration 22Q (2900.161896 sec): 3 clusters Score: Raw -5762148.405899 + Penalty 5869.723547 = -5756278.682352 nChanged 244 SP:Iteration 23Q (2900.465901 sec): 3 clusters Score: Raw -5762231.571215 + Penalty 5869.723547 = -5756361.847669 nChanged 192 SP:Iteration 24Q (2900.714817 sec): 3 clusters Score: Raw -5762294.714650 + Penalty 5869.723547 = -5756424.991104 nChanged 165 SP:Iteration 25Q (2901.015486 sec): 3 clusters Score: Raw -5762351.093227 + Penalty 5869.723547 = -5756481.369680 nChanged 146 SP:Iteration 26Q (2901.263182 sec): 3 clusters Score: Raw -5762403.135850 + Penalty 5869.723547 = -5756533.412303 nChanged 129 SP:Iteration 27Q (2901.566135 sec): 3 clusters Score: Raw -5762454.041913 + Penalty 5869.723547 = -5756584.318366 nChanged 116 SP:Iteration 28Q (2901.847274 sec): 3 clusters Score: Raw -5762498.468365 + Penalty 5869.723547 = -5756628.744818 nChanged 96 SP:Iteration 29Q (2902.095435 sec): 3 clusters Score: Raw -5762537.136622 + Penalty 5869.723547 = -5756667.413075 nChanged 103 SP:Iteration 30Q (2902.363988 sec): 3 clusters Score: Raw -5762584.516741 + Penalty 5869.723547 = -5756714.793194 nChanged 101 SP:Iteration 31Q (2902.641150 sec): 3 clusters Score: Raw -5762634.430837 + Penalty 5869.723547 = -5756764.707290 nChanged 89 SP:Iteration 32Q (2902.901856 sec): 3 clusters Score: Raw -5762673.612050 + Penalty 5869.723547 = -5756803.888503 nChanged 79 SP:Iteration 33Q (2903.156301 sec): 3 clusters Score: Raw -5762718.319548 + Penalty 5869.723547 = -5756848.596001 nChanged 81 SP:Iteration 34Q (2903.412813 sec): 3 clusters Score: Raw -5762756.906440 + Penalty 5869.723547 = -5756887.182893 nChanged 78 SP:Iteration 35Q (2903.641747 sec): 3 clusters Score: Raw -5762793.417072 + Penalty 5869.723547 = -5756923.693526 nChanged 62 SP:Iteration 36Q (2903.878345 sec): 3 clusters Score: Raw -5762830.809700 + Penalty 5869.723547 = -5756961.086153 nChanged 76 SP:Iteration 37Q (2904.142500 sec): 3 clusters Score: Raw -5762873.768823 + Penalty 5869.723547 = -5757004.045277 nChanged 80 SP:Iteration 38Q (2904.361627 sec): 3 clusters Score: Raw -5762915.223878 + Penalty 5869.723547 = -5757045.500331 nChanged 81 SP:Iteration 39Q (2904.619660 sec): 3 clusters Score: Raw -5762951.271934 + Penalty 5869.723547 = -5757081.548387 nChanged 72 SP:Iteration 40F (2904.861306 sec): 3 clusters Score: Raw -5762980.374287 + Penalty 5869.723547 = -5757110.650740 nChanged 74 SP:Iteration 41Q (2905.099791 sec): 3 clusters Score: Raw -5763005.846935 + Penalty 5869.723547 = -5757136.123388 nChanged 59 SP:Iteration 42Q (2905.335784 sec): 3 clusters Score: Raw -5763025.703712 + Penalty 5869.723547 = -5757155.980165 nChanged 71 SP:Iteration 43Q (2905.604242 sec): 3 clusters Score: Raw -5763049.806230 + Penalty 5869.723547 = -5757180.082683 nChanged 58 SP:Iteration 44Q (2905.861598 sec): 3 clusters Score: Raw -5763070.529084 + Penalty 5869.723547 = -5757200.805538 nChanged 57 SP:Iteration 45Q (2906.076720 sec): 3 clusters Score: Raw -5763089.253783 + Penalty 5869.723547 = -5757219.530236 nChanged 55 SP:Iteration 46Q (2906.343451 sec): 3 clusters Score: Raw -5763106.858396 + Penalty 5869.723547 = -5757237.134849 nChanged 44 SP:Iteration 47Q (2906.615533 sec): 3 clusters Score: Raw -5763119.088101 + Penalty 5869.723547 = -5757249.364554 nChanged 38 SP:Iteration 48Q (2906.892015 sec): 3 clusters Score: Raw -5763130.085887 + Penalty 5869.723547 = -5757260.362340 nChanged 30 SP:Iteration 49Q (2907.142085 sec): 3 clusters Score: Raw -5763138.332031 + Penalty 5869.723547 = -5757268.608484 nChanged 37 SP:Iteration 50Q (2907.461690 sec): 3 clusters Score: Raw -5763148.470397 + Penalty 5869.723547 = -5757278.746850 nChanged 34 SP:Iteration 51Q (2907.675840 sec): 3 clusters Score: Raw -5763157.293305 + Penalty 5869.723547 = -5757287.569758 nChanged 28 SP:Iteration 52Q (2907.928378 sec): 3 clusters Score: Raw -5763164.905856 + Penalty 5869.723547 = -5757295.182310 nChanged 28 SP:Iteration 53Q (2908.168818 sec): 3 clusters Score: Raw -5763172.292173 + Penalty 5869.723547 = -5757302.568626 nChanged 29 SP:Iteration 54Q (2908.403506 sec): 3 clusters Score: Raw -5763177.858968 + Penalty 5869.723547 = -5757308.135421 nChanged 23 SP:Iteration 55Q (2908.662133 sec): 3 clusters Score: Raw -5763183.070603 + Penalty 5869.723547 = -5757313.347056 nChanged 16 SP:Iteration 56Q (2908.926772 sec): 3 clusters Score: Raw -5763186.923876 + Penalty 5869.723547 = -5757317.200329 nChanged 24 SP:Iteration 57Q (2909.175480 sec): 3 clusters Score: Raw -5763195.031858 + Penalty 5869.723547 = -5757325.308311 nChanged 32 SP:Iteration 58Q (2909.415481 sec): 3 clusters Score: Raw -5763203.695683 + Penalty 5869.723547 = -5757333.972136 nChanged 31 SP:Iteration 59Q (2909.646099 sec): 3 clusters Score: Raw -5763212.780009 + Penalty 5869.723547 = -5757343.056462 nChanged 40 SP:Iteration 60F (2909.941726 sec): 3 clusters Score: Raw -5763226.301009 + Penalty 5869.723547 = -5757356.577462 nChanged 46 SP:Iteration 61Q (2910.175022 sec): 3 clusters Score: Raw -5763242.356024 + Penalty 5869.723547 = -5757372.632478 nChanged 44 SP:Iteration 62Q (2910.434466 sec): 3 clusters Score: Raw -5763252.513983 + Penalty 5869.723547 = -5757382.790436 nChanged 40 SP:Iteration 63Q (2910.671345 sec): 3 clusters Score: Raw -5763263.034761 + Penalty 5869.723547 = -5757393.311215 nChanged 33 SP:Iteration 64Q (2910.930995 sec): 3 clusters Score: Raw -5763272.288452 + Penalty 5869.723547 = -5757402.564906 nChanged 36 SP:Iteration 65Q (2911.138741 sec): 3 clusters Score: Raw -5763281.549144 + Penalty 5869.723547 = -5757411.825597 nChanged 36 SP:Iteration 66Q (2911.404003 sec): 3 clusters Score: Raw -5763291.541617 + Penalty 5869.723547 = -5757421.818071 nChanged 39 SP:Iteration 67Q (2911.690126 sec): 3 clusters Score: Raw -5763302.246916 + Penalty 5869.723547 = -5757432.523369 nChanged 40 SP:Iteration 68Q (2911.925008 sec): 3 clusters Score: Raw -5763312.053460 + Penalty 5869.723547 = -5757442.329913 nChanged 40 SP:Iteration 69Q (2912.185185 sec): 3 clusters Score: Raw -5763321.608538 + Penalty 5869.723547 = -5757451.884991 nChanged 32 SP:Iteration 70Q (2912.451704 sec): 3 clusters Score: Raw -5763329.322559 + Penalty 5869.723547 = -5757459.599012 nChanged 23 SP:Iteration 71Q (2912.671297 sec): 3 clusters Score: Raw -5763333.563225 + Penalty 5869.723547 = -5757463.839678 nChanged 24 SP:Iteration 72Q (2912.892720 sec): 3 clusters Score: Raw -5763338.159971 + Penalty 5869.723547 = -5757468.436424 nChanged 20 SP:Iteration 73Q (2913.148699 sec): 3 clusters Score: Raw -5763341.759942 + Penalty 5869.723547 = -5757472.036395 nChanged 14 SP:Iteration 74Q (2913.442895 sec): 3 clusters Score: Raw -5763344.665472 + Penalty 5869.723547 = -5757474.941925 nChanged 14 SP:Iteration 75Q (2913.727335 sec): 3 clusters Score: Raw -5763347.394767 + Penalty 5869.723547 = -5757477.671220 nChanged 14 SP:Iteration 76Q (2913.992500 sec): 3 clusters Score: Raw -5763350.084296 + Penalty 5869.723547 = -5757480.360749 nChanged 14 SP:Iteration 77Q (2914.224288 sec): 3 clusters Score: Raw -5763352.867792 + Penalty 5869.723547 = -5757483.144246 nChanged 16 SP:Iteration 78Q (2914.512340 sec): 3 clusters Score: Raw -5763356.283583 + Penalty 5869.723547 = -5757486.560036 nChanged 17 SP:Iteration 79Q (2914.758245 sec): 3 clusters Score: Raw -5763360.647813 + Penalty 5869.723547 = -5757490.924266 nChanged 22 SP:Iteration 80F (2915.093955 sec): 3 clusters Score: Raw -5763366.258485 + Penalty 5869.723547 = -5757496.534939 nChanged 33 SP:Iteration 81Q (2915.404630 sec): 3 clusters Score: Raw -5763373.679105 + Penalty 5869.723547 = -5757503.955558 nChanged 34 SP:Iteration 82Q (2915.673028 sec): 3 clusters Score: Raw -5763381.740880 + Penalty 5869.723547 = -5757512.017333 nChanged 30 SP:Iteration 83Q (2915.961882 sec): 3 clusters Score: Raw -5763388.890181 + Penalty 5869.723547 = -5757519.166634 nChanged 25 SP:Iteration 84Q (2916.191397 sec): 3 clusters Score: Raw -5763393.025532 + Penalty 5869.723547 = -5757523.301985 nChanged 19 SP:Iteration 85Q (2916.504888 sec): 3 clusters Score: Raw -5763396.479916 + Penalty 5869.723547 = -5757526.756369 nChanged 19 SP:Iteration 86Q (2916.738909 sec): 3 clusters Score: Raw -5763400.584791 + Penalty 5869.723547 = -5757530.861244 nChanged 20 SP:Iteration 87Q (2917.019444 sec): 3 clusters Score: Raw -5763403.682923 + Penalty 5869.723547 = -5757533.959377 nChanged 17 SP:Iteration 88Q (2917.288002 sec): 3 clusters Score: Raw -5763407.107193 + Penalty 5869.723547 = -5757537.383646 nChanged 18 SP:Iteration 89Q (2917.568609 sec): 3 clusters Score: Raw -5763410.981075 + Penalty 5869.723547 = -5757541.257528 nChanged 22 SP:Iteration 90Q (2917.895748 sec): 3 clusters Score: Raw -5763415.654931 + Penalty 5869.723547 = -5757545.931384 nChanged 15 SP:Iteration 91Q (2918.195132 sec): 3 clusters Score: Raw -5763418.701184 + Penalty 5869.723547 = -5757548.977637 nChanged 18 SP:Iteration 92Q (2918.485394 sec): 3 clusters Score: Raw -5763421.179260 + Penalty 5869.723547 = -5757551.455713 nChanged 13 SP:Iteration 93Q (2918.787658 sec): 3 clusters Score: Raw -5763423.171488 + Penalty 5869.723547 = -5757553.447941 nChanged 9 SP:Iteration 94Q (2919.055743 sec): 3 clusters Score: Raw -5763424.366995 + Penalty 5869.723547 = -5757554.643448 nChanged 9 SP:Iteration 95Q (2919.300037 sec): 3 clusters Score: Raw -5763425.658490 + Penalty 5869.723547 = -5757555.934943 nChanged 7 SP:Iteration 96Q (2919.593079 sec): 3 clusters Score: Raw -5763426.742294 + Penalty 5869.723547 = -5757557.018747 nChanged 10 SP:Iteration 97Q (2919.830894 sec): 3 clusters Score: Raw -5763428.486272 + Penalty 5869.723547 = -5757558.762725 nChanged 14 SP:Iteration 98Q (2920.114152 sec): 3 clusters Score: Raw -5763430.966330 + Penalty 5869.723547 = -5757561.242784 nChanged 14 SP:Iteration 99Q (2920.348586 sec): 3 clusters Score: Raw -5763432.821951 + Penalty 5869.723547 = -5757563.098404 nChanged 11 SP:Iteration 100F (2920.642298 sec): 3 clusters Score: Raw -5763434.162398 + Penalty 5869.723547 = -5757564.438852 nChanged 8 SP:Iteration 101Q (2920.880088 sec): 3 clusters Score: Raw -5763435.786599 + Penalty 5869.723547 = -5757566.063053 nChanged 9 SP:Iteration 102Q (2921.185186 sec): 3 clusters Score: Raw -5763438.432205 + Penalty 5869.723547 = -5757568.708658 nChanged 13 SP:Iteration 103Q (2921.426726 sec): 3 clusters Score: Raw -5763441.117093 + Penalty 5869.723547 = -5757571.393546 nChanged 15 SP:Iteration 104Q (2921.719426 sec): 3 clusters Score: Raw -5763443.758255 + Penalty 5869.723547 = -5757574.034709 nChanged 14 SP:Iteration 105Q (2921.957684 sec): 3 clusters Score: Raw -5763446.055171 + Penalty 5869.723547 = -5757576.331625 nChanged 12 SP:Iteration 106Q (2922.247216 sec): 3 clusters Score: Raw -5763448.009125 + Penalty 5869.723547 = -5757578.285578 nChanged 17 SP:Iteration 107Q (2922.490850 sec): 3 clusters Score: Raw -5763450.532317 + Penalty 5869.723547 = -5757580.808770 nChanged 13 SP:Iteration 108Q (2922.771121 sec): 3 clusters Score: Raw -5763452.612195 + Penalty 5869.723547 = -5757582.888648 nChanged 13 SP:Iteration 109Q (2923.051927 sec): 3 clusters Score: Raw -5763454.880213 + Penalty 5869.723547 = -5757585.156666 nChanged 12 SP:Iteration 110Q (2923.334549 sec): 3 clusters Score: Raw -5763457.315073 + Penalty 5869.723547 = -5757587.591527 nChanged 14 SP:Iteration 111Q (2923.602934 sec): 3 clusters Score: Raw -5763459.966708 + Penalty 5869.723547 = -5757590.243161 nChanged 11 SP:Iteration 112Q (2923.856643 sec): 3 clusters Score: Raw -5763461.796129 + Penalty 5869.723547 = -5757592.072582 nChanged 10 SP:Iteration 113Q (2924.100233 sec): 3 clusters Score: Raw -5763463.058594 + Penalty 5869.723547 = -5757593.335047 nChanged 5 SP:Iteration 114Q (2924.387402 sec): 3 clusters Score: Raw -5763463.712987 + Penalty 5869.723547 = -5757593.989440 nChanged 5 SP:Iteration 115Q (2924.603333 sec): 3 clusters Score: Raw -5763464.493323 + Penalty 5869.723547 = -5757594.769776 nChanged 6 SP:Iteration 116Q (2924.859461 sec): 3 clusters Score: Raw -5763465.258305 + Penalty 5869.723547 = -5757595.534758 nChanged 2 SP:Iteration 117Q (2925.169592 sec): 3 clusters Score: Raw -5763465.613000 + Penalty 5869.723547 = -5757595.889453 nChanged 5 SP:Iteration 118Q (2925.409617 sec): 3 clusters Score: Raw -5763466.427847 + Penalty 5869.723547 = -5757596.704300 nChanged 3 SP:Iteration 119Q (2925.650875 sec): 3 clusters Score: Raw -5763466.790959 + Penalty 5869.723547 = -5757597.067413 nChanged 4 SP:Iteration 120F (2925.917117 sec): 3 clusters Score: Raw -5763467.337123 + Penalty 5869.723547 = -5757597.613576 nChanged 4 SP:Iteration 121Q (2926.150561 sec): 3 clusters Score: Raw -5763467.700715 + Penalty 5869.723547 = -5757597.977168 nChanged 2 SP:Iteration 122Q (2926.412523 sec): 3 clusters Score: Raw -5763467.997007 + Penalty 5869.723547 = -5757598.273461 nChanged 4 SP:Iteration 123Q (2926.700135 sec): 3 clusters Score: Raw -5763468.524637 + Penalty 5869.723547 = -5757598.801090 nChanged 4 SP:Iteration 124Q (2926.913676 sec): 3 clusters Score: Raw -5763469.197448 + Penalty 5869.723547 = -5757599.473901 nChanged 4 SP:Iteration 125Q (2927.150105 sec): 3 clusters Score: Raw -5763469.696013 + Penalty 5869.723547 = -5757599.972466 nChanged 3 SP:Iteration 126Q (2927.416359 sec): 3 clusters Score: Raw -5763469.915050 + Penalty 5869.723547 = -5757600.191503 nChanged 3 SP:Iteration 127Q (2927.674856 sec): 3 clusters Score: Raw -5763470.127706 + Penalty 5869.723547 = -5757600.404159 nChanged 3 SP:Iteration 128Q (2927.925602 sec): 3 clusters Score: Raw -5763470.365565 + Penalty 5869.723547 = -5757600.642018 nChanged 4 SP:Iteration 129Q (2928.181383 sec): 3 clusters Score: Raw -5763470.955162 + Penalty 5869.723547 = -5757601.231615 nChanged 3 SP:Iteration 130Q (2928.483039 sec): 3 clusters Score: Raw -5763471.209662 + Penalty 5869.723547 = -5757601.486115 nChanged 0 SP:Iteration 131F (2928.733064 sec): 3 clusters Score: Raw -5763471.209662 + Penalty 5869.723547 = -5757601.486115 nChanged 0 Trying to split cluster 4 (13858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2928.832954 sec): 2 clusters Score: Raw -1068688.785453 + Penalty 2517.667142 = -1066171.118311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2928.969167 sec): 3 clusters Score: Raw -1061023.149464 + Penalty 5035.334284 = -1055987.815180 nChanged 5935 SP:Iteration 1F (2929.077436 sec): 3 clusters Score: Raw -1064465.971633 + Penalty 5035.334284 = -1059430.637349 nChanged 1003 SP:Iteration 2F (2929.169414 sec): 3 clusters Score: Raw -1065156.122574 + Penalty 5035.334284 = -1060120.788290 nChanged 937 SP:Iteration 3F (2929.280986 sec): 3 clusters Score: Raw -1065973.833798 + Penalty 5035.334284 = -1060938.499513 nChanged 933 SP:Iteration 4F (2929.381882 sec): 3 clusters Score: Raw -1066948.297355 + Penalty 5035.334284 = -1061912.963071 nChanged 999 SP:Iteration 5F (2929.476065 sec): 3 clusters Score: Raw -1067934.208456 + Penalty 5035.334284 = -1062898.874172 nChanged 922 SP:Iteration 6F (2929.573056 sec): 3 clusters Score: Raw -1068789.432703 + Penalty 5035.334284 = -1063754.098419 nChanged 816 SP:Iteration 7F (2929.683569 sec): 3 clusters Score: Raw -1069451.332655 + Penalty 5035.334284 = -1064415.998371 nChanged 711 SP:Iteration 8F (2929.802163 sec): 3 clusters Score: Raw -1069934.503401 + Penalty 5035.334284 = -1064899.169117 nChanged 531 SP:Iteration 9Q (2929.912370 sec): 3 clusters Score: Raw -1070207.065111 + Penalty 5035.334284 = -1065171.730827 nChanged 392 SP:Iteration 10Q (2930.000078 sec): 3 clusters Score: Raw -1070366.820884 + Penalty 5035.334284 = -1065331.486600 nChanged 300 SP:Iteration 11Q (2930.179424 sec): 3 clusters Score: Raw -1070465.902258 + Penalty 5035.334284 = -1065430.567974 nChanged 234 SP:Iteration 12Q (2930.323689 sec): 3 clusters Score: Raw -1070539.322658 + Penalty 5035.334284 = -1065503.988374 nChanged 195 SP:Iteration 13Q (2930.437422 sec): 3 clusters Score: Raw -1070599.136195 + Penalty 5035.334284 = -1065563.801911 nChanged 172 SP:Iteration 14Q (2930.547023 sec): 3 clusters Score: Raw -1070648.255955 + Penalty 5035.334284 = -1065612.921671 nChanged 135 SP:Iteration 15Q (2930.659209 sec): 3 clusters Score: Raw -1070690.835379 + Penalty 5035.334284 = -1065655.501095 nChanged 136 SP:Iteration 16Q (2930.768162 sec): 3 clusters Score: Raw -1070738.847933 + Penalty 5035.334284 = -1065703.513649 nChanged 114 SP:Iteration 17Q (2930.856371 sec): 3 clusters Score: Raw -1070778.024158 + Penalty 5035.334284 = -1065742.689874 nChanged 108 SP:Iteration 18Q (2930.950185 sec): 3 clusters Score: Raw -1070811.960341 + Penalty 5035.334284 = -1065776.626057 nChanged 111 SP:Iteration 19Q (2931.073090 sec): 3 clusters Score: Raw -1070843.636668 + Penalty 5035.334284 = -1065808.302384 nChanged 116 SP:Iteration 20F (2931.181205 sec): 3 clusters Score: Raw -1070880.142784 + Penalty 5035.334284 = -1065844.808500 nChanged 107 SP:Iteration 21Q (2931.278496 sec): 3 clusters Score: Raw -1070908.248161 + Penalty 5035.334284 = -1065872.913877 nChanged 85 SP:Iteration 22Q (2931.392232 sec): 3 clusters Score: Raw -1070927.220710 + Penalty 5035.334284 = -1065891.886426 nChanged 75 SP:Iteration 23Q (2931.477886 sec): 3 clusters Score: Raw -1070941.156784 + Penalty 5035.334284 = -1065905.822500 nChanged 55 SP:Iteration 24Q (2931.568124 sec): 3 clusters Score: Raw -1070951.477371 + Penalty 5035.334284 = -1065916.143087 nChanged 44 SP:Iteration 25Q (2931.666179 sec): 3 clusters Score: Raw -1070959.201226 + Penalty 5035.334284 = -1065923.866942 nChanged 33 SP:Iteration 26Q (2931.840288 sec): 3 clusters Score: Raw -1070965.017704 + Penalty 5035.334284 = -1065929.683420 nChanged 26 SP:Iteration 27Q (2931.931657 sec): 3 clusters Score: Raw -1070970.190208 + Penalty 5035.334284 = -1065934.855924 nChanged 28 SP:Iteration 28Q (2932.163182 sec): 3 clusters Score: Raw -1070973.748346 + Penalty 5035.334284 = -1065938.414062 nChanged 17 SP:Iteration 29Q (2932.300331 sec): 3 clusters Score: Raw -1070975.850940 + Penalty 5035.334284 = -1065940.516656 nChanged 19 SP:Iteration 30Q (2932.415459 sec): 3 clusters Score: Raw -1070979.210009 + Penalty 5035.334284 = -1065943.875725 nChanged 22 SP:Iteration 31Q (2932.517378 sec): 3 clusters Score: Raw -1070982.207609 + Penalty 5035.334284 = -1065946.873325 nChanged 23 SP:Iteration 32Q (2932.613097 sec): 3 clusters Score: Raw -1070985.600323 + Penalty 5035.334284 = -1065950.266039 nChanged 24 SP:Iteration 33Q (2932.708154 sec): 3 clusters Score: Raw -1070988.982415 + Penalty 5035.334284 = -1065953.648131 nChanged 20 SP:Iteration 34Q (2932.819107 sec): 3 clusters Score: Raw -1070991.848002 + Penalty 5035.334284 = -1065956.513718 nChanged 17 SP:Iteration 35Q (2932.914914 sec): 3 clusters Score: Raw -1070994.553983 + Penalty 5035.334284 = -1065959.219699 nChanged 17 SP:Iteration 36Q (2933.004905 sec): 3 clusters Score: Raw -1070997.208550 + Penalty 5035.334284 = -1065961.874266 nChanged 17 SP:Iteration 37Q (2933.112613 sec): 3 clusters Score: Raw -1070999.228305 + Penalty 5035.334284 = -1065963.894021 nChanged 19 SP:Iteration 38Q (2933.209606 sec): 3 clusters Score: Raw -1071002.314798 + Penalty 5035.334284 = -1065966.980514 nChanged 11 SP:Iteration 39Q (2933.301176 sec): 3 clusters Score: Raw -1071003.708287 + Penalty 5035.334284 = -1065968.374003 nChanged 6 SP:Iteration 40F (2933.429592 sec): 3 clusters Score: Raw -1071004.471122 + Penalty 5035.334284 = -1065969.136838 nChanged 5 SP:Iteration 41Q (2933.523947 sec): 3 clusters Score: Raw -1071005.133136 + Penalty 5035.334284 = -1065969.798852 nChanged 2 SP:Iteration 42Q (2933.621818 sec): 3 clusters Score: Raw -1071005.378191 + Penalty 5035.334284 = -1065970.043907 nChanged 3 SP:Iteration 43Q (2933.730475 sec): 3 clusters Score: Raw -1071005.898346 + Penalty 5035.334284 = -1065970.564062 nChanged 4 SP:Iteration 44Q (2933.827555 sec): 3 clusters Score: Raw -1071006.422204 + Penalty 5035.334284 = -1065971.087920 nChanged 5 SP:Iteration 45Q (2933.922300 sec): 3 clusters Score: Raw -1071007.065561 + Penalty 5035.334284 = -1065971.731277 nChanged 5 SP:Iteration 46Q (2934.017367 sec): 3 clusters Score: Raw -1071007.582272 + Penalty 5035.334284 = -1065972.247988 nChanged 2 SP:Iteration 47Q (2934.113160 sec): 3 clusters Score: Raw -1071007.769430 + Penalty 5035.334284 = -1065972.435146 nChanged 1 SP:Iteration 48Q (2934.222741 sec): 3 clusters Score: Raw -1071007.956582 + Penalty 5035.334284 = -1065972.622298 nChanged 1 SP:Iteration 49Q (2934.320190 sec): 3 clusters Score: Raw -1071008.114551 + Penalty 5035.334284 = -1065972.780267 nChanged 1 SP:Iteration 50Q (2934.412131 sec): 3 clusters Score: Raw -1071008.231277 + Penalty 5035.334284 = -1065972.896993 nChanged 2 SP:Iteration 51Q (2934.511522 sec): 3 clusters Score: Raw -1071008.368127 + Penalty 5035.334284 = -1065973.033843 nChanged 1 SP:Iteration 52Q (2934.624190 sec): 3 clusters Score: Raw -1071008.419228 + Penalty 5035.334284 = -1065973.084944 nChanged 1 SP:Iteration 53Q (2934.719235 sec): 3 clusters Score: Raw -1071008.460222 + Penalty 5035.334284 = -1065973.125938 nChanged 0 SP:Iteration 54F (2934.835663 sec): 3 clusters Score: Raw -1071008.460222 + Penalty 5035.334284 = -1065973.125938 nChanged 0 Trying to split cluster 5 (4436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2934.891882 sec): 2 clusters Score: Raw -331492.462056 + Penalty 2216.942204 = -329275.519852 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2934.948015 sec): 3 clusters Score: Raw -329397.240809 + Penalty 4433.884408 = -324963.356401 nChanged 1695 SP:Iteration 1F (2935.010531 sec): 3 clusters Score: Raw -330562.194899 + Penalty 4433.884408 = -326128.310491 nChanged 432 SP:Iteration 2F (2935.146776 sec): 3 clusters Score: Raw -331007.580987 + Penalty 4433.884408 = -326573.696579 nChanged 340 SP:Iteration 3F (2935.279082 sec): 3 clusters Score: Raw -331421.867703 + Penalty 4433.884408 = -326987.983295 nChanged 308 SP:Iteration 4F (2935.411059 sec): 3 clusters Score: Raw -331877.387414 + Penalty 4433.884408 = -327443.503006 nChanged 286 SP:Iteration 5F (2935.540886 sec): 3 clusters Score: Raw -332390.641323 + Penalty 4433.884408 = -327956.756915 nChanged 280 SP:Iteration 6F (2935.675995 sec): 3 clusters Score: Raw -332836.169923 + Penalty 4433.884408 = -328402.285515 nChanged 194 SP:Iteration 7Q (2935.808318 sec): 3 clusters Score: Raw -333093.872794 + Penalty 4433.884408 = -328659.988386 nChanged 157 SP:Iteration 8Q (2936.001061 sec): 3 clusters Score: Raw -333241.622328 + Penalty 4433.884408 = -328807.737920 nChanged 115 SP:Iteration 9Q (2936.107236 sec): 3 clusters Score: Raw -333322.519054 + Penalty 4433.884408 = -328888.634646 nChanged 78 SP:Iteration 10Q (2936.236852 sec): 3 clusters Score: Raw -333367.627552 + Penalty 4433.884408 = -328933.743144 nChanged 50 SP:Iteration 11Q (2936.368410 sec): 3 clusters Score: Raw -333394.547701 + Penalty 4433.884408 = -328960.663293 nChanged 38 SP:Iteration 12Q (2936.415405 sec): 3 clusters Score: Raw -333413.154561 + Penalty 4433.884408 = -328979.270153 nChanged 24 SP:Iteration 13Q (2936.461731 sec): 3 clusters Score: Raw -333423.200285 + Penalty 4433.884408 = -328989.315877 nChanged 17 SP:Iteration 14Q (2936.510523 sec): 3 clusters Score: Raw -333430.785965 + Penalty 4433.884408 = -328996.901557 nChanged 12 SP:Iteration 15Q (2936.560362 sec): 3 clusters Score: Raw -333434.864198 + Penalty 4433.884408 = -329000.979790 nChanged 5 SP:Iteration 16Q (2936.609956 sec): 3 clusters Score: Raw -333436.519641 + Penalty 4433.884408 = -329002.635233 nChanged 5 SP:Iteration 17Q (2936.659997 sec): 3 clusters Score: Raw -333438.341366 + Penalty 4433.884408 = -329004.456958 nChanged 2 SP:Iteration 18Q (2936.736109 sec): 3 clusters Score: Raw -333438.587096 + Penalty 4433.884408 = -329004.702688 nChanged 3 SP:Iteration 19Q (2936.785945 sec): 3 clusters Score: Raw -333439.763628 + Penalty 4433.884408 = -329005.879220 nChanged 1 SP:Iteration 20F (2936.838917 sec): 3 clusters Score: Raw -333440.206033 + Penalty 4433.884408 = -329006.321625 nChanged 3 SP:Iteration 21Q (2936.890760 sec): 3 clusters Score: Raw -333440.942331 + Penalty 4433.884408 = -329007.057923 nChanged 2 SP:Iteration 22Q (2936.942425 sec): 3 clusters Score: Raw -333441.565958 + Penalty 4433.884408 = -329007.681550 nChanged 0 SP:Iteration 23F (2936.993004 sec): 3 clusters Score: Raw -333441.565958 + Penalty 4433.884408 = -329007.681550 nChanged 0 Trying to split cluster 6 (8018 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2937.053918 sec): 2 clusters Score: Raw -661595.708089 + Penalty 2373.213293 = -659222.494796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2937.142955 sec): 3 clusters Score: Raw -657498.142625 + Penalty 4746.426587 = -652751.716038 nChanged 3230 SP:Iteration 1F (2937.205474 sec): 3 clusters Score: Raw -659363.239880 + Penalty 4746.426587 = -654616.813294 nChanged 619 SP:Iteration 2F (2937.269852 sec): 3 clusters Score: Raw -659772.057157 + Penalty 4746.426587 = -655025.630570 nChanged 524 SP:Iteration 3F (2937.342521 sec): 3 clusters Score: Raw -660137.936836 + Penalty 4746.426587 = -655391.510249 nChanged 460 SP:Iteration 4F (2937.414813 sec): 3 clusters Score: Raw -660464.194619 + Penalty 4746.426587 = -655717.768032 nChanged 403 SP:Iteration 5F (2937.480485 sec): 3 clusters Score: Raw -660752.078755 + Penalty 4746.426587 = -656005.652169 nChanged 357 SP:Iteration 6Q (2937.630985 sec): 3 clusters Score: Raw -660976.996638 + Penalty 4746.426587 = -656230.570051 nChanged 294 SP:Iteration 7Q (2937.700441 sec): 3 clusters Score: Raw -661161.258913 + Penalty 4746.426587 = -656414.832326 nChanged 237 SP:Iteration 8Q (2937.837121 sec): 3 clusters Score: Raw -661287.802806 + Penalty 4746.426587 = -656541.376220 nChanged 171 SP:Iteration 9Q (2937.995332 sec): 3 clusters Score: Raw -661368.553850 + Penalty 4746.426587 = -656622.127263 nChanged 153 SP:Iteration 10Q (2938.057421 sec): 3 clusters Score: Raw -661442.687823 + Penalty 4746.426587 = -656696.261236 nChanged 138 SP:Iteration 11Q (2938.118407 sec): 3 clusters Score: Raw -661504.668762 + Penalty 4746.426587 = -656758.242175 nChanged 126 SP:Iteration 12Q (2938.187225 sec): 3 clusters Score: Raw -661564.387200 + Penalty 4746.426587 = -656817.960613 nChanged 118 SP:Iteration 13Q (2938.256918 sec): 3 clusters Score: Raw -661621.773517 + Penalty 4746.426587 = -656875.346930 nChanged 94 SP:Iteration 14Q (2938.324619 sec): 3 clusters Score: Raw -661662.562697 + Penalty 4746.426587 = -656916.136110 nChanged 101 SP:Iteration 15Q (2938.391505 sec): 3 clusters Score: Raw -661702.335325 + Penalty 4746.426587 = -656955.908738 nChanged 91 SP:Iteration 16Q (2938.460471 sec): 3 clusters Score: Raw -661746.943175 + Penalty 4746.426587 = -657000.516588 nChanged 90 SP:Iteration 17Q (2938.531050 sec): 3 clusters Score: Raw -661793.853676 + Penalty 4746.426587 = -657047.427089 nChanged 97 SP:Iteration 18Q (2938.601842 sec): 3 clusters Score: Raw -661850.035293 + Penalty 4746.426587 = -657103.608706 nChanged 113 SP:Iteration 19Q (2938.671728 sec): 3 clusters Score: Raw -661914.767254 + Penalty 4746.426587 = -657168.340667 nChanged 115 SP:Iteration 20F (2938.741429 sec): 3 clusters Score: Raw -661965.807499 + Penalty 4746.426587 = -657219.380912 nChanged 101 SP:Iteration 21Q (2938.809640 sec): 3 clusters Score: Raw -662013.460561 + Penalty 4746.426587 = -657267.033974 nChanged 100 SP:Iteration 22Q (2938.878551 sec): 3 clusters Score: Raw -662061.417829 + Penalty 4746.426587 = -657314.991242 nChanged 96 SP:Iteration 23Q (2938.949414 sec): 3 clusters Score: Raw -662105.689028 + Penalty 4746.426587 = -657359.262441 nChanged 88 SP:Iteration 24Q (2939.018183 sec): 3 clusters Score: Raw -662139.751176 + Penalty 4746.426587 = -657393.324589 nChanged 84 SP:Iteration 25Q (2939.086173 sec): 3 clusters Score: Raw -662176.369051 + Penalty 4746.426587 = -657429.942464 nChanged 86 SP:Iteration 26Q (2939.155308 sec): 3 clusters Score: Raw -662209.540577 + Penalty 4746.426587 = -657463.113990 nChanged 68 SP:Iteration 27Q (2939.224989 sec): 3 clusters Score: Raw -662231.677669 + Penalty 4746.426587 = -657485.251082 nChanged 53 SP:Iteration 28Q (2939.294574 sec): 3 clusters Score: Raw -662247.101599 + Penalty 4746.426587 = -657500.675012 nChanged 42 SP:Iteration 29Q (2939.363662 sec): 3 clusters Score: Raw -662258.187266 + Penalty 4746.426587 = -657511.760679 nChanged 40 SP:Iteration 30Q (2939.432450 sec): 3 clusters Score: Raw -662268.701521 + Penalty 4746.426587 = -657522.274934 nChanged 35 SP:Iteration 31Q (2939.503258 sec): 3 clusters Score: Raw -662278.363972 + Penalty 4746.426587 = -657531.937385 nChanged 23 SP:Iteration 32Q (2939.581645 sec): 3 clusters Score: Raw -662285.067678 + Penalty 4746.426587 = -657538.641092 nChanged 27 SP:Iteration 33Q (2939.657517 sec): 3 clusters Score: Raw -662292.472537 + Penalty 4746.426587 = -657546.045951 nChanged 29 SP:Iteration 34Q (2939.721738 sec): 3 clusters Score: Raw -662299.736699 + Penalty 4746.426587 = -657553.310112 nChanged 22 SP:Iteration 35Q (2939.787150 sec): 3 clusters Score: Raw -662305.196160 + Penalty 4746.426587 = -657558.769573 nChanged 22 SP:Iteration 36Q (2939.858202 sec): 3 clusters Score: Raw -662309.759359 + Penalty 4746.426587 = -657563.332772 nChanged 17 SP:Iteration 37Q (2939.929342 sec): 3 clusters Score: Raw -662313.772004 + Penalty 4746.426587 = -657567.345417 nChanged 19 SP:Iteration 38Q (2939.994441 sec): 3 clusters Score: Raw -662318.007071 + Penalty 4746.426587 = -657571.580484 nChanged 22 SP:Iteration 39Q (2940.060320 sec): 3 clusters Score: Raw -662322.591950 + Penalty 4746.426587 = -657576.165363 nChanged 10 SP:Iteration 40F (2940.258544 sec): 3 clusters Score: Raw -662324.742245 + Penalty 4746.426587 = -657578.315658 nChanged 19 SP:Iteration 41Q (2940.396925 sec): 3 clusters Score: Raw -662329.563252 + Penalty 4746.426587 = -657583.136665 nChanged 18 SP:Iteration 42Q (2940.462636 sec): 3 clusters Score: Raw -662335.142765 + Penalty 4746.426587 = -657588.716178 nChanged 20 SP:Iteration 43Q (2940.525405 sec): 3 clusters Score: Raw -662341.701325 + Penalty 4746.426587 = -657595.274738 nChanged 22 SP:Iteration 44Q (2940.594520 sec): 3 clusters Score: Raw -662346.887805 + Penalty 4746.426587 = -657600.461218 nChanged 24 SP:Iteration 45Q (2940.682443 sec): 3 clusters Score: Raw -662353.270032 + Penalty 4746.426587 = -657606.843445 nChanged 20 SP:Iteration 46Q (2940.770788 sec): 3 clusters Score: Raw -662356.955411 + Penalty 4746.426587 = -657610.528825 nChanged 13 SP:Iteration 47Q (2940.839616 sec): 3 clusters Score: Raw -662359.249376 + Penalty 4746.426587 = -657612.822789 nChanged 15 SP:Iteration 48Q (2940.899443 sec): 3 clusters Score: Raw -662361.844242 + Penalty 4746.426587 = -657615.417655 nChanged 13 SP:Iteration 49Q (2940.958206 sec): 3 clusters Score: Raw -662364.383675 + Penalty 4746.426587 = -657617.957089 nChanged 10 SP:Iteration 50Q (2941.030684 sec): 3 clusters Score: Raw -662367.089104 + Penalty 4746.426587 = -657620.662517 nChanged 12 SP:Iteration 51Q (2941.107998 sec): 3 clusters Score: Raw -662370.340225 + Penalty 4746.426587 = -657623.913639 nChanged 13 SP:Iteration 52Q (2941.181941 sec): 3 clusters Score: Raw -662373.775096 + Penalty 4746.426587 = -657627.348509 nChanged 13 SP:Iteration 53Q (2941.245656 sec): 3 clusters Score: Raw -662376.709726 + Penalty 4746.426587 = -657630.283139 nChanged 10 SP:Iteration 54Q (2941.310908 sec): 3 clusters Score: Raw -662378.905329 + Penalty 4746.426587 = -657632.478742 nChanged 8 SP:Iteration 55Q (2941.382059 sec): 3 clusters Score: Raw -662380.053574 + Penalty 4746.426587 = -657633.626987 nChanged 4 SP:Iteration 56Q (2941.452911 sec): 3 clusters Score: Raw -662380.827429 + Penalty 4746.426587 = -657634.400842 nChanged 8 SP:Iteration 57Q (2941.519076 sec): 3 clusters Score: Raw -662382.960848 + Penalty 4746.426587 = -657636.534261 nChanged 16 SP:Iteration 58Q (2941.585258 sec): 3 clusters Score: Raw -662387.275943 + Penalty 4746.426587 = -657640.849356 nChanged 11 SP:Iteration 59Q (2941.654237 sec): 3 clusters Score: Raw -662389.631974 + Penalty 4746.426587 = -657643.205387 nChanged 14 SP:Iteration 60F (2941.723627 sec): 3 clusters Score: Raw -662392.685017 + Penalty 4746.426587 = -657646.258431 nChanged 7 SP:Iteration 61Q (2941.791387 sec): 3 clusters Score: Raw -662394.843632 + Penalty 4746.426587 = -657648.417045 nChanged 9 SP:Iteration 62Q (2941.859268 sec): 3 clusters Score: Raw -662396.236260 + Penalty 4746.426587 = -657649.809673 nChanged 8 SP:Iteration 63Q (2941.927737 sec): 3 clusters Score: Raw -662398.331093 + Penalty 4746.426587 = -657651.904506 nChanged 10 SP:Iteration 64Q (2941.996207 sec): 3 clusters Score: Raw -662400.508393 + Penalty 4746.426587 = -657654.081806 nChanged 11 SP:Iteration 65Q (2942.065575 sec): 3 clusters Score: Raw -662402.752218 + Penalty 4746.426587 = -657656.325632 nChanged 13 SP:Iteration 66Q (2942.135473 sec): 3 clusters Score: Raw -662405.324255 + Penalty 4746.426587 = -657658.897668 nChanged 7 SP:Iteration 67Q (2942.204038 sec): 3 clusters Score: Raw -662406.627688 + Penalty 4746.426587 = -657660.201101 nChanged 8 SP:Iteration 68Q (2942.271916 sec): 3 clusters Score: Raw -662408.537797 + Penalty 4746.426587 = -657662.111210 nChanged 7 SP:Iteration 69Q (2942.341001 sec): 3 clusters Score: Raw -662409.837906 + Penalty 4746.426587 = -657663.411320 nChanged 12 SP:Iteration 70Q (2942.409867 sec): 3 clusters Score: Raw -662411.933924 + Penalty 4746.426587 = -657665.507338 nChanged 9 SP:Iteration 71Q (2942.598407 sec): 3 clusters Score: Raw -662413.555153 + Penalty 4746.426587 = -657667.128567 nChanged 6 SP:Iteration 72Q (2942.756370 sec): 3 clusters Score: Raw -662414.980381 + Penalty 4746.426587 = -657668.553794 nChanged 7 SP:Iteration 73Q (2942.883824 sec): 3 clusters Score: Raw -662416.324698 + Penalty 4746.426587 = -657669.898111 nChanged 3 SP:Iteration 74Q (2942.953973 sec): 3 clusters Score: Raw -662416.707766 + Penalty 4746.426587 = -657670.281179 nChanged 2 SP:Iteration 75Q (2943.020852 sec): 3 clusters Score: Raw -662417.076519 + Penalty 4746.426587 = -657670.649932 nChanged 3 SP:Iteration 76Q (2943.084799 sec): 3 clusters Score: Raw -662417.521846 + Penalty 4746.426587 = -657671.095259 nChanged 2 SP:Iteration 77Q (2943.163354 sec): 3 clusters Score: Raw -662417.703638 + Penalty 4746.426587 = -657671.277051 nChanged 1 SP:Iteration 78Q (2943.234524 sec): 3 clusters Score: Raw -662417.830283 + Penalty 4746.426587 = -657671.403696 nChanged 1 SP:Iteration 79Q (2943.300117 sec): 3 clusters Score: Raw -662417.895738 + Penalty 4746.426587 = -657671.469151 nChanged 0 SP:Iteration 80F (2943.366914 sec): 3 clusters Score: Raw -662417.895738 + Penalty 4746.426587 = -657671.469151 nChanged 0 Trying to split cluster 7 (13882 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2943.453186 sec): 2 clusters Score: Raw -1220981.729090 + Penalty 2518.123955 = -1218463.605135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2943.568734 sec): 3 clusters Score: Raw -1213369.623087 + Penalty 5036.247911 = -1208333.375176 nChanged 5813 SP:Iteration 1F (2943.778583 sec): 3 clusters Score: Raw -1216535.885742 + Penalty 5036.247911 = -1211499.637831 nChanged 986 SP:Iteration 2F (2943.907246 sec): 3 clusters Score: Raw -1217078.312101 + Penalty 5036.247911 = -1212042.064190 nChanged 892 SP:Iteration 3F (2943.994256 sec): 3 clusters Score: Raw -1217578.273748 + Penalty 5036.247911 = -1212542.025837 nChanged 775 SP:Iteration 4F (2944.097208 sec): 3 clusters Score: Raw -1218002.200499 + Penalty 5036.247911 = -1212965.952588 nChanged 728 SP:Iteration 5F (2944.213940 sec): 3 clusters Score: Raw -1218446.371596 + Penalty 5036.247911 = -1213410.123685 nChanged 707 SP:Iteration 6F (2944.309827 sec): 3 clusters Score: Raw -1218881.331979 + Penalty 5036.247911 = -1213845.084068 nChanged 642 SP:Iteration 7Q (2944.431738 sec): 3 clusters Score: Raw -1219279.262703 + Penalty 5036.247911 = -1214243.014792 nChanged 591 SP:Iteration 8Q (2944.521021 sec): 3 clusters Score: Raw -1219664.165204 + Penalty 5036.247911 = -1214627.917293 nChanged 576 SP:Iteration 9Q (2944.611611 sec): 3 clusters Score: Raw -1220046.965560 + Penalty 5036.247911 = -1215010.717649 nChanged 483 SP:Iteration 10Q (2944.715598 sec): 3 clusters Score: Raw -1220340.334235 + Penalty 5036.247911 = -1215304.086324 nChanged 390 SP:Iteration 11Q (2944.824737 sec): 3 clusters Score: Raw -1220564.582851 + Penalty 5036.247911 = -1215528.334941 nChanged 348 SP:Iteration 12Q (2944.925805 sec): 3 clusters Score: Raw -1220738.300348 + Penalty 5036.247911 = -1215702.052437 nChanged 262 SP:Iteration 13Q (2945.017703 sec): 3 clusters Score: Raw -1220861.236189 + Penalty 5036.247911 = -1215824.988278 nChanged 216 SP:Iteration 14Q (2945.110998 sec): 3 clusters Score: Raw -1220963.991115 + Penalty 5036.247911 = -1215927.743205 nChanged 180 SP:Iteration 15Q (2945.207174 sec): 3 clusters Score: Raw -1221029.940687 + Penalty 5036.247911 = -1215993.692776 nChanged 136 SP:Iteration 16Q (2945.317680 sec): 3 clusters Score: Raw -1221077.885712 + Penalty 5036.247911 = -1216041.637801 nChanged 111 SP:Iteration 17Q (2945.414715 sec): 3 clusters Score: Raw -1221116.280024 + Penalty 5036.247911 = -1216080.032113 nChanged 105 SP:Iteration 18Q (2945.506380 sec): 3 clusters Score: Raw -1221149.162692 + Penalty 5036.247911 = -1216112.914781 nChanged 103 SP:Iteration 19Q (2945.666837 sec): 3 clusters Score: Raw -1221175.539879 + Penalty 5036.247911 = -1216139.291968 nChanged 85 SP:Iteration 20F (2945.795579 sec): 3 clusters Score: Raw -1221203.949775 + Penalty 5036.247911 = -1216167.701864 nChanged 96 SP:Iteration 21Q (2945.928467 sec): 3 clusters Score: Raw -1221241.462055 + Penalty 5036.247911 = -1216205.214144 nChanged 100 SP:Iteration 22Q (2946.092618 sec): 3 clusters Score: Raw -1221274.665973 + Penalty 5036.247911 = -1216238.418062 nChanged 91 SP:Iteration 23Q (2946.181823 sec): 3 clusters Score: Raw -1221303.677519 + Penalty 5036.247911 = -1216267.429608 nChanged 87 SP:Iteration 24Q (2946.279259 sec): 3 clusters Score: Raw -1221328.625411 + Penalty 5036.247911 = -1216292.377500 nChanged 76 SP:Iteration 25Q (2946.414274 sec): 3 clusters Score: Raw -1221348.478843 + Penalty 5036.247911 = -1216312.230932 nChanged 64 SP:Iteration 26Q (2946.555215 sec): 3 clusters Score: Raw -1221364.381461 + Penalty 5036.247911 = -1216328.133551 nChanged 41 SP:Iteration 27Q (2946.644502 sec): 3 clusters Score: Raw -1221375.842357 + Penalty 5036.247911 = -1216339.594446 nChanged 52 SP:Iteration 28Q (2946.740814 sec): 3 clusters Score: Raw -1221391.154012 + Penalty 5036.247911 = -1216354.906101 nChanged 65 SP:Iteration 29Q (2946.854928 sec): 3 clusters Score: Raw -1221411.251552 + Penalty 5036.247911 = -1216375.003641 nChanged 65 SP:Iteration 30Q (2946.949079 sec): 3 clusters Score: Raw -1221430.193773 + Penalty 5036.247911 = -1216393.945862 nChanged 69 SP:Iteration 31Q (2947.157757 sec): 3 clusters Score: Raw -1221450.283446 + Penalty 5036.247911 = -1216414.035535 nChanged 58 SP:Iteration 32Q (2947.315555 sec): 3 clusters Score: Raw -1221466.950663 + Penalty 5036.247911 = -1216430.702752 nChanged 68 SP:Iteration 33Q (2947.393172 sec): 3 clusters Score: Raw -1221485.824618 + Penalty 5036.247911 = -1216449.576707 nChanged 56 SP:Iteration 34Q (2947.471586 sec): 3 clusters Score: Raw -1221502.133131 + Penalty 5036.247911 = -1216465.885221 nChanged 48 SP:Iteration 35Q (2947.590493 sec): 3 clusters Score: Raw -1221516.194891 + Penalty 5036.247911 = -1216479.946980 nChanged 58 SP:Iteration 36Q (2947.723772 sec): 3 clusters Score: Raw -1221532.875113 + Penalty 5036.247911 = -1216496.627202 nChanged 41 SP:Iteration 37Q (2947.817870 sec): 3 clusters Score: Raw -1221543.164607 + Penalty 5036.247911 = -1216506.916697 nChanged 36 SP:Iteration 38Q (2947.907465 sec): 3 clusters Score: Raw -1221551.880993 + Penalty 5036.247911 = -1216515.633082 nChanged 34 SP:Iteration 39Q (2948.080519 sec): 3 clusters Score: Raw -1221560.323269 + Penalty 5036.247911 = -1216524.075358 nChanged 42 SP:Iteration 40F (2948.199300 sec): 3 clusters Score: Raw -1221571.703630 + Penalty 5036.247911 = -1216535.455719 nChanged 38 SP:Iteration 41Q (2948.291290 sec): 3 clusters Score: Raw -1221582.585909 + Penalty 5036.247911 = -1216546.337998 nChanged 31 SP:Iteration 42Q (2948.381604 sec): 3 clusters Score: Raw -1221589.676818 + Penalty 5036.247911 = -1216553.428907 nChanged 26 SP:Iteration 43Q (2948.574465 sec): 3 clusters Score: Raw -1221595.096554 + Penalty 5036.247911 = -1216558.848643 nChanged 24 SP:Iteration 44Q (2948.721943 sec): 3 clusters Score: Raw -1221600.242889 + Penalty 5036.247911 = -1216563.994978 nChanged 27 SP:Iteration 45Q (2948.820877 sec): 3 clusters Score: Raw -1221606.577278 + Penalty 5036.247911 = -1216570.329367 nChanged 28 SP:Iteration 46Q (2948.909238 sec): 3 clusters Score: Raw -1221613.921789 + Penalty 5036.247911 = -1216577.673878 nChanged 22 SP:Iteration 47Q (2949.018380 sec): 3 clusters Score: Raw -1221620.050497 + Penalty 5036.247911 = -1216583.802586 nChanged 26 SP:Iteration 48Q (2949.182281 sec): 3 clusters Score: Raw -1221624.630016 + Penalty 5036.247911 = -1216588.382105 nChanged 21 SP:Iteration 49Q (2949.262605 sec): 3 clusters Score: Raw -1221629.265960 + Penalty 5036.247911 = -1216593.018050 nChanged 22 SP:Iteration 50Q (2949.436665 sec): 3 clusters Score: Raw -1221635.051641 + Penalty 5036.247911 = -1216598.803730 nChanged 22 SP:Iteration 51Q (2949.629040 sec): 3 clusters Score: Raw -1221640.479928 + Penalty 5036.247911 = -1216604.232017 nChanged 23 SP:Iteration 52Q (2949.702397 sec): 3 clusters Score: Raw -1221647.983986 + Penalty 5036.247911 = -1216611.736075 nChanged 23 SP:Iteration 53Q (2949.797378 sec): 3 clusters Score: Raw -1221653.624329 + Penalty 5036.247911 = -1216617.376418 nChanged 27 SP:Iteration 54Q (2949.903562 sec): 3 clusters Score: Raw -1221660.632415 + Penalty 5036.247911 = -1216624.384504 nChanged 24 SP:Iteration 55Q (2949.997011 sec): 3 clusters Score: Raw -1221666.330080 + Penalty 5036.247911 = -1216630.082169 nChanged 18 SP:Iteration 56Q (2950.082347 sec): 3 clusters Score: Raw -1221670.300690 + Penalty 5036.247911 = -1216634.052779 nChanged 15 SP:Iteration 57Q (2950.200990 sec): 3 clusters Score: Raw -1221673.480827 + Penalty 5036.247911 = -1216637.232916 nChanged 17 SP:Iteration 58Q (2950.306968 sec): 3 clusters Score: Raw -1221676.218115 + Penalty 5036.247911 = -1216639.970204 nChanged 17 SP:Iteration 59Q (2950.392265 sec): 3 clusters Score: Raw -1221679.662545 + Penalty 5036.247911 = -1216643.414634 nChanged 15 SP:Iteration 60F (2950.482490 sec): 3 clusters Score: Raw -1221682.430444 + Penalty 5036.247911 = -1216646.182533 nChanged 9 SP:Iteration 61Q (2950.576024 sec): 3 clusters Score: Raw -1221684.254410 + Penalty 5036.247911 = -1216648.006499 nChanged 16 SP:Iteration 62Q (2950.689768 sec): 3 clusters Score: Raw -1221687.065179 + Penalty 5036.247911 = -1216650.817268 nChanged 11 SP:Iteration 63Q (2950.787304 sec): 3 clusters Score: Raw -1221688.994408 + Penalty 5036.247911 = -1216652.746497 nChanged 5 SP:Iteration 64Q (2950.876399 sec): 3 clusters Score: Raw -1221690.100904 + Penalty 5036.247911 = -1216653.852993 nChanged 7 SP:Iteration 65Q (2950.965995 sec): 3 clusters Score: Raw -1221691.661735 + Penalty 5036.247911 = -1216655.413824 nChanged 9 SP:Iteration 66Q (2951.106155 sec): 3 clusters Score: Raw -1221694.955366 + Penalty 5036.247911 = -1216658.707455 nChanged 11 SP:Iteration 67Q (2951.214090 sec): 3 clusters Score: Raw -1221698.039064 + Penalty 5036.247911 = -1216661.791153 nChanged 8 SP:Iteration 68Q (2951.309152 sec): 3 clusters Score: Raw -1221700.421712 + Penalty 5036.247911 = -1216664.173802 nChanged 11 SP:Iteration 69Q (2951.437790 sec): 3 clusters Score: Raw -1221702.689930 + Penalty 5036.247911 = -1216666.442019 nChanged 6 SP:Iteration 70Q (2951.528295 sec): 3 clusters Score: Raw -1221703.606859 + Penalty 5036.247911 = -1216667.358948 nChanged 2 SP:Iteration 71Q (2951.618724 sec): 3 clusters Score: Raw -1221704.197785 + Penalty 5036.247911 = -1216667.949874 nChanged 2 SP:Iteration 72Q (2951.709981 sec): 3 clusters Score: Raw -1221704.559575 + Penalty 5036.247911 = -1216668.311664 nChanged 3 SP:Iteration 73Q (2951.820454 sec): 3 clusters Score: Raw -1221704.964091 + Penalty 5036.247911 = -1216668.716180 nChanged 2 SP:Iteration 74Q (2951.925141 sec): 3 clusters Score: Raw -1221705.296035 + Penalty 5036.247911 = -1216669.048124 nChanged 7 SP:Iteration 75Q (2952.057335 sec): 3 clusters Score: Raw -1221706.231206 + Penalty 5036.247911 = -1216669.983296 nChanged 4 SP:Iteration 76Q (2952.161440 sec): 3 clusters Score: Raw -1221706.724803 + Penalty 5036.247911 = -1216670.476893 nChanged 2 SP:Iteration 77Q (2952.249388 sec): 3 clusters Score: Raw -1221707.121615 + Penalty 5036.247911 = -1216670.873704 nChanged 1 SP:Iteration 78Q (2952.342853 sec): 3 clusters Score: Raw -1221707.228093 + Penalty 5036.247911 = -1216670.980182 nChanged 1 SP:Iteration 79Q (2952.448284 sec): 3 clusters Score: Raw -1221707.425485 + Penalty 5036.247911 = -1216671.177574 nChanged 1 SP:Iteration 80F (2952.550762 sec): 3 clusters Score: Raw -1221707.614758 + Penalty 5036.247911 = -1216671.366847 nChanged 0 Trying to split cluster 8 (5250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2952.622213 sec): 2 clusters Score: Raw -428776.608558 + Penalty 2261.419606 = -426515.188952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2952.792807 sec): 3 clusters Score: Raw -426308.887119 + Penalty 4522.839212 = -421786.047907 nChanged 2026 SP:Iteration 1F (2952.914260 sec): 3 clusters Score: Raw -427577.916131 + Penalty 4522.839212 = -423055.076919 nChanged 439 SP:Iteration 2F (2953.016398 sec): 3 clusters Score: Raw -427924.689612 + Penalty 4522.839212 = -423401.850400 nChanged 344 SP:Iteration 3F (2953.068600 sec): 3 clusters Score: Raw -428242.455639 + Penalty 4522.839212 = -423719.616427 nChanged 308 SP:Iteration 4F (2953.120629 sec): 3 clusters Score: Raw -428558.048297 + Penalty 4522.839212 = -424035.209085 nChanged 299 SP:Iteration 5F (2953.229897 sec): 3 clusters Score: Raw -428868.633457 + Penalty 4522.839212 = -424345.794245 nChanged 261 SP:Iteration 6Q (2953.282543 sec): 3 clusters Score: Raw -429099.153465 + Penalty 4522.839212 = -424576.314253 nChanged 242 SP:Iteration 7Q (2953.332724 sec): 3 clusters Score: Raw -429285.960736 + Penalty 4522.839212 = -424763.121524 nChanged 175 SP:Iteration 8Q (2953.382308 sec): 3 clusters Score: Raw -429400.552086 + Penalty 4522.839212 = -424877.712874 nChanged 140 SP:Iteration 9Q (2953.433568 sec): 3 clusters Score: Raw -429496.836320 + Penalty 4522.839212 = -424973.997109 nChanged 108 SP:Iteration 10Q (2953.489890 sec): 3 clusters Score: Raw -429570.067146 + Penalty 4522.839212 = -425047.227934 nChanged 87 SP:Iteration 11Q (2953.546131 sec): 3 clusters Score: Raw -429625.624207 + Penalty 4522.839212 = -425102.784995 nChanged 83 SP:Iteration 12Q (2953.601906 sec): 3 clusters Score: Raw -429672.938823 + Penalty 4522.839212 = -425150.099611 nChanged 58 SP:Iteration 13Q (2953.657207 sec): 3 clusters Score: Raw -429703.488215 + Penalty 4522.839212 = -425180.649003 nChanged 60 SP:Iteration 14Q (2953.712517 sec): 3 clusters Score: Raw -429736.893639 + Penalty 4522.839212 = -425214.054427 nChanged 53 SP:Iteration 15Q (2953.767345 sec): 3 clusters Score: Raw -429763.749032 + Penalty 4522.839212 = -425240.909820 nChanged 50 SP:Iteration 16Q (2953.821799 sec): 3 clusters Score: Raw -429787.859026 + Penalty 4522.839212 = -425265.019815 nChanged 52 SP:Iteration 17Q (2953.876476 sec): 3 clusters Score: Raw -429813.557248 + Penalty 4522.839212 = -425290.718037 nChanged 44 SP:Iteration 18Q (2953.931362 sec): 3 clusters Score: Raw -429832.623257 + Penalty 4522.839212 = -425309.784045 nChanged 22 SP:Iteration 19Q (2953.986245 sec): 3 clusters Score: Raw -429839.709494 + Penalty 4522.839212 = -425316.870282 nChanged 15 SP:Iteration 20F (2954.041212 sec): 3 clusters Score: Raw -429845.134723 + Penalty 4522.839212 = -425322.295511 nChanged 13 SP:Iteration 21Q (2954.095690 sec): 3 clusters Score: Raw -429849.267533 + Penalty 4522.839212 = -425326.428321 nChanged 10 SP:Iteration 22Q (2954.150646 sec): 3 clusters Score: Raw -429853.085285 + Penalty 4522.839212 = -425330.246074 nChanged 7 SP:Iteration 23Q (2954.205683 sec): 3 clusters Score: Raw -429855.877852 + Penalty 4522.839212 = -425333.038641 nChanged 16 SP:Iteration 24Q (2954.260777 sec): 3 clusters Score: Raw -429861.467971 + Penalty 4522.839212 = -425338.628759 nChanged 15 SP:Iteration 25Q (2954.315357 sec): 3 clusters Score: Raw -429865.997485 + Penalty 4522.839212 = -425343.158273 nChanged 12 SP:Iteration 26Q (2954.385680 sec): 3 clusters Score: Raw -429869.742429 + Penalty 4522.839212 = -425346.903218 nChanged 10 SP:Iteration 27Q (2954.458379 sec): 3 clusters Score: Raw -429873.279505 + Penalty 4522.839212 = -425350.440293 nChanged 3 SP:Iteration 28Q (2954.515807 sec): 3 clusters Score: Raw -429873.710668 + Penalty 4522.839212 = -425350.871456 nChanged 1 SP:Iteration 29Q (2954.571374 sec): 3 clusters Score: Raw -429873.843235 + Penalty 4522.839212 = -425351.004023 nChanged 0 SP:Iteration 30F (2954.717611 sec): 3 clusters Score: Raw -429873.843235 + Penalty 4522.839212 = -425351.004023 nChanged 0 Trying to split cluster 9 (3623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2954.755877 sec): 2 clusters Score: Raw -258493.584216 + Penalty 2163.495230 = -256330.088985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2954.895859 sec): 3 clusters Score: Raw -256937.712322 + Penalty 4326.990461 = -252610.721861 nChanged 1335 SP:Iteration 1F (2954.937761 sec): 3 clusters Score: Raw -257914.637541 + Penalty 4326.990461 = -253587.647080 nChanged 362 SP:Iteration 2F (2954.997826 sec): 3 clusters Score: Raw -258235.292161 + Penalty 4326.990461 = -253908.301700 nChanged 249 SP:Iteration 3F (2955.040192 sec): 3 clusters Score: Raw -258466.040028 + Penalty 4326.990461 = -254139.049567 nChanged 163 SP:Iteration 4Q (2955.088729 sec): 3 clusters Score: Raw -258611.561370 + Penalty 4326.990461 = -254284.570909 nChanged 147 SP:Iteration 5Q (2955.139106 sec): 3 clusters Score: Raw -258719.611780 + Penalty 4326.990461 = -254392.621319 nChanged 109 SP:Iteration 6Q (2955.187488 sec): 3 clusters Score: Raw -258814.150336 + Penalty 4326.990461 = -254487.159875 nChanged 110 SP:Iteration 7Q (2955.283035 sec): 3 clusters Score: Raw -258898.386513 + Penalty 4326.990461 = -254571.396052 nChanged 96 SP:Iteration 8Q (2955.379654 sec): 3 clusters Score: Raw -258980.448943 + Penalty 4326.990461 = -254653.458483 nChanged 101 SP:Iteration 9Q (2955.422735 sec): 3 clusters Score: Raw -259054.817690 + Penalty 4326.990461 = -254727.827229 nChanged 79 SP:Iteration 10Q (2955.466032 sec): 3 clusters Score: Raw -259101.313147 + Penalty 4326.990461 = -254774.322686 nChanged 56 SP:Iteration 11Q (2955.510745 sec): 3 clusters Score: Raw -259133.649845 + Penalty 4326.990461 = -254806.659385 nChanged 49 SP:Iteration 12Q (2955.554078 sec): 3 clusters Score: Raw -259165.943380 + Penalty 4326.990461 = -254838.952919 nChanged 59 SP:Iteration 13Q (2955.597527 sec): 3 clusters Score: Raw -259201.522265 + Penalty 4326.990461 = -254874.531804 nChanged 47 SP:Iteration 14Q (2955.645551 sec): 3 clusters Score: Raw -259231.048783 + Penalty 4326.990461 = -254904.058322 nChanged 38 SP:Iteration 15Q (2955.693572 sec): 3 clusters Score: Raw -259252.075238 + Penalty 4326.990461 = -254925.084777 nChanged 27 SP:Iteration 16Q (2955.818877 sec): 3 clusters Score: Raw -259269.713624 + Penalty 4326.990461 = -254942.723163 nChanged 28 SP:Iteration 17Q (2955.932118 sec): 3 clusters Score: Raw -259288.009028 + Penalty 4326.990461 = -254961.018568 nChanged 24 SP:Iteration 18Q (2955.976880 sec): 3 clusters Score: Raw -259299.894567 + Penalty 4326.990461 = -254972.904106 nChanged 17 SP:Iteration 19Q (2956.021607 sec): 3 clusters Score: Raw -259312.624116 + Penalty 4326.990461 = -254985.633655 nChanged 24 SP:Iteration 20F (2956.152711 sec): 3 clusters Score: Raw -259324.624511 + Penalty 4326.990461 = -254997.634050 nChanged 15 SP:Iteration 21Q (2956.286772 sec): 3 clusters Score: Raw -259332.591715 + Penalty 4326.990461 = -255005.601255 nChanged 16 SP:Iteration 22Q (2956.385223 sec): 3 clusters Score: Raw -259341.142035 + Penalty 4326.990461 = -255014.151575 nChanged 17 SP:Iteration 23Q (2956.430492 sec): 3 clusters Score: Raw -259348.154408 + Penalty 4326.990461 = -255021.163947 nChanged 13 SP:Iteration 24Q (2956.477002 sec): 3 clusters Score: Raw -259353.596533 + Penalty 4326.990461 = -255026.606072 nChanged 5 SP:Iteration 25Q (2956.523349 sec): 3 clusters Score: Raw -259356.256500 + Penalty 4326.990461 = -255029.266039 nChanged 3 SP:Iteration 26Q (2956.566908 sec): 3 clusters Score: Raw -259357.089327 + Penalty 4326.990461 = -255030.098866 nChanged 4 SP:Iteration 27Q (2956.611179 sec): 3 clusters Score: Raw -259359.034733 + Penalty 4326.990461 = -255032.044272 nChanged 5 SP:Iteration 28Q (2956.657141 sec): 3 clusters Score: Raw -259360.641419 + Penalty 4326.990461 = -255033.650958 nChanged 2 SP:Iteration 29Q (2956.810623 sec): 3 clusters Score: Raw -259361.351670 + Penalty 4326.990461 = -255034.361210 nChanged 1 SP:Iteration 30Q (2956.930564 sec): 3 clusters Score: Raw -259361.720165 + Penalty 4326.990461 = -255034.729704 nChanged 1 SP:Iteration 31Q (2957.085030 sec): 3 clusters Score: Raw -259362.728793 + Penalty 4326.990461 = -255035.738333 nChanged 4 SP:Iteration 32Q (2957.102123 sec): 3 clusters Score: Raw -259364.191812 + Penalty 4326.990461 = -255037.201351 nChanged 3 SP:Iteration 33Q (2957.146636 sec): 3 clusters Score: Raw -259364.988948 + Penalty 4326.990461 = -255037.998487 nChanged 1 SP:Iteration 34Q (2957.190817 sec): 3 clusters Score: Raw -259365.542384 + Penalty 4326.990461 = -255038.551923 nChanged 0 SP:Iteration 35F (2957.234094 sec): 3 clusters Score: Raw -259365.542384 + Penalty 4326.990461 = -255038.551923 nChanged 0 Trying to split cluster 10 (11205 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2957.314988 sec): 2 clusters Score: Raw -984132.822721 + Penalty 2461.566462 = -981671.256259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2957.411032 sec): 3 clusters Score: Raw -978023.480089 + Penalty 4923.132924 = -973100.347165 nChanged 4717 SP:Iteration 1F (2957.541999 sec): 3 clusters Score: Raw -980670.087635 + Penalty 4923.132924 = -975746.954711 nChanged 738 SP:Iteration 2F (2957.614377 sec): 3 clusters Score: Raw -981052.056335 + Penalty 4923.132924 = -976128.923411 nChanged 605 SP:Iteration 3F (2957.682192 sec): 3 clusters Score: Raw -981362.756009 + Penalty 4923.132924 = -976439.623085 nChanged 560 SP:Iteration 4Q (2957.763904 sec): 3 clusters Score: Raw -981690.151817 + Penalty 4923.132924 = -976767.018893 nChanged 614 SP:Iteration 5F (2957.853037 sec): 3 clusters Score: Raw -982093.602684 + Penalty 4923.132924 = -977170.469761 nChanged 615 SP:Iteration 6F (2957.940455 sec): 3 clusters Score: Raw -982509.503625 + Penalty 4923.132924 = -977586.370701 nChanged 571 SP:Iteration 7F (2958.025204 sec): 3 clusters Score: Raw -982916.039197 + Penalty 4923.132924 = -977992.906273 nChanged 529 SP:Iteration 8Q (2958.109573 sec): 3 clusters Score: Raw -983289.067297 + Penalty 4923.132924 = -978365.934373 nChanged 480 SP:Iteration 9Q (2958.199646 sec): 3 clusters Score: Raw -983607.566509 + Penalty 4923.132924 = -978684.433585 nChanged 405 SP:Iteration 10Q (2958.299851 sec): 3 clusters Score: Raw -983854.392858 + Penalty 4923.132924 = -978931.259934 nChanged 308 SP:Iteration 11Q (2958.382395 sec): 3 clusters Score: Raw -984020.335292 + Penalty 4923.132924 = -979097.202368 nChanged 267 SP:Iteration 12Q (2958.465568 sec): 3 clusters Score: Raw -984165.796509 + Penalty 4923.132924 = -979242.663585 nChanged 205 SP:Iteration 13Q (2958.568844 sec): 3 clusters Score: Raw -984271.849487 + Penalty 4923.132924 = -979348.716563 nChanged 159 SP:Iteration 14Q (2958.648871 sec): 3 clusters Score: Raw -984351.175710 + Penalty 4923.132924 = -979428.042786 nChanged 117 SP:Iteration 15Q (2958.730291 sec): 3 clusters Score: Raw -984398.831703 + Penalty 4923.132924 = -979475.698779 nChanged 98 SP:Iteration 16Q (2958.832316 sec): 3 clusters Score: Raw -984435.461271 + Penalty 4923.132924 = -979512.328347 nChanged 74 SP:Iteration 17Q (2958.912552 sec): 3 clusters Score: Raw -984462.252662 + Penalty 4923.132924 = -979539.119738 nChanged 71 SP:Iteration 18Q (2958.993124 sec): 3 clusters Score: Raw -984486.298127 + Penalty 4923.132924 = -979563.165203 nChanged 58 SP:Iteration 19Q (2959.093946 sec): 3 clusters Score: Raw -984505.842647 + Penalty 4923.132924 = -979582.709723 nChanged 46 SP:Iteration 20F (2959.179290 sec): 3 clusters Score: Raw -984520.122488 + Penalty 4923.132924 = -979596.989564 nChanged 41 SP:Iteration 21Q (2959.257509 sec): 3 clusters Score: Raw -984531.064915 + Penalty 4923.132924 = -979607.931991 nChanged 39 SP:Iteration 22Q (2959.474006 sec): 3 clusters Score: Raw -984542.599642 + Penalty 4923.132924 = -979619.466718 nChanged 36 SP:Iteration 23Q (2959.621049 sec): 3 clusters Score: Raw -984553.416933 + Penalty 4923.132924 = -979630.284009 nChanged 42 SP:Iteration 24Q (2959.695281 sec): 3 clusters Score: Raw -984567.585400 + Penalty 4923.132924 = -979644.452476 nChanged 44 SP:Iteration 25Q (2959.782684 sec): 3 clusters Score: Raw -984581.983015 + Penalty 4923.132924 = -979658.850091 nChanged 39 SP:Iteration 26Q (2959.866848 sec): 3 clusters Score: Raw -984595.485213 + Penalty 4923.132924 = -979672.352289 nChanged 32 SP:Iteration 27Q (2959.948872 sec): 3 clusters Score: Raw -984605.007156 + Penalty 4923.132924 = -979681.874232 nChanged 24 SP:Iteration 28Q (2960.032582 sec): 3 clusters Score: Raw -984611.501270 + Penalty 4923.132924 = -979688.368346 nChanged 18 SP:Iteration 29Q (2960.116276 sec): 3 clusters Score: Raw -984615.391410 + Penalty 4923.132924 = -979692.258486 nChanged 13 SP:Iteration 30Q (2960.199070 sec): 3 clusters Score: Raw -984618.626792 + Penalty 4923.132924 = -979695.493868 nChanged 16 SP:Iteration 31Q (2960.280732 sec): 3 clusters Score: Raw -984622.502727 + Penalty 4923.132924 = -979699.369803 nChanged 16 SP:Iteration 32Q (2960.365790 sec): 3 clusters Score: Raw -984628.871951 + Penalty 4923.132924 = -979705.739028 nChanged 19 SP:Iteration 33Q (2960.460710 sec): 3 clusters Score: Raw -984634.310677 + Penalty 4923.132924 = -979711.177753 nChanged 22 SP:Iteration 34Q (2960.543396 sec): 3 clusters Score: Raw -984640.976434 + Penalty 4923.132924 = -979717.843510 nChanged 21 SP:Iteration 35Q (2960.619114 sec): 3 clusters Score: Raw -984646.397150 + Penalty 4923.132924 = -979723.264226 nChanged 21 SP:Iteration 36Q (2960.806564 sec): 3 clusters Score: Raw -984651.928097 + Penalty 4923.132924 = -979728.795173 nChanged 16 SP:Iteration 37Q (2960.973238 sec): 3 clusters Score: Raw -984656.080956 + Penalty 4923.132924 = -979732.948032 nChanged 15 SP:Iteration 38Q (2961.059402 sec): 3 clusters Score: Raw -984659.086937 + Penalty 4923.132924 = -979735.954013 nChanged 9 SP:Iteration 39Q (2961.127940 sec): 3 clusters Score: Raw -984661.027209 + Penalty 4923.132924 = -979737.894285 nChanged 6 SP:Iteration 40F (2961.221050 sec): 3 clusters Score: Raw -984662.236911 + Penalty 4923.132924 = -979739.103987 nChanged 5 SP:Iteration 41Q (2961.315171 sec): 3 clusters Score: Raw -984663.732971 + Penalty 4923.132924 = -979740.600047 nChanged 7 SP:Iteration 42Q (2961.410027 sec): 3 clusters Score: Raw -984666.069597 + Penalty 4923.132924 = -979742.936673 nChanged 13 SP:Iteration 43Q (2961.481982 sec): 3 clusters Score: Raw -984669.948207 + Penalty 4923.132924 = -979746.815283 nChanged 11 SP:Iteration 44Q (2961.559828 sec): 3 clusters Score: Raw -984674.492630 + Penalty 4923.132924 = -979751.359706 nChanged 12 SP:Iteration 45Q (2961.658215 sec): 3 clusters Score: Raw -984677.895709 + Penalty 4923.132924 = -979754.762785 nChanged 8 SP:Iteration 46Q (2961.740104 sec): 3 clusters Score: Raw -984679.320796 + Penalty 4923.132924 = -979756.187873 nChanged 4 SP:Iteration 47Q (2961.808772 sec): 3 clusters Score: Raw -984680.647348 + Penalty 4923.132924 = -979757.514424 nChanged 6 SP:Iteration 48Q (2961.951442 sec): 3 clusters Score: Raw -984682.957672 + Penalty 4923.132924 = -979759.824748 nChanged 10 SP:Iteration 49Q (2962.022325 sec): 3 clusters Score: Raw -984687.070864 + Penalty 4923.132924 = -979763.937940 nChanged 6 SP:Iteration 50Q (2962.115463 sec): 3 clusters Score: Raw -984688.297244 + Penalty 4923.132924 = -979765.164320 nChanged 7 SP:Iteration 51Q (2962.201121 sec): 3 clusters Score: Raw -984689.734427 + Penalty 4923.132924 = -979766.601503 nChanged 9 SP:Iteration 52Q (2962.281297 sec): 3 clusters Score: Raw -984691.494534 + Penalty 4923.132924 = -979768.361610 nChanged 5 SP:Iteration 53Q (2962.361765 sec): 3 clusters Score: Raw -984692.475769 + Penalty 4923.132924 = -979769.342845 nChanged 2 SP:Iteration 54Q (2962.538062 sec): 3 clusters Score: Raw -984692.967845 + Penalty 4923.132924 = -979769.834921 nChanged 2 SP:Iteration 55Q (2962.625094 sec): 3 clusters Score: Raw -984693.499260 + Penalty 4923.132924 = -979770.366336 nChanged 0 SP:Iteration 56F (2962.701455 sec): 3 clusters Score: Raw -984693.499260 + Penalty 4923.132924 = -979770.366336 nChanged 0 Iteration 179Q (2964.312025 sec): 11 clusters Score: Raw -11809074.361090 + Penalty 31391.567519 = -11777682.793571 nChanged 79 Iteration 180F (2966.454005 sec): 11 clusters Score: Raw -11809080.782810 + Penalty 31391.567519 = -11777689.215291 nChanged 72 Iteration 181Q (2968.021380 sec): 11 clusters Score: Raw -11809085.955952 + Penalty 31391.567519 = -11777694.388433 nChanged 59 Iteration 182Q (2969.594913 sec): 11 clusters Score: Raw -11809090.135435 + Penalty 31391.567519 = -11777698.567916 nChanged 53 Iteration 183Q (2971.164823 sec): 11 clusters Score: Raw -11809093.730969 + Penalty 31391.567519 = -11777702.163450 nChanged 47 Iteration 184Q (2972.470508 sec): 11 clusters Score: Raw -11809097.342020 + Penalty 31391.567519 = -11777705.774501 nChanged 57 Iteration 185Q (2973.765098 sec): 11 clusters Score: Raw -11809102.247704 + Penalty 31391.567519 = -11777710.680185 nChanged 58 Iteration 186Q (2975.150303 sec): 11 clusters Score: Raw -11809106.651030 + Penalty 31391.567519 = -11777715.083511 nChanged 62 Iteration 187Q (2976.526198 sec): 11 clusters Score: Raw -11809111.499073 + Penalty 31391.567519 = -11777719.931554 nChanged 67 Iteration 188Q (2977.906014 sec): 11 clusters Score: Raw -11809116.866548 + Penalty 31391.567519 = -11777725.299029 nChanged 79 Iteration 189Q (2979.239490 sec): 11 clusters Score: Raw -11809122.597368 + Penalty 31391.567519 = -11777731.029849 nChanged 69 Iteration 190Q (2980.537621 sec): 11 clusters Score: Raw -11809127.548107 + Penalty 31391.567519 = -11777735.980588 nChanged 70 Iteration 191Q (2981.828066 sec): 11 clusters Score: Raw -11809132.652324 + Penalty 31391.567519 = -11777741.084805 nChanged 58 Iteration 192Q (2983.091278 sec): 11 clusters Score: Raw -11809137.330119 + Penalty 31391.567519 = -11777745.762600 nChanged 68 Iteration 193Q (2984.339704 sec): 11 clusters Score: Raw -11809142.298496 + Penalty 31391.567519 = -11777750.730977 nChanged 56 Iteration 194Q (2985.597451 sec): 11 clusters Score: Raw -11809145.974836 + Penalty 31391.567519 = -11777754.407317 nChanged 59 Iteration 195Q (2986.824194 sec): 11 clusters Score: Raw -11809150.263492 + Penalty 31391.567519 = -11777758.695973 nChanged 60 Iteration 196Q (2988.250337 sec): 11 clusters Score: Raw -11809154.223329 + Penalty 31391.567519 = -11777762.655811 nChanged 55 Iteration 197Q (2989.536095 sec): 11 clusters Score: Raw -11809158.562793 + Penalty 31391.567519 = -11777766.995274 nChanged 84 Iteration 198Q (2990.869974 sec): 11 clusters Score: Raw -11809164.478346 + Penalty 31391.567519 = -11777772.910827 nChanged 66 Iteration 199Q (2992.348216 sec): 11 clusters Score: Raw -11809169.434562 + Penalty 31391.567519 = -11777777.867043 nChanged 60 Iteration 200F (2994.040752 sec): 11 clusters Score: Raw -11809173.537308 + Penalty 31391.567519 = -11777781.969790 nChanged 53 Iteration 201Q (2995.227448 sec): 11 clusters Score: Raw -11809176.922010 + Penalty 31391.567519 = -11777785.354491 nChanged 57 Iteration 202Q (2996.504347 sec): 11 clusters Score: Raw -11809180.356567 + Penalty 31391.567519 = -11777788.789048 nChanged 40 Iteration 203Q (2997.931826 sec): 11 clusters Score: Raw -11809182.779763 + Penalty 31391.567519 = -11777791.212245 nChanged 35 Iteration 204Q (2999.478856 sec): 11 clusters Score: Raw -11809185.108993 + Penalty 31391.567519 = -11777793.541474 nChanged 24 Iteration 205Q (3000.684723 sec): 11 clusters Score: Raw -11809186.975442 + Penalty 31391.567519 = -11777795.407923 nChanged 24 Iteration 206Q (3001.897908 sec): 11 clusters Score: Raw -11809188.225682 + Penalty 31391.567519 = -11777796.658163 nChanged 26 Iteration 207Q (3003.149185 sec): 11 clusters Score: Raw -11809189.750186 + Penalty 31391.567519 = -11777798.182667 nChanged 16 Iteration 208Q (3004.409905 sec): 11 clusters Score: Raw -11809190.454804 + Penalty 31391.567519 = -11777798.887286 nChanged 13 Iteration 209Q (3005.669334 sec): 11 clusters Score: Raw -11809191.144406 + Penalty 31391.567519 = -11777799.576887 nChanged 20 Iteration 210Q (3006.895788 sec): 11 clusters Score: Raw -11809192.285821 + Penalty 31391.567519 = -11777800.718302 nChanged 17 Iteration 211Q (3008.154776 sec): 11 clusters Score: Raw -11809193.673106 + Penalty 31391.567519 = -11777802.105588 nChanged 23 Iteration 212Q (3009.356109 sec): 11 clusters Score: Raw -11809194.954120 + Penalty 31391.567519 = -11777803.386601 nChanged 21 Iteration 213Q (3010.546523 sec): 11 clusters Score: Raw -11809196.035038 + Penalty 31391.567519 = -11777804.467519 nChanged 18 Iteration 214Q (3011.772097 sec): 11 clusters Score: Raw -11809196.794309 + Penalty 31391.567519 = -11777805.226790 nChanged 19 Iteration 215Q (3012.958755 sec): 11 clusters Score: Raw -11809197.591902 + Penalty 31391.567519 = -11777806.024383 nChanged 17 Iteration 216Q (3014.178999 sec): 11 clusters Score: Raw -11809198.743114 + Penalty 31391.567519 = -11777807.175595 nChanged 19 Iteration 217Q (3015.403367 sec): 11 clusters Score: Raw -11809199.612753 + Penalty 31391.567519 = -11777808.045234 nChanged 28 Iteration 218Q (3016.628896 sec): 11 clusters Score: Raw -11809201.186147 + Penalty 31391.567519 = -11777809.618629 nChanged 25 Writing temp clu file Because OldScore, -11777808.045234, is greater than current (better) Score,-11777809.618629 Compute initial score before splitting: Score: Raw -11809201.186147 + Penalty 31391.567519 = -11777809.618629 Trying to split cluster 1 (3858 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3016.805647 sec): 2 clusters Score: Raw -240418.057070 + Penalty 2180.086707 = -238237.970363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3016.905442 sec): 3 clusters Score: Raw -238899.219606 + Penalty 4360.173414 = -234539.046191 nChanged 1440 SP:Iteration 1F (3016.969507 sec): 3 clusters Score: Raw -240779.775139 + Penalty 4360.173414 = -236419.601725 nChanged 469 SP:Iteration 2F (3017.006845 sec): 3 clusters Score: Raw -241624.564880 + Penalty 4360.173414 = -237264.391465 nChanged 339 SP:Iteration 3F (3017.040785 sec): 3 clusters Score: Raw -242098.476582 + Penalty 4360.173414 = -237738.303168 nChanged 221 SP:Iteration 4F (3017.074878 sec): 3 clusters Score: Raw -242336.092004 + Penalty 4360.173414 = -237975.918590 nChanged 134 SP:Iteration 5Q (3017.109128 sec): 3 clusters Score: Raw -242461.890313 + Penalty 4360.173414 = -238101.716899 nChanged 80 SP:Iteration 6Q (3017.151478 sec): 3 clusters Score: Raw -242517.906342 + Penalty 4360.173414 = -238157.732928 nChanged 50 SP:Iteration 7Q (3017.269520 sec): 3 clusters Score: Raw -242557.590447 + Penalty 4360.173414 = -238197.417033 nChanged 47 SP:Iteration 8Q (3017.365893 sec): 3 clusters Score: Raw -242593.915600 + Penalty 4360.173414 = -238233.742186 nChanged 41 SP:Iteration 9Q (3017.482912 sec): 3 clusters Score: Raw -242621.158659 + Penalty 4360.173414 = -238260.985245 nChanged 40 SP:Iteration 10Q (3017.604232 sec): 3 clusters Score: Raw -242642.900826 + Penalty 4360.173414 = -238282.727412 nChanged 27 SP:Iteration 11Q (3017.724051 sec): 3 clusters Score: Raw -242659.088145 + Penalty 4360.173414 = -238298.914731 nChanged 26 SP:Iteration 12Q (3017.785805 sec): 3 clusters Score: Raw -242677.025623 + Penalty 4360.173414 = -238316.852209 nChanged 21 SP:Iteration 13Q (3017.826078 sec): 3 clusters Score: Raw -242686.095786 + Penalty 4360.173414 = -238325.922372 nChanged 18 SP:Iteration 14Q (3017.869326 sec): 3 clusters Score: Raw -242695.119380 + Penalty 4360.173414 = -238334.945966 nChanged 13 SP:Iteration 15Q (3017.911943 sec): 3 clusters Score: Raw -242701.780704 + Penalty 4360.173414 = -238341.607290 nChanged 14 SP:Iteration 16Q (3018.044779 sec): 3 clusters Score: Raw -242710.724003 + Penalty 4360.173414 = -238350.550589 nChanged 12 SP:Iteration 17Q (3018.159081 sec): 3 clusters Score: Raw -242717.762400 + Penalty 4360.173414 = -238357.588986 nChanged 10 SP:Iteration 18Q (3018.270631 sec): 3 clusters Score: Raw -242722.054808 + Penalty 4360.173414 = -238361.881394 nChanged 9 SP:Iteration 19Q (3018.357436 sec): 3 clusters Score: Raw -242725.739198 + Penalty 4360.173414 = -238365.565784 nChanged 6 SP:Iteration 20F (3018.394999 sec): 3 clusters Score: Raw -242727.500786 + Penalty 4360.173414 = -238367.327372 nChanged 5 SP:Iteration 21Q (3018.436998 sec): 3 clusters Score: Raw -242728.948290 + Penalty 4360.173414 = -238368.774876 nChanged 5 SP:Iteration 22Q (3018.475796 sec): 3 clusters Score: Raw -242731.953959 + Penalty 4360.173414 = -238371.780545 nChanged 3 SP:Iteration 23Q (3018.511230 sec): 3 clusters Score: Raw -242733.454892 + Penalty 4360.173414 = -238373.281477 nChanged 3 SP:Iteration 24Q (3018.546721 sec): 3 clusters Score: Raw -242735.189551 + Penalty 4360.173414 = -238375.016137 nChanged 5 SP:Iteration 25Q (3018.581335 sec): 3 clusters Score: Raw -242737.897784 + Penalty 4360.173414 = -238377.724370 nChanged 4 SP:Iteration 26Q (3018.614324 sec): 3 clusters Score: Raw -242739.816232 + Penalty 4360.173414 = -238379.642818 nChanged 4 SP:Iteration 27Q (3018.657815 sec): 3 clusters Score: Raw -242741.457676 + Penalty 4360.173414 = -238381.284262 nChanged 8 SP:Iteration 28Q (3018.701150 sec): 3 clusters Score: Raw -242747.081719 + Penalty 4360.173414 = -238386.908305 nChanged 15 SP:Iteration 29Q (3018.744488 sec): 3 clusters Score: Raw -242758.124618 + Penalty 4360.173414 = -238397.951204 nChanged 17 SP:Iteration 30Q (3018.781154 sec): 3 clusters Score: Raw -242766.563150 + Penalty 4360.173414 = -238406.389736 nChanged 8 SP:Iteration 31Q (3018.814524 sec): 3 clusters Score: Raw -242770.518595 + Penalty 4360.173414 = -238410.345181 nChanged 5 SP:Iteration 32Q (3018.847579 sec): 3 clusters Score: Raw -242774.220561 + Penalty 4360.173414 = -238414.047146 nChanged 9 SP:Iteration 33Q (3018.880739 sec): 3 clusters Score: Raw -242778.762218 + Penalty 4360.173414 = -238418.588804 nChanged 3 SP:Iteration 34Q (3018.980186 sec): 3 clusters Score: Raw -242779.908007 + Penalty 4360.173414 = -238419.734593 nChanged 1 SP:Iteration 35Q (3019.078138 sec): 3 clusters Score: Raw -242780.323823 + Penalty 4360.173414 = -238420.150409 nChanged 1 SP:Iteration 36Q (3019.159605 sec): 3 clusters Score: Raw -242780.468839 + Penalty 4360.173414 = -238420.295424 nChanged 0 SP:Iteration 37F (3019.207154 sec): 3 clusters Score: Raw -242780.468839 + Penalty 4360.173414 = -238420.295424 nChanged 0 Score: Raw -11811564.482091 + Penalty 34530.724271 = -11777033.757821 Splitting cluster 1 changes total score from -11777809.618629 to -11777033.757821 So it's not getting split. Trying to split cluster 2 (14502 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3021.201671 sec): 2 clusters Score: Raw -1118091.118584 + Penalty 2529.659048 = -1115561.459535 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3021.284472 sec): 3 clusters Score: Raw -1109963.335656 + Penalty 5059.318097 = -1104904.017559 nChanged 6254 SP:Iteration 1F (3021.361884 sec): 3 clusters Score: Raw -1113574.033120 + Penalty 5059.318097 = -1108514.715023 nChanged 1022 SP:Iteration 2F (3021.432800 sec): 3 clusters Score: Raw -1114134.737188 + Penalty 5059.318097 = -1109075.419091 nChanged 877 SP:Iteration 3F (3021.543744 sec): 3 clusters Score: Raw -1114659.683254 + Penalty 5059.318097 = -1109600.365158 nChanged 827 SP:Iteration 4F (3021.630902 sec): 3 clusters Score: Raw -1115222.831067 + Penalty 5059.318097 = -1110163.512970 nChanged 829 SP:Iteration 5F (3021.710480 sec): 3 clusters Score: Raw -1115858.835030 + Penalty 5059.318097 = -1110799.516933 nChanged 890 SP:Iteration 6F (3021.906912 sec): 3 clusters Score: Raw -1116658.020231 + Penalty 5059.318097 = -1111598.702134 nChanged 927 SP:Iteration 7F (3022.041441 sec): 3 clusters Score: Raw -1117634.059341 + Penalty 5059.318097 = -1112574.741244 nChanged 938 SP:Iteration 8F (3022.104448 sec): 3 clusters Score: Raw -1118632.019428 + Penalty 5059.318097 = -1113572.701331 nChanged 794 SP:Iteration 9F (3022.172310 sec): 3 clusters Score: Raw -1119265.454550 + Penalty 5059.318097 = -1114206.136453 nChanged 609 SP:Iteration 10Q (3022.285788 sec): 3 clusters Score: Raw -1119578.264936 + Penalty 5059.318097 = -1114518.946839 nChanged 386 SP:Iteration 11Q (3022.361459 sec): 3 clusters Score: Raw -1119720.328108 + Penalty 5059.318097 = -1114661.010011 nChanged 225 SP:Iteration 12Q (3022.437698 sec): 3 clusters Score: Raw -1119790.341285 + Penalty 5059.318097 = -1114731.023188 nChanged 176 SP:Iteration 13Q (3022.530488 sec): 3 clusters Score: Raw -1119835.225939 + Penalty 5059.318097 = -1114775.907842 nChanged 120 SP:Iteration 14Q (3022.617338 sec): 3 clusters Score: Raw -1119863.964983 + Penalty 5059.318097 = -1114804.646886 nChanged 101 SP:Iteration 15Q (3022.703193 sec): 3 clusters Score: Raw -1119891.029594 + Penalty 5059.318097 = -1114831.711497 nChanged 98 SP:Iteration 16Q (3022.795479 sec): 3 clusters Score: Raw -1119914.418058 + Penalty 5059.318097 = -1114855.099961 nChanged 73 SP:Iteration 17Q (3022.881984 sec): 3 clusters Score: Raw -1119930.183236 + Penalty 5059.318097 = -1114870.865140 nChanged 60 SP:Iteration 18Q (3022.968189 sec): 3 clusters Score: Raw -1119942.675649 + Penalty 5059.318097 = -1114883.357553 nChanged 56 SP:Iteration 19Q (3023.057395 sec): 3 clusters Score: Raw -1119953.057960 + Penalty 5059.318097 = -1114893.739863 nChanged 46 SP:Iteration 20F (3023.143774 sec): 3 clusters Score: Raw -1119960.928615 + Penalty 5059.318097 = -1114901.610518 nChanged 28 SP:Iteration 21Q (3023.230158 sec): 3 clusters Score: Raw -1119964.345271 + Penalty 5059.318097 = -1114905.027175 nChanged 22 SP:Iteration 22Q (3023.318824 sec): 3 clusters Score: Raw -1119966.502656 + Penalty 5059.318097 = -1114907.184559 nChanged 13 SP:Iteration 23Q (3023.407235 sec): 3 clusters Score: Raw -1119967.978927 + Penalty 5059.318097 = -1114908.660830 nChanged 13 SP:Iteration 24Q (3023.499696 sec): 3 clusters Score: Raw -1119969.620355 + Penalty 5059.318097 = -1114910.302258 nChanged 9 SP:Iteration 25Q (3023.598891 sec): 3 clusters Score: Raw -1119970.720550 + Penalty 5059.318097 = -1114911.402454 nChanged 12 SP:Iteration 26Q (3023.680319 sec): 3 clusters Score: Raw -1119972.317506 + Penalty 5059.318097 = -1114912.999409 nChanged 7 SP:Iteration 27Q (3023.768783 sec): 3 clusters Score: Raw -1119973.223633 + Penalty 5059.318097 = -1114913.905537 nChanged 4 SP:Iteration 28Q (3023.873441 sec): 3 clusters Score: Raw -1119973.649164 + Penalty 5059.318097 = -1114914.331067 nChanged 4 SP:Iteration 29Q (3023.955286 sec): 3 clusters Score: Raw -1119974.019966 + Penalty 5059.318097 = -1114914.701869 nChanged 2 SP:Iteration 30Q (3024.043626 sec): 3 clusters Score: Raw -1119974.205551 + Penalty 5059.318097 = -1114914.887454 nChanged 5 SP:Iteration 31Q (3024.148453 sec): 3 clusters Score: Raw -1119974.685926 + Penalty 5059.318097 = -1114915.367829 nChanged 1 SP:Iteration 32Q (3024.242879 sec): 3 clusters Score: Raw -1119974.733644 + Penalty 5059.318097 = -1114915.415547 nChanged 1 SP:Iteration 33Q (3024.318892 sec): 3 clusters Score: Raw -1119974.792514 + Penalty 5059.318097 = -1114915.474418 nChanged 1 SP:Iteration 34Q (3024.409498 sec): 3 clusters Score: Raw -1119974.913050 + Penalty 5059.318097 = -1114915.594953 nChanged 1 SP:Iteration 35Q (3024.498281 sec): 3 clusters Score: Raw -1119975.025358 + Penalty 5059.318097 = -1114915.707261 nChanged 2 SP:Iteration 36Q (3024.586310 sec): 3 clusters Score: Raw -1119975.173300 + Penalty 5059.318097 = -1114915.855204 nChanged 3 SP:Iteration 37Q (3024.781314 sec): 3 clusters Score: Raw -1119975.384377 + Penalty 5059.318097 = -1114916.066280 nChanged 1 SP:Iteration 38Q (3024.972686 sec): 3 clusters Score: Raw -1119975.432719 + Penalty 5059.318097 = -1114916.114622 nChanged 0 SP:Iteration 39F (3025.089365 sec): 3 clusters Score: Raw -1119975.432719 + Penalty 5059.318097 = -1114916.114622 nChanged 0 Trying to split cluster 3 (66985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3025.410084 sec): 2 clusters Score: Raw -5734711.101811 + Penalty 2933.627134 = -5731777.474677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3025.753642 sec): 3 clusters Score: Raw -5692679.817876 + Penalty 5867.254268 = -5686812.563608 nChanged 31110 SP:Iteration 1F (3026.088009 sec): 3 clusters Score: Raw -5710506.204677 + Penalty 5867.254268 = -5704638.950409 nChanged 3065 SP:Iteration 2Q (3026.378822 sec): 3 clusters Score: Raw -5711721.094591 + Penalty 5867.254268 = -5705853.840323 nChanged 3345 SP:Iteration 3Q (3026.703729 sec): 3 clusters Score: Raw -5713241.063211 + Penalty 5867.254268 = -5707373.808943 nChanged 3674 SP:Iteration 4F (3026.969323 sec): 3 clusters Score: Raw -5715109.384499 + Penalty 5867.254268 = -5709242.130231 nChanged 4017 SP:Iteration 5F (3027.220161 sec): 3 clusters Score: Raw -5717377.824890 + Penalty 5867.254268 = -5711510.570622 nChanged 4313 SP:Iteration 6F (3027.464922 sec): 3 clusters Score: Raw -5720022.582013 + Penalty 5867.254268 = -5714155.327745 nChanged 4311 SP:Iteration 7F (3027.736999 sec): 3 clusters Score: Raw -5722807.552828 + Penalty 5867.254268 = -5716940.298560 nChanged 4065 SP:Iteration 8F (3027.983222 sec): 3 clusters Score: Raw -5725682.881802 + Penalty 5867.254268 = -5719815.627534 nChanged 3681 SP:Iteration 9F (3028.259736 sec): 3 clusters Score: Raw -5728471.312652 + Penalty 5867.254268 = -5722604.058383 nChanged 2937 SP:Iteration 10Q (3028.539326 sec): 3 clusters Score: Raw -5730890.750732 + Penalty 5867.254268 = -5725023.496464 nChanged 2138 SP:Iteration 11Q (3028.809841 sec): 3 clusters Score: Raw -5732830.710934 + Penalty 5867.254268 = -5726963.456666 nChanged 1433 SP:Iteration 12Q (3029.073429 sec): 3 clusters Score: Raw -5734220.192283 + Penalty 5867.254268 = -5728352.938015 nChanged 986 SP:Iteration 13Q (3029.325878 sec): 3 clusters Score: Raw -5735222.336448 + Penalty 5867.254268 = -5729355.082180 nChanged 694 SP:Iteration 14Q (3029.576359 sec): 3 clusters Score: Raw -5735842.027358 + Penalty 5867.254268 = -5729974.773090 nChanged 505 SP:Iteration 15Q (3029.854056 sec): 3 clusters Score: Raw -5736193.191469 + Penalty 5867.254268 = -5730325.937201 nChanged 343 SP:Iteration 16Q (3030.069743 sec): 3 clusters Score: Raw -5736354.613885 + Penalty 5867.254268 = -5730487.359616 nChanged 251 SP:Iteration 17Q (3030.323736 sec): 3 clusters Score: Raw -5736439.136293 + Penalty 5867.254268 = -5730571.882024 nChanged 169 SP:Iteration 18Q (3030.634280 sec): 3 clusters Score: Raw -5736482.884342 + Penalty 5867.254268 = -5730615.630074 nChanged 107 SP:Iteration 19Q (3030.879127 sec): 3 clusters Score: Raw -5736506.934301 + Penalty 5867.254268 = -5730639.680033 nChanged 86 SP:Iteration 20F (3031.147455 sec): 3 clusters Score: Raw -5736520.069023 + Penalty 5867.254268 = -5730652.814755 nChanged 57 SP:Iteration 21Q (3031.462804 sec): 3 clusters Score: Raw -5736528.568608 + Penalty 5867.254268 = -5730661.314340 nChanged 51 SP:Iteration 22Q (3031.760256 sec): 3 clusters Score: Raw -5736534.640307 + Penalty 5867.254268 = -5730667.386039 nChanged 35 SP:Iteration 23Q (3031.978012 sec): 3 clusters Score: Raw -5736538.386773 + Penalty 5867.254268 = -5730671.132505 nChanged 19 SP:Iteration 24Q (3032.256509 sec): 3 clusters Score: Raw -5736540.680932 + Penalty 5867.254268 = -5730673.426664 nChanged 17 SP:Iteration 25Q (3032.548836 sec): 3 clusters Score: Raw -5736543.404925 + Penalty 5867.254268 = -5730676.150657 nChanged 16 SP:Iteration 26Q (3032.760268 sec): 3 clusters Score: Raw -5736545.370424 + Penalty 5867.254268 = -5730678.116156 nChanged 17 SP:Iteration 27Q (3032.988377 sec): 3 clusters Score: Raw -5736547.043511 + Penalty 5867.254268 = -5730679.789243 nChanged 10 SP:Iteration 28Q (3033.236298 sec): 3 clusters Score: Raw -5736548.220847 + Penalty 5867.254268 = -5730680.966579 nChanged 8 SP:Iteration 29Q (3033.588363 sec): 3 clusters Score: Raw -5736548.942711 + Penalty 5867.254268 = -5730681.688443 nChanged 10 SP:Iteration 30Q (3033.889886 sec): 3 clusters Score: Raw -5736549.944313 + Penalty 5867.254268 = -5730682.690045 nChanged 11 SP:Iteration 31Q (3034.114369 sec): 3 clusters Score: Raw -5736551.027071 + Penalty 5867.254268 = -5730683.772803 nChanged 7 SP:Iteration 32Q (3034.370978 sec): 3 clusters Score: Raw -5736551.800894 + Penalty 5867.254268 = -5730684.546625 nChanged 3 SP:Iteration 33Q (3034.659776 sec): 3 clusters Score: Raw -5736552.080150 + Penalty 5867.254268 = -5730684.825882 nChanged 6 SP:Iteration 34Q (3034.939654 sec): 3 clusters Score: Raw -5736552.626444 + Penalty 5867.254268 = -5730685.372176 nChanged 8 SP:Iteration 35Q (3035.248728 sec): 3 clusters Score: Raw -5736553.498630 + Penalty 5867.254268 = -5730686.244361 nChanged 8 SP:Iteration 36Q (3035.468077 sec): 3 clusters Score: Raw -5736554.716270 + Penalty 5867.254268 = -5730687.462002 nChanged 10 SP:Iteration 37Q (3035.727185 sec): 3 clusters Score: Raw -5736555.679603 + Penalty 5867.254268 = -5730688.425335 nChanged 5 SP:Iteration 38Q (3035.941309 sec): 3 clusters Score: Raw -5736556.379245 + Penalty 5867.254268 = -5730689.124977 nChanged 6 SP:Iteration 39Q (3036.226771 sec): 3 clusters Score: Raw -5736556.914702 + Penalty 5867.254268 = -5730689.660434 nChanged 5 SP:Iteration 40F (3036.555059 sec): 3 clusters Score: Raw -5736557.285849 + Penalty 5867.254268 = -5730690.031581 nChanged 3 SP:Iteration 41Q (3036.794474 sec): 3 clusters Score: Raw -5736557.575337 + Penalty 5867.254268 = -5730690.321068 nChanged 1 SP:Iteration 42Q (3037.095132 sec): 3 clusters Score: Raw -5736557.630210 + Penalty 5867.254268 = -5730690.375942 nChanged 1 SP:Iteration 43Q (3037.309881 sec): 3 clusters Score: Raw -5736557.692256 + Penalty 5867.254268 = -5730690.437988 nChanged 0 SP:Iteration 44F (3037.595149 sec): 3 clusters Score: Raw -5736557.692256 + Penalty 5867.254268 = -5730690.437988 nChanged 0 Trying to split cluster 4 (13964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3037.685595 sec): 2 clusters Score: Raw -1075822.452594 + Penalty 2519.678797 = -1073302.773797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3037.782765 sec): 3 clusters Score: Raw -1068107.793131 + Penalty 5039.357594 = -1063068.435537 nChanged 6028 SP:Iteration 1F (3037.866772 sec): 3 clusters Score: Raw -1071603.855548 + Penalty 5039.357594 = -1066564.497954 nChanged 1084 SP:Iteration 2F (3037.936402 sec): 3 clusters Score: Raw -1072427.862099 + Penalty 5039.357594 = -1067388.504504 nChanged 1028 SP:Iteration 3F (3038.041247 sec): 3 clusters Score: Raw -1073200.402386 + Penalty 5039.357594 = -1068161.044791 nChanged 901 SP:Iteration 4F (3038.126456 sec): 3 clusters Score: Raw -1073906.373792 + Penalty 5039.357594 = -1068867.016197 nChanged 866 SP:Iteration 5F (3038.201518 sec): 3 clusters Score: Raw -1074472.174025 + Penalty 5039.357594 = -1069432.816431 nChanged 715 SP:Iteration 6F (3038.292499 sec): 3 clusters Score: Raw -1074931.032318 + Penalty 5039.357594 = -1069891.674724 nChanged 617 SP:Iteration 7Q (3038.385319 sec): 3 clusters Score: Raw -1075338.256582 + Penalty 5039.357594 = -1070298.898988 nChanged 562 SP:Iteration 8Q (3038.469737 sec): 3 clusters Score: Raw -1075694.231739 + Penalty 5039.357594 = -1070654.874145 nChanged 484 SP:Iteration 9Q (3038.554665 sec): 3 clusters Score: Raw -1075993.312517 + Penalty 5039.357594 = -1070953.954923 nChanged 399 SP:Iteration 10Q (3038.735535 sec): 3 clusters Score: Raw -1076188.721416 + Penalty 5039.357594 = -1071149.363822 nChanged 322 SP:Iteration 11Q (3038.904948 sec): 3 clusters Score: Raw -1076316.289993 + Penalty 5039.357594 = -1071276.932399 nChanged 272 SP:Iteration 12Q (3039.016557 sec): 3 clusters Score: Raw -1076415.748490 + Penalty 5039.357594 = -1071376.390896 nChanged 225 SP:Iteration 13Q (3039.177419 sec): 3 clusters Score: Raw -1076496.737219 + Penalty 5039.357594 = -1071457.379625 nChanged 200 SP:Iteration 14Q (3039.284773 sec): 3 clusters Score: Raw -1076550.922776 + Penalty 5039.357594 = -1071511.565181 nChanged 146 SP:Iteration 15Q (3039.466876 sec): 3 clusters Score: Raw -1076587.433988 + Penalty 5039.357594 = -1071548.076393 nChanged 118 SP:Iteration 16Q (3039.671114 sec): 3 clusters Score: Raw -1076615.756075 + Penalty 5039.357594 = -1071576.398480 nChanged 107 SP:Iteration 17Q (3039.816788 sec): 3 clusters Score: Raw -1076642.338962 + Penalty 5039.357594 = -1071602.981367 nChanged 89 SP:Iteration 18Q (3039.928908 sec): 3 clusters Score: Raw -1076672.616765 + Penalty 5039.357594 = -1071633.259170 nChanged 108 SP:Iteration 19Q (3040.029537 sec): 3 clusters Score: Raw -1076720.873099 + Penalty 5039.357594 = -1071681.515505 nChanged 143 SP:Iteration 20F (3040.143826 sec): 3 clusters Score: Raw -1076792.511498 + Penalty 5039.357594 = -1071753.153903 nChanged 162 SP:Iteration 21Q (3040.303613 sec): 3 clusters Score: Raw -1076899.580344 + Penalty 5039.357594 = -1071860.222749 nChanged 197 SP:Iteration 22Q (3040.487655 sec): 3 clusters Score: Raw -1077066.065248 + Penalty 5039.357594 = -1072026.707654 nChanged 276 SP:Iteration 23Q (3040.644666 sec): 3 clusters Score: Raw -1077327.149249 + Penalty 5039.357594 = -1072287.791654 nChanged 296 SP:Iteration 24Q (3040.720817 sec): 3 clusters Score: Raw -1077565.637013 + Penalty 5039.357594 = -1072526.279418 nChanged 278 SP:Iteration 25Q (3040.794798 sec): 3 clusters Score: Raw -1077713.975051 + Penalty 5039.357594 = -1072674.617457 nChanged 224 SP:Iteration 26Q (3040.905579 sec): 3 clusters Score: Raw -1077792.048657 + Penalty 5039.357594 = -1072752.691063 nChanged 140 SP:Iteration 27Q (3040.994374 sec): 3 clusters Score: Raw -1077832.756654 + Penalty 5039.357594 = -1072793.399060 nChanged 119 SP:Iteration 28Q (3041.085061 sec): 3 clusters Score: Raw -1077861.184768 + Penalty 5039.357594 = -1072821.827174 nChanged 85 SP:Iteration 29Q (3041.184987 sec): 3 clusters Score: Raw -1077875.997649 + Penalty 5039.357594 = -1072836.640054 nChanged 60 SP:Iteration 30Q (3041.287083 sec): 3 clusters Score: Raw -1077885.922873 + Penalty 5039.357594 = -1072846.565278 nChanged 39 SP:Iteration 31Q (3041.376782 sec): 3 clusters Score: Raw -1077891.685169 + Penalty 5039.357594 = -1072852.327575 nChanged 29 SP:Iteration 32Q (3041.483627 sec): 3 clusters Score: Raw -1077895.857277 + Penalty 5039.357594 = -1072856.499683 nChanged 20 SP:Iteration 33Q (3041.605052 sec): 3 clusters Score: Raw -1077897.954827 + Penalty 5039.357594 = -1072858.597233 nChanged 16 SP:Iteration 34Q (3041.690054 sec): 3 clusters Score: Raw -1077900.512942 + Penalty 5039.357594 = -1072861.155347 nChanged 18 SP:Iteration 35Q (3041.779269 sec): 3 clusters Score: Raw -1077903.038288 + Penalty 5039.357594 = -1072863.680694 nChanged 20 SP:Iteration 36Q (3041.886117 sec): 3 clusters Score: Raw -1077905.865131 + Penalty 5039.357594 = -1072866.507536 nChanged 18 SP:Iteration 37Q (3042.002236 sec): 3 clusters Score: Raw -1077907.917542 + Penalty 5039.357594 = -1072868.559947 nChanged 13 SP:Iteration 38Q (3042.090482 sec): 3 clusters Score: Raw -1077909.165305 + Penalty 5039.357594 = -1072869.807710 nChanged 13 SP:Iteration 39Q (3042.179996 sec): 3 clusters Score: Raw -1077910.299340 + Penalty 5039.357594 = -1072870.941746 nChanged 9 SP:Iteration 40F (3042.269612 sec): 3 clusters Score: Raw -1077911.346416 + Penalty 5039.357594 = -1072871.988821 nChanged 7 SP:Iteration 41Q (3042.436758 sec): 3 clusters Score: Raw -1077912.114922 + Penalty 5039.357594 = -1072872.757328 nChanged 9 SP:Iteration 42Q (3042.600047 sec): 3 clusters Score: Raw -1077913.047670 + Penalty 5039.357594 = -1072873.690076 nChanged 4 SP:Iteration 43Q (3042.692406 sec): 3 clusters Score: Raw -1077913.366054 + Penalty 5039.357594 = -1072874.008460 nChanged 3 SP:Iteration 44Q (3042.788645 sec): 3 clusters Score: Raw -1077913.913489 + Penalty 5039.357594 = -1072874.555895 nChanged 5 SP:Iteration 45Q (3042.889698 sec): 3 clusters Score: Raw -1077914.544857 + Penalty 5039.357594 = -1072875.187263 nChanged 3 SP:Iteration 46Q (3042.991409 sec): 3 clusters Score: Raw -1077914.957315 + Penalty 5039.357594 = -1072875.599721 nChanged 4 SP:Iteration 47Q (3043.103074 sec): 3 clusters Score: Raw -1077915.313670 + Penalty 5039.357594 = -1072875.956076 nChanged 4 SP:Iteration 48Q (3043.198218 sec): 3 clusters Score: Raw -1077915.748817 + Penalty 5039.357594 = -1072876.391222 nChanged 3 SP:Iteration 49Q (3043.312000 sec): 3 clusters Score: Raw -1077916.132930 + Penalty 5039.357594 = -1072876.775336 nChanged 4 SP:Iteration 50Q (3043.399084 sec): 3 clusters Score: Raw -1077916.458301 + Penalty 5039.357594 = -1072877.100706 nChanged 2 SP:Iteration 51Q (3043.488232 sec): 3 clusters Score: Raw -1077916.901578 + Penalty 5039.357594 = -1072877.543984 nChanged 4 SP:Iteration 52Q (3043.622791 sec): 3 clusters Score: Raw -1077917.366185 + Penalty 5039.357594 = -1072878.008591 nChanged 5 SP:Iteration 53Q (3043.729610 sec): 3 clusters Score: Raw -1077918.055690 + Penalty 5039.357594 = -1072878.698096 nChanged 3 SP:Iteration 54Q (3043.827324 sec): 3 clusters Score: Raw -1077918.290272 + Penalty 5039.357594 = -1072878.932677 nChanged 3 SP:Iteration 55Q (3044.003786 sec): 3 clusters Score: Raw -1077918.703828 + Penalty 5039.357594 = -1072879.346234 nChanged 1 SP:Iteration 56Q (3044.092809 sec): 3 clusters Score: Raw -1077918.804668 + Penalty 5039.357594 = -1072879.447073 nChanged 0 SP:Iteration 57F (3044.242252 sec): 3 clusters Score: Raw -1077918.804668 + Penalty 5039.357594 = -1072879.447073 nChanged 0 Trying to split cluster 5 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3044.311018 sec): 2 clusters Score: Raw -328376.620411 + Penalty 2214.430747 = -326162.189665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3044.378471 sec): 3 clusters Score: Raw -326358.409402 + Penalty 4428.861494 = -321929.547908 nChanged 1623 SP:Iteration 1F (3044.440611 sec): 3 clusters Score: Raw -327356.369571 + Penalty 4428.861494 = -322927.508078 nChanged 372 SP:Iteration 2F (3044.508946 sec): 3 clusters Score: Raw -327776.254001 + Penalty 4428.861494 = -323347.392508 nChanged 357 SP:Iteration 3F (3044.566834 sec): 3 clusters Score: Raw -328317.426689 + Penalty 4428.861494 = -323888.565196 nChanged 351 SP:Iteration 4F (3044.611589 sec): 3 clusters Score: Raw -328799.406880 + Penalty 4428.861494 = -324370.545387 nChanged 272 SP:Iteration 5F (3044.656733 sec): 3 clusters Score: Raw -329126.034562 + Penalty 4428.861494 = -324697.173068 nChanged 227 SP:Iteration 6F (3044.701409 sec): 3 clusters Score: Raw -329350.793762 + Penalty 4428.861494 = -324921.932269 nChanged 179 SP:Iteration 7Q (3044.747545 sec): 3 clusters Score: Raw -329509.643589 + Penalty 4428.861494 = -325080.782096 nChanged 148 SP:Iteration 8Q (3044.800408 sec): 3 clusters Score: Raw -329670.019846 + Penalty 4428.861494 = -325241.158352 nChanged 137 SP:Iteration 9Q (3044.853200 sec): 3 clusters Score: Raw -329843.819089 + Penalty 4428.861494 = -325414.957595 nChanged 125 SP:Iteration 10Q (3044.901331 sec): 3 clusters Score: Raw -330030.029262 + Penalty 4428.861494 = -325601.167768 nChanged 111 SP:Iteration 11Q (3044.949282 sec): 3 clusters Score: Raw -330176.844314 + Penalty 4428.861494 = -325747.982821 nChanged 97 SP:Iteration 12Q (3045.078956 sec): 3 clusters Score: Raw -330266.097809 + Penalty 4428.861494 = -325837.236316 nChanged 73 SP:Iteration 13Q (3045.218578 sec): 3 clusters Score: Raw -330322.368962 + Penalty 4428.861494 = -325893.507469 nChanged 60 SP:Iteration 14Q (3045.335677 sec): 3 clusters Score: Raw -330362.892733 + Penalty 4428.861494 = -325934.031240 nChanged 44 SP:Iteration 15Q (3045.433984 sec): 3 clusters Score: Raw -330393.228229 + Penalty 4428.861494 = -325964.366735 nChanged 34 SP:Iteration 16Q (3045.481195 sec): 3 clusters Score: Raw -330417.107422 + Penalty 4428.861494 = -325988.245928 nChanged 39 SP:Iteration 17Q (3045.529590 sec): 3 clusters Score: Raw -330442.364163 + Penalty 4428.861494 = -326013.502670 nChanged 41 SP:Iteration 18Q (3045.577347 sec): 3 clusters Score: Raw -330466.636360 + Penalty 4428.861494 = -326037.774866 nChanged 34 SP:Iteration 19Q (3045.626093 sec): 3 clusters Score: Raw -330488.833077 + Penalty 4428.861494 = -326059.971584 nChanged 28 SP:Iteration 20F (3045.744197 sec): 3 clusters Score: Raw -330507.366138 + Penalty 4428.861494 = -326078.504644 nChanged 32 SP:Iteration 21Q (3045.853531 sec): 3 clusters Score: Raw -330529.544551 + Penalty 4428.861494 = -326100.683057 nChanged 29 SP:Iteration 22Q (3045.902134 sec): 3 clusters Score: Raw -330547.005183 + Penalty 4428.861494 = -326118.143690 nChanged 24 SP:Iteration 23Q (3045.949852 sec): 3 clusters Score: Raw -330558.537998 + Penalty 4428.861494 = -326129.676504 nChanged 16 SP:Iteration 24Q (3045.997119 sec): 3 clusters Score: Raw -330568.859713 + Penalty 4428.861494 = -326139.998219 nChanged 21 SP:Iteration 25Q (3046.044095 sec): 3 clusters Score: Raw -330583.316599 + Penalty 4428.861494 = -326154.455106 nChanged 15 SP:Iteration 26Q (3046.092003 sec): 3 clusters Score: Raw -330595.978055 + Penalty 4428.861494 = -326167.116561 nChanged 21 SP:Iteration 27Q (3046.141755 sec): 3 clusters Score: Raw -330627.102801 + Penalty 4428.861494 = -326198.241308 nChanged 23 SP:Iteration 28Q (3046.258559 sec): 3 clusters Score: Raw -330652.816569 + Penalty 4428.861494 = -326223.955075 nChanged 17 SP:Iteration 29Q (3046.330912 sec): 3 clusters Score: Raw -330671.148151 + Penalty 4428.861494 = -326242.286658 nChanged 18 SP:Iteration 30Q (3046.397592 sec): 3 clusters Score: Raw -330694.082259 + Penalty 4428.861494 = -326265.220766 nChanged 20 SP:Iteration 31Q (3046.446565 sec): 3 clusters Score: Raw -330720.551510 + Penalty 4428.861494 = -326291.690016 nChanged 24 SP:Iteration 32Q (3046.501329 sec): 3 clusters Score: Raw -330744.265464 + Penalty 4428.861494 = -326315.403971 nChanged 19 SP:Iteration 33Q (3046.549984 sec): 3 clusters Score: Raw -330758.016806 + Penalty 4428.861494 = -326329.155313 nChanged 19 SP:Iteration 34Q (3046.612438 sec): 3 clusters Score: Raw -330773.158707 + Penalty 4428.861494 = -326344.297213 nChanged 15 SP:Iteration 35Q (3046.661207 sec): 3 clusters Score: Raw -330784.256836 + Penalty 4428.861494 = -326355.395342 nChanged 8 SP:Iteration 36Q (3046.710178 sec): 3 clusters Score: Raw -330789.096307 + Penalty 4428.861494 = -326360.234814 nChanged 6 SP:Iteration 37Q (3046.758538 sec): 3 clusters Score: Raw -330791.133148 + Penalty 4428.861494 = -326362.271655 nChanged 6 SP:Iteration 38Q (3046.806802 sec): 3 clusters Score: Raw -330793.364805 + Penalty 4428.861494 = -326364.503311 nChanged 0 SP:Iteration 39F (3046.857286 sec): 3 clusters Score: Raw -330793.364805 + Penalty 4428.861494 = -326364.503311 nChanged 0 Score: Raw -11811618.814716 + Penalty 34530.724271 = -11777088.090445 Splitting cluster 5 changes total score from -11777809.618629 to -11777088.090445 So it's not getting split. Trying to split cluster 6 (8228 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3049.352049 sec): 2 clusters Score: Raw -681123.364637 + Penalty 2380.038738 = -678743.325899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3049.537330 sec): 3 clusters Score: Raw -676847.226129 + Penalty 4760.077476 = -672087.148653 nChanged 3322 SP:Iteration 1F (3049.688807 sec): 3 clusters Score: Raw -678907.175058 + Penalty 4760.077476 = -674147.097582 nChanged 699 SP:Iteration 2F (3049.861614 sec): 3 clusters Score: Raw -679441.866695 + Penalty 4760.077476 = -674681.789219 nChanged 586 SP:Iteration 3F (3050.004338 sec): 3 clusters Score: Raw -679915.795262 + Penalty 4760.077476 = -675155.717786 nChanged 542 SP:Iteration 4F (3050.064761 sec): 3 clusters Score: Raw -680377.642081 + Penalty 4760.077476 = -675617.564605 nChanged 505 SP:Iteration 5F (3050.129990 sec): 3 clusters Score: Raw -680809.825807 + Penalty 4760.077476 = -676049.748330 nChanged 430 SP:Iteration 6F (3050.220730 sec): 3 clusters Score: Raw -681145.725119 + Penalty 4760.077476 = -676385.647642 nChanged 381 SP:Iteration 7Q (3050.296089 sec): 3 clusters Score: Raw -681425.808790 + Penalty 4760.077476 = -676665.731314 nChanged 328 SP:Iteration 8Q (3050.462008 sec): 3 clusters Score: Raw -681657.203528 + Penalty 4760.077476 = -676897.126052 nChanged 266 SP:Iteration 9Q (3050.527796 sec): 3 clusters Score: Raw -681816.162610 + Penalty 4760.077476 = -677056.085133 nChanged 201 SP:Iteration 10Q (3050.592584 sec): 3 clusters Score: Raw -681920.672583 + Penalty 4760.077476 = -677160.595107 nChanged 155 SP:Iteration 11Q (3050.680309 sec): 3 clusters Score: Raw -682003.602187 + Penalty 4760.077476 = -677243.524711 nChanged 134 SP:Iteration 12Q (3050.750792 sec): 3 clusters Score: Raw -682058.881676 + Penalty 4760.077476 = -677298.804199 nChanged 103 SP:Iteration 13Q (3050.818875 sec): 3 clusters Score: Raw -682094.756424 + Penalty 4760.077476 = -677334.678947 nChanged 69 SP:Iteration 14Q (3050.947538 sec): 3 clusters Score: Raw -682116.294175 + Penalty 4760.077476 = -677356.216699 nChanged 53 SP:Iteration 15Q (3051.019918 sec): 3 clusters Score: Raw -682129.712710 + Penalty 4760.077476 = -677369.635233 nChanged 39 SP:Iteration 16Q (3051.090362 sec): 3 clusters Score: Raw -682141.383172 + Penalty 4760.077476 = -677381.305696 nChanged 40 SP:Iteration 17Q (3051.155825 sec): 3 clusters Score: Raw -682153.598819 + Penalty 4760.077476 = -677393.521343 nChanged 43 SP:Iteration 18Q (3051.224056 sec): 3 clusters Score: Raw -682166.284556 + Penalty 4760.077476 = -677406.207079 nChanged 50 SP:Iteration 19Q (3051.297180 sec): 3 clusters Score: Raw -682181.071496 + Penalty 4760.077476 = -677420.994020 nChanged 48 SP:Iteration 20F (3051.369102 sec): 3 clusters Score: Raw -682194.969608 + Penalty 4760.077476 = -677434.892132 nChanged 38 SP:Iteration 21Q (3051.439915 sec): 3 clusters Score: Raw -682205.352560 + Penalty 4760.077476 = -677445.275083 nChanged 31 SP:Iteration 22Q (3051.510720 sec): 3 clusters Score: Raw -682213.524378 + Penalty 4760.077476 = -677453.446901 nChanged 35 SP:Iteration 23Q (3051.581533 sec): 3 clusters Score: Raw -682221.830315 + Penalty 4760.077476 = -677461.752838 nChanged 21 SP:Iteration 24Q (3051.651952 sec): 3 clusters Score: Raw -682227.272029 + Penalty 4760.077476 = -677467.194552 nChanged 22 SP:Iteration 25Q (3051.722483 sec): 3 clusters Score: Raw -682232.859393 + Penalty 4760.077476 = -677472.781917 nChanged 17 SP:Iteration 26Q (3051.793304 sec): 3 clusters Score: Raw -682236.864475 + Penalty 4760.077476 = -677476.786999 nChanged 20 SP:Iteration 27Q (3051.863699 sec): 3 clusters Score: Raw -682240.453298 + Penalty 4760.077476 = -677480.375821 nChanged 7 SP:Iteration 28Q (3051.934172 sec): 3 clusters Score: Raw -682241.770873 + Penalty 4760.077476 = -677481.693397 nChanged 7 SP:Iteration 29Q (3052.004559 sec): 3 clusters Score: Raw -682243.132762 + Penalty 4760.077476 = -677483.055286 nChanged 7 SP:Iteration 30Q (3052.075231 sec): 3 clusters Score: Raw -682244.827594 + Penalty 4760.077476 = -677484.750118 nChanged 7 SP:Iteration 31Q (3052.145921 sec): 3 clusters Score: Raw -682245.965878 + Penalty 4760.077476 = -677485.888402 nChanged 6 SP:Iteration 32Q (3052.355589 sec): 3 clusters Score: Raw -682247.023219 + Penalty 4760.077476 = -677486.945743 nChanged 8 SP:Iteration 33Q (3052.490531 sec): 3 clusters Score: Raw -682248.463393 + Penalty 4760.077476 = -677488.385917 nChanged 7 SP:Iteration 34Q (3052.558239 sec): 3 clusters Score: Raw -682250.619805 + Penalty 4760.077476 = -677490.542328 nChanged 11 SP:Iteration 35Q (3052.682006 sec): 3 clusters Score: Raw -682253.283619 + Penalty 4760.077476 = -677493.206143 nChanged 4 SP:Iteration 36Q (3052.770297 sec): 3 clusters Score: Raw -682254.233011 + Penalty 4760.077476 = -677494.155535 nChanged 7 SP:Iteration 37Q (3052.855390 sec): 3 clusters Score: Raw -682255.342082 + Penalty 4760.077476 = -677495.264606 nChanged 6 SP:Iteration 38Q (3052.918522 sec): 3 clusters Score: Raw -682256.351341 + Penalty 4760.077476 = -677496.273864 nChanged 2 SP:Iteration 39Q (3053.066329 sec): 3 clusters Score: Raw -682256.634782 + Penalty 4760.077476 = -677496.557305 nChanged 1 SP:Iteration 40F (3053.141142 sec): 3 clusters Score: Raw -682256.712439 + Penalty 4760.077476 = -677496.634962 nChanged 2 SP:Iteration 41Q (3053.208982 sec): 3 clusters Score: Raw -682257.121986 + Penalty 4760.077476 = -677497.044510 nChanged 0 SP:Iteration 42F (3053.281649 sec): 3 clusters Score: Raw -682257.121986 + Penalty 4760.077476 = -677497.044510 nChanged 0 Trying to split cluster 7 (13863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3053.372569 sec): 2 clusters Score: Raw -1220484.572888 + Penalty 2517.762377 = -1217966.810511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3053.517577 sec): 3 clusters Score: Raw -1212812.238295 + Penalty 5035.524753 = -1207776.713542 nChanged 5913 SP:Iteration 1F (3053.609061 sec): 3 clusters Score: Raw -1215991.710729 + Penalty 5035.524753 = -1210956.185976 nChanged 995 SP:Iteration 2F (3053.700728 sec): 3 clusters Score: Raw -1216495.983900 + Penalty 5035.524753 = -1211460.459147 nChanged 857 SP:Iteration 3F (3053.832873 sec): 3 clusters Score: Raw -1216947.835370 + Penalty 5035.524753 = -1211912.310617 nChanged 745 SP:Iteration 4F (3053.927851 sec): 3 clusters Score: Raw -1217396.169039 + Penalty 5035.524753 = -1212360.644286 nChanged 728 SP:Iteration 5F (3054.025100 sec): 3 clusters Score: Raw -1217924.941872 + Penalty 5035.524753 = -1212889.417119 nChanged 729 SP:Iteration 6F (3054.218124 sec): 3 clusters Score: Raw -1218459.182147 + Penalty 5035.524753 = -1213423.657394 nChanged 716 SP:Iteration 7F (3054.310845 sec): 3 clusters Score: Raw -1219013.426271 + Penalty 5035.524753 = -1213977.901517 nChanged 665 SP:Iteration 8Q (3054.416277 sec): 3 clusters Score: Raw -1219536.559426 + Penalty 5035.524753 = -1214501.034673 nChanged 594 SP:Iteration 9Q (3054.557590 sec): 3 clusters Score: Raw -1219982.223838 + Penalty 5035.524753 = -1214946.699085 nChanged 506 SP:Iteration 10Q (3054.644034 sec): 3 clusters Score: Raw -1220306.293329 + Penalty 5035.524753 = -1215270.768576 nChanged 394 SP:Iteration 11Q (3054.742078 sec): 3 clusters Score: Raw -1220519.700408 + Penalty 5035.524753 = -1215484.175655 nChanged 287 SP:Iteration 12Q (3054.837078 sec): 3 clusters Score: Raw -1220673.044471 + Penalty 5035.524753 = -1215637.519718 nChanged 244 SP:Iteration 13Q (3054.928695 sec): 3 clusters Score: Raw -1220785.072340 + Penalty 5035.524753 = -1215749.547587 nChanged 213 SP:Iteration 14Q (3055.042664 sec): 3 clusters Score: Raw -1220862.364965 + Penalty 5035.524753 = -1215826.840211 nChanged 151 SP:Iteration 15Q (3055.140763 sec): 3 clusters Score: Raw -1220911.650799 + Penalty 5035.524753 = -1215876.126046 nChanged 130 SP:Iteration 16Q (3055.232553 sec): 3 clusters Score: Raw -1220963.420682 + Penalty 5035.524753 = -1215927.895929 nChanged 125 SP:Iteration 17Q (3055.388623 sec): 3 clusters Score: Raw -1221007.329107 + Penalty 5035.524753 = -1215971.804354 nChanged 123 SP:Iteration 18Q (3055.596227 sec): 3 clusters Score: Raw -1221048.701854 + Penalty 5035.524753 = -1216013.177101 nChanged 119 SP:Iteration 19Q (3055.707639 sec): 3 clusters Score: Raw -1221095.664746 + Penalty 5035.524753 = -1216060.139992 nChanged 114 SP:Iteration 20F (3055.841512 sec): 3 clusters Score: Raw -1221138.295243 + Penalty 5035.524753 = -1216102.770490 nChanged 118 SP:Iteration 21Q (3055.946792 sec): 3 clusters Score: Raw -1221179.885571 + Penalty 5035.524753 = -1216144.360817 nChanged 98 SP:Iteration 22Q (3056.059728 sec): 3 clusters Score: Raw -1221213.223031 + Penalty 5035.524753 = -1216177.698277 nChanged 91 SP:Iteration 23Q (3056.167340 sec): 3 clusters Score: Raw -1221246.241487 + Penalty 5035.524753 = -1216210.716734 nChanged 87 SP:Iteration 24Q (3056.263859 sec): 3 clusters Score: Raw -1221273.035109 + Penalty 5035.524753 = -1216237.510356 nChanged 75 SP:Iteration 25Q (3056.356548 sec): 3 clusters Score: Raw -1221295.204423 + Penalty 5035.524753 = -1216259.679670 nChanged 65 SP:Iteration 26Q (3056.444100 sec): 3 clusters Score: Raw -1221313.339823 + Penalty 5035.524753 = -1216277.815069 nChanged 59 SP:Iteration 27Q (3056.565645 sec): 3 clusters Score: Raw -1221329.960718 + Penalty 5035.524753 = -1216294.435964 nChanged 66 SP:Iteration 28Q (3056.663233 sec): 3 clusters Score: Raw -1221349.110203 + Penalty 5035.524753 = -1216313.585450 nChanged 71 SP:Iteration 29Q (3056.752588 sec): 3 clusters Score: Raw -1221368.178280 + Penalty 5035.524753 = -1216332.653526 nChanged 50 SP:Iteration 30Q (3056.848251 sec): 3 clusters Score: Raw -1221380.580743 + Penalty 5035.524753 = -1216345.055989 nChanged 50 SP:Iteration 31Q (3056.955752 sec): 3 clusters Score: Raw -1221394.203820 + Penalty 5035.524753 = -1216358.679067 nChanged 46 SP:Iteration 32Q (3057.048415 sec): 3 clusters Score: Raw -1221405.539866 + Penalty 5035.524753 = -1216370.015113 nChanged 36 SP:Iteration 33Q (3057.163241 sec): 3 clusters Score: Raw -1221414.100409 + Penalty 5035.524753 = -1216378.575656 nChanged 36 SP:Iteration 34Q (3057.248359 sec): 3 clusters Score: Raw -1221421.908310 + Penalty 5035.524753 = -1216386.383557 nChanged 35 SP:Iteration 35Q (3057.339061 sec): 3 clusters Score: Raw -1221429.977131 + Penalty 5035.524753 = -1216394.452378 nChanged 31 SP:Iteration 36Q (3057.449533 sec): 3 clusters Score: Raw -1221437.811346 + Penalty 5035.524753 = -1216402.286593 nChanged 26 SP:Iteration 37Q (3057.541573 sec): 3 clusters Score: Raw -1221444.039414 + Penalty 5035.524753 = -1216408.514660 nChanged 33 SP:Iteration 38Q (3057.653155 sec): 3 clusters Score: Raw -1221452.246770 + Penalty 5035.524753 = -1216416.722017 nChanged 33 SP:Iteration 39Q (3057.743257 sec): 3 clusters Score: Raw -1221460.113037 + Penalty 5035.524753 = -1216424.588284 nChanged 18 SP:Iteration 40F (3057.836662 sec): 3 clusters Score: Raw -1221464.534897 + Penalty 5035.524753 = -1216429.010144 nChanged 14 SP:Iteration 41Q (3057.938159 sec): 3 clusters Score: Raw -1221466.984799 + Penalty 5035.524753 = -1216431.460046 nChanged 11 SP:Iteration 42Q (3058.027559 sec): 3 clusters Score: Raw -1221469.008632 + Penalty 5035.524753 = -1216433.483879 nChanged 5 SP:Iteration 43Q (3058.120036 sec): 3 clusters Score: Raw -1221469.837941 + Penalty 5035.524753 = -1216434.313187 nChanged 7 SP:Iteration 44Q (3058.232385 sec): 3 clusters Score: Raw -1221470.840005 + Penalty 5035.524753 = -1216435.315251 nChanged 4 SP:Iteration 45Q (3058.312952 sec): 3 clusters Score: Raw -1221471.386959 + Penalty 5035.524753 = -1216435.862206 nChanged 3 SP:Iteration 46Q (3058.435873 sec): 3 clusters Score: Raw -1221471.909775 + Penalty 5035.524753 = -1216436.385021 nChanged 5 SP:Iteration 47Q (3058.530565 sec): 3 clusters Score: Raw -1221472.827282 + Penalty 5035.524753 = -1216437.302529 nChanged 2 SP:Iteration 48Q (3058.623647 sec): 3 clusters Score: Raw -1221473.307270 + Penalty 5035.524753 = -1216437.782517 nChanged 7 SP:Iteration 49Q (3058.866482 sec): 3 clusters Score: Raw -1221474.828234 + Penalty 5035.524753 = -1216439.303480 nChanged 7 SP:Iteration 50Q (3058.968211 sec): 3 clusters Score: Raw -1221476.316559 + Penalty 5035.524753 = -1216440.791806 nChanged 10 SP:Iteration 51Q (3059.121849 sec): 3 clusters Score: Raw -1221478.227364 + Penalty 5035.524753 = -1216442.702610 nChanged 10 SP:Iteration 52Q (3059.217517 sec): 3 clusters Score: Raw -1221480.113212 + Penalty 5035.524753 = -1216444.588459 nChanged 12 SP:Iteration 53Q (3059.312417 sec): 3 clusters Score: Raw -1221482.796824 + Penalty 5035.524753 = -1216447.272071 nChanged 12 SP:Iteration 54Q (3059.412265 sec): 3 clusters Score: Raw -1221485.109204 + Penalty 5035.524753 = -1216449.584451 nChanged 15 SP:Iteration 55Q (3059.656629 sec): 3 clusters Score: Raw -1221488.404306 + Penalty 5035.524753 = -1216452.879552 nChanged 16 SP:Iteration 56Q (3059.813251 sec): 3 clusters Score: Raw -1221492.581795 + Penalty 5035.524753 = -1216457.057042 nChanged 13 SP:Iteration 57Q (3059.981304 sec): 3 clusters Score: Raw -1221495.703891 + Penalty 5035.524753 = -1216460.179138 nChanged 13 SP:Iteration 58Q (3060.175442 sec): 3 clusters Score: Raw -1221498.839164 + Penalty 5035.524753 = -1216463.314411 nChanged 11 SP:Iteration 59Q (3060.338195 sec): 3 clusters Score: Raw -1221501.328616 + Penalty 5035.524753 = -1216465.803863 nChanged 7 SP:Iteration 60F (3060.426387 sec): 3 clusters Score: Raw -1221502.473454 + Penalty 5035.524753 = -1216466.948700 nChanged 5 SP:Iteration 61Q (3060.520820 sec): 3 clusters Score: Raw -1221503.774161 + Penalty 5035.524753 = -1216468.249407 nChanged 5 SP:Iteration 62Q (3060.612560 sec): 3 clusters Score: Raw -1221505.072414 + Penalty 5035.524753 = -1216469.547661 nChanged 10 SP:Iteration 63Q (3060.718777 sec): 3 clusters Score: Raw -1221506.814484 + Penalty 5035.524753 = -1216471.289731 nChanged 4 SP:Iteration 64Q (3060.810819 sec): 3 clusters Score: Raw -1221507.605674 + Penalty 5035.524753 = -1216472.080921 nChanged 5 SP:Iteration 65Q (3060.909230 sec): 3 clusters Score: Raw -1221508.356742 + Penalty 5035.524753 = -1216472.831988 nChanged 4 SP:Iteration 66Q (3061.013722 sec): 3 clusters Score: Raw -1221509.356748 + Penalty 5035.524753 = -1216473.831995 nChanged 4 SP:Iteration 67Q (3061.107962 sec): 3 clusters Score: Raw -1221510.045933 + Penalty 5035.524753 = -1216474.521179 nChanged 3 SP:Iteration 68Q (3061.196416 sec): 3 clusters Score: Raw -1221510.627353 + Penalty 5035.524753 = -1216475.102600 nChanged 3 SP:Iteration 69Q (3061.289333 sec): 3 clusters Score: Raw -1221511.497044 + Penalty 5035.524753 = -1216475.972291 nChanged 3 SP:Iteration 70Q (3061.397366 sec): 3 clusters Score: Raw -1221511.902210 + Penalty 5035.524753 = -1216476.377457 nChanged 1 SP:Iteration 71Q (3061.484125 sec): 3 clusters Score: Raw -1221512.063709 + Penalty 5035.524753 = -1216476.538956 nChanged 3 SP:Iteration 72Q (3061.591274 sec): 3 clusters Score: Raw -1221512.501539 + Penalty 5035.524753 = -1216476.976786 nChanged 3 SP:Iteration 73Q (3061.753818 sec): 3 clusters Score: Raw -1221512.937837 + Penalty 5035.524753 = -1216477.413084 nChanged 3 SP:Iteration 74Q (3061.840982 sec): 3 clusters Score: Raw -1221513.354383 + Penalty 5035.524753 = -1216477.829630 nChanged 2 SP:Iteration 75Q (3061.936650 sec): 3 clusters Score: Raw -1221513.596021 + Penalty 5035.524753 = -1216478.071267 nChanged 1 SP:Iteration 76Q (3062.045746 sec): 3 clusters Score: Raw -1221513.812367 + Penalty 5035.524753 = -1216478.287614 nChanged 2 SP:Iteration 77Q (3062.136318 sec): 3 clusters Score: Raw -1221514.324739 + Penalty 5035.524753 = -1216478.799986 nChanged 1 SP:Iteration 78Q (3062.247017 sec): 3 clusters Score: Raw -1221514.450888 + Penalty 5035.524753 = -1216478.926134 nChanged 1 SP:Iteration 79Q (3062.335762 sec): 3 clusters Score: Raw -1221514.689853 + Penalty 5035.524753 = -1216479.165100 nChanged 1 SP:Iteration 80F (3062.500712 sec): 3 clusters Score: Raw -1221514.873218 + Penalty 5035.524753 = -1216479.348464 nChanged 0 Trying to split cluster 8 (5247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3062.554533 sec): 2 clusters Score: Raw -428489.336190 + Penalty 2261.268706 = -426228.067485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3062.602776 sec): 3 clusters Score: Raw -425973.403113 + Penalty 4522.537411 = -421450.865702 nChanged 2019 SP:Iteration 1F (3062.650076 sec): 3 clusters Score: Raw -427227.325717 + Penalty 4522.537411 = -422704.788305 nChanged 450 SP:Iteration 2F (3062.697605 sec): 3 clusters Score: Raw -427619.033540 + Penalty 4522.537411 = -423096.496129 nChanged 348 SP:Iteration 3F (3062.744949 sec): 3 clusters Score: Raw -427944.510436 + Penalty 4522.537411 = -423421.973025 nChanged 322 SP:Iteration 4F (3062.795207 sec): 3 clusters Score: Raw -428255.218374 + Penalty 4522.537411 = -423732.680963 nChanged 319 SP:Iteration 5F (3062.853744 sec): 3 clusters Score: Raw -428583.879361 + Penalty 4522.537411 = -424061.341950 nChanged 310 SP:Iteration 6F (3062.918133 sec): 3 clusters Score: Raw -428869.434763 + Penalty 4522.537411 = -424346.897352 nChanged 258 SP:Iteration 7Q (3062.982507 sec): 3 clusters Score: Raw -429083.279316 + Penalty 4522.537411 = -424560.741905 nChanged 181 SP:Iteration 8Q (3063.036881 sec): 3 clusters Score: Raw -429211.092359 + Penalty 4522.537411 = -424688.554948 nChanged 146 SP:Iteration 9Q (3063.088544 sec): 3 clusters Score: Raw -429303.286150 + Penalty 4522.537411 = -424780.748738 nChanged 124 SP:Iteration 10Q (3063.139435 sec): 3 clusters Score: Raw -429377.527596 + Penalty 4522.537411 = -424854.990185 nChanged 93 SP:Iteration 11Q (3063.198084 sec): 3 clusters Score: Raw -429429.816137 + Penalty 4522.537411 = -424907.278726 nChanged 78 SP:Iteration 12Q (3063.254796 sec): 3 clusters Score: Raw -429464.148926 + Penalty 4522.537411 = -424941.611515 nChanged 67 SP:Iteration 13Q (3063.311003 sec): 3 clusters Score: Raw -429493.760413 + Penalty 4522.537411 = -424971.223002 nChanged 31 SP:Iteration 14Q (3063.364108 sec): 3 clusters Score: Raw -429506.385248 + Penalty 4522.537411 = -424983.847837 nChanged 39 SP:Iteration 15Q (3063.417139 sec): 3 clusters Score: Raw -429525.481037 + Penalty 4522.537411 = -425002.943626 nChanged 41 SP:Iteration 16Q (3063.469934 sec): 3 clusters Score: Raw -429545.576899 + Penalty 4522.537411 = -425023.039488 nChanged 46 SP:Iteration 17Q (3063.610479 sec): 3 clusters Score: Raw -429563.670012 + Penalty 4522.537411 = -425041.132601 nChanged 23 SP:Iteration 18Q (3063.719968 sec): 3 clusters Score: Raw -429575.764396 + Penalty 4522.537411 = -425053.226985 nChanged 25 SP:Iteration 19Q (3063.773827 sec): 3 clusters Score: Raw -429588.184407 + Penalty 4522.537411 = -425065.646996 nChanged 26 SP:Iteration 20F (3063.828194 sec): 3 clusters Score: Raw -429604.950782 + Penalty 4522.537411 = -425082.413371 nChanged 21 SP:Iteration 21Q (3063.894420 sec): 3 clusters Score: Raw -429619.928327 + Penalty 4522.537411 = -425097.390916 nChanged 18 SP:Iteration 22Q (3063.947839 sec): 3 clusters Score: Raw -429627.595794 + Penalty 4522.537411 = -425105.058383 nChanged 18 SP:Iteration 23Q (3064.002767 sec): 3 clusters Score: Raw -429636.608613 + Penalty 4522.537411 = -425114.071202 nChanged 20 SP:Iteration 24Q (3064.057570 sec): 3 clusters Score: Raw -429645.552229 + Penalty 4522.537411 = -425123.014818 nChanged 12 SP:Iteration 25Q (3064.112633 sec): 3 clusters Score: Raw -429650.067341 + Penalty 4522.537411 = -425127.529930 nChanged 9 SP:Iteration 26Q (3064.167681 sec): 3 clusters Score: Raw -429653.393731 + Penalty 4522.537411 = -425130.856320 nChanged 7 SP:Iteration 27Q (3064.222656 sec): 3 clusters Score: Raw -429656.548510 + Penalty 4522.537411 = -425134.011099 nChanged 8 SP:Iteration 28Q (3064.277273 sec): 3 clusters Score: Raw -429658.788839 + Penalty 4522.537411 = -425136.251428 nChanged 9 SP:Iteration 29Q (3064.411426 sec): 3 clusters Score: Raw -429660.971556 + Penalty 4522.537411 = -425138.434144 nChanged 7 SP:Iteration 30Q (3064.552393 sec): 3 clusters Score: Raw -429663.191107 + Penalty 4522.537411 = -425140.653696 nChanged 11 SP:Iteration 31Q (3064.685300 sec): 3 clusters Score: Raw -429668.179391 + Penalty 4522.537411 = -425145.641980 nChanged 11 SP:Iteration 32Q (3064.735875 sec): 3 clusters Score: Raw -429673.625059 + Penalty 4522.537411 = -425151.087648 nChanged 19 SP:Iteration 33Q (3064.785948 sec): 3 clusters Score: Raw -429680.638915 + Penalty 4522.537411 = -425158.101504 nChanged 16 SP:Iteration 34Q (3064.837767 sec): 3 clusters Score: Raw -429687.512850 + Penalty 4522.537411 = -425164.975439 nChanged 20 SP:Iteration 35Q (3064.891480 sec): 3 clusters Score: Raw -429694.833232 + Penalty 4522.537411 = -425172.295821 nChanged 19 SP:Iteration 36Q (3064.944762 sec): 3 clusters Score: Raw -429703.626108 + Penalty 4522.537411 = -425181.088697 nChanged 11 SP:Iteration 37Q (3065.000273 sec): 3 clusters Score: Raw -429707.537054 + Penalty 4522.537411 = -425184.999643 nChanged 10 SP:Iteration 38Q (3065.055891 sec): 3 clusters Score: Raw -429710.820626 + Penalty 4522.537411 = -425188.283215 nChanged 4 SP:Iteration 39Q (3065.111420 sec): 3 clusters Score: Raw -429711.890495 + Penalty 4522.537411 = -425189.353084 nChanged 2 SP:Iteration 40F (3065.191363 sec): 3 clusters Score: Raw -429713.509468 + Penalty 4522.537411 = -425190.972057 nChanged 4 SP:Iteration 41Q (3065.246329 sec): 3 clusters Score: Raw -429715.621045 + Penalty 4522.537411 = -425193.083633 nChanged 4 SP:Iteration 42Q (3065.300261 sec): 3 clusters Score: Raw -429717.384369 + Penalty 4522.537411 = -425194.846958 nChanged 4 SP:Iteration 43Q (3065.351880 sec): 3 clusters Score: Raw -429718.550125 + Penalty 4522.537411 = -425196.012713 nChanged 1 SP:Iteration 44Q (3065.403413 sec): 3 clusters Score: Raw -429718.825845 + Penalty 4522.537411 = -425196.288433 nChanged 0 SP:Iteration 45F (3065.458089 sec): 3 clusters Score: Raw -429718.825845 + Penalty 4522.537411 = -425196.288433 nChanged 0 Trying to split cluster 9 (3650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3065.507035 sec): 2 clusters Score: Raw -261287.795555 + Penalty 2165.455366 = -259122.340189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3065.564518 sec): 3 clusters Score: Raw -259769.455605 + Penalty 4330.910732 = -255438.544874 nChanged 1307 SP:Iteration 1F (3065.620359 sec): 3 clusters Score: Raw -260837.249908 + Penalty 4330.910732 = -256506.339176 nChanged 351 SP:Iteration 2F (3065.676892 sec): 3 clusters Score: Raw -261220.824823 + Penalty 4330.910732 = -256889.914092 nChanged 268 SP:Iteration 3F (3065.727850 sec): 3 clusters Score: Raw -261538.580414 + Penalty 4330.910732 = -257207.669682 nChanged 242 SP:Iteration 4F (3065.769876 sec): 3 clusters Score: Raw -261830.811621 + Penalty 4330.910732 = -257499.900889 nChanged 197 SP:Iteration 5F (3065.812075 sec): 3 clusters Score: Raw -262041.131825 + Penalty 4330.910732 = -257710.221093 nChanged 143 SP:Iteration 6Q (3065.854130 sec): 3 clusters Score: Raw -262175.464626 + Penalty 4330.910732 = -257844.553894 nChanged 110 SP:Iteration 7Q (3065.900620 sec): 3 clusters Score: Raw -262266.858121 + Penalty 4330.910732 = -257935.947389 nChanged 68 SP:Iteration 8Q (3066.060783 sec): 3 clusters Score: Raw -262311.844386 + Penalty 4330.910732 = -257980.933654 nChanged 45 SP:Iteration 9Q (3066.161010 sec): 3 clusters Score: Raw -262339.681878 + Penalty 4330.910732 = -258008.771146 nChanged 32 SP:Iteration 10Q (3066.203715 sec): 3 clusters Score: Raw -262357.658566 + Penalty 4330.910732 = -258026.747834 nChanged 20 SP:Iteration 11Q (3066.250874 sec): 3 clusters Score: Raw -262367.880381 + Penalty 4330.910732 = -258036.969649 nChanged 17 SP:Iteration 12Q (3066.297326 sec): 3 clusters Score: Raw -262374.212304 + Penalty 4330.910732 = -258043.301572 nChanged 12 SP:Iteration 13Q (3066.433304 sec): 3 clusters Score: Raw -262379.077208 + Penalty 4330.910732 = -258048.166476 nChanged 8 SP:Iteration 14Q (3066.581337 sec): 3 clusters Score: Raw -262382.334796 + Penalty 4330.910732 = -258051.424065 nChanged 7 SP:Iteration 15Q (3066.697293 sec): 3 clusters Score: Raw -262384.530643 + Penalty 4330.910732 = -258053.619911 nChanged 5 SP:Iteration 16Q (3066.819462 sec): 3 clusters Score: Raw -262386.048461 + Penalty 4330.910732 = -258055.137729 nChanged 2 SP:Iteration 17Q (3066.862051 sec): 3 clusters Score: Raw -262387.158931 + Penalty 4330.910732 = -258056.248199 nChanged 2 SP:Iteration 18Q (3066.904686 sec): 3 clusters Score: Raw -262387.617130 + Penalty 4330.910732 = -258056.706398 nChanged 3 SP:Iteration 19Q (3066.947244 sec): 3 clusters Score: Raw -262388.493784 + Penalty 4330.910732 = -258057.583052 nChanged 3 SP:Iteration 20F (3066.991520 sec): 3 clusters Score: Raw -262389.611017 + Penalty 4330.910732 = -258058.700285 nChanged 2 SP:Iteration 21Q (3067.037641 sec): 3 clusters Score: Raw -262390.320787 + Penalty 4330.910732 = -258059.410055 nChanged 3 SP:Iteration 22Q (3067.084377 sec): 3 clusters Score: Raw -262391.583865 + Penalty 4330.910732 = -258060.673133 nChanged 3 SP:Iteration 23Q (3067.131434 sec): 3 clusters Score: Raw -262392.541540 + Penalty 4330.910732 = -258061.630808 nChanged 2 SP:Iteration 24Q (3067.181641 sec): 3 clusters Score: Raw -262393.262749 + Penalty 4330.910732 = -258062.352017 nChanged 3 SP:Iteration 25Q (3067.230307 sec): 3 clusters Score: Raw -262394.123887 + Penalty 4330.910732 = -258063.213156 nChanged 0 SP:Iteration 26F (3067.279677 sec): 3 clusters Score: Raw -262394.123887 + Penalty 4330.910732 = -258063.213156 nChanged 0 Trying to split cluster 10 (11211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3067.355436 sec): 2 clusters Score: Raw -984237.592603 + Penalty 2461.707790 = -981775.884814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3067.447697 sec): 3 clusters Score: Raw -978066.848061 + Penalty 4923.415579 = -973143.432482 nChanged 4779 SP:Iteration 1F (3067.559080 sec): 3 clusters Score: Raw -980744.465659 + Penalty 4923.415579 = -975821.050080 nChanged 791 SP:Iteration 2F (3067.641495 sec): 3 clusters Score: Raw -981162.798751 + Penalty 4923.415579 = -976239.383171 nChanged 642 SP:Iteration 3F (3067.723486 sec): 3 clusters Score: Raw -981518.175876 + Penalty 4923.415579 = -976594.760296 nChanged 582 SP:Iteration 4F (3067.805208 sec): 3 clusters Score: Raw -981839.869308 + Penalty 4923.415579 = -976916.453729 nChanged 517 SP:Iteration 5Q (3067.893481 sec): 3 clusters Score: Raw -982130.682879 + Penalty 4923.415579 = -977207.267300 nChanged 491 SP:Iteration 6Q (3067.983218 sec): 3 clusters Score: Raw -982416.539649 + Penalty 4923.415579 = -977493.124069 nChanged 503 SP:Iteration 7Q (3068.071681 sec): 3 clusters Score: Raw -982695.897983 + Penalty 4923.415579 = -977772.482404 nChanged 417 SP:Iteration 8Q (3068.157917 sec): 3 clusters Score: Raw -982954.285878 + Penalty 4923.415579 = -978030.870299 nChanged 422 SP:Iteration 9Q (3068.243679 sec): 3 clusters Score: Raw -983209.414713 + Penalty 4923.415579 = -978285.999134 nChanged 375 SP:Iteration 10Q (3068.328937 sec): 3 clusters Score: Raw -983437.363867 + Penalty 4923.415579 = -978513.948288 nChanged 384 SP:Iteration 11Q (3068.417859 sec): 3 clusters Score: Raw -983657.814341 + Penalty 4923.415579 = -978734.398762 nChanged 347 SP:Iteration 12Q (3068.540113 sec): 3 clusters Score: Raw -983847.126528 + Penalty 4923.415579 = -978923.710949 nChanged 290 SP:Iteration 13Q (3068.673421 sec): 3 clusters Score: Raw -983992.759151 + Penalty 4923.415579 = -979069.343572 nChanged 240 SP:Iteration 14Q (3068.751825 sec): 3 clusters Score: Raw -984115.547334 + Penalty 4923.415579 = -979192.131755 nChanged 216 SP:Iteration 15Q (3068.937836 sec): 3 clusters Score: Raw -984222.332208 + Penalty 4923.415579 = -979298.916628 nChanged 199 SP:Iteration 16Q (3069.113602 sec): 3 clusters Score: Raw -984325.777393 + Penalty 4923.415579 = -979402.361814 nChanged 194 SP:Iteration 17Q (3069.203417 sec): 3 clusters Score: Raw -984426.050603 + Penalty 4923.415579 = -979502.635024 nChanged 169 SP:Iteration 18Q (3069.278655 sec): 3 clusters Score: Raw -984505.542127 + Penalty 4923.415579 = -979582.126548 nChanged 134 SP:Iteration 19Q (3069.381698 sec): 3 clusters Score: Raw -984560.154439 + Penalty 4923.415579 = -979636.738860 nChanged 112 SP:Iteration 20F (3069.459331 sec): 3 clusters Score: Raw -984600.679440 + Penalty 4923.415579 = -979677.263861 nChanged 96 SP:Iteration 21Q (3069.536645 sec): 3 clusters Score: Raw -984641.744332 + Penalty 4923.415579 = -979718.328752 nChanged 96 SP:Iteration 22Q (3069.734122 sec): 3 clusters Score: Raw -984678.942292 + Penalty 4923.415579 = -979755.526713 nChanged 95 SP:Iteration 23Q (3069.798658 sec): 3 clusters Score: Raw -984713.297408 + Penalty 4923.415579 = -979789.881829 nChanged 93 SP:Iteration 24Q (3069.954298 sec): 3 clusters Score: Raw -984742.803844 + Penalty 4923.415579 = -979819.388265 nChanged 80 SP:Iteration 25Q (3070.087929 sec): 3 clusters Score: Raw -984767.574905 + Penalty 4923.415579 = -979844.159326 nChanged 74 SP:Iteration 26Q (3070.209541 sec): 3 clusters Score: Raw -984789.075544 + Penalty 4923.415579 = -979865.659965 nChanged 66 SP:Iteration 27Q (3070.289640 sec): 3 clusters Score: Raw -984810.361354 + Penalty 4923.415579 = -979886.945775 nChanged 61 SP:Iteration 28Q (3070.367362 sec): 3 clusters Score: Raw -984829.505470 + Penalty 4923.415579 = -979906.089891 nChanged 52 SP:Iteration 29Q (3070.451043 sec): 3 clusters Score: Raw -984844.825944 + Penalty 4923.415579 = -979921.410365 nChanged 43 SP:Iteration 30Q (3070.536504 sec): 3 clusters Score: Raw -984857.351825 + Penalty 4923.415579 = -979933.936246 nChanged 41 SP:Iteration 31Q (3070.621430 sec): 3 clusters Score: Raw -984867.517849 + Penalty 4923.415579 = -979944.102270 nChanged 36 SP:Iteration 32Q (3070.704623 sec): 3 clusters Score: Raw -984876.457477 + Penalty 4923.415579 = -979953.041897 nChanged 36 SP:Iteration 33Q (3070.786969 sec): 3 clusters Score: Raw -984884.258540 + Penalty 4923.415579 = -979960.842961 nChanged 32 SP:Iteration 34Q (3070.870833 sec): 3 clusters Score: Raw -984893.039687 + Penalty 4923.415579 = -979969.624108 nChanged 32 SP:Iteration 35Q (3070.954547 sec): 3 clusters Score: Raw -984901.986257 + Penalty 4923.415579 = -979978.570678 nChanged 33 SP:Iteration 36Q (3071.039116 sec): 3 clusters Score: Raw -984911.735259 + Penalty 4923.415579 = -979988.319679 nChanged 34 SP:Iteration 37Q (3071.133430 sec): 3 clusters Score: Raw -984921.308586 + Penalty 4923.415579 = -979997.893007 nChanged 34 SP:Iteration 38Q (3071.216555 sec): 3 clusters Score: Raw -984932.425401 + Penalty 4923.415579 = -980009.009822 nChanged 40 SP:Iteration 39Q (3071.292697 sec): 3 clusters Score: Raw -984942.034940 + Penalty 4923.415579 = -980018.619361 nChanged 29 SP:Iteration 40F (3071.387210 sec): 3 clusters Score: Raw -984948.271862 + Penalty 4923.415579 = -980024.856283 nChanged 20 SP:Iteration 41Q (3071.533378 sec): 3 clusters Score: Raw -984952.250414 + Penalty 4923.415579 = -980028.834835 nChanged 22 SP:Iteration 42Q (3071.718429 sec): 3 clusters Score: Raw -984958.634711 + Penalty 4923.415579 = -980035.219131 nChanged 16 SP:Iteration 43Q (3071.785787 sec): 3 clusters Score: Raw -984962.741303 + Penalty 4923.415579 = -980039.325724 nChanged 16 SP:Iteration 44Q (3071.851774 sec): 3 clusters Score: Raw -984965.429264 + Penalty 4923.415579 = -980042.013684 nChanged 14 SP:Iteration 45Q (3071.942419 sec): 3 clusters Score: Raw -984968.826691 + Penalty 4923.415579 = -980045.411112 nChanged 21 SP:Iteration 46Q (3072.022041 sec): 3 clusters Score: Raw -984974.533822 + Penalty 4923.415579 = -980051.118243 nChanged 18 SP:Iteration 47Q (3072.186495 sec): 3 clusters Score: Raw -984978.001906 + Penalty 4923.415579 = -980054.586327 nChanged 11 SP:Iteration 48Q (3072.349451 sec): 3 clusters Score: Raw -984980.819270 + Penalty 4923.415579 = -980057.403691 nChanged 9 SP:Iteration 49Q (3072.479238 sec): 3 clusters Score: Raw -984982.279250 + Penalty 4923.415579 = -980058.863671 nChanged 9 SP:Iteration 50Q (3072.550281 sec): 3 clusters Score: Raw -984984.015212 + Penalty 4923.415579 = -980060.599632 nChanged 8 SP:Iteration 51Q (3072.700263 sec): 3 clusters Score: Raw -984985.993006 + Penalty 4923.415579 = -980062.577427 nChanged 5 SP:Iteration 52Q (3072.797922 sec): 3 clusters Score: Raw -984986.863104 + Penalty 4923.415579 = -980063.447524 nChanged 8 SP:Iteration 53Q (3072.950102 sec): 3 clusters Score: Raw -984988.992492 + Penalty 4923.415579 = -980065.576912 nChanged 9 SP:Iteration 54Q (3073.106759 sec): 3 clusters Score: Raw -984991.479756 + Penalty 4923.415579 = -980068.064177 nChanged 10 SP:Iteration 55Q (3073.185038 sec): 3 clusters Score: Raw -984993.143726 + Penalty 4923.415579 = -980069.728147 nChanged 8 SP:Iteration 56Q (3073.261582 sec): 3 clusters Score: Raw -984994.710117 + Penalty 4923.415579 = -980071.294537 nChanged 4 SP:Iteration 57Q (3073.337725 sec): 3 clusters Score: Raw -984995.160300 + Penalty 4923.415579 = -980071.744721 nChanged 3 SP:Iteration 58Q (3073.420457 sec): 3 clusters Score: Raw -984995.602216 + Penalty 4923.415579 = -980072.186636 nChanged 6 SP:Iteration 59Q (3073.502871 sec): 3 clusters Score: Raw -984996.817940 + Penalty 4923.415579 = -980073.402361 nChanged 3 SP:Iteration 60F (3073.650155 sec): 3 clusters Score: Raw -984997.493481 + Penalty 4923.415579 = -980074.077902 nChanged 7 SP:Iteration 61Q (3073.750149 sec): 3 clusters Score: Raw -984999.468751 + Penalty 4923.415579 = -980076.053172 nChanged 9 SP:Iteration 62Q (3073.827778 sec): 3 clusters Score: Raw -985001.944348 + Penalty 4923.415579 = -980078.528768 nChanged 12 SP:Iteration 63Q (3073.922620 sec): 3 clusters Score: Raw -985004.775520 + Penalty 4923.415579 = -980081.359940 nChanged 13 SP:Iteration 64Q (3074.007344 sec): 3 clusters Score: Raw -985007.347953 + Penalty 4923.415579 = -980083.932374 nChanged 12 SP:Iteration 65Q (3074.080900 sec): 3 clusters Score: Raw -985009.927565 + Penalty 4923.415579 = -980086.511986 nChanged 6 SP:Iteration 66Q (3074.174995 sec): 3 clusters Score: Raw -985011.236219 + Penalty 4923.415579 = -980087.820640 nChanged 7 SP:Iteration 67Q (3074.338330 sec): 3 clusters Score: Raw -985012.559442 + Penalty 4923.415579 = -980089.143862 nChanged 6 SP:Iteration 68Q (3074.430154 sec): 3 clusters Score: Raw -985013.347103 + Penalty 4923.415579 = -980089.931524 nChanged 1 SP:Iteration 69Q (3074.606084 sec): 3 clusters Score: Raw -985013.640987 + Penalty 4923.415579 = -980090.225408 nChanged 2 SP:Iteration 70Q (3074.702736 sec): 3 clusters Score: Raw -985013.947380 + Penalty 4923.415579 = -980090.531801 nChanged 5 SP:Iteration 71Q (3074.775305 sec): 3 clusters Score: Raw -985014.739044 + Penalty 4923.415579 = -980091.323465 nChanged 5 SP:Iteration 72Q (3074.944571 sec): 3 clusters Score: Raw -985015.331476 + Penalty 4923.415579 = -980091.915897 nChanged 4 SP:Iteration 73Q (3075.045870 sec): 3 clusters Score: Raw -985016.137776 + Penalty 4923.415579 = -980092.722197 nChanged 5 SP:Iteration 74Q (3075.127178 sec): 3 clusters Score: Raw -985017.402824 + Penalty 4923.415579 = -980093.987245 nChanged 8 SP:Iteration 75Q (3075.204923 sec): 3 clusters Score: Raw -985019.287903 + Penalty 4923.415579 = -980095.872324 nChanged 9 SP:Iteration 76Q (3075.283522 sec): 3 clusters Score: Raw -985020.577776 + Penalty 4923.415579 = -980097.162197 nChanged 5 SP:Iteration 77Q (3075.406181 sec): 3 clusters Score: Raw -985021.401653 + Penalty 4923.415579 = -980097.986074 nChanged 4 SP:Iteration 78Q (3075.614401 sec): 3 clusters Score: Raw -985021.855401 + Penalty 4923.415579 = -980098.439822 nChanged 4 SP:Iteration 79Q (3075.782044 sec): 3 clusters Score: Raw -985022.459791 + Penalty 4923.415579 = -980099.044212 nChanged 2 SP:Iteration 80F (3075.872548 sec): 3 clusters Score: Raw -985022.578168 + Penalty 4923.415579 = -980099.162588 nChanged 2 SP:Iteration 81Q (3075.942746 sec): 3 clusters Score: Raw -985023.060351 + Penalty 4923.415579 = -980099.644772 nChanged 3 SP:Iteration 82Q (3076.039228 sec): 3 clusters Score: Raw -985023.298643 + Penalty 4923.415579 = -980099.883063 nChanged 0 SP:Iteration 83F (3076.116784 sec): 3 clusters Score: Raw -985023.298643 + Penalty 4923.415579 = -980099.883063 nChanged 0 Iteration 219Q (3077.690248 sec): 11 clusters Score: Raw -11809202.167196 + Penalty 31391.567519 = -11777810.599677 nChanged 15 Iteration 220F (3079.830289 sec): 11 clusters Score: Raw -11809203.115860 + Penalty 31391.567519 = -11777811.548341 nChanged 12 Iteration 221Q (3081.401732 sec): 11 clusters Score: Raw -11809203.586608 + Penalty 31391.567519 = -11777812.019090 nChanged 13 Iteration 222Q (3082.936262 sec): 11 clusters Score: Raw -11809204.151855 + Penalty 31391.567519 = -11777812.584336 nChanged 8 Iteration 223Q (3084.314565 sec): 11 clusters Score: Raw -11809204.304794 + Penalty 31391.567519 = -11777812.737275 nChanged 11 Iteration 224Q (3085.662154 sec): 11 clusters Score: Raw -11809204.801987 + Penalty 31391.567519 = -11777813.234469 nChanged 13 Iteration 225Q (3086.980736 sec): 11 clusters Score: Raw -11809205.215504 + Penalty 31391.567519 = -11777813.647985 nChanged 14 Iteration 226Q (3088.319932 sec): 11 clusters Score: Raw -11809205.800200 + Penalty 31391.567519 = -11777814.232681 nChanged 14 Iteration 227Q (3089.755916 sec): 11 clusters Score: Raw -11809206.293950 + Penalty 31391.567519 = -11777814.726431 nChanged 14 Iteration 228Q (3091.057255 sec): 11 clusters Score: Raw -11809207.075883 + Penalty 31391.567519 = -11777815.508365 nChanged 15 Iteration 229Q (3092.275238 sec): 11 clusters Score: Raw -11809207.864181 + Penalty 31391.567519 = -11777816.296662 nChanged 12 Iteration 230Q (3093.439606 sec): 11 clusters Score: Raw -11809208.602334 + Penalty 31391.567519 = -11777817.034816 nChanged 14 Iteration 231Q (3094.606373 sec): 11 clusters Score: Raw -11809209.170505 + Penalty 31391.567519 = -11777817.602986 nChanged 9 Iteration 232Q (3095.821973 sec): 11 clusters Score: Raw -11809209.813338 + Penalty 31391.567519 = -11777818.245819 nChanged 13 Iteration 233Q (3097.080584 sec): 11 clusters Score: Raw -11809210.886112 + Penalty 31391.567519 = -11777819.318594 nChanged 13 Iteration 234Q (3098.328207 sec): 11 clusters Score: Raw -11809212.080327 + Penalty 31391.567519 = -11777820.512808 nChanged 15 Iteration 235Q (3099.519252 sec): 11 clusters Score: Raw -11809213.559080 + Penalty 31391.567519 = -11777821.991562 nChanged 11 Iteration 236Q (3100.686135 sec): 11 clusters Score: Raw -11809214.228645 + Penalty 31391.567519 = -11777822.661126 nChanged 12 Iteration 237Q (3102.011999 sec): 11 clusters Score: Raw -11809215.054287 + Penalty 31391.567519 = -11777823.486768 nChanged 13 Iteration 238Q (3103.208315 sec): 11 clusters Score: Raw -11809215.612979 + Penalty 31391.567519 = -11777824.045460 nChanged 9 Iteration 239Q (3104.748024 sec): 11 clusters Score: Raw -11809216.160396 + Penalty 31391.567519 = -11777824.592877 nChanged 6 Iteration 240F (3106.432421 sec): 11 clusters Score: Raw -11809216.426894 + Penalty 31391.567519 = -11777824.859376 nChanged 2 Iteration 241Q (3107.690784 sec): 11 clusters Score: Raw -11809216.495533 + Penalty 31391.567519 = -11777824.928014 nChanged 1 Iteration 242Q (3108.882808 sec): 11 clusters Score: Raw -11809216.516568 + Penalty 31391.567519 = -11777824.949049 nChanged 2 Iteration 243Q (3110.105326 sec): 11 clusters Score: Raw -11809216.567737 + Penalty 31391.567519 = -11777825.000218 nChanged 1 Iteration 244Q (3111.294974 sec): 11 clusters Score: Raw -11809216.615974 + Penalty 31391.567519 = -11777825.048456 nChanged 2 Iteration 245Q (3112.515683 sec): 11 clusters Score: Raw -11809216.666521 + Penalty 31391.567519 = -11777825.099002 nChanged 4 Iteration 246Q (3113.748842 sec): 11 clusters Score: Raw -11809216.781898 + Penalty 31391.567519 = -11777825.214380 nChanged 3 Iteration 247Q (3114.970405 sec): 11 clusters Score: Raw -11809216.868203 + Penalty 31391.567519 = -11777825.300685 nChanged 4 Iteration 248Q (3116.191154 sec): 11 clusters Score: Raw -11809217.038999 + Penalty 31391.567519 = -11777825.471480 nChanged 3 Iteration 249Q (3117.447268 sec): 11 clusters Score: Raw -11809217.232774 + Penalty 31391.567519 = -11777825.665255 nChanged 4 Iteration 250Q (3118.752553 sec): 11 clusters Score: Raw -11809217.489960 + Penalty 31391.567519 = -11777825.922441 nChanged 5 Iteration 251Q (3120.054251 sec): 11 clusters Score: Raw -11809217.638335 + Penalty 31391.567519 = -11777826.070816 nChanged 2 Iteration 252Q (3121.211931 sec): 11 clusters Score: Raw -11809217.668253 + Penalty 31391.567519 = -11777826.100734 nChanged 1 Iteration 253Q (3122.428542 sec): 11 clusters Score: Raw -11809217.682357 + Penalty 31391.567519 = -11777826.114839 nChanged 1 Iteration 254Q (3123.616564 sec): 11 clusters Score: Raw -11809217.702117 + Penalty 31391.567519 = -11777826.134598 nChanged 1 Iteration 255Q (3124.803456 sec): 11 clusters Score: Raw -11809217.725734 + Penalty 31391.567519 = -11777826.158215 nChanged 2 Iteration 256Q (3126.174100 sec): 11 clusters Score: Raw -11809217.781034 + Penalty 31391.567519 = -11777826.213516 nChanged 2 Iteration 257Q (3127.380326 sec): 11 clusters Score: Raw -11809217.813484 + Penalty 31391.567519 = -11777826.245966 nChanged 2 Iteration 258Q (3128.566801 sec): 11 clusters Score: Raw -11809217.857357 + Penalty 31391.567519 = -11777826.289838 nChanged 1 Writing temp clu file Because OldScore, -11777826.245966, is greater than current (better) Score,-11777826.289838 Compute initial score before splitting: Score: Raw -11809217.857357 + Penalty 31391.567519 = -11777826.289838 Trying to split cluster 1 (3860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3128.726797 sec): 2 clusters Score: Raw -240545.023743 + Penalty 2180.223530 = -238364.800213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3128.833940 sec): 3 clusters Score: Raw -239034.172486 + Penalty 4360.447060 = -234673.725426 nChanged 1435 SP:Iteration 1F (3128.888027 sec): 3 clusters Score: Raw -240712.907382 + Penalty 4360.447060 = -236352.460322 nChanged 486 SP:Iteration 2F (3128.930680 sec): 3 clusters Score: Raw -241450.137582 + Penalty 4360.447060 = -237089.690522 nChanged 335 SP:Iteration 3F (3128.973314 sec): 3 clusters Score: Raw -241982.294765 + Penalty 4360.447060 = -237621.847705 nChanged 272 SP:Iteration 4F (3129.015285 sec): 3 clusters Score: Raw -242394.864579 + Penalty 4360.447060 = -238034.417519 nChanged 206 SP:Iteration 5F (3129.056400 sec): 3 clusters Score: Raw -242649.174662 + Penalty 4360.447060 = -238288.727602 nChanged 136 SP:Iteration 6Q (3129.098926 sec): 3 clusters Score: Raw -242863.990109 + Penalty 4360.447060 = -238503.543049 nChanged 122 SP:Iteration 7Q (3129.141380 sec): 3 clusters Score: Raw -243013.126840 + Penalty 4360.447060 = -238652.679780 nChanged 75 SP:Iteration 8Q (3129.183307 sec): 3 clusters Score: Raw -243101.640229 + Penalty 4360.447060 = -238741.193169 nChanged 58 SP:Iteration 9Q (3129.222487 sec): 3 clusters Score: Raw -243147.814596 + Penalty 4360.447060 = -238787.367535 nChanged 48 SP:Iteration 10Q (3129.261504 sec): 3 clusters Score: Raw -243198.414507 + Penalty 4360.447060 = -238837.967447 nChanged 39 SP:Iteration 11Q (3129.300667 sec): 3 clusters Score: Raw -243250.088751 + Penalty 4360.447060 = -238889.641691 nChanged 38 SP:Iteration 12Q (3129.339619 sec): 3 clusters Score: Raw -243279.425706 + Penalty 4360.447060 = -238918.978646 nChanged 27 SP:Iteration 13Q (3129.442134 sec): 3 clusters Score: Raw -243295.077004 + Penalty 4360.447060 = -238934.629944 nChanged 15 SP:Iteration 14Q (3129.550852 sec): 3 clusters Score: Raw -243302.059895 + Penalty 4360.447060 = -238941.612835 nChanged 10 SP:Iteration 15Q (3129.658047 sec): 3 clusters Score: Raw -243305.937516 + Penalty 4360.447060 = -238945.490456 nChanged 4 SP:Iteration 16Q (3129.733948 sec): 3 clusters Score: Raw -243307.901200 + Penalty 4360.447060 = -238947.454140 nChanged 6 SP:Iteration 17Q (3129.767467 sec): 3 clusters Score: Raw -243309.195642 + Penalty 4360.447060 = -238948.748582 nChanged 1 SP:Iteration 18Q (3129.801016 sec): 3 clusters Score: Raw -243309.532186 + Penalty 4360.447060 = -238949.085126 nChanged 2 SP:Iteration 19Q (3129.838985 sec): 3 clusters Score: Raw -243310.342743 + Penalty 4360.447060 = -238949.895683 nChanged 3 SP:Iteration 20F (3129.881918 sec): 3 clusters Score: Raw -243311.549402 + Penalty 4360.447060 = -238951.102342 nChanged 7 SP:Iteration 21Q (3129.924073 sec): 3 clusters Score: Raw -243314.386454 + Penalty 4360.447060 = -238953.939394 nChanged 8 SP:Iteration 22Q (3129.966410 sec): 3 clusters Score: Raw -243317.573269 + Penalty 4360.447060 = -238957.126208 nChanged 2 SP:Iteration 23Q (3130.007924 sec): 3 clusters Score: Raw -243318.202950 + Penalty 4360.447060 = -238957.755890 nChanged 1 SP:Iteration 24Q (3130.046899 sec): 3 clusters Score: Raw -243318.762681 + Penalty 4360.447060 = -238958.315621 nChanged 0 SP:Iteration 25F (3130.148600 sec): 3 clusters Score: Raw -243318.762681 + Penalty 4360.447060 = -238958.315621 nChanged 0 Score: Raw -11811991.630691 + Penalty 34530.724271 = -11777460.906420 Splitting cluster 1 changes total score from -11777826.289838 to -11777460.906420 So it's not getting split. Trying to split cluster 2 (14525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3132.044314 sec): 2 clusters Score: Raw -1119984.881747 + Penalty 2530.077418 = -1117454.804330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3132.136318 sec): 3 clusters Score: Raw -1111798.069108 + Penalty 5060.154835 = -1106737.914273 nChanged 6284 SP:Iteration 1F (3132.278081 sec): 3 clusters Score: Raw -1115426.200619 + Penalty 5060.154835 = -1110366.045784 nChanged 1086 SP:Iteration 2F (3132.431936 sec): 3 clusters Score: Raw -1116210.107962 + Penalty 5060.154835 = -1111149.953127 nChanged 1042 SP:Iteration 3F (3132.580092 sec): 3 clusters Score: Raw -1117204.766259 + Penalty 5060.154835 = -1112144.611424 nChanged 1054 SP:Iteration 4F (3132.738179 sec): 3 clusters Score: Raw -1118221.845964 + Penalty 5060.154835 = -1113161.691128 nChanged 997 SP:Iteration 5F (3132.912801 sec): 3 clusters Score: Raw -1119038.335771 + Penalty 5060.154835 = -1113978.180936 nChanged 862 SP:Iteration 6F (3133.069057 sec): 3 clusters Score: Raw -1119696.641355 + Penalty 5060.154835 = -1114636.486520 nChanged 706 SP:Iteration 7Q (3133.220354 sec): 3 clusters Score: Raw -1120208.155785 + Penalty 5060.154835 = -1115148.000949 nChanged 585 SP:Iteration 8Q (3133.299482 sec): 3 clusters Score: Raw -1120596.580346 + Penalty 5060.154835 = -1115536.425510 nChanged 473 SP:Iteration 9Q (3133.382596 sec): 3 clusters Score: Raw -1120894.351795 + Penalty 5060.154835 = -1115834.196960 nChanged 431 SP:Iteration 10Q (3133.465403 sec): 3 clusters Score: Raw -1121163.531873 + Penalty 5060.154835 = -1116103.377037 nChanged 352 SP:Iteration 11Q (3133.625756 sec): 3 clusters Score: Raw -1121356.312577 + Penalty 5060.154835 = -1116296.157742 nChanged 327 SP:Iteration 12Q (3133.706102 sec): 3 clusters Score: Raw -1121507.088492 + Penalty 5060.154835 = -1116446.933657 nChanged 247 SP:Iteration 13Q (3133.854086 sec): 3 clusters Score: Raw -1121605.623947 + Penalty 5060.154835 = -1116545.469112 nChanged 206 SP:Iteration 14Q (3134.016442 sec): 3 clusters Score: Raw -1121682.982988 + Penalty 5060.154835 = -1116622.828153 nChanged 182 SP:Iteration 15Q (3134.176082 sec): 3 clusters Score: Raw -1121735.482229 + Penalty 5060.154835 = -1116675.327393 nChanged 140 SP:Iteration 16Q (3134.332061 sec): 3 clusters Score: Raw -1121775.162953 + Penalty 5060.154835 = -1116715.008117 nChanged 94 SP:Iteration 17Q (3134.478708 sec): 3 clusters Score: Raw -1121798.349642 + Penalty 5060.154835 = -1116738.194807 nChanged 89 SP:Iteration 18Q (3134.562696 sec): 3 clusters Score: Raw -1121819.455181 + Penalty 5060.154835 = -1116759.300346 nChanged 88 SP:Iteration 19Q (3134.721215 sec): 3 clusters Score: Raw -1121840.948257 + Penalty 5060.154835 = -1116780.793422 nChanged 64 SP:Iteration 20F (3134.806035 sec): 3 clusters Score: Raw -1121856.062177 + Penalty 5060.154835 = -1116795.907342 nChanged 63 SP:Iteration 21Q (3134.887759 sec): 3 clusters Score: Raw -1121871.881487 + Penalty 5060.154835 = -1116811.726652 nChanged 74 SP:Iteration 22Q (3134.976546 sec): 3 clusters Score: Raw -1121886.739491 + Penalty 5060.154835 = -1116826.584655 nChanged 65 SP:Iteration 23Q (3135.068222 sec): 3 clusters Score: Raw -1121897.423015 + Penalty 5060.154835 = -1116837.268180 nChanged 44 SP:Iteration 24Q (3135.156093 sec): 3 clusters Score: Raw -1121905.540294 + Penalty 5060.154835 = -1116845.385459 nChanged 35 SP:Iteration 25Q (3135.243437 sec): 3 clusters Score: Raw -1121910.613019 + Penalty 5060.154835 = -1116850.458184 nChanged 26 SP:Iteration 26Q (3135.335402 sec): 3 clusters Score: Raw -1121913.574272 + Penalty 5060.154835 = -1116853.419436 nChanged 19 SP:Iteration 27Q (3135.433674 sec): 3 clusters Score: Raw -1121916.083339 + Penalty 5060.154835 = -1116855.928504 nChanged 19 SP:Iteration 28Q (3135.516358 sec): 3 clusters Score: Raw -1121918.457370 + Penalty 5060.154835 = -1116858.302535 nChanged 12 SP:Iteration 29Q (3135.604063 sec): 3 clusters Score: Raw -1121919.978966 + Penalty 5060.154835 = -1116859.824130 nChanged 6 SP:Iteration 30Q (3135.708556 sec): 3 clusters Score: Raw -1121920.814866 + Penalty 5060.154835 = -1116860.660031 nChanged 7 SP:Iteration 31Q (3135.791323 sec): 3 clusters Score: Raw -1121921.629598 + Penalty 5060.154835 = -1116861.474763 nChanged 5 SP:Iteration 32Q (3135.873777 sec): 3 clusters Score: Raw -1121922.289631 + Penalty 5060.154835 = -1116862.134796 nChanged 2 SP:Iteration 33Q (3135.981763 sec): 3 clusters Score: Raw -1121922.560931 + Penalty 5060.154835 = -1116862.406096 nChanged 2 SP:Iteration 34Q (3136.079422 sec): 3 clusters Score: Raw -1121922.800372 + Penalty 5060.154835 = -1116862.645537 nChanged 4 SP:Iteration 35Q (3136.173361 sec): 3 clusters Score: Raw -1121923.324871 + Penalty 5060.154835 = -1116863.170035 nChanged 5 SP:Iteration 36Q (3136.410138 sec): 3 clusters Score: Raw -1121923.762523 + Penalty 5060.154835 = -1116863.607688 nChanged 4 SP:Iteration 37Q (3136.577161 sec): 3 clusters Score: Raw -1121924.189210 + Penalty 5060.154835 = -1116864.034375 nChanged 2 SP:Iteration 38Q (3136.724173 sec): 3 clusters Score: Raw -1121924.442924 + Penalty 5060.154835 = -1116864.288089 nChanged 3 SP:Iteration 39Q (3136.934926 sec): 3 clusters Score: Raw -1121924.892844 + Penalty 5060.154835 = -1116864.738009 nChanged 2 SP:Iteration 40F (3137.021718 sec): 3 clusters Score: Raw -1121925.377478 + Penalty 5060.154835 = -1116865.222643 nChanged 4 SP:Iteration 41Q (3137.128906 sec): 3 clusters Score: Raw -1121926.138609 + Penalty 5060.154835 = -1116865.983774 nChanged 2 SP:Iteration 42Q (3137.231424 sec): 3 clusters Score: Raw -1121926.336678 + Penalty 5060.154835 = -1116866.181843 nChanged 1 SP:Iteration 43Q (3137.331092 sec): 3 clusters Score: Raw -1121926.391466 + Penalty 5060.154835 = -1116866.236631 nChanged 0 SP:Iteration 44F (3137.445290 sec): 3 clusters Score: Raw -1121926.391466 + Penalty 5060.154835 = -1116866.236631 nChanged 0 Trying to split cluster 3 (66932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3137.778606 sec): 2 clusters Score: Raw -5730161.206387 + Penalty 2933.418169 = -5727227.788218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3138.114001 sec): 3 clusters Score: Raw -5688123.194581 + Penalty 5866.836338 = -5682256.358243 nChanged 31138 SP:Iteration 1F (3138.450481 sec): 3 clusters Score: Raw -5705648.807793 + Penalty 5866.836338 = -5699781.971455 nChanged 3039 SP:Iteration 2Q (3138.744365 sec): 3 clusters Score: Raw -5706796.868612 + Penalty 5866.836338 = -5700930.032274 nChanged 3280 SP:Iteration 3Q (3139.060103 sec): 3 clusters Score: Raw -5708176.728276 + Penalty 5866.836338 = -5702309.891939 nChanged 3573 SP:Iteration 4F (3139.391245 sec): 3 clusters Score: Raw -5709772.712426 + Penalty 5866.836338 = -5703905.876089 nChanged 3664 SP:Iteration 5F (3139.670917 sec): 3 clusters Score: Raw -5711467.675368 + Penalty 5866.836338 = -5705600.839030 nChanged 3569 SP:Iteration 6F (3139.974412 sec): 3 clusters Score: Raw -5713145.004124 + Penalty 5866.836338 = -5707278.167787 nChanged 3463 SP:Iteration 7F (3140.309904 sec): 3 clusters Score: Raw -5714754.940203 + Penalty 5866.836338 = -5708888.103865 nChanged 3261 SP:Iteration 8Q (3140.658220 sec): 3 clusters Score: Raw -5716209.403284 + Penalty 5866.836338 = -5710342.566946 nChanged 2862 SP:Iteration 9Q (3140.975137 sec): 3 clusters Score: Raw -5717400.442677 + Penalty 5866.836338 = -5711533.606339 nChanged 2438 SP:Iteration 10Q (3141.234148 sec): 3 clusters Score: Raw -5718349.241596 + Penalty 5866.836338 = -5712482.405258 nChanged 2120 SP:Iteration 11Q (3141.489764 sec): 3 clusters Score: Raw -5719127.203985 + Penalty 5866.836338 = -5713260.367647 nChanged 1964 SP:Iteration 12Q (3141.770575 sec): 3 clusters Score: Raw -5719812.704444 + Penalty 5866.836338 = -5713945.868106 nChanged 1831 SP:Iteration 13Q (3142.024557 sec): 3 clusters Score: Raw -5720422.444329 + Penalty 5866.836338 = -5714555.607991 nChanged 1712 SP:Iteration 14Q (3142.300770 sec): 3 clusters Score: Raw -5720939.966391 + Penalty 5866.836338 = -5715073.130053 nChanged 1639 SP:Iteration 15Q (3142.580203 sec): 3 clusters Score: Raw -5721441.333143 + Penalty 5866.836338 = -5715574.496805 nChanged 1730 SP:Iteration 16Q (3142.851019 sec): 3 clusters Score: Raw -5721992.093239 + Penalty 5866.836338 = -5716125.256901 nChanged 1861 SP:Iteration 17Q (3143.100108 sec): 3 clusters Score: Raw -5722618.605126 + Penalty 5866.836338 = -5716751.768789 nChanged 2008 SP:Iteration 18Q (3143.377495 sec): 3 clusters Score: Raw -5723335.772648 + Penalty 5866.836338 = -5717468.936310 nChanged 2191 SP:Iteration 19Q (3143.640523 sec): 3 clusters Score: Raw -5724181.970332 + Penalty 5866.836338 = -5718315.133994 nChanged 2252 SP:Iteration 20F (3143.916168 sec): 3 clusters Score: Raw -5725066.470676 + Penalty 5866.836338 = -5719199.634338 nChanged 2218 SP:Iteration 21Q (3144.186446 sec): 3 clusters Score: Raw -5725981.113392 + Penalty 5866.836338 = -5720114.277054 nChanged 2120 SP:Iteration 22Q (3144.455080 sec): 3 clusters Score: Raw -5726868.990335 + Penalty 5866.836338 = -5721002.153997 nChanged 1970 SP:Iteration 23Q (3144.711087 sec): 3 clusters Score: Raw -5727721.272110 + Penalty 5866.836338 = -5721854.435772 nChanged 1716 SP:Iteration 24Q (3144.994975 sec): 3 clusters Score: Raw -5728432.195127 + Penalty 5866.836338 = -5722565.358789 nChanged 1443 SP:Iteration 25Q (3145.276890 sec): 3 clusters Score: Raw -5728989.522043 + Penalty 5866.836338 = -5723122.685705 nChanged 1186 SP:Iteration 26Q (3145.532599 sec): 3 clusters Score: Raw -5729430.471419 + Penalty 5866.836338 = -5723563.635081 nChanged 943 SP:Iteration 27Q (3145.809532 sec): 3 clusters Score: Raw -5729760.341055 + Penalty 5866.836338 = -5723893.504717 nChanged 708 SP:Iteration 28Q (3146.082809 sec): 3 clusters Score: Raw -5729995.719150 + Penalty 5866.836338 = -5724128.882813 nChanged 566 SP:Iteration 29Q (3146.355185 sec): 3 clusters Score: Raw -5730173.999750 + Penalty 5866.836338 = -5724307.163412 nChanged 468 SP:Iteration 30Q (3146.615819 sec): 3 clusters Score: Raw -5730315.354304 + Penalty 5866.836338 = -5724448.517967 nChanged 381 SP:Iteration 31Q (3146.892977 sec): 3 clusters Score: Raw -5730431.527302 + Penalty 5866.836338 = -5724564.690964 nChanged 314 SP:Iteration 32Q (3147.122685 sec): 3 clusters Score: Raw -5730529.839242 + Penalty 5866.836338 = -5724663.002904 nChanged 293 SP:Iteration 33Q (3147.403825 sec): 3 clusters Score: Raw -5730616.565818 + Penalty 5866.836338 = -5724749.729480 nChanged 223 SP:Iteration 34Q (3147.674934 sec): 3 clusters Score: Raw -5730681.355755 + Penalty 5866.836338 = -5724814.519417 nChanged 202 SP:Iteration 35Q (3147.954445 sec): 3 clusters Score: Raw -5730737.234273 + Penalty 5866.836338 = -5724870.397935 nChanged 168 SP:Iteration 36Q (3148.303308 sec): 3 clusters Score: Raw -5730783.722487 + Penalty 5866.836338 = -5724916.886149 nChanged 138 SP:Iteration 37Q (3148.638503 sec): 3 clusters Score: Raw -5730820.419280 + Penalty 5866.836338 = -5724953.582943 nChanged 108 SP:Iteration 38Q (3148.896597 sec): 3 clusters Score: Raw -5730849.764325 + Penalty 5866.836338 = -5724982.927987 nChanged 91 SP:Iteration 39Q (3149.139488 sec): 3 clusters Score: Raw -5730871.186217 + Penalty 5866.836338 = -5725004.349880 nChanged 63 SP:Iteration 40F (3149.455548 sec): 3 clusters Score: Raw -5730884.369884 + Penalty 5866.836338 = -5725017.533546 nChanged 49 SP:Iteration 41Q (3149.726956 sec): 3 clusters Score: Raw -5730896.323424 + Penalty 5866.836338 = -5725029.487086 nChanged 42 SP:Iteration 42Q (3149.982780 sec): 3 clusters Score: Raw -5730906.209307 + Penalty 5866.836338 = -5725039.372969 nChanged 45 SP:Iteration 43Q (3150.267011 sec): 3 clusters Score: Raw -5730916.715686 + Penalty 5866.836338 = -5725049.879348 nChanged 42 SP:Iteration 44Q (3150.504438 sec): 3 clusters Score: Raw -5730926.459998 + Penalty 5866.836338 = -5725059.623660 nChanged 35 SP:Iteration 45Q (3150.793717 sec): 3 clusters Score: Raw -5730933.984373 + Penalty 5866.836338 = -5725067.148035 nChanged 26 SP:Iteration 46Q (3151.031196 sec): 3 clusters Score: Raw -5730939.784231 + Penalty 5866.836338 = -5725072.947893 nChanged 30 SP:Iteration 47Q (3151.318553 sec): 3 clusters Score: Raw -5730945.285422 + Penalty 5866.836338 = -5725078.449085 nChanged 23 SP:Iteration 48Q (3151.565726 sec): 3 clusters Score: Raw -5730949.626779 + Penalty 5866.836338 = -5725082.790442 nChanged 22 SP:Iteration 49Q (3151.795697 sec): 3 clusters Score: Raw -5730954.003067 + Penalty 5866.836338 = -5725087.166729 nChanged 27 SP:Iteration 50Q (3152.076862 sec): 3 clusters Score: Raw -5730959.656652 + Penalty 5866.836338 = -5725092.820314 nChanged 24 SP:Iteration 51Q (3152.339150 sec): 3 clusters Score: Raw -5730966.484403 + Penalty 5866.836338 = -5725099.648065 nChanged 25 SP:Iteration 52Q (3152.597441 sec): 3 clusters Score: Raw -5730971.987212 + Penalty 5866.836338 = -5725105.150875 nChanged 34 SP:Iteration 53Q (3152.851165 sec): 3 clusters Score: Raw -5730980.351591 + Penalty 5866.836338 = -5725113.515253 nChanged 30 SP:Iteration 54Q (3153.100229 sec): 3 clusters Score: Raw -5730987.716457 + Penalty 5866.836338 = -5725120.880119 nChanged 26 SP:Iteration 55Q (3153.347515 sec): 3 clusters Score: Raw -5730992.919245 + Penalty 5866.836338 = -5725126.082908 nChanged 23 SP:Iteration 56Q (3153.581798 sec): 3 clusters Score: Raw -5730996.374184 + Penalty 5866.836338 = -5725129.537846 nChanged 15 SP:Iteration 57Q (3153.840052 sec): 3 clusters Score: Raw -5730999.144295 + Penalty 5866.836338 = -5725132.307957 nChanged 10 SP:Iteration 58Q (3154.089447 sec): 3 clusters Score: Raw -5731000.514917 + Penalty 5866.836338 = -5725133.678579 nChanged 7 SP:Iteration 59Q (3154.319467 sec): 3 clusters Score: Raw -5731001.680457 + Penalty 5866.836338 = -5725134.844119 nChanged 6 SP:Iteration 60F (3154.588869 sec): 3 clusters Score: Raw -5731002.715610 + Penalty 5866.836338 = -5725135.879272 nChanged 4 SP:Iteration 61Q (3154.818344 sec): 3 clusters Score: Raw -5731003.293383 + Penalty 5866.836338 = -5725136.457046 nChanged 3 SP:Iteration 62Q (3155.070797 sec): 3 clusters Score: Raw -5731003.822511 + Penalty 5866.836338 = -5725136.986174 nChanged 5 SP:Iteration 63Q (3155.297726 sec): 3 clusters Score: Raw -5731004.618445 + Penalty 5866.836338 = -5725137.782108 nChanged 4 SP:Iteration 64Q (3155.532071 sec): 3 clusters Score: Raw -5731005.522445 + Penalty 5866.836338 = -5725138.686108 nChanged 4 SP:Iteration 65Q (3155.766428 sec): 3 clusters Score: Raw -5731006.318889 + Penalty 5866.836338 = -5725139.482551 nChanged 1 SP:Iteration 66Q (3156.018346 sec): 3 clusters Score: Raw -5731006.514463 + Penalty 5866.836338 = -5725139.678126 nChanged 1 SP:Iteration 67Q (3156.264158 sec): 3 clusters Score: Raw -5731006.604245 + Penalty 5866.836338 = -5725139.767907 nChanged 2 SP:Iteration 68Q (3156.503284 sec): 3 clusters Score: Raw -5731006.941213 + Penalty 5866.836338 = -5725140.104876 nChanged 3 SP:Iteration 69Q (3156.733938 sec): 3 clusters Score: Raw -5731007.447876 + Penalty 5866.836338 = -5725140.611538 nChanged 5 SP:Iteration 70Q (3157.003224 sec): 3 clusters Score: Raw -5731008.415627 + Penalty 5866.836338 = -5725141.579290 nChanged 7 SP:Iteration 71Q (3157.234014 sec): 3 clusters Score: Raw -5731009.788176 + Penalty 5866.836338 = -5725142.951838 nChanged 8 SP:Iteration 72Q (3157.465558 sec): 3 clusters Score: Raw -5731011.582205 + Penalty 5866.836338 = -5725144.745867 nChanged 8 SP:Iteration 73Q (3157.716393 sec): 3 clusters Score: Raw -5731013.207496 + Penalty 5866.836338 = -5725146.371158 nChanged 10 SP:Iteration 74Q (3157.946350 sec): 3 clusters Score: Raw -5731015.178069 + Penalty 5866.836338 = -5725148.341732 nChanged 5 SP:Iteration 75Q (3158.179662 sec): 3 clusters Score: Raw -5731016.332953 + Penalty 5866.836338 = -5725149.496615 nChanged 8 SP:Iteration 76Q (3158.415618 sec): 3 clusters Score: Raw -5731017.982844 + Penalty 5866.836338 = -5725151.146507 nChanged 4 SP:Iteration 77Q (3158.673874 sec): 3 clusters Score: Raw -5731019.057895 + Penalty 5866.836338 = -5725152.221557 nChanged 5 SP:Iteration 78Q (3158.921595 sec): 3 clusters Score: Raw -5731019.862029 + Penalty 5866.836338 = -5725153.025691 nChanged 7 SP:Iteration 79Q (3159.150403 sec): 3 clusters Score: Raw -5731021.272074 + Penalty 5866.836338 = -5725154.435736 nChanged 4 SP:Iteration 80F (3159.424612 sec): 3 clusters Score: Raw -5731021.958487 + Penalty 5866.836338 = -5725155.122150 nChanged 3 SP:Iteration 81Q (3159.661088 sec): 3 clusters Score: Raw -5731022.461739 + Penalty 5866.836338 = -5725155.625402 nChanged 2 SP:Iteration 82Q (3159.891418 sec): 3 clusters Score: Raw -5731022.738452 + Penalty 5866.836338 = -5725155.902115 nChanged 1 SP:Iteration 83Q (3160.140320 sec): 3 clusters Score: Raw -5731022.829742 + Penalty 5866.836338 = -5725155.993405 nChanged 1 SP:Iteration 84Q (3160.368070 sec): 3 clusters Score: Raw -5731023.029711 + Penalty 5866.836338 = -5725156.193373 nChanged 1 SP:Iteration 85Q (3160.599533 sec): 3 clusters Score: Raw -5731023.195262 + Penalty 5866.836338 = -5725156.358925 nChanged 1 SP:Iteration 86Q (3160.834265 sec): 3 clusters Score: Raw -5731023.370112 + Penalty 5866.836338 = -5725156.533774 nChanged 0 SP:Iteration 87F (3161.134137 sec): 3 clusters Score: Raw -5731023.370112 + Penalty 5866.836338 = -5725156.533774 nChanged 0 Trying to split cluster 4 (13960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3161.223891 sec): 2 clusters Score: Raw -1075445.952983 + Penalty 2519.603163 = -1072926.349820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3161.328448 sec): 3 clusters Score: Raw -1067672.110053 + Penalty 5039.206327 = -1062632.903727 nChanged 5972 SP:Iteration 1F (3161.417245 sec): 3 clusters Score: Raw -1071041.244940 + Penalty 5039.206327 = -1066002.038613 nChanged 1023 SP:Iteration 2F (3161.605014 sec): 3 clusters Score: Raw -1071742.531317 + Penalty 5039.206327 = -1066703.324990 nChanged 1043 SP:Iteration 3F (3161.741064 sec): 3 clusters Score: Raw -1072675.354121 + Penalty 5039.206327 = -1067636.147794 nChanged 1109 SP:Iteration 4F (3161.828856 sec): 3 clusters Score: Raw -1073866.056354 + Penalty 5039.206327 = -1068826.850027 nChanged 1153 SP:Iteration 5F (3161.919284 sec): 3 clusters Score: Raw -1075141.423938 + Penalty 5039.206327 = -1070102.217611 nChanged 1051 SP:Iteration 6F (3162.016310 sec): 3 clusters Score: Raw -1076248.954266 + Penalty 5039.206327 = -1071209.747939 nChanged 817 SP:Iteration 7F (3162.117053 sec): 3 clusters Score: Raw -1076921.986899 + Penalty 5039.206327 = -1071882.780573 nChanged 583 SP:Iteration 8Q (3162.217035 sec): 3 clusters Score: Raw -1077308.124848 + Penalty 5039.206327 = -1072268.918522 nChanged 382 SP:Iteration 9Q (3162.306796 sec): 3 clusters Score: Raw -1077516.140033 + Penalty 5039.206327 = -1072476.933706 nChanged 274 SP:Iteration 10Q (3162.395861 sec): 3 clusters Score: Raw -1077649.018321 + Penalty 5039.206327 = -1072609.811995 nChanged 223 SP:Iteration 11Q (3162.501310 sec): 3 clusters Score: Raw -1077743.548744 + Penalty 5039.206327 = -1072704.342417 nChanged 162 SP:Iteration 12Q (3162.595425 sec): 3 clusters Score: Raw -1077801.868793 + Penalty 5039.206327 = -1072762.662466 nChanged 123 SP:Iteration 13Q (3162.683775 sec): 3 clusters Score: Raw -1077839.791827 + Penalty 5039.206327 = -1072800.585501 nChanged 101 SP:Iteration 14Q (3162.774635 sec): 3 clusters Score: Raw -1077867.659731 + Penalty 5039.206327 = -1072828.453404 nChanged 72 SP:Iteration 15Q (3162.898284 sec): 3 clusters Score: Raw -1077886.552567 + Penalty 5039.206327 = -1072847.346241 nChanged 60 SP:Iteration 16Q (3162.984517 sec): 3 clusters Score: Raw -1077898.584348 + Penalty 5039.206327 = -1072859.378022 nChanged 45 SP:Iteration 17Q (3163.093905 sec): 3 clusters Score: Raw -1077908.993579 + Penalty 5039.206327 = -1072869.787252 nChanged 41 SP:Iteration 18Q (3163.181802 sec): 3 clusters Score: Raw -1077916.548405 + Penalty 5039.206327 = -1072877.342079 nChanged 34 SP:Iteration 19Q (3163.264528 sec): 3 clusters Score: Raw -1077922.300182 + Penalty 5039.206327 = -1072883.093856 nChanged 37 SP:Iteration 20F (3163.377761 sec): 3 clusters Score: Raw -1077929.984032 + Penalty 5039.206327 = -1072890.777705 nChanged 33 SP:Iteration 21Q (3163.470191 sec): 3 clusters Score: Raw -1077935.978424 + Penalty 5039.206327 = -1072896.772098 nChanged 26 SP:Iteration 22Q (3163.558156 sec): 3 clusters Score: Raw -1077941.043104 + Penalty 5039.206327 = -1072901.836777 nChanged 27 SP:Iteration 23Q (3163.650888 sec): 3 clusters Score: Raw -1077945.629635 + Penalty 5039.206327 = -1072906.423308 nChanged 23 SP:Iteration 24Q (3163.759372 sec): 3 clusters Score: Raw -1077948.951616 + Penalty 5039.206327 = -1072909.745289 nChanged 17 SP:Iteration 25Q (3163.847032 sec): 3 clusters Score: Raw -1077951.214477 + Penalty 5039.206327 = -1072912.008150 nChanged 15 SP:Iteration 26Q (3163.955581 sec): 3 clusters Score: Raw -1077953.125636 + Penalty 5039.206327 = -1072913.919309 nChanged 11 SP:Iteration 27Q (3164.047314 sec): 3 clusters Score: Raw -1077954.485746 + Penalty 5039.206327 = -1072915.279419 nChanged 11 SP:Iteration 28Q (3164.128464 sec): 3 clusters Score: Raw -1077955.886198 + Penalty 5039.206327 = -1072916.679871 nChanged 10 SP:Iteration 29Q (3164.230151 sec): 3 clusters Score: Raw -1077957.371028 + Penalty 5039.206327 = -1072918.164701 nChanged 7 SP:Iteration 30Q (3164.323353 sec): 3 clusters Score: Raw -1077959.053776 + Penalty 5039.206327 = -1072919.847449 nChanged 6 SP:Iteration 31Q (3164.412682 sec): 3 clusters Score: Raw -1077960.361181 + Penalty 5039.206327 = -1072921.154855 nChanged 12 SP:Iteration 32Q (3164.500573 sec): 3 clusters Score: Raw -1077962.421034 + Penalty 5039.206327 = -1072923.214707 nChanged 5 SP:Iteration 33Q (3164.702501 sec): 3 clusters Score: Raw -1077963.240607 + Penalty 5039.206327 = -1072924.034280 nChanged 7 SP:Iteration 34Q (3164.868235 sec): 3 clusters Score: Raw -1077964.033055 + Penalty 5039.206327 = -1072924.826729 nChanged 4 SP:Iteration 35Q (3165.056788 sec): 3 clusters Score: Raw -1077964.545189 + Penalty 5039.206327 = -1072925.338862 nChanged 4 SP:Iteration 36Q (3165.133794 sec): 3 clusters Score: Raw -1077964.967126 + Penalty 5039.206327 = -1072925.760799 nChanged 5 SP:Iteration 37Q (3165.211339 sec): 3 clusters Score: Raw -1077965.353428 + Penalty 5039.206327 = -1072926.147102 nChanged 5 SP:Iteration 38Q (3165.286258 sec): 3 clusters Score: Raw -1077965.650097 + Penalty 5039.206327 = -1072926.443771 nChanged 2 SP:Iteration 39Q (3165.392286 sec): 3 clusters Score: Raw -1077965.754680 + Penalty 5039.206327 = -1072926.548353 nChanged 2 SP:Iteration 40F (3165.494070 sec): 3 clusters Score: Raw -1077965.966657 + Penalty 5039.206327 = -1072926.760330 nChanged 1 SP:Iteration 41Q (3165.583276 sec): 3 clusters Score: Raw -1077966.125603 + Penalty 5039.206327 = -1072926.919276 nChanged 2 SP:Iteration 42Q (3165.668967 sec): 3 clusters Score: Raw -1077966.525296 + Penalty 5039.206327 = -1072927.318969 nChanged 2 SP:Iteration 43Q (3165.772982 sec): 3 clusters Score: Raw -1077966.686487 + Penalty 5039.206327 = -1072927.480160 nChanged 0 SP:Iteration 44F (3165.866193 sec): 3 clusters Score: Raw -1077966.686487 + Penalty 5039.206327 = -1072927.480160 nChanged 0 Score: Raw -11811738.625256 + Penalty 34530.724271 = -11777207.900986 Splitting cluster 4 changes total score from -11777826.289838 to -11777207.900986 So it's not getting split. Trying to split cluster 5 (4391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3168.257420 sec): 2 clusters Score: Raw -328161.580111 + Penalty 2214.250439 = -325947.329671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3168.326225 sec): 3 clusters Score: Raw -326121.365745 + Penalty 4428.500879 = -321692.864866 nChanged 1614 SP:Iteration 1F (3168.391002 sec): 3 clusters Score: Raw -327306.480359 + Penalty 4428.500879 = -322877.979481 nChanged 408 SP:Iteration 2F (3168.435433 sec): 3 clusters Score: Raw -327731.013215 + Penalty 4428.500879 = -323302.512336 nChanged 339 SP:Iteration 3F (3168.480208 sec): 3 clusters Score: Raw -328155.412817 + Penalty 4428.500879 = -323726.911938 nChanged 282 SP:Iteration 4F (3168.525054 sec): 3 clusters Score: Raw -328522.733254 + Penalty 4428.500879 = -324094.232375 nChanged 249 SP:Iteration 5F (3168.574657 sec): 3 clusters Score: Raw -328851.727438 + Penalty 4428.500879 = -324423.226559 nChanged 216 SP:Iteration 6Q (3168.627929 sec): 3 clusters Score: Raw -329094.533910 + Penalty 4428.500879 = -324666.033031 nChanged 170 SP:Iteration 7Q (3168.680758 sec): 3 clusters Score: Raw -329246.836302 + Penalty 4428.500879 = -324818.335423 nChanged 115 SP:Iteration 8Q (3168.732196 sec): 3 clusters Score: Raw -329354.050292 + Penalty 4428.500879 = -324925.549413 nChanged 85 SP:Iteration 9Q (3168.781500 sec): 3 clusters Score: Raw -329434.271612 + Penalty 4428.500879 = -325005.770733 nChanged 93 SP:Iteration 10Q (3168.882400 sec): 3 clusters Score: Raw -329527.751251 + Penalty 4428.500879 = -325099.250372 nChanged 90 SP:Iteration 11Q (3168.932208 sec): 3 clusters Score: Raw -329644.278545 + Penalty 4428.500879 = -325215.777666 nChanged 104 SP:Iteration 12Q (3168.982129 sec): 3 clusters Score: Raw -329802.365283 + Penalty 4428.500879 = -325373.864404 nChanged 95 SP:Iteration 13Q (3169.031437 sec): 3 clusters Score: Raw -329943.549746 + Penalty 4428.500879 = -325515.048867 nChanged 81 SP:Iteration 14Q (3169.079644 sec): 3 clusters Score: Raw -330038.023345 + Penalty 4428.500879 = -325609.522466 nChanged 51 SP:Iteration 15Q (3169.128044 sec): 3 clusters Score: Raw -330092.649829 + Penalty 4428.500879 = -325664.148950 nChanged 44 SP:Iteration 16Q (3169.258118 sec): 3 clusters Score: Raw -330129.333306 + Penalty 4428.500879 = -325700.832427 nChanged 42 SP:Iteration 17Q (3169.400180 sec): 3 clusters Score: Raw -330156.789710 + Penalty 4428.500879 = -325728.288831 nChanged 34 SP:Iteration 18Q (3169.543073 sec): 3 clusters Score: Raw -330175.337232 + Penalty 4428.500879 = -325746.836353 nChanged 25 SP:Iteration 19Q (3169.636130 sec): 3 clusters Score: Raw -330188.550916 + Penalty 4428.500879 = -325760.050038 nChanged 26 SP:Iteration 20F (3169.766619 sec): 3 clusters Score: Raw -330206.102513 + Penalty 4428.500879 = -325777.601634 nChanged 24 SP:Iteration 21Q (3169.828817 sec): 3 clusters Score: Raw -330224.539858 + Penalty 4428.500879 = -325796.038979 nChanged 24 SP:Iteration 22Q (3169.873611 sec): 3 clusters Score: Raw -330239.573241 + Penalty 4428.500879 = -325811.072363 nChanged 23 SP:Iteration 23Q (3169.923851 sec): 3 clusters Score: Raw -330257.386881 + Penalty 4428.500879 = -325828.886002 nChanged 18 SP:Iteration 24Q (3169.973409 sec): 3 clusters Score: Raw -330270.839213 + Penalty 4428.500879 = -325842.338334 nChanged 18 SP:Iteration 25Q (3170.022973 sec): 3 clusters Score: Raw -330283.669647 + Penalty 4428.500879 = -325855.168768 nChanged 17 SP:Iteration 26Q (3170.072577 sec): 3 clusters Score: Raw -330295.122318 + Penalty 4428.500879 = -325866.621440 nChanged 14 SP:Iteration 27Q (3170.121440 sec): 3 clusters Score: Raw -330302.858856 + Penalty 4428.500879 = -325874.357977 nChanged 10 SP:Iteration 28Q (3170.169777 sec): 3 clusters Score: Raw -330311.479963 + Penalty 4428.500879 = -325882.979084 nChanged 15 SP:Iteration 29Q (3170.218076 sec): 3 clusters Score: Raw -330323.982871 + Penalty 4428.500879 = -325895.481992 nChanged 22 SP:Iteration 30Q (3170.266291 sec): 3 clusters Score: Raw -330343.010644 + Penalty 4428.500879 = -325914.509765 nChanged 23 SP:Iteration 31Q (3170.314436 sec): 3 clusters Score: Raw -330363.318985 + Penalty 4428.500879 = -325934.818107 nChanged 24 SP:Iteration 32Q (3170.362897 sec): 3 clusters Score: Raw -330393.367830 + Penalty 4428.500879 = -325964.866951 nChanged 26 SP:Iteration 33Q (3170.412331 sec): 3 clusters Score: Raw -330429.039095 + Penalty 4428.500879 = -326000.538216 nChanged 29 SP:Iteration 34Q (3170.459817 sec): 3 clusters Score: Raw -330458.811067 + Penalty 4428.500879 = -326030.310188 nChanged 25 SP:Iteration 35Q (3170.506881 sec): 3 clusters Score: Raw -330477.896184 + Penalty 4428.500879 = -326049.395305 nChanged 18 SP:Iteration 36Q (3170.553864 sec): 3 clusters Score: Raw -330494.611318 + Penalty 4428.500879 = -326066.110439 nChanged 9 SP:Iteration 37Q (3170.602032 sec): 3 clusters Score: Raw -330503.000925 + Penalty 4428.500879 = -326074.500046 nChanged 10 SP:Iteration 38Q (3170.651479 sec): 3 clusters Score: Raw -330510.194860 + Penalty 4428.500879 = -326081.693981 nChanged 8 SP:Iteration 39Q (3170.701341 sec): 3 clusters Score: Raw -330513.422380 + Penalty 4428.500879 = -326084.921501 nChanged 4 SP:Iteration 40F (3170.752839 sec): 3 clusters Score: Raw -330516.330152 + Penalty 4428.500879 = -326087.829273 nChanged 6 SP:Iteration 41Q (3170.802528 sec): 3 clusters Score: Raw -330520.469528 + Penalty 4428.500879 = -326091.968649 nChanged 7 SP:Iteration 42Q (3170.850030 sec): 3 clusters Score: Raw -330525.803568 + Penalty 4428.500879 = -326097.302689 nChanged 7 SP:Iteration 43Q (3170.956938 sec): 3 clusters Score: Raw -330532.751129 + Penalty 4428.500879 = -326104.250250 nChanged 8 SP:Iteration 44Q (3171.006887 sec): 3 clusters Score: Raw -330537.847785 + Penalty 4428.500879 = -326109.346906 nChanged 7 SP:Iteration 45Q (3171.057408 sec): 3 clusters Score: Raw -330541.201490 + Penalty 4428.500879 = -326112.700611 nChanged 5 SP:Iteration 46Q (3171.102676 sec): 3 clusters Score: Raw -330543.783147 + Penalty 4428.500879 = -326115.282268 nChanged 3 SP:Iteration 47Q (3171.147121 sec): 3 clusters Score: Raw -330545.757747 + Penalty 4428.500879 = -326117.256868 nChanged 0 SP:Iteration 48F (3171.279637 sec): 3 clusters Score: Raw -330545.757747 + Penalty 4428.500879 = -326117.256868 nChanged 0 Score: Raw -11811602.069389 + Penalty 34530.724271 = -11777071.345118 Splitting cluster 5 changes total score from -11777826.289838 to -11777071.345118 So it's not getting split. Trying to split cluster 6 (8268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3173.713764 sec): 2 clusters Score: Raw -684919.707337 + Penalty 2381.319051 = -682538.388286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3173.789236 sec): 3 clusters Score: Raw -680691.450617 + Penalty 4762.638102 = -675928.812515 nChanged 3283 SP:Iteration 1F (3173.876411 sec): 3 clusters Score: Raw -682419.292419 + Penalty 4762.638102 = -677656.654317 nChanged 550 SP:Iteration 2F (3173.949732 sec): 3 clusters Score: Raw -682698.515598 + Penalty 4762.638102 = -677935.877496 nChanged 434 SP:Iteration 3F (3174.019759 sec): 3 clusters Score: Raw -682900.070247 + Penalty 4762.638102 = -678137.432145 nChanged 345 SP:Iteration 4Q (3174.167989 sec): 3 clusters Score: Raw -683078.794090 + Penalty 4762.638102 = -678316.155988 nChanged 327 SP:Iteration 5Q (3174.303526 sec): 3 clusters Score: Raw -683249.283985 + Penalty 4762.638102 = -678486.645883 nChanged 326 SP:Iteration 6Q (3174.369035 sec): 3 clusters Score: Raw -683443.664102 + Penalty 4762.638102 = -678681.025999 nChanged 292 SP:Iteration 7Q (3174.435156 sec): 3 clusters Score: Raw -683623.938119 + Penalty 4762.638102 = -678861.300017 nChanged 302 SP:Iteration 8Q (3174.504402 sec): 3 clusters Score: Raw -683843.454388 + Penalty 4762.638102 = -679080.816286 nChanged 315 SP:Iteration 9Q (3174.575257 sec): 3 clusters Score: Raw -684091.770300 + Penalty 4762.638102 = -679329.132198 nChanged 359 SP:Iteration 10Q (3174.649553 sec): 3 clusters Score: Raw -684393.628490 + Penalty 4762.638102 = -679630.990388 nChanged 383 SP:Iteration 11Q (3174.722449 sec): 3 clusters Score: Raw -684754.977904 + Penalty 4762.638102 = -679992.339802 nChanged 392 SP:Iteration 12Q (3174.791018 sec): 3 clusters Score: Raw -685069.880006 + Penalty 4762.638102 = -680307.241904 nChanged 335 SP:Iteration 13Q (3174.860494 sec): 3 clusters Score: Raw -685284.661530 + Penalty 4762.638102 = -680522.023428 nChanged 280 SP:Iteration 14Q (3174.933274 sec): 3 clusters Score: Raw -685457.970329 + Penalty 4762.638102 = -680695.332227 nChanged 240 SP:Iteration 15Q (3175.005774 sec): 3 clusters Score: Raw -685595.826939 + Penalty 4762.638102 = -680833.188836 nChanged 186 SP:Iteration 16Q (3175.078891 sec): 3 clusters Score: Raw -685685.955889 + Penalty 4762.638102 = -680923.317787 nChanged 161 SP:Iteration 17Q (3175.151729 sec): 3 clusters Score: Raw -685764.049489 + Penalty 4762.638102 = -681001.411387 nChanged 131 SP:Iteration 18Q (3175.223014 sec): 3 clusters Score: Raw -685824.466830 + Penalty 4762.638102 = -681061.828728 nChanged 111 SP:Iteration 19Q (3175.299834 sec): 3 clusters Score: Raw -685873.131030 + Penalty 4762.638102 = -681110.492928 nChanged 103 SP:Iteration 20F (3175.408572 sec): 3 clusters Score: Raw -685912.104259 + Penalty 4762.638102 = -681149.466157 nChanged 86 SP:Iteration 21Q (3175.501529 sec): 3 clusters Score: Raw -685940.259901 + Penalty 4762.638102 = -681177.621799 nChanged 69 SP:Iteration 22Q (3175.564134 sec): 3 clusters Score: Raw -685958.659443 + Penalty 4762.638102 = -681196.021341 nChanged 46 SP:Iteration 23Q (3175.628222 sec): 3 clusters Score: Raw -685972.453790 + Penalty 4762.638102 = -681209.815688 nChanged 48 SP:Iteration 24Q (3175.699546 sec): 3 clusters Score: Raw -685984.522178 + Penalty 4762.638102 = -681221.884076 nChanged 34 SP:Iteration 25Q (3175.772764 sec): 3 clusters Score: Raw -685992.318450 + Penalty 4762.638102 = -681229.680348 nChanged 29 SP:Iteration 26Q (3175.848444 sec): 3 clusters Score: Raw -685999.589611 + Penalty 4762.638102 = -681236.951509 nChanged 30 SP:Iteration 27Q (3176.039907 sec): 3 clusters Score: Raw -686006.688054 + Penalty 4762.638102 = -681244.049952 nChanged 17 SP:Iteration 28Q (3176.194808 sec): 3 clusters Score: Raw -686010.023969 + Penalty 4762.638102 = -681247.385866 nChanged 11 SP:Iteration 29Q (3176.283453 sec): 3 clusters Score: Raw -686012.184466 + Penalty 4762.638102 = -681249.546363 nChanged 11 SP:Iteration 30Q (3176.360816 sec): 3 clusters Score: Raw -686014.161625 + Penalty 4762.638102 = -681251.523523 nChanged 9 SP:Iteration 31Q (3176.436647 sec): 3 clusters Score: Raw -686015.870666 + Penalty 4762.638102 = -681253.232564 nChanged 3 SP:Iteration 32Q (3176.511933 sec): 3 clusters Score: Raw -686016.488006 + Penalty 4762.638102 = -681253.849904 nChanged 5 SP:Iteration 33Q (3176.658950 sec): 3 clusters Score: Raw -686017.771015 + Penalty 4762.638102 = -681255.132913 nChanged 5 SP:Iteration 34Q (3176.725107 sec): 3 clusters Score: Raw -686019.113635 + Penalty 4762.638102 = -681256.475532 nChanged 5 SP:Iteration 35Q (3176.790772 sec): 3 clusters Score: Raw -686019.936253 + Penalty 4762.638102 = -681257.298151 nChanged 3 SP:Iteration 36Q (3176.859981 sec): 3 clusters Score: Raw -686020.551470 + Penalty 4762.638102 = -681257.913368 nChanged 2 SP:Iteration 37Q (3176.941664 sec): 3 clusters Score: Raw -686020.823577 + Penalty 4762.638102 = -681258.185475 nChanged 3 SP:Iteration 38Q (3177.014038 sec): 3 clusters Score: Raw -686021.237945 + Penalty 4762.638102 = -681258.599843 nChanged 5 SP:Iteration 39Q (3177.108413 sec): 3 clusters Score: Raw -686022.412508 + Penalty 4762.638102 = -681259.774406 nChanged 4 SP:Iteration 40F (3177.179819 sec): 3 clusters Score: Raw -686023.326898 + Penalty 4762.638102 = -681260.688795 nChanged 6 SP:Iteration 41Q (3177.248727 sec): 3 clusters Score: Raw -686024.437302 + Penalty 4762.638102 = -681261.799200 nChanged 9 SP:Iteration 42Q (3177.315888 sec): 3 clusters Score: Raw -686026.392876 + Penalty 4762.638102 = -681263.754773 nChanged 4 SP:Iteration 43Q (3177.475193 sec): 3 clusters Score: Raw -686026.989719 + Penalty 4762.638102 = -681264.351616 nChanged 3 SP:Iteration 44Q (3177.568795 sec): 3 clusters Score: Raw -686027.390069 + Penalty 4762.638102 = -681264.751967 nChanged 3 SP:Iteration 45Q (3177.634186 sec): 3 clusters Score: Raw -686028.107021 + Penalty 4762.638102 = -681265.468919 nChanged 2 SP:Iteration 46Q (3177.701202 sec): 3 clusters Score: Raw -686028.410204 + Penalty 4762.638102 = -681265.772102 nChanged 2 SP:Iteration 47Q (3177.774063 sec): 3 clusters Score: Raw -686028.981341 + Penalty 4762.638102 = -681266.343239 nChanged 4 SP:Iteration 48Q (3177.846362 sec): 3 clusters Score: Raw -686029.814666 + Penalty 4762.638102 = -681267.176563 nChanged 4 SP:Iteration 49Q (3177.918795 sec): 3 clusters Score: Raw -686030.755400 + Penalty 4762.638102 = -681268.117298 nChanged 5 SP:Iteration 50Q (3177.990467 sec): 3 clusters Score: Raw -686031.639759 + Penalty 4762.638102 = -681269.001656 nChanged 3 SP:Iteration 51Q (3178.061894 sec): 3 clusters Score: Raw -686032.423887 + Penalty 4762.638102 = -681269.785785 nChanged 1 SP:Iteration 52Q (3178.133070 sec): 3 clusters Score: Raw -686032.608433 + Penalty 4762.638102 = -681269.970330 nChanged 1 SP:Iteration 53Q (3178.230060 sec): 3 clusters Score: Raw -686032.957255 + Penalty 4762.638102 = -681270.319153 nChanged 0 SP:Iteration 54F (3178.301299 sec): 3 clusters Score: Raw -686032.957255 + Penalty 4762.638102 = -681270.319153 nChanged 0 Trying to split cluster 7 (13852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3178.393764 sec): 2 clusters Score: Raw -1219764.791130 + Penalty 2517.552815 = -1217247.238315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3178.537454 sec): 3 clusters Score: Raw -1212116.711887 + Penalty 5035.105630 = -1207081.606257 nChanged 5878 SP:Iteration 1F (3178.622843 sec): 3 clusters Score: Raw -1215273.423410 + Penalty 5035.105630 = -1210238.317779 nChanged 889 SP:Iteration 2F (3178.845669 sec): 3 clusters Score: Raw -1215676.571338 + Penalty 5035.105630 = -1210641.465708 nChanged 729 SP:Iteration 3F (3179.056995 sec): 3 clusters Score: Raw -1215995.182314 + Penalty 5035.105630 = -1210960.076684 nChanged 586 SP:Iteration 4Q (3179.172581 sec): 3 clusters Score: Raw -1216252.767308 + Penalty 5035.105630 = -1211217.661678 nChanged 586 SP:Iteration 5Q (3179.255981 sec): 3 clusters Score: Raw -1216534.593942 + Penalty 5035.105630 = -1211499.488312 nChanged 596 SP:Iteration 6Q (3179.371092 sec): 3 clusters Score: Raw -1216865.413446 + Penalty 5035.105630 = -1211830.307815 nChanged 653 SP:Iteration 7Q (3179.467580 sec): 3 clusters Score: Raw -1217276.182933 + Penalty 5035.105630 = -1212241.077303 nChanged 713 SP:Iteration 8F (3179.561270 sec): 3 clusters Score: Raw -1217805.017378 + Penalty 5035.105630 = -1212769.911748 nChanged 698 SP:Iteration 9F (3179.654686 sec): 3 clusters Score: Raw -1218370.430876 + Penalty 5035.105630 = -1213335.325246 nChanged 625 SP:Iteration 10Q (3179.750474 sec): 3 clusters Score: Raw -1218900.425629 + Penalty 5035.105630 = -1213865.319999 nChanged 570 SP:Iteration 11Q (3179.861538 sec): 3 clusters Score: Raw -1219377.427285 + Penalty 5035.105630 = -1214342.321655 nChanged 457 SP:Iteration 12Q (3179.960498 sec): 3 clusters Score: Raw -1219742.682483 + Penalty 5035.105630 = -1214707.576853 nChanged 362 SP:Iteration 13Q (3180.053269 sec): 3 clusters Score: Raw -1219990.544748 + Penalty 5035.105630 = -1214955.439118 nChanged 267 SP:Iteration 14Q (3180.151539 sec): 3 clusters Score: Raw -1220160.158339 + Penalty 5035.105630 = -1215125.052709 nChanged 204 SP:Iteration 15Q (3180.263654 sec): 3 clusters Score: Raw -1220271.995905 + Penalty 5035.105630 = -1215236.890275 nChanged 166 SP:Iteration 16Q (3180.353673 sec): 3 clusters Score: Raw -1220351.418551 + Penalty 5035.105630 = -1215316.312921 nChanged 127 SP:Iteration 17Q (3180.465223 sec): 3 clusters Score: Raw -1220402.560296 + Penalty 5035.105630 = -1215367.454666 nChanged 93 SP:Iteration 18Q (3180.553711 sec): 3 clusters Score: Raw -1220435.746795 + Penalty 5035.105630 = -1215400.641165 nChanged 63 SP:Iteration 19Q (3180.642400 sec): 3 clusters Score: Raw -1220456.936879 + Penalty 5035.105630 = -1215421.831249 nChanged 54 SP:Iteration 20F (3180.757899 sec): 3 clusters Score: Raw -1220473.591257 + Penalty 5035.105630 = -1215438.485627 nChanged 37 SP:Iteration 21Q (3180.846090 sec): 3 clusters Score: Raw -1220484.371110 + Penalty 5035.105630 = -1215449.265479 nChanged 29 SP:Iteration 22Q (3180.954333 sec): 3 clusters Score: Raw -1220492.518324 + Penalty 5035.105630 = -1215457.412693 nChanged 21 SP:Iteration 23Q (3181.046824 sec): 3 clusters Score: Raw -1220498.993768 + Penalty 5035.105630 = -1215463.888138 nChanged 19 SP:Iteration 24Q (3181.130011 sec): 3 clusters Score: Raw -1220504.509632 + Penalty 5035.105630 = -1215469.404001 nChanged 22 SP:Iteration 25Q (3181.232322 sec): 3 clusters Score: Raw -1220510.914950 + Penalty 5035.105630 = -1215475.809320 nChanged 21 SP:Iteration 26Q (3181.326327 sec): 3 clusters Score: Raw -1220515.497375 + Penalty 5035.105630 = -1215480.391745 nChanged 14 SP:Iteration 27Q (3181.416426 sec): 3 clusters Score: Raw -1220518.025930 + Penalty 5035.105630 = -1215482.920299 nChanged 10 SP:Iteration 28Q (3181.506557 sec): 3 clusters Score: Raw -1220520.856002 + Penalty 5035.105630 = -1215485.750372 nChanged 9 SP:Iteration 29Q (3181.607767 sec): 3 clusters Score: Raw -1220522.872738 + Penalty 5035.105630 = -1215487.767108 nChanged 3 SP:Iteration 30Q (3181.702789 sec): 3 clusters Score: Raw -1220523.780135 + Penalty 5035.105630 = -1215488.674505 nChanged 4 SP:Iteration 31Q (3181.792634 sec): 3 clusters Score: Raw -1220524.829015 + Penalty 5035.105630 = -1215489.723385 nChanged 8 SP:Iteration 32Q (3181.886633 sec): 3 clusters Score: Raw -1220526.927577 + Penalty 5035.105630 = -1215491.821947 nChanged 6 SP:Iteration 33Q (3182.082956 sec): 3 clusters Score: Raw -1220527.972062 + Penalty 5035.105630 = -1215492.866432 nChanged 3 SP:Iteration 34Q (3182.274633 sec): 3 clusters Score: Raw -1220528.772782 + Penalty 5035.105630 = -1215493.667152 nChanged 2 SP:Iteration 35Q (3182.362014 sec): 3 clusters Score: Raw -1220529.221741 + Penalty 5035.105630 = -1215494.116111 nChanged 4 SP:Iteration 36Q (3182.455277 sec): 3 clusters Score: Raw -1220530.316027 + Penalty 5035.105630 = -1215495.210397 nChanged 5 SP:Iteration 37Q (3182.552565 sec): 3 clusters Score: Raw -1220531.041636 + Penalty 5035.105630 = -1215495.936006 nChanged 1 SP:Iteration 38Q (3182.647544 sec): 3 clusters Score: Raw -1220531.600406 + Penalty 5035.105630 = -1215496.494776 nChanged 2 SP:Iteration 39Q (3182.746578 sec): 3 clusters Score: Raw -1220532.109041 + Penalty 5035.105630 = -1215497.003411 nChanged 2 SP:Iteration 40F (3182.852198 sec): 3 clusters Score: Raw -1220532.578727 + Penalty 5035.105630 = -1215497.473097 nChanged 4 SP:Iteration 41Q (3182.943396 sec): 3 clusters Score: Raw -1220533.488802 + Penalty 5035.105630 = -1215498.383171 nChanged 0 SP:Iteration 42F (3183.035273 sec): 3 clusters Score: Raw -1220533.488802 + Penalty 5035.105630 = -1215498.383171 nChanged 0 Trying to split cluster 8 (5247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3183.109121 sec): 2 clusters Score: Raw -428480.947946 + Penalty 2261.268706 = -426219.679240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3183.186757 sec): 3 clusters Score: Raw -425989.884696 + Penalty 4522.537411 = -421467.347285 nChanged 1989 SP:Iteration 1F (3183.262569 sec): 3 clusters Score: Raw -427217.305196 + Penalty 4522.537411 = -422694.767785 nChanged 452 SP:Iteration 2F (3183.338029 sec): 3 clusters Score: Raw -427596.629062 + Penalty 4522.537411 = -423074.091651 nChanged 395 SP:Iteration 3F (3183.385308 sec): 3 clusters Score: Raw -427999.885814 + Penalty 4522.537411 = -423477.348402 nChanged 388 SP:Iteration 4F (3183.432562 sec): 3 clusters Score: Raw -428442.196124 + Penalty 4522.537411 = -423919.658712 nChanged 371 SP:Iteration 5F (3183.481690 sec): 3 clusters Score: Raw -428830.221156 + Penalty 4522.537411 = -424307.683745 nChanged 328 SP:Iteration 6F (3183.543578 sec): 3 clusters Score: Raw -429135.878414 + Penalty 4522.537411 = -424613.341002 nChanged 244 SP:Iteration 7Q (3183.605623 sec): 3 clusters Score: Raw -429322.483065 + Penalty 4522.537411 = -424799.945653 nChanged 165 SP:Iteration 8Q (3183.664684 sec): 3 clusters Score: Raw -429423.014635 + Penalty 4522.537411 = -424900.477224 nChanged 113 SP:Iteration 9Q (3183.713742 sec): 3 clusters Score: Raw -429486.526758 + Penalty 4522.537411 = -424963.989347 nChanged 83 SP:Iteration 10Q (3183.762774 sec): 3 clusters Score: Raw -429532.026487 + Penalty 4522.537411 = -425009.489076 nChanged 72 SP:Iteration 11Q (3183.811532 sec): 3 clusters Score: Raw -429567.815633 + Penalty 4522.537411 = -425045.278222 nChanged 47 SP:Iteration 12Q (3183.860442 sec): 3 clusters Score: Raw -429588.227764 + Penalty 4522.537411 = -425065.690353 nChanged 26 SP:Iteration 13Q (3183.911460 sec): 3 clusters Score: Raw -429599.373477 + Penalty 4522.537411 = -425076.836066 nChanged 27 SP:Iteration 14Q (3183.970266 sec): 3 clusters Score: Raw -429613.327162 + Penalty 4522.537411 = -425090.789751 nChanged 23 SP:Iteration 15Q (3184.030249 sec): 3 clusters Score: Raw -429622.215751 + Penalty 4522.537411 = -425099.678340 nChanged 12 SP:Iteration 16Q (3184.089860 sec): 3 clusters Score: Raw -429626.796703 + Penalty 4522.537411 = -425104.259292 nChanged 5 SP:Iteration 17Q (3184.144433 sec): 3 clusters Score: Raw -429628.867661 + Penalty 4522.537411 = -425106.330250 nChanged 5 SP:Iteration 18Q (3184.197081 sec): 3 clusters Score: Raw -429630.234101 + Penalty 4522.537411 = -425107.696690 nChanged 5 SP:Iteration 19Q (3184.343506 sec): 3 clusters Score: Raw -429631.687946 + Penalty 4522.537411 = -425109.150535 nChanged 5 SP:Iteration 20F (3184.477579 sec): 3 clusters Score: Raw -429632.731931 + Penalty 4522.537411 = -425110.194520 nChanged 3 SP:Iteration 21Q (3184.613237 sec): 3 clusters Score: Raw -429633.497285 + Penalty 4522.537411 = -425110.959874 nChanged 2 SP:Iteration 22Q (3184.689146 sec): 3 clusters Score: Raw -429633.995436 + Penalty 4522.537411 = -425111.458024 nChanged 0 SP:Iteration 23F (3184.746905 sec): 3 clusters Score: Raw -429633.995436 + Penalty 4522.537411 = -425111.458024 nChanged 0 Trying to split cluster 9 (3673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3184.796427 sec): 2 clusters Score: Raw -263009.780318 + Penalty 2167.113708 = -260842.666610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3184.849142 sec): 3 clusters Score: Raw -261377.161378 + Penalty 4334.227416 = -257042.933962 nChanged 1363 SP:Iteration 1F (3184.907345 sec): 3 clusters Score: Raw -262383.179331 + Penalty 4334.227416 = -258048.951915 nChanged 386 SP:Iteration 2F (3184.950264 sec): 3 clusters Score: Raw -262852.384843 + Penalty 4334.227416 = -258518.157427 nChanged 318 SP:Iteration 3F (3184.994671 sec): 3 clusters Score: Raw -263234.929674 + Penalty 4334.227416 = -258900.702258 nChanged 238 SP:Iteration 4F (3185.037817 sec): 3 clusters Score: Raw -263497.639463 + Penalty 4334.227416 = -259163.412047 nChanged 199 SP:Iteration 5F (3185.081437 sec): 3 clusters Score: Raw -263736.486091 + Penalty 4334.227416 = -259402.258675 nChanged 178 SP:Iteration 6Q (3185.128667 sec): 3 clusters Score: Raw -263937.570790 + Penalty 4334.227416 = -259603.343374 nChanged 132 SP:Iteration 7Q (3185.175718 sec): 3 clusters Score: Raw -264056.663698 + Penalty 4334.227416 = -259722.436282 nChanged 98 SP:Iteration 8Q (3185.222695 sec): 3 clusters Score: Raw -264137.925206 + Penalty 4334.227416 = -259803.697789 nChanged 62 SP:Iteration 9Q (3185.269367 sec): 3 clusters Score: Raw -264181.585407 + Penalty 4334.227416 = -259847.357991 nChanged 53 SP:Iteration 10Q (3185.315943 sec): 3 clusters Score: Raw -264215.829346 + Penalty 4334.227416 = -259881.601929 nChanged 49 SP:Iteration 11Q (3185.362394 sec): 3 clusters Score: Raw -264244.621535 + Penalty 4334.227416 = -259910.394119 nChanged 24 SP:Iteration 12Q (3185.409486 sec): 3 clusters Score: Raw -264265.047239 + Penalty 4334.227416 = -259930.819823 nChanged 24 SP:Iteration 13Q (3185.551317 sec): 3 clusters Score: Raw -264279.268965 + Penalty 4334.227416 = -259945.041549 nChanged 24 SP:Iteration 14Q (3185.686630 sec): 3 clusters Score: Raw -264294.602975 + Penalty 4334.227416 = -259960.375559 nChanged 25 SP:Iteration 15Q (3185.774651 sec): 3 clusters Score: Raw -264313.080187 + Penalty 4334.227416 = -259978.852770 nChanged 24 SP:Iteration 16Q (3185.828299 sec): 3 clusters Score: Raw -264328.517341 + Penalty 4334.227416 = -259994.289924 nChanged 19 SP:Iteration 17Q (3185.873114 sec): 3 clusters Score: Raw -264346.328885 + Penalty 4334.227416 = -260012.101469 nChanged 25 SP:Iteration 18Q (3185.917684 sec): 3 clusters Score: Raw -264362.621406 + Penalty 4334.227416 = -260028.393990 nChanged 32 SP:Iteration 19Q (3185.961958 sec): 3 clusters Score: Raw -264386.048409 + Penalty 4334.227416 = -260051.820993 nChanged 25 SP:Iteration 20F (3186.006059 sec): 3 clusters Score: Raw -264402.897775 + Penalty 4334.227416 = -260068.670359 nChanged 30 SP:Iteration 21Q (3186.058049 sec): 3 clusters Score: Raw -264420.436030 + Penalty 4334.227416 = -260086.208614 nChanged 19 SP:Iteration 22Q (3186.110446 sec): 3 clusters Score: Raw -264431.037730 + Penalty 4334.227416 = -260096.810313 nChanged 14 SP:Iteration 23Q (3186.156763 sec): 3 clusters Score: Raw -264438.702788 + Penalty 4334.227416 = -260104.475372 nChanged 12 SP:Iteration 24Q (3186.199364 sec): 3 clusters Score: Raw -264445.784539 + Penalty 4334.227416 = -260111.557123 nChanged 13 SP:Iteration 25Q (3186.328363 sec): 3 clusters Score: Raw -264450.409750 + Penalty 4334.227416 = -260116.182334 nChanged 8 SP:Iteration 26Q (3186.475194 sec): 3 clusters Score: Raw -264454.355938 + Penalty 4334.227416 = -260120.128522 nChanged 7 SP:Iteration 27Q (3186.598159 sec): 3 clusters Score: Raw -264459.928840 + Penalty 4334.227416 = -260125.701424 nChanged 9 SP:Iteration 28Q (3186.709229 sec): 3 clusters Score: Raw -264466.164296 + Penalty 4334.227416 = -260131.936880 nChanged 4 SP:Iteration 29Q (3186.751857 sec): 3 clusters Score: Raw -264467.273653 + Penalty 4334.227416 = -260133.046237 nChanged 4 SP:Iteration 30Q (3186.795094 sec): 3 clusters Score: Raw -264469.566481 + Penalty 4334.227416 = -260135.339065 nChanged 5 SP:Iteration 31Q (3186.838668 sec): 3 clusters Score: Raw -264472.730562 + Penalty 4334.227416 = -260138.503146 nChanged 6 SP:Iteration 32Q (3186.882084 sec): 3 clusters Score: Raw -264476.719396 + Penalty 4334.227416 = -260142.491980 nChanged 6 SP:Iteration 33Q (3186.925699 sec): 3 clusters Score: Raw -264480.868223 + Penalty 4334.227416 = -260146.640807 nChanged 7 SP:Iteration 34Q (3186.972002 sec): 3 clusters Score: Raw -264483.834450 + Penalty 4334.227416 = -260149.607034 nChanged 8 SP:Iteration 35Q (3187.019076 sec): 3 clusters Score: Raw -264485.540259 + Penalty 4334.227416 = -260151.312843 nChanged 5 SP:Iteration 36Q (3187.066307 sec): 3 clusters Score: Raw -264487.544666 + Penalty 4334.227416 = -260153.317250 nChanged 4 SP:Iteration 37Q (3187.112830 sec): 3 clusters Score: Raw -264489.975145 + Penalty 4334.227416 = -260155.747729 nChanged 3 SP:Iteration 38Q (3187.156360 sec): 3 clusters Score: Raw -264493.876555 + Penalty 4334.227416 = -260159.649139 nChanged 6 SP:Iteration 39Q (3187.199334 sec): 3 clusters Score: Raw -264496.816743 + Penalty 4334.227416 = -260162.589327 nChanged 6 SP:Iteration 40F (3187.243234 sec): 3 clusters Score: Raw -264500.029453 + Penalty 4334.227416 = -260165.802037 nChanged 4 SP:Iteration 41Q (3187.287130 sec): 3 clusters Score: Raw -264501.544782 + Penalty 4334.227416 = -260167.317366 nChanged 4 SP:Iteration 42Q (3187.333315 sec): 3 clusters Score: Raw -264504.133727 + Penalty 4334.227416 = -260169.906311 nChanged 6 SP:Iteration 43Q (3187.379695 sec): 3 clusters Score: Raw -264508.645458 + Penalty 4334.227416 = -260174.418042 nChanged 6 SP:Iteration 44Q (3187.425851 sec): 3 clusters Score: Raw -264511.414009 + Penalty 4334.227416 = -260177.186593 nChanged 2 SP:Iteration 45Q (3187.471637 sec): 3 clusters Score: Raw -264511.868638 + Penalty 4334.227416 = -260177.641222 nChanged 1 SP:Iteration 46Q (3187.517097 sec): 3 clusters Score: Raw -264512.153047 + Penalty 4334.227416 = -260177.925631 nChanged 0 SP:Iteration 47F (3187.563424 sec): 3 clusters Score: Raw -264512.153047 + Penalty 4334.227416 = -260177.925631 nChanged 0 Trying to split cluster 10 (11194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3187.646217 sec): 2 clusters Score: Raw -982713.276946 + Penalty 2461.307165 = -980251.969782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3187.734727 sec): 3 clusters Score: Raw -976612.803389 + Penalty 4922.614329 = -971690.189060 nChanged 4691 SP:Iteration 1F (3187.802892 sec): 3 clusters Score: Raw -979269.418328 + Penalty 4922.614329 = -974346.803999 nChanged 749 SP:Iteration 2F (3187.903586 sec): 3 clusters Score: Raw -979661.813037 + Penalty 4922.614329 = -974739.198707 nChanged 630 SP:Iteration 3F (3187.995550 sec): 3 clusters Score: Raw -979989.331096 + Penalty 4922.614329 = -975066.716767 nChanged 516 SP:Iteration 4Q (3188.071347 sec): 3 clusters Score: Raw -980260.351958 + Penalty 4922.614329 = -975337.737629 nChanged 531 SP:Iteration 5Q (3188.164804 sec): 3 clusters Score: Raw -980554.226873 + Penalty 4922.614329 = -975631.612544 nChanged 511 SP:Iteration 6Q (3188.335917 sec): 3 clusters Score: Raw -980891.826713 + Penalty 4922.614329 = -975969.212384 nChanged 536 SP:Iteration 7Q (3188.516655 sec): 3 clusters Score: Raw -981263.768627 + Penalty 4922.614329 = -976341.154298 nChanged 513 SP:Iteration 8Q (3188.632618 sec): 3 clusters Score: Raw -981624.022272 + Penalty 4922.614329 = -976701.407943 nChanged 471 SP:Iteration 9Q (3188.713026 sec): 3 clusters Score: Raw -981944.641852 + Penalty 4922.614329 = -977022.027523 nChanged 411 SP:Iteration 10Q (3188.792840 sec): 3 clusters Score: Raw -982168.411458 + Penalty 4922.614329 = -977245.797129 nChanged 329 SP:Iteration 11Q (3188.877116 sec): 3 clusters Score: Raw -982316.371386 + Penalty 4922.614329 = -977393.757057 nChanged 252 SP:Iteration 12Q (3188.964438 sec): 3 clusters Score: Raw -982422.258607 + Penalty 4922.614329 = -977499.644278 nChanged 215 SP:Iteration 13Q (3189.051944 sec): 3 clusters Score: Raw -982501.556090 + Penalty 4922.614329 = -977578.941760 nChanged 166 SP:Iteration 14Q (3189.137736 sec): 3 clusters Score: Raw -982552.650189 + Penalty 4922.614329 = -977630.035859 nChanged 129 SP:Iteration 15Q (3189.225935 sec): 3 clusters Score: Raw -982588.682701 + Penalty 4922.614329 = -977666.068372 nChanged 112 SP:Iteration 16Q (3189.323598 sec): 3 clusters Score: Raw -982616.097399 + Penalty 4922.614329 = -977693.483069 nChanged 90 SP:Iteration 17Q (3189.406454 sec): 3 clusters Score: Raw -982638.644487 + Penalty 4922.614329 = -977716.030157 nChanged 85 SP:Iteration 18Q (3189.489668 sec): 3 clusters Score: Raw -982659.567456 + Penalty 4922.614329 = -977736.953127 nChanged 71 SP:Iteration 19Q (3189.592617 sec): 3 clusters Score: Raw -982675.369444 + Penalty 4922.614329 = -977752.755114 nChanged 53 SP:Iteration 20F (3189.676212 sec): 3 clusters Score: Raw -982686.040748 + Penalty 4922.614329 = -977763.426419 nChanged 50 SP:Iteration 21Q (3189.760690 sec): 3 clusters Score: Raw -982696.312235 + Penalty 4922.614329 = -977773.697905 nChanged 36 SP:Iteration 22Q (3189.881189 sec): 3 clusters Score: Raw -982701.430404 + Penalty 4922.614329 = -977778.816074 nChanged 22 SP:Iteration 23Q (3189.957912 sec): 3 clusters Score: Raw -982705.352072 + Penalty 4922.614329 = -977782.737743 nChanged 23 SP:Iteration 24Q (3190.031886 sec): 3 clusters Score: Raw -982709.397676 + Penalty 4922.614329 = -977786.783346 nChanged 21 SP:Iteration 25Q (3190.115871 sec): 3 clusters Score: Raw -982713.191809 + Penalty 4922.614329 = -977790.577480 nChanged 24 SP:Iteration 26Q (3190.203298 sec): 3 clusters Score: Raw -982717.165472 + Penalty 4922.614329 = -977794.551143 nChanged 28 SP:Iteration 27Q (3190.290221 sec): 3 clusters Score: Raw -982721.497861 + Penalty 4922.614329 = -977798.883532 nChanged 22 SP:Iteration 28Q (3190.375588 sec): 3 clusters Score: Raw -982725.402296 + Penalty 4922.614329 = -977802.787967 nChanged 26 SP:Iteration 29Q (3190.459766 sec): 3 clusters Score: Raw -982729.465734 + Penalty 4922.614329 = -977806.851405 nChanged 20 SP:Iteration 30Q (3190.549431 sec): 3 clusters Score: Raw -982732.174206 + Penalty 4922.614329 = -977809.559877 nChanged 18 SP:Iteration 31Q (3190.648026 sec): 3 clusters Score: Raw -982735.197471 + Penalty 4922.614329 = -977812.583142 nChanged 20 SP:Iteration 32Q (3190.729482 sec): 3 clusters Score: Raw -982738.588274 + Penalty 4922.614329 = -977815.973944 nChanged 25 SP:Iteration 33Q (3190.814843 sec): 3 clusters Score: Raw -982742.404755 + Penalty 4922.614329 = -977819.790426 nChanged 21 SP:Iteration 34Q (3190.917813 sec): 3 clusters Score: Raw -982745.338124 + Penalty 4922.614329 = -977822.723795 nChanged 14 SP:Iteration 35Q (3190.996313 sec): 3 clusters Score: Raw -982747.712069 + Penalty 4922.614329 = -977825.097740 nChanged 21 SP:Iteration 36Q (3191.069905 sec): 3 clusters Score: Raw -982751.655181 + Penalty 4922.614329 = -977829.040851 nChanged 31 SP:Iteration 37Q (3191.150086 sec): 3 clusters Score: Raw -982757.162796 + Penalty 4922.614329 = -977834.548467 nChanged 18 SP:Iteration 38Q (3191.311730 sec): 3 clusters Score: Raw -982759.680220 + Penalty 4922.614329 = -977837.065890 nChanged 15 SP:Iteration 39Q (3191.515540 sec): 3 clusters Score: Raw -982761.727296 + Penalty 4922.614329 = -977839.112967 nChanged 13 SP:Iteration 40F (3191.596455 sec): 3 clusters Score: Raw -982763.406757 + Penalty 4922.614329 = -977840.792427 nChanged 13 SP:Iteration 41Q (3191.680960 sec): 3 clusters Score: Raw -982765.067428 + Penalty 4922.614329 = -977842.453098 nChanged 12 SP:Iteration 42Q (3191.768969 sec): 3 clusters Score: Raw -982766.904349 + Penalty 4922.614329 = -977844.290020 nChanged 8 SP:Iteration 43Q (3191.852676 sec): 3 clusters Score: Raw -982767.574909 + Penalty 4922.614329 = -977844.960580 nChanged 6 SP:Iteration 44Q (3191.935870 sec): 3 clusters Score: Raw -982768.182039 + Penalty 4922.614329 = -977845.567710 nChanged 9 SP:Iteration 45Q (3192.021359 sec): 3 clusters Score: Raw -982769.326801 + Penalty 4922.614329 = -977846.712472 nChanged 7 SP:Iteration 46Q (3192.107123 sec): 3 clusters Score: Raw -982769.923518 + Penalty 4922.614329 = -977847.309189 nChanged 5 SP:Iteration 47Q (3192.192526 sec): 3 clusters Score: Raw -982770.364352 + Penalty 4922.614329 = -977847.750023 nChanged 4 SP:Iteration 48Q (3192.278193 sec): 3 clusters Score: Raw -982770.618674 + Penalty 4922.614329 = -977848.004345 nChanged 2 SP:Iteration 49Q (3192.363298 sec): 3 clusters Score: Raw -982770.914960 + Penalty 4922.614329 = -977848.300631 nChanged 2 SP:Iteration 50Q (3192.448059 sec): 3 clusters Score: Raw -982771.274008 + Penalty 4922.614329 = -977848.659679 nChanged 7 SP:Iteration 51Q (3192.533024 sec): 3 clusters Score: Raw -982772.276749 + Penalty 4922.614329 = -977849.662419 nChanged 4 SP:Iteration 52Q (3192.618219 sec): 3 clusters Score: Raw -982772.581904 + Penalty 4922.614329 = -977849.967575 nChanged 4 SP:Iteration 53Q (3192.707325 sec): 3 clusters Score: Raw -982773.204123 + Penalty 4922.614329 = -977850.589794 nChanged 2 SP:Iteration 54Q (3192.894688 sec): 3 clusters Score: Raw -982773.499960 + Penalty 4922.614329 = -977850.885631 nChanged 3 SP:Iteration 55Q (3193.016230 sec): 3 clusters Score: Raw -982773.917963 + Penalty 4922.614329 = -977851.303633 nChanged 6 SP:Iteration 56Q (3193.095175 sec): 3 clusters Score: Raw -982774.767433 + Penalty 4922.614329 = -977852.153104 nChanged 6 SP:Iteration 57Q (3193.179002 sec): 3 clusters Score: Raw -982775.447308 + Penalty 4922.614329 = -977852.832979 nChanged 6 SP:Iteration 58Q (3193.265916 sec): 3 clusters Score: Raw -982776.438868 + Penalty 4922.614329 = -977853.824539 nChanged 4 SP:Iteration 59Q (3193.352771 sec): 3 clusters Score: Raw -982777.007057 + Penalty 4922.614329 = -977854.392728 nChanged 2 SP:Iteration 60F (3193.437720 sec): 3 clusters Score: Raw -982777.140915 + Penalty 4922.614329 = -977854.526586 nChanged 1 SP:Iteration 61Q (3193.522204 sec): 3 clusters Score: Raw -982777.388915 + Penalty 4922.614329 = -977854.774586 nChanged 1 SP:Iteration 62Q (3193.611350 sec): 3 clusters Score: Raw -982777.485819 + Penalty 4922.614329 = -977854.871490 nChanged 0 SP:Iteration 63F (3193.745858 sec): 3 clusters Score: Raw -982777.485819 + Penalty 4922.614329 = -977854.871490 nChanged 0 Iteration 259Q (3195.313694 sec): 11 clusters Score: Raw -11809217.891753 + Penalty 31391.567519 = -11777826.324234 nChanged 0 Iteration 260F (3197.405510 sec): 11 clusters Score: Raw -11809217.891753 + Penalty 31391.567519 = -11777826.324234 nChanged 0 Compute initial score before splitting: Score: Raw -11809217.891753 + Penalty 31391.567519 = -11777826.324234 Trying to split cluster 1 (3860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3197.554890 sec): 2 clusters Score: Raw -240545.023743 + Penalty 2180.223530 = -238364.800213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3197.598122 sec): 3 clusters Score: Raw -238843.881710 + Penalty 4360.447060 = -234483.434650 nChanged 1440 SP:Iteration 1F (3197.739978 sec): 3 clusters Score: Raw -240353.518848 + Penalty 4360.447060 = -235993.071787 nChanged 508 SP:Iteration 2F (3197.880292 sec): 3 clusters Score: Raw -241216.583466 + Penalty 4360.447060 = -236856.136406 nChanged 362 SP:Iteration 3F (3197.981837 sec): 3 clusters Score: Raw -241807.718065 + Penalty 4360.447060 = -237447.271005 nChanged 247 SP:Iteration 4F (3198.107241 sec): 3 clusters Score: Raw -242172.652703 + Penalty 4360.447060 = -237812.205643 nChanged 197 SP:Iteration 5F (3198.259997 sec): 3 clusters Score: Raw -242464.548286 + Penalty 4360.447060 = -238104.101226 nChanged 171 SP:Iteration 6Q (3198.275476 sec): 3 clusters Score: Raw -242686.730525 + Penalty 4360.447060 = -238326.283465 nChanged 116 SP:Iteration 7Q (3198.318969 sec): 3 clusters Score: Raw -242832.804977 + Penalty 4360.447060 = -238472.357917 nChanged 103 SP:Iteration 8Q (3198.368398 sec): 3 clusters Score: Raw -242976.902329 + Penalty 4360.447060 = -238616.455269 nChanged 83 SP:Iteration 9Q (3198.417791 sec): 3 clusters Score: Raw -243064.356716 + Penalty 4360.447060 = -238703.909656 nChanged 55 SP:Iteration 10Q (3198.462805 sec): 3 clusters Score: Raw -243113.594445 + Penalty 4360.447060 = -238753.147385 nChanged 36 SP:Iteration 11Q (3198.505725 sec): 3 clusters Score: Raw -243131.669914 + Penalty 4360.447060 = -238771.222853 nChanged 17 SP:Iteration 12Q (3198.567823 sec): 3 clusters Score: Raw -243142.230871 + Penalty 4360.447060 = -238781.783811 nChanged 15 SP:Iteration 13Q (3198.611630 sec): 3 clusters Score: Raw -243148.962370 + Penalty 4360.447060 = -238788.515310 nChanged 10 SP:Iteration 14Q (3198.658180 sec): 3 clusters Score: Raw -243152.890347 + Penalty 4360.447060 = -238792.443287 nChanged 10 SP:Iteration 15Q (3198.704891 sec): 3 clusters Score: Raw -243156.879143 + Penalty 4360.447060 = -238796.432083 nChanged 3 SP:Iteration 16Q (3198.792292 sec): 3 clusters Score: Raw -243157.979682 + Penalty 4360.447060 = -238797.532622 nChanged 4 SP:Iteration 17Q (3198.842038 sec): 3 clusters Score: Raw -243159.589882 + Penalty 4360.447060 = -238799.142822 nChanged 6 SP:Iteration 18Q (3198.891741 sec): 3 clusters Score: Raw -243162.348418 + Penalty 4360.447060 = -238801.901358 nChanged 3 SP:Iteration 19Q (3198.937029 sec): 3 clusters Score: Raw -243163.307535 + Penalty 4360.447060 = -238802.860475 nChanged 2 SP:Iteration 20F (3198.980789 sec): 3 clusters Score: Raw -243164.187320 + Penalty 4360.447060 = -238803.740260 nChanged 1 SP:Iteration 21Q (3199.023515 sec): 3 clusters Score: Raw -243164.305144 + Penalty 4360.447060 = -238803.858084 nChanged 1 SP:Iteration 22Q (3199.066777 sec): 3 clusters Score: Raw -243164.613771 + Penalty 4360.447060 = -238804.166711 nChanged 0 SP:Iteration 23F (3199.117130 sec): 3 clusters Score: Raw -243164.613771 + Penalty 4360.447060 = -238804.166711 nChanged 0 Score: Raw -11811837.481781 + Penalty 34530.724271 = -11777306.757510 Splitting cluster 1 changes total score from -11777826.324234 to -11777306.757510 So it's not getting split. Trying to split cluster 2 (14525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3201.521515 sec): 2 clusters Score: Raw -1119984.881747 + Penalty 2530.077418 = -1117454.804330 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3201.731052 sec): 3 clusters Score: Raw -1111933.774032 + Penalty 5060.154835 = -1106873.619197 nChanged 6182 SP:Iteration 1F (3201.831280 sec): 3 clusters Score: Raw -1115499.913336 + Penalty 5060.154835 = -1110439.758501 nChanged 1159 SP:Iteration 2F (3201.941669 sec): 3 clusters Score: Raw -1116485.381218 + Penalty 5060.154835 = -1111425.226383 nChanged 1151 SP:Iteration 3F (3202.138317 sec): 3 clusters Score: Raw -1117535.831608 + Penalty 5060.154835 = -1112475.676773 nChanged 1104 SP:Iteration 4F (3202.287944 sec): 3 clusters Score: Raw -1118569.985665 + Penalty 5060.154835 = -1113509.830829 nChanged 1030 SP:Iteration 5F (3202.494003 sec): 3 clusters Score: Raw -1119554.856151 + Penalty 5060.154835 = -1114494.701316 nChanged 949 SP:Iteration 6F (3202.664934 sec): 3 clusters Score: Raw -1120428.038288 + Penalty 5060.154835 = -1115367.883453 nChanged 766 SP:Iteration 7F (3202.763322 sec): 3 clusters Score: Raw -1120996.587376 + Penalty 5060.154835 = -1115936.432541 nChanged 577 SP:Iteration 8Q (3202.866681 sec): 3 clusters Score: Raw -1121327.723790 + Penalty 5060.154835 = -1116267.568955 nChanged 411 SP:Iteration 9Q (3202.966719 sec): 3 clusters Score: Raw -1121492.386604 + Penalty 5060.154835 = -1116432.231769 nChanged 270 SP:Iteration 10Q (3203.071769 sec): 3 clusters Score: Raw -1121583.879651 + Penalty 5060.154835 = -1116523.724815 nChanged 194 SP:Iteration 11Q (3203.188690 sec): 3 clusters Score: Raw -1121642.503168 + Penalty 5060.154835 = -1116582.348333 nChanged 158 SP:Iteration 12Q (3203.294148 sec): 3 clusters Score: Raw -1121680.945770 + Penalty 5060.154835 = -1116620.790935 nChanged 117 SP:Iteration 13Q (3203.413593 sec): 3 clusters Score: Raw -1121704.831232 + Penalty 5060.154835 = -1116644.676397 nChanged 87 SP:Iteration 14Q (3203.504531 sec): 3 clusters Score: Raw -1121718.721236 + Penalty 5060.154835 = -1116658.566401 nChanged 66 SP:Iteration 15Q (3203.604851 sec): 3 clusters Score: Raw -1121730.795951 + Penalty 5060.154835 = -1116670.641116 nChanged 63 SP:Iteration 16Q (3203.705121 sec): 3 clusters Score: Raw -1121742.246255 + Penalty 5060.154835 = -1116682.091420 nChanged 58 SP:Iteration 17Q (3203.807515 sec): 3 clusters Score: Raw -1121753.985840 + Penalty 5060.154835 = -1116693.831005 nChanged 41 SP:Iteration 18Q (3203.926335 sec): 3 clusters Score: Raw -1121760.578687 + Penalty 5060.154835 = -1116700.423852 nChanged 41 SP:Iteration 19Q (3204.025696 sec): 3 clusters Score: Raw -1121768.398405 + Penalty 5060.154835 = -1116708.243570 nChanged 41 SP:Iteration 20F (3204.146340 sec): 3 clusters Score: Raw -1121775.651261 + Penalty 5060.154835 = -1116715.496426 nChanged 34 SP:Iteration 21Q (3204.237901 sec): 3 clusters Score: Raw -1121782.511563 + Penalty 5060.154835 = -1116722.356728 nChanged 34 SP:Iteration 22Q (3204.334419 sec): 3 clusters Score: Raw -1121788.226606 + Penalty 5060.154835 = -1116728.071771 nChanged 41 SP:Iteration 23Q (3204.441372 sec): 3 clusters Score: Raw -1121795.484392 + Penalty 5060.154835 = -1116735.329557 nChanged 32 SP:Iteration 24Q (3204.556584 sec): 3 clusters Score: Raw -1121802.076779 + Penalty 5060.154835 = -1116741.921944 nChanged 32 SP:Iteration 25Q (3204.662658 sec): 3 clusters Score: Raw -1121807.353372 + Penalty 5060.154835 = -1116747.198537 nChanged 32 SP:Iteration 26Q (3204.778820 sec): 3 clusters Score: Raw -1121812.184813 + Penalty 5060.154835 = -1116752.029978 nChanged 21 SP:Iteration 27Q (3204.869520 sec): 3 clusters Score: Raw -1121816.188658 + Penalty 5060.154835 = -1116756.033823 nChanged 31 SP:Iteration 28Q (3204.968619 sec): 3 clusters Score: Raw -1121822.077672 + Penalty 5060.154835 = -1116761.922837 nChanged 27 SP:Iteration 29Q (3205.070093 sec): 3 clusters Score: Raw -1121828.044227 + Penalty 5060.154835 = -1116767.889391 nChanged 33 SP:Iteration 30Q (3205.174252 sec): 3 clusters Score: Raw -1121832.052549 + Penalty 5060.154835 = -1116771.897714 nChanged 16 SP:Iteration 31Q (3205.292746 sec): 3 clusters Score: Raw -1121834.080050 + Penalty 5060.154835 = -1116773.925215 nChanged 9 SP:Iteration 32Q (3205.392939 sec): 3 clusters Score: Raw -1121835.513256 + Penalty 5060.154835 = -1116775.358421 nChanged 6 SP:Iteration 33Q (3205.515924 sec): 3 clusters Score: Raw -1121836.077749 + Penalty 5060.154835 = -1116775.922914 nChanged 6 SP:Iteration 34Q (3205.622359 sec): 3 clusters Score: Raw -1121836.636373 + Penalty 5060.154835 = -1116776.481538 nChanged 1 SP:Iteration 35Q (3205.763270 sec): 3 clusters Score: Raw -1121836.681161 + Penalty 5060.154835 = -1116776.526326 nChanged 0 SP:Iteration 36F (3206.026242 sec): 3 clusters Score: Raw -1121836.681161 + Penalty 5060.154835 = -1116776.526326 nChanged 0 Trying to split cluster 3 (66932 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3206.349867 sec): 2 clusters Score: Raw -5730161.206387 + Penalty 2933.418169 = -5727227.788218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3206.694978 sec): 3 clusters Score: Raw -5688180.579530 + Penalty 5866.836338 = -5682313.743193 nChanged 31164 SP:Iteration 1F (3207.031232 sec): 3 clusters Score: Raw -5706447.784358 + Penalty 5866.836338 = -5700580.948020 nChanged 3478 SP:Iteration 2F (3207.360373 sec): 3 clusters Score: Raw -5707948.319120 + Penalty 5866.836338 = -5702081.482782 nChanged 3922 SP:Iteration 3F (3207.638422 sec): 3 clusters Score: Raw -5709913.083257 + Penalty 5866.836338 = -5704046.246919 nChanged 4369 SP:Iteration 4F (3207.973698 sec): 3 clusters Score: Raw -5712412.941378 + Penalty 5866.836338 = -5706546.105041 nChanged 4478 SP:Iteration 5F (3208.317135 sec): 3 clusters Score: Raw -5714976.341477 + Penalty 5866.836338 = -5709109.505139 nChanged 4103 SP:Iteration 6F (3208.647435 sec): 3 clusters Score: Raw -5717103.711337 + Penalty 5866.836338 = -5711236.875000 nChanged 3404 SP:Iteration 7F (3208.928822 sec): 3 clusters Score: Raw -5718691.049628 + Penalty 5866.836338 = -5712824.213290 nChanged 2729 SP:Iteration 8Q (3209.248280 sec): 3 clusters Score: Raw -5719971.999522 + Penalty 5866.836338 = -5714105.163184 nChanged 2384 SP:Iteration 9Q (3209.608967 sec): 3 clusters Score: Raw -5721222.049275 + Penalty 5866.836338 = -5715355.212937 nChanged 2115 SP:Iteration 10Q (3209.947772 sec): 3 clusters Score: Raw -5722609.910271 + Penalty 5866.836338 = -5716743.073934 nChanged 2063 SP:Iteration 11Q (3210.282286 sec): 3 clusters Score: Raw -5724435.533669 + Penalty 5866.836338 = -5718568.697332 nChanged 1865 SP:Iteration 12Q (3210.623696 sec): 3 clusters Score: Raw -5726231.584897 + Penalty 5866.836338 = -5720364.748560 nChanged 1563 SP:Iteration 13Q (3210.932587 sec): 3 clusters Score: Raw -5727381.494245 + Penalty 5866.836338 = -5721514.657908 nChanged 1177 SP:Iteration 14Q (3211.230869 sec): 3 clusters Score: Raw -5728060.657813 + Penalty 5866.836338 = -5722193.821475 nChanged 963 SP:Iteration 15Q (3211.546511 sec): 3 clusters Score: Raw -5728566.757248 + Penalty 5866.836338 = -5722699.920910 nChanged 809 SP:Iteration 16Q (3211.861174 sec): 3 clusters Score: Raw -5728943.462700 + Penalty 5866.836338 = -5723076.626362 nChanged 693 SP:Iteration 17Q (3212.123470 sec): 3 clusters Score: Raw -5729284.504903 + Penalty 5866.836338 = -5723417.668566 nChanged 643 SP:Iteration 18Q (3212.421891 sec): 3 clusters Score: Raw -5729605.718502 + Penalty 5866.836338 = -5723738.882164 nChanged 600 SP:Iteration 19Q (3212.677326 sec): 3 clusters Score: Raw -5729956.123480 + Penalty 5866.836338 = -5724089.287142 nChanged 560 SP:Iteration 20F (3213.001533 sec): 3 clusters Score: Raw -5730332.724575 + Penalty 5866.836338 = -5724465.888238 nChanged 513 SP:Iteration 21Q (3213.246753 sec): 3 clusters Score: Raw -5730692.589615 + Penalty 5866.836338 = -5724825.753277 nChanged 435 SP:Iteration 22Q (3213.471752 sec): 3 clusters Score: Raw -5731038.010649 + Penalty 5866.836338 = -5725171.174311 nChanged 403 SP:Iteration 23Q (3213.709880 sec): 3 clusters Score: Raw -5731349.635490 + Penalty 5866.836338 = -5725482.799152 nChanged 378 SP:Iteration 24Q (3213.970093 sec): 3 clusters Score: Raw -5731611.670270 + Penalty 5866.836338 = -5725744.833932 nChanged 322 SP:Iteration 25Q (3214.224408 sec): 3 clusters Score: Raw -5731763.539113 + Penalty 5866.836338 = -5725896.702776 nChanged 239 SP:Iteration 26Q (3214.475387 sec): 3 clusters Score: Raw -5731848.147828 + Penalty 5866.836338 = -5725981.311490 nChanged 178 SP:Iteration 27Q (3214.707425 sec): 3 clusters Score: Raw -5731900.969201 + Penalty 5866.836338 = -5726034.132864 nChanged 121 SP:Iteration 28Q (3214.944496 sec): 3 clusters Score: Raw -5731928.747196 + Penalty 5866.836338 = -5726061.910859 nChanged 73 SP:Iteration 29Q (3215.165763 sec): 3 clusters Score: Raw -5731943.699388 + Penalty 5866.836338 = -5726076.863050 nChanged 68 SP:Iteration 30Q (3215.383138 sec): 3 clusters Score: Raw -5731955.678431 + Penalty 5866.836338 = -5726088.842093 nChanged 58 SP:Iteration 31Q (3215.649125 sec): 3 clusters Score: Raw -5731966.882704 + Penalty 5866.836338 = -5726100.046366 nChanged 59 SP:Iteration 32Q (3215.913300 sec): 3 clusters Score: Raw -5731977.134805 + Penalty 5866.836338 = -5726110.298468 nChanged 45 SP:Iteration 33Q (3216.155139 sec): 3 clusters Score: Raw -5731984.018382 + Penalty 5866.836338 = -5726117.182045 nChanged 28 SP:Iteration 34Q (3216.429381 sec): 3 clusters Score: Raw -5731988.188306 + Penalty 5866.836338 = -5726121.351969 nChanged 27 SP:Iteration 35Q (3216.665805 sec): 3 clusters Score: Raw -5731992.155399 + Penalty 5866.836338 = -5726125.319061 nChanged 29 SP:Iteration 36Q (3216.956291 sec): 3 clusters Score: Raw -5731995.568218 + Penalty 5866.836338 = -5726128.731881 nChanged 18 SP:Iteration 37Q (3217.192119 sec): 3 clusters Score: Raw -5731998.025390 + Penalty 5866.836338 = -5726131.189052 nChanged 18 SP:Iteration 38Q (3217.459987 sec): 3 clusters Score: Raw -5732000.454592 + Penalty 5866.836338 = -5726133.618254 nChanged 16 SP:Iteration 39Q (3217.738569 sec): 3 clusters Score: Raw -5732001.926865 + Penalty 5866.836338 = -5726135.090527 nChanged 10 SP:Iteration 40F (3218.008195 sec): 3 clusters Score: Raw -5732002.879617 + Penalty 5866.836338 = -5726136.043279 nChanged 5 SP:Iteration 41Q (3218.222758 sec): 3 clusters Score: Raw -5732003.460258 + Penalty 5866.836338 = -5726136.623921 nChanged 6 SP:Iteration 42Q (3218.449087 sec): 3 clusters Score: Raw -5732004.054042 + Penalty 5866.836338 = -5726137.217704 nChanged 6 SP:Iteration 43Q (3218.670701 sec): 3 clusters Score: Raw -5732004.540977 + Penalty 5866.836338 = -5726137.704640 nChanged 6 SP:Iteration 44Q (3218.916872 sec): 3 clusters Score: Raw -5732005.042926 + Penalty 5866.836338 = -5726138.206589 nChanged 5 SP:Iteration 45Q (3219.159627 sec): 3 clusters Score: Raw -5732005.635821 + Penalty 5866.836338 = -5726138.799483 nChanged 7 SP:Iteration 46Q (3219.455049 sec): 3 clusters Score: Raw -5732006.383195 + Penalty 5866.836338 = -5726139.546857 nChanged 8 SP:Iteration 47Q (3219.731071 sec): 3 clusters Score: Raw -5732007.441705 + Penalty 5866.836338 = -5726140.605368 nChanged 10 SP:Iteration 48Q (3220.000695 sec): 3 clusters Score: Raw -5732008.882014 + Penalty 5866.836338 = -5726142.045676 nChanged 8 SP:Iteration 49Q (3220.249005 sec): 3 clusters Score: Raw -5732009.750297 + Penalty 5866.836338 = -5726142.913959 nChanged 4 SP:Iteration 50Q (3220.461893 sec): 3 clusters Score: Raw -5732010.250136 + Penalty 5866.836338 = -5726143.413798 nChanged 6 SP:Iteration 51Q (3220.725952 sec): 3 clusters Score: Raw -5732010.719721 + Penalty 5866.836338 = -5726143.883383 nChanged 5 SP:Iteration 52Q (3220.988766 sec): 3 clusters Score: Raw -5732011.216653 + Penalty 5866.836338 = -5726144.380316 nChanged 5 SP:Iteration 53Q (3221.206136 sec): 3 clusters Score: Raw -5732011.587668 + Penalty 5866.836338 = -5726144.751330 nChanged 4 SP:Iteration 54Q (3221.421421 sec): 3 clusters Score: Raw -5732011.878897 + Penalty 5866.836338 = -5726145.042559 nChanged 2 SP:Iteration 55Q (3221.685550 sec): 3 clusters Score: Raw -5732012.032691 + Penalty 5866.836338 = -5726145.196353 nChanged 4 SP:Iteration 56Q (3221.940411 sec): 3 clusters Score: Raw -5732012.370927 + Penalty 5866.836338 = -5726145.534589 nChanged 2 SP:Iteration 57Q (3222.170002 sec): 3 clusters Score: Raw -5732012.538705 + Penalty 5866.836338 = -5726145.702368 nChanged 2 SP:Iteration 58Q (3222.438529 sec): 3 clusters Score: Raw -5732012.745135 + Penalty 5866.836338 = -5726145.908798 nChanged 3 SP:Iteration 59Q (3222.660447 sec): 3 clusters Score: Raw -5732013.050445 + Penalty 5866.836338 = -5726146.214107 nChanged 2 SP:Iteration 60F (3222.900144 sec): 3 clusters Score: Raw -5732013.288358 + Penalty 5866.836338 = -5726146.452020 nChanged 4 SP:Iteration 61Q (3223.143849 sec): 3 clusters Score: Raw -5732013.679481 + Penalty 5866.836338 = -5726146.843143 nChanged 4 SP:Iteration 62Q (3223.374801 sec): 3 clusters Score: Raw -5732013.932014 + Penalty 5866.836338 = -5726147.095676 nChanged 0 SP:Iteration 63F (3223.671618 sec): 3 clusters Score: Raw -5732013.932014 + Penalty 5866.836338 = -5726147.095676 nChanged 0 Trying to split cluster 4 (13960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3223.761054 sec): 2 clusters Score: Raw -1075445.952983 + Penalty 2519.603163 = -1072926.349820 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3223.880134 sec): 3 clusters Score: Raw -1067666.683879 + Penalty 5039.206327 = -1062627.477552 nChanged 5992 SP:Iteration 1F (3223.959787 sec): 3 clusters Score: Raw -1071303.802731 + Penalty 5039.206327 = -1066264.596404 nChanged 1123 SP:Iteration 2F (3224.045364 sec): 3 clusters Score: Raw -1072182.354293 + Penalty 5039.206327 = -1067143.147967 nChanged 1113 SP:Iteration 3F (3224.129674 sec): 3 clusters Score: Raw -1073203.853629 + Penalty 5039.206327 = -1068164.647303 nChanged 1029 SP:Iteration 4F (3224.213771 sec): 3 clusters Score: Raw -1074214.847854 + Penalty 5039.206327 = -1069175.641527 nChanged 1005 SP:Iteration 5F (3224.297485 sec): 3 clusters Score: Raw -1075224.986263 + Penalty 5039.206327 = -1070185.779936 nChanged 910 SP:Iteration 6F (3224.392797 sec): 3 clusters Score: Raw -1076049.292876 + Penalty 5039.206327 = -1071010.086550 nChanged 807 SP:Iteration 7F (3224.484284 sec): 3 clusters Score: Raw -1076654.413623 + Penalty 5039.206327 = -1071615.207296 nChanged 628 SP:Iteration 8Q (3224.568180 sec): 3 clusters Score: Raw -1077050.189656 + Penalty 5039.206327 = -1072010.983329 nChanged 433 SP:Iteration 9Q (3224.647590 sec): 3 clusters Score: Raw -1077290.624933 + Penalty 5039.206327 = -1072251.418607 nChanged 320 SP:Iteration 10Q (3224.836329 sec): 3 clusters Score: Raw -1077430.505601 + Penalty 5039.206327 = -1072391.299274 nChanged 243 SP:Iteration 11Q (3224.905329 sec): 3 clusters Score: Raw -1077521.263467 + Penalty 5039.206327 = -1072482.057141 nChanged 174 SP:Iteration 12Q (3225.059226 sec): 3 clusters Score: Raw -1077580.037780 + Penalty 5039.206327 = -1072540.831453 nChanged 141 SP:Iteration 13Q (3225.147128 sec): 3 clusters Score: Raw -1077629.769737 + Penalty 5039.206327 = -1072590.563410 nChanged 119 SP:Iteration 14Q (3225.239414 sec): 3 clusters Score: Raw -1077674.909016 + Penalty 5039.206327 = -1072635.702690 nChanged 127 SP:Iteration 15Q (3225.356258 sec): 3 clusters Score: Raw -1077714.500912 + Penalty 5039.206327 = -1072675.294585 nChanged 91 SP:Iteration 16Q (3225.449263 sec): 3 clusters Score: Raw -1077738.945856 + Penalty 5039.206327 = -1072699.739529 nChanged 73 SP:Iteration 17Q (3225.545674 sec): 3 clusters Score: Raw -1077755.251759 + Penalty 5039.206327 = -1072716.045432 nChanged 45 SP:Iteration 18Q (3225.646827 sec): 3 clusters Score: Raw -1077764.544175 + Penalty 5039.206327 = -1072725.337848 nChanged 50 SP:Iteration 19Q (3225.790464 sec): 3 clusters Score: Raw -1077776.245151 + Penalty 5039.206327 = -1072737.038825 nChanged 43 SP:Iteration 20F (3225.905612 sec): 3 clusters Score: Raw -1077786.487357 + Penalty 5039.206327 = -1072747.281031 nChanged 38 SP:Iteration 21Q (3225.998385 sec): 3 clusters Score: Raw -1077793.599550 + Penalty 5039.206327 = -1072754.393223 nChanged 33 SP:Iteration 22Q (3226.090144 sec): 3 clusters Score: Raw -1077800.165216 + Penalty 5039.206327 = -1072760.958889 nChanged 30 SP:Iteration 23Q (3226.180441 sec): 3 clusters Score: Raw -1077805.069809 + Penalty 5039.206327 = -1072765.863483 nChanged 26 SP:Iteration 24Q (3226.369641 sec): 3 clusters Score: Raw -1077810.075089 + Penalty 5039.206327 = -1072770.868763 nChanged 29 SP:Iteration 25Q (3226.447558 sec): 3 clusters Score: Raw -1077814.143950 + Penalty 5039.206327 = -1072774.937623 nChanged 21 SP:Iteration 26Q (3226.561459 sec): 3 clusters Score: Raw -1077816.815889 + Penalty 5039.206327 = -1072777.609562 nChanged 14 SP:Iteration 27Q (3226.682620 sec): 3 clusters Score: Raw -1077818.700463 + Penalty 5039.206327 = -1072779.494136 nChanged 10 SP:Iteration 28Q (3226.777522 sec): 3 clusters Score: Raw -1077819.695660 + Penalty 5039.206327 = -1072780.489333 nChanged 5 SP:Iteration 29Q (3226.866183 sec): 3 clusters Score: Raw -1077820.325372 + Penalty 5039.206327 = -1072781.119045 nChanged 5 SP:Iteration 30Q (3226.956147 sec): 3 clusters Score: Raw -1077820.853159 + Penalty 5039.206327 = -1072781.646832 nChanged 7 SP:Iteration 31Q (3227.077931 sec): 3 clusters Score: Raw -1077821.431398 + Penalty 5039.206327 = -1072782.225072 nChanged 4 SP:Iteration 32Q (3227.172897 sec): 3 clusters Score: Raw -1077822.077348 + Penalty 5039.206327 = -1072782.871021 nChanged 6 SP:Iteration 33Q (3227.274953 sec): 3 clusters Score: Raw -1077822.819131 + Penalty 5039.206327 = -1072783.612804 nChanged 7 SP:Iteration 34Q (3227.360208 sec): 3 clusters Score: Raw -1077823.497469 + Penalty 5039.206327 = -1072784.291142 nChanged 4 SP:Iteration 35Q (3227.469437 sec): 3 clusters Score: Raw -1077823.900642 + Penalty 5039.206327 = -1072784.694316 nChanged 4 SP:Iteration 36Q (3227.573401 sec): 3 clusters Score: Raw -1077824.291355 + Penalty 5039.206327 = -1072785.085028 nChanged 2 SP:Iteration 37Q (3227.663759 sec): 3 clusters Score: Raw -1077824.556837 + Penalty 5039.206327 = -1072785.350510 nChanged 3 SP:Iteration 38Q (3227.773828 sec): 3 clusters Score: Raw -1077824.917280 + Penalty 5039.206327 = -1072785.710953 nChanged 2 SP:Iteration 39Q (3227.877501 sec): 3 clusters Score: Raw -1077825.139147 + Penalty 5039.206327 = -1072785.932820 nChanged 4 SP:Iteration 40F (3227.964748 sec): 3 clusters Score: Raw -1077825.700361 + Penalty 5039.206327 = -1072786.494034 nChanged 2 SP:Iteration 41Q (3228.071838 sec): 3 clusters Score: Raw -1077826.011464 + Penalty 5039.206327 = -1072786.805137 nChanged 1 SP:Iteration 42Q (3228.209629 sec): 3 clusters Score: Raw -1077826.162898 + Penalty 5039.206327 = -1072786.956571 nChanged 1 SP:Iteration 43Q (3228.330457 sec): 3 clusters Score: Raw -1077826.284575 + Penalty 5039.206327 = -1072787.078248 nChanged 1 SP:Iteration 44Q (3228.521134 sec): 3 clusters Score: Raw -1077826.339793 + Penalty 5039.206327 = -1072787.133466 nChanged 1 SP:Iteration 45Q (3228.608521 sec): 3 clusters Score: Raw -1077826.448646 + Penalty 5039.206327 = -1072787.242320 nChanged 1 SP:Iteration 46Q (3228.702943 sec): 3 clusters Score: Raw -1077826.549856 + Penalty 5039.206327 = -1072787.343529 nChanged 2 SP:Iteration 47Q (3228.815661 sec): 3 clusters Score: Raw -1077826.680532 + Penalty 5039.206327 = -1072787.474205 nChanged 0 SP:Iteration 48F (3228.913451 sec): 3 clusters Score: Raw -1077826.680532 + Penalty 5039.206327 = -1072787.474205 nChanged 0 Trying to split cluster 5 (4391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3229.006141 sec): 2 clusters Score: Raw -328161.580111 + Penalty 2214.250439 = -325947.329671 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3229.153684 sec): 3 clusters Score: Raw -326162.606434 + Penalty 4428.500879 = -321734.105555 nChanged 1650 SP:Iteration 1F (3229.217436 sec): 3 clusters Score: Raw -327261.929390 + Penalty 4428.500879 = -322833.428511 nChanged 383 SP:Iteration 2F (3229.296826 sec): 3 clusters Score: Raw -327636.954079 + Penalty 4428.500879 = -323208.453200 nChanged 291 SP:Iteration 3F (3229.349953 sec): 3 clusters Score: Raw -327928.297074 + Penalty 4428.500879 = -323499.796195 nChanged 239 SP:Iteration 4F (3229.464518 sec): 3 clusters Score: Raw -328181.312104 + Penalty 4428.500879 = -323752.811225 nChanged 212 SP:Iteration 5Q (3229.618513 sec): 3 clusters Score: Raw -328354.878334 + Penalty 4428.500879 = -323926.377455 nChanged 160 SP:Iteration 6Q (3229.750249 sec): 3 clusters Score: Raw -328520.889407 + Penalty 4428.500879 = -324092.388528 nChanged 175 SP:Iteration 7Q (3229.848195 sec): 3 clusters Score: Raw -328698.639755 + Penalty 4428.500879 = -324270.138876 nChanged 151 SP:Iteration 8Q (3229.897104 sec): 3 clusters Score: Raw -328842.871298 + Penalty 4428.500879 = -324414.370419 nChanged 151 SP:Iteration 9Q (3229.963608 sec): 3 clusters Score: Raw -329001.554706 + Penalty 4428.500879 = -324573.053827 nChanged 163 SP:Iteration 10Q (3230.012584 sec): 3 clusters Score: Raw -329208.402008 + Penalty 4428.500879 = -324779.901129 nChanged 167 SP:Iteration 11Q (3230.142410 sec): 3 clusters Score: Raw -329462.057856 + Penalty 4428.500879 = -325033.556977 nChanged 156 SP:Iteration 12Q (3230.303593 sec): 3 clusters Score: Raw -329640.383789 + Penalty 4428.500879 = -325211.882910 nChanged 114 SP:Iteration 13Q (3230.396606 sec): 3 clusters Score: Raw -329780.639608 + Penalty 4428.500879 = -325352.138730 nChanged 100 SP:Iteration 14Q (3230.443066 sec): 3 clusters Score: Raw -329880.335286 + Penalty 4428.500879 = -325451.834407 nChanged 67 SP:Iteration 15Q (3230.574601 sec): 3 clusters Score: Raw -329928.059587 + Penalty 4428.500879 = -325499.558708 nChanged 40 SP:Iteration 16Q (3230.671673 sec): 3 clusters Score: Raw -329952.012535 + Penalty 4428.500879 = -325523.511657 nChanged 28 SP:Iteration 17Q (3230.719356 sec): 3 clusters Score: Raw -329964.884860 + Penalty 4428.500879 = -325536.383981 nChanged 11 SP:Iteration 18Q (3230.782422 sec): 3 clusters Score: Raw -329968.499452 + Penalty 4428.500879 = -325539.998574 nChanged 5 SP:Iteration 19Q (3230.829235 sec): 3 clusters Score: Raw -329971.006026 + Penalty 4428.500879 = -325542.505147 nChanged 5 SP:Iteration 20F (3230.894139 sec): 3 clusters Score: Raw -329972.227673 + Penalty 4428.500879 = -325543.726794 nChanged 1 SP:Iteration 21Q (3230.943209 sec): 3 clusters Score: Raw -329972.486769 + Penalty 4428.500879 = -325543.985890 nChanged 1 SP:Iteration 22Q (3230.992955 sec): 3 clusters Score: Raw -329972.851939 + Penalty 4428.500879 = -325544.351060 nChanged 0 SP:Iteration 23F (3231.044374 sec): 3 clusters Score: Raw -329972.851939 + Penalty 4428.500879 = -325544.351060 nChanged 0 Trying to split cluster 6 (8268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3231.108419 sec): 2 clusters Score: Raw -684919.707337 + Penalty 2381.319051 = -682538.388286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3231.294531 sec): 3 clusters Score: Raw -680619.672666 + Penalty 4762.638102 = -675857.034564 nChanged 3326 SP:Iteration 1F (3231.365425 sec): 3 clusters Score: Raw -682561.671945 + Penalty 4762.638102 = -677799.033843 nChanged 693 SP:Iteration 2F (3231.488108 sec): 3 clusters Score: Raw -683097.492829 + Penalty 4762.638102 = -678334.854727 nChanged 600 SP:Iteration 3F (3231.582959 sec): 3 clusters Score: Raw -683598.951528 + Penalty 4762.638102 = -678836.313426 nChanged 593 SP:Iteration 4F (3231.650553 sec): 3 clusters Score: Raw -684082.041137 + Penalty 4762.638102 = -679319.403035 nChanged 491 SP:Iteration 5F (3231.718164 sec): 3 clusters Score: Raw -684509.963384 + Penalty 4762.638102 = -679747.325281 nChanged 479 SP:Iteration 6F (3231.799738 sec): 3 clusters Score: Raw -684911.269845 + Penalty 4762.638102 = -680148.631743 nChanged 382 SP:Iteration 7Q (3231.970280 sec): 3 clusters Score: Raw -685226.067964 + Penalty 4762.638102 = -680463.429862 nChanged 349 SP:Iteration 8Q (3232.107105 sec): 3 clusters Score: Raw -685463.243608 + Penalty 4762.638102 = -680700.605506 nChanged 232 SP:Iteration 9Q (3232.254489 sec): 3 clusters Score: Raw -685603.841411 + Penalty 4762.638102 = -680841.203309 nChanged 207 SP:Iteration 10Q (3232.410462 sec): 3 clusters Score: Raw -685714.569640 + Penalty 4762.638102 = -680951.931538 nChanged 150 SP:Iteration 11Q (3232.569154 sec): 3 clusters Score: Raw -685779.026516 + Penalty 4762.638102 = -681016.388414 nChanged 99 SP:Iteration 12Q (3232.653748 sec): 3 clusters Score: Raw -685811.334488 + Penalty 4762.638102 = -681048.696386 nChanged 65 SP:Iteration 13Q (3232.729277 sec): 3 clusters Score: Raw -685829.528595 + Penalty 4762.638102 = -681066.890493 nChanged 51 SP:Iteration 14Q (3232.800436 sec): 3 clusters Score: Raw -685843.660242 + Penalty 4762.638102 = -681081.022140 nChanged 41 SP:Iteration 15Q (3232.870186 sec): 3 clusters Score: Raw -685854.166523 + Penalty 4762.638102 = -681091.528421 nChanged 36 SP:Iteration 16Q (3232.938955 sec): 3 clusters Score: Raw -685864.004207 + Penalty 4762.638102 = -681101.366105 nChanged 34 SP:Iteration 17Q (3233.014055 sec): 3 clusters Score: Raw -685872.601630 + Penalty 4762.638102 = -681109.963528 nChanged 26 SP:Iteration 18Q (3233.090260 sec): 3 clusters Score: Raw -685879.426072 + Penalty 4762.638102 = -681116.787969 nChanged 20 SP:Iteration 19Q (3233.161225 sec): 3 clusters Score: Raw -685883.871815 + Penalty 4762.638102 = -681121.233713 nChanged 18 SP:Iteration 20F (3233.251368 sec): 3 clusters Score: Raw -685887.709752 + Penalty 4762.638102 = -681125.071650 nChanged 13 SP:Iteration 21Q (3233.325458 sec): 3 clusters Score: Raw -685890.303359 + Penalty 4762.638102 = -681127.665257 nChanged 11 SP:Iteration 22Q (3233.399759 sec): 3 clusters Score: Raw -685892.904602 + Penalty 4762.638102 = -681130.266500 nChanged 15 SP:Iteration 23Q (3233.471753 sec): 3 clusters Score: Raw -685897.290650 + Penalty 4762.638102 = -681134.652548 nChanged 9 SP:Iteration 24Q (3233.538014 sec): 3 clusters Score: Raw -685898.756172 + Penalty 4762.638102 = -681136.118069 nChanged 3 SP:Iteration 25Q (3233.606757 sec): 3 clusters Score: Raw -685898.974940 + Penalty 4762.638102 = -681136.336838 nChanged 1 SP:Iteration 26Q (3233.680028 sec): 3 clusters Score: Raw -685899.065203 + Penalty 4762.638102 = -681136.427100 nChanged 3 SP:Iteration 27Q (3233.752718 sec): 3 clusters Score: Raw -685899.513175 + Penalty 4762.638102 = -681136.875073 nChanged 4 SP:Iteration 28Q (3233.825486 sec): 3 clusters Score: Raw -685899.953324 + Penalty 4762.638102 = -681137.315222 nChanged 3 SP:Iteration 29Q (3233.905418 sec): 3 clusters Score: Raw -685900.437633 + Penalty 4762.638102 = -681137.799531 nChanged 7 SP:Iteration 30Q (3234.028393 sec): 3 clusters Score: Raw -685901.505934 + Penalty 4762.638102 = -681138.867832 nChanged 6 SP:Iteration 31Q (3234.153476 sec): 3 clusters Score: Raw -685902.545292 + Penalty 4762.638102 = -681139.907190 nChanged 4 SP:Iteration 32Q (3234.250571 sec): 3 clusters Score: Raw -685903.073408 + Penalty 4762.638102 = -681140.435306 nChanged 5 SP:Iteration 33Q (3234.331963 sec): 3 clusters Score: Raw -685903.806670 + Penalty 4762.638102 = -681141.168568 nChanged 4 SP:Iteration 34Q (3234.397683 sec): 3 clusters Score: Raw -685904.951080 + Penalty 4762.638102 = -681142.312978 nChanged 3 SP:Iteration 35Q (3234.466125 sec): 3 clusters Score: Raw -685905.491127 + Penalty 4762.638102 = -681142.853025 nChanged 5 SP:Iteration 36Q (3234.542582 sec): 3 clusters Score: Raw -685907.347118 + Penalty 4762.638102 = -681144.709016 nChanged 7 SP:Iteration 37Q (3234.618010 sec): 3 clusters Score: Raw -685909.056346 + Penalty 4762.638102 = -681146.418244 nChanged 6 SP:Iteration 38Q (3234.702223 sec): 3 clusters Score: Raw -685910.879799 + Penalty 4762.638102 = -681148.241697 nChanged 9 SP:Iteration 39Q (3234.771747 sec): 3 clusters Score: Raw -685912.602679 + Penalty 4762.638102 = -681149.964577 nChanged 6 SP:Iteration 40F (3234.844070 sec): 3 clusters Score: Raw -685914.137589 + Penalty 4762.638102 = -681151.499487 nChanged 6 SP:Iteration 41Q (3235.017704 sec): 3 clusters Score: Raw -685915.441063 + Penalty 4762.638102 = -681152.802961 nChanged 8 SP:Iteration 42Q (3235.193994 sec): 3 clusters Score: Raw -685917.054803 + Penalty 4762.638102 = -681154.416700 nChanged 5 SP:Iteration 43Q (3235.324633 sec): 3 clusters Score: Raw -685918.083788 + Penalty 4762.638102 = -681155.445685 nChanged 6 SP:Iteration 44Q (3235.414170 sec): 3 clusters Score: Raw -685919.148215 + Penalty 4762.638102 = -681156.510112 nChanged 6 SP:Iteration 45Q (3235.475928 sec): 3 clusters Score: Raw -685919.803300 + Penalty 4762.638102 = -681157.165197 nChanged 6 SP:Iteration 46Q (3235.538664 sec): 3 clusters Score: Raw -685921.158570 + Penalty 4762.638102 = -681158.520468 nChanged 6 SP:Iteration 47Q (3235.630547 sec): 3 clusters Score: Raw -685922.084233 + Penalty 4762.638102 = -681159.446131 nChanged 2 SP:Iteration 48Q (3235.723026 sec): 3 clusters Score: Raw -685922.607931 + Penalty 4762.638102 = -681159.969829 nChanged 2 SP:Iteration 49Q (3235.808595 sec): 3 clusters Score: Raw -685922.895425 + Penalty 4762.638102 = -681160.257323 nChanged 1 SP:Iteration 50Q (3235.879185 sec): 3 clusters Score: Raw -685923.029726 + Penalty 4762.638102 = -681160.391624 nChanged 0 SP:Iteration 51F (3235.948772 sec): 3 clusters Score: Raw -685923.029726 + Penalty 4762.638102 = -681160.391624 nChanged 0 Trying to split cluster 7 (13852 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3236.034373 sec): 2 clusters Score: Raw -1219764.791130 + Penalty 2517.552815 = -1217247.238315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3236.158000 sec): 3 clusters Score: Raw -1212101.725249 + Penalty 5035.105630 = -1207066.619619 nChanged 5848 SP:Iteration 1F (3236.251097 sec): 3 clusters Score: Raw -1215537.737439 + Penalty 5035.105630 = -1210502.631808 nChanged 997 SP:Iteration 2F (3236.343851 sec): 3 clusters Score: Raw -1216072.057377 + Penalty 5035.105630 = -1211036.951747 nChanged 830 SP:Iteration 3F (3236.444827 sec): 3 clusters Score: Raw -1216494.725394 + Penalty 5035.105630 = -1211459.619764 nChanged 686 SP:Iteration 4Q (3236.557787 sec): 3 clusters Score: Raw -1216855.784593 + Penalty 5035.105630 = -1211820.678963 nChanged 635 SP:Iteration 5Q (3236.663260 sec): 3 clusters Score: Raw -1217208.353242 + Penalty 5035.105630 = -1212173.247612 nChanged 596 SP:Iteration 6Q (3236.782406 sec): 3 clusters Score: Raw -1217516.737804 + Penalty 5035.105630 = -1212481.632174 nChanged 546 SP:Iteration 7Q (3236.897626 sec): 3 clusters Score: Raw -1217811.515686 + Penalty 5035.105630 = -1212776.410056 nChanged 562 SP:Iteration 8Q (3236.997979 sec): 3 clusters Score: Raw -1218107.064084 + Penalty 5035.105630 = -1213071.958454 nChanged 537 SP:Iteration 9Q (3237.131895 sec): 3 clusters Score: Raw -1218383.407097 + Penalty 5035.105630 = -1213348.301467 nChanged 471 SP:Iteration 10Q (3237.345178 sec): 3 clusters Score: Raw -1218610.909538 + Penalty 5035.105630 = -1213575.803908 nChanged 406 SP:Iteration 11Q (3237.440918 sec): 3 clusters Score: Raw -1218788.226132 + Penalty 5035.105630 = -1213753.120502 nChanged 334 SP:Iteration 12Q (3237.547015 sec): 3 clusters Score: Raw -1218916.093314 + Penalty 5035.105630 = -1213880.987684 nChanged 290 SP:Iteration 13Q (3237.669928 sec): 3 clusters Score: Raw -1219020.815595 + Penalty 5035.105630 = -1213985.709965 nChanged 255 SP:Iteration 14Q (3237.745916 sec): 3 clusters Score: Raw -1219121.036220 + Penalty 5035.105630 = -1214085.930590 nChanged 262 SP:Iteration 15Q (3237.843715 sec): 3 clusters Score: Raw -1219217.034178 + Penalty 5035.105630 = -1214181.928547 nChanged 226 SP:Iteration 16Q (3237.980273 sec): 3 clusters Score: Raw -1219300.697844 + Penalty 5035.105630 = -1214265.592214 nChanged 208 SP:Iteration 17Q (3238.057637 sec): 3 clusters Score: Raw -1219371.169156 + Penalty 5035.105630 = -1214336.063525 nChanged 213 SP:Iteration 18Q (3238.162550 sec): 3 clusters Score: Raw -1219436.817165 + Penalty 5035.105630 = -1214401.711535 nChanged 180 SP:Iteration 19Q (3238.363137 sec): 3 clusters Score: Raw -1219486.200848 + Penalty 5035.105630 = -1214451.095217 nChanged 153 SP:Iteration 20F (3238.515158 sec): 3 clusters Score: Raw -1219528.328509 + Penalty 5035.105630 = -1214493.222879 nChanged 156 SP:Iteration 21Q (3238.651687 sec): 3 clusters Score: Raw -1219568.846190 + Penalty 5035.105630 = -1214533.740560 nChanged 120 SP:Iteration 22Q (3238.821617 sec): 3 clusters Score: Raw -1219600.441385 + Penalty 5035.105630 = -1214565.335755 nChanged 118 SP:Iteration 23Q (3238.919119 sec): 3 clusters Score: Raw -1219631.640614 + Penalty 5035.105630 = -1214596.534984 nChanged 122 SP:Iteration 24Q (3239.013462 sec): 3 clusters Score: Raw -1219661.287312 + Penalty 5035.105630 = -1214626.181682 nChanged 112 SP:Iteration 25Q (3239.119910 sec): 3 clusters Score: Raw -1219687.322615 + Penalty 5035.105630 = -1214652.216985 nChanged 104 SP:Iteration 26Q (3239.236254 sec): 3 clusters Score: Raw -1219712.356178 + Penalty 5035.105630 = -1214677.250548 nChanged 96 SP:Iteration 27Q (3239.351266 sec): 3 clusters Score: Raw -1219737.758129 + Penalty 5035.105630 = -1214702.652499 nChanged 109 SP:Iteration 28Q (3239.468097 sec): 3 clusters Score: Raw -1219765.256598 + Penalty 5035.105630 = -1214730.150968 nChanged 107 SP:Iteration 29Q (3239.555933 sec): 3 clusters Score: Raw -1219790.364178 + Penalty 5035.105630 = -1214755.258548 nChanged 84 SP:Iteration 30Q (3239.674868 sec): 3 clusters Score: Raw -1219810.648550 + Penalty 5035.105630 = -1214775.542920 nChanged 84 SP:Iteration 31Q (3239.774235 sec): 3 clusters Score: Raw -1219829.569695 + Penalty 5035.105630 = -1214794.464065 nChanged 84 SP:Iteration 32Q (3239.878433 sec): 3 clusters Score: Raw -1219846.606726 + Penalty 5035.105630 = -1214811.501096 nChanged 78 SP:Iteration 33Q (3239.989503 sec): 3 clusters Score: Raw -1219860.213093 + Penalty 5035.105630 = -1214825.107463 nChanged 70 SP:Iteration 34Q (3240.085248 sec): 3 clusters Score: Raw -1219873.435807 + Penalty 5035.105630 = -1214838.330177 nChanged 67 SP:Iteration 35Q (3240.290700 sec): 3 clusters Score: Raw -1219884.542650 + Penalty 5035.105630 = -1214849.437020 nChanged 52 SP:Iteration 36Q (3240.466075 sec): 3 clusters Score: Raw -1219893.290464 + Penalty 5035.105630 = -1214858.184834 nChanged 48 SP:Iteration 37Q (3240.628831 sec): 3 clusters Score: Raw -1219902.847571 + Penalty 5035.105630 = -1214867.741941 nChanged 56 SP:Iteration 38Q (3240.799823 sec): 3 clusters Score: Raw -1219912.823550 + Penalty 5035.105630 = -1214877.717920 nChanged 62 SP:Iteration 39Q (3240.972657 sec): 3 clusters Score: Raw -1219922.732098 + Penalty 5035.105630 = -1214887.626468 nChanged 55 SP:Iteration 40F (3241.131438 sec): 3 clusters Score: Raw -1219932.924047 + Penalty 5035.105630 = -1214897.818417 nChanged 61 SP:Iteration 41Q (3241.291222 sec): 3 clusters Score: Raw -1219944.570302 + Penalty 5035.105630 = -1214909.464672 nChanged 63 SP:Iteration 42Q (3241.515200 sec): 3 clusters Score: Raw -1219957.822878 + Penalty 5035.105630 = -1214922.717248 nChanged 76 SP:Iteration 43Q (3241.670505 sec): 3 clusters Score: Raw -1219971.798771 + Penalty 5035.105630 = -1214936.693141 nChanged 72 SP:Iteration 44Q (3241.815906 sec): 3 clusters Score: Raw -1219984.892623 + Penalty 5035.105630 = -1214949.786993 nChanged 74 SP:Iteration 45Q (3241.997224 sec): 3 clusters Score: Raw -1219999.214581 + Penalty 5035.105630 = -1214964.108951 nChanged 69 SP:Iteration 46Q (3242.161704 sec): 3 clusters Score: Raw -1220011.679092 + Penalty 5035.105630 = -1214976.573462 nChanged 77 SP:Iteration 47Q (3242.352780 sec): 3 clusters Score: Raw -1220025.028262 + Penalty 5035.105630 = -1214989.922632 nChanged 64 SP:Iteration 48Q (3242.527314 sec): 3 clusters Score: Raw -1220034.874073 + Penalty 5035.105630 = -1214999.768443 nChanged 64 SP:Iteration 49Q (3242.698389 sec): 3 clusters Score: Raw -1220044.442478 + Penalty 5035.105630 = -1215009.336848 nChanged 52 SP:Iteration 50Q (3242.892880 sec): 3 clusters Score: Raw -1220052.224987 + Penalty 5035.105630 = -1215017.119357 nChanged 56 SP:Iteration 51Q (3243.092853 sec): 3 clusters Score: Raw -1220060.739286 + Penalty 5035.105630 = -1215025.633656 nChanged 53 SP:Iteration 52Q (3243.255305 sec): 3 clusters Score: Raw -1220069.536801 + Penalty 5035.105630 = -1215034.431171 nChanged 58 SP:Iteration 53Q (3243.418308 sec): 3 clusters Score: Raw -1220078.281729 + Penalty 5035.105630 = -1215043.176099 nChanged 49 SP:Iteration 54Q (3243.590944 sec): 3 clusters Score: Raw -1220085.098102 + Penalty 5035.105630 = -1215049.992472 nChanged 46 SP:Iteration 55Q (3243.775752 sec): 3 clusters Score: Raw -1220092.020055 + Penalty 5035.105630 = -1215056.914425 nChanged 48 SP:Iteration 56Q (3243.932093 sec): 3 clusters Score: Raw -1220099.824533 + Penalty 5035.105630 = -1215064.718903 nChanged 45 SP:Iteration 57Q (3244.112228 sec): 3 clusters Score: Raw -1220107.514358 + Penalty 5035.105630 = -1215072.408728 nChanged 34 SP:Iteration 58Q (3244.298926 sec): 3 clusters Score: Raw -1220112.686017 + Penalty 5035.105630 = -1215077.580387 nChanged 38 SP:Iteration 59Q (3244.467189 sec): 3 clusters Score: Raw -1220118.859759 + Penalty 5035.105630 = -1215083.754129 nChanged 28 SP:Iteration 60F (3244.631244 sec): 3 clusters Score: Raw -1220122.495202 + Penalty 5035.105630 = -1215087.389571 nChanged 26 SP:Iteration 61Q (3244.826022 sec): 3 clusters Score: Raw -1220126.141253 + Penalty 5035.105630 = -1215091.035623 nChanged 23 SP:Iteration 62Q (3244.973253 sec): 3 clusters Score: Raw -1220129.001081 + Penalty 5035.105630 = -1215093.895451 nChanged 18 SP:Iteration 63Q (3245.078656 sec): 3 clusters Score: Raw -1220131.420693 + Penalty 5035.105630 = -1215096.315063 nChanged 20 SP:Iteration 64Q (3245.172226 sec): 3 clusters Score: Raw -1220134.273109 + Penalty 5035.105630 = -1215099.167479 nChanged 16 SP:Iteration 65Q (3245.291385 sec): 3 clusters Score: Raw -1220136.055580 + Penalty 5035.105630 = -1215100.949950 nChanged 14 SP:Iteration 66Q (3245.391863 sec): 3 clusters Score: Raw -1220138.292864 + Penalty 5035.105630 = -1215103.187234 nChanged 23 SP:Iteration 67Q (3245.507884 sec): 3 clusters Score: Raw -1220142.474794 + Penalty 5035.105630 = -1215107.369164 nChanged 25 SP:Iteration 68Q (3245.596041 sec): 3 clusters Score: Raw -1220146.073486 + Penalty 5035.105630 = -1215110.967856 nChanged 31 SP:Iteration 69Q (3245.733159 sec): 3 clusters Score: Raw -1220150.054489 + Penalty 5035.105630 = -1215114.948859 nChanged 24 SP:Iteration 70Q (3245.829571 sec): 3 clusters Score: Raw -1220152.886119 + Penalty 5035.105630 = -1215117.780489 nChanged 22 SP:Iteration 71Q (3245.931210 sec): 3 clusters Score: Raw -1220156.278328 + Penalty 5035.105630 = -1215121.172698 nChanged 30 SP:Iteration 72Q (3246.042469 sec): 3 clusters Score: Raw -1220161.676622 + Penalty 5035.105630 = -1215126.570992 nChanged 38 SP:Iteration 73Q (3246.141804 sec): 3 clusters Score: Raw -1220167.105539 + Penalty 5035.105630 = -1215131.999909 nChanged 38 SP:Iteration 74Q (3246.257673 sec): 3 clusters Score: Raw -1220172.367703 + Penalty 5035.105630 = -1215137.262073 nChanged 27 SP:Iteration 75Q (3246.345207 sec): 3 clusters Score: Raw -1220176.419527 + Penalty 5035.105630 = -1215141.313897 nChanged 23 SP:Iteration 76Q (3246.438120 sec): 3 clusters Score: Raw -1220179.462303 + Penalty 5035.105630 = -1215144.356673 nChanged 19 SP:Iteration 77Q (3246.539307 sec): 3 clusters Score: Raw -1220181.621805 + Penalty 5035.105630 = -1215146.516175 nChanged 19 SP:Iteration 78Q (3246.647878 sec): 3 clusters Score: Raw -1220184.704423 + Penalty 5035.105630 = -1215149.598793 nChanged 19 SP:Iteration 79Q (3246.746231 sec): 3 clusters Score: Raw -1220186.801987 + Penalty 5035.105630 = -1215151.696357 nChanged 12 SP:Iteration 80F (3246.838028 sec): 3 clusters Score: Raw -1220188.368878 + Penalty 5035.105630 = -1215153.263248 nChanged 6 SP:Iteration 81Q (3247.039553 sec): 3 clusters Score: Raw -1220188.882303 + Penalty 5035.105630 = -1215153.776673 nChanged 7 SP:Iteration 82Q (3247.169654 sec): 3 clusters Score: Raw -1220189.398892 + Penalty 5035.105630 = -1215154.293262 nChanged 6 SP:Iteration 83Q (3247.262604 sec): 3 clusters Score: Raw -1220189.738438 + Penalty 5035.105630 = -1215154.632808 nChanged 1 SP:Iteration 84Q (3247.398085 sec): 3 clusters Score: Raw -1220189.826140 + Penalty 5035.105630 = -1215154.720510 nChanged 3 SP:Iteration 85Q (3247.493649 sec): 3 clusters Score: Raw -1220189.973168 + Penalty 5035.105630 = -1215154.867538 nChanged 0 SP:Iteration 86F (3247.610943 sec): 3 clusters Score: Raw -1220189.973168 + Penalty 5035.105630 = -1215154.867538 nChanged 0 Trying to split cluster 8 (5247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3247.668097 sec): 2 clusters Score: Raw -428480.947946 + Penalty 2261.268706 = -426219.679240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3247.724545 sec): 3 clusters Score: Raw -425905.796937 + Penalty 4522.537411 = -421383.259525 nChanged 2028 SP:Iteration 1F (3247.780669 sec): 3 clusters Score: Raw -427253.311534 + Penalty 4522.537411 = -422730.774123 nChanged 493 SP:Iteration 2F (3247.838230 sec): 3 clusters Score: Raw -427733.090527 + Penalty 4522.537411 = -423210.553116 nChanged 422 SP:Iteration 3F (3247.902354 sec): 3 clusters Score: Raw -428173.637448 + Penalty 4522.537411 = -423651.100037 nChanged 401 SP:Iteration 4F (3247.964234 sec): 3 clusters Score: Raw -428583.894947 + Penalty 4522.537411 = -424061.357536 nChanged 368 SP:Iteration 5F (3248.016878 sec): 3 clusters Score: Raw -428928.904525 + Penalty 4522.537411 = -424406.367114 nChanged 300 SP:Iteration 6F (3248.069849 sec): 3 clusters Score: Raw -429171.961145 + Penalty 4522.537411 = -424649.423734 nChanged 197 SP:Iteration 7Q (3248.123377 sec): 3 clusters Score: Raw -429316.612346 + Penalty 4522.537411 = -424794.074934 nChanged 137 SP:Iteration 8Q (3248.177712 sec): 3 clusters Score: Raw -429398.679860 + Penalty 4522.537411 = -424876.142449 nChanged 102 SP:Iteration 9Q (3248.232070 sec): 3 clusters Score: Raw -429456.419064 + Penalty 4522.537411 = -424933.881653 nChanged 90 SP:Iteration 10Q (3248.311716 sec): 3 clusters Score: Raw -429503.742303 + Penalty 4522.537411 = -424981.204892 nChanged 67 SP:Iteration 11Q (3248.367564 sec): 3 clusters Score: Raw -429538.476811 + Penalty 4522.537411 = -425015.939400 nChanged 58 SP:Iteration 12Q (3248.426545 sec): 3 clusters Score: Raw -429565.472448 + Penalty 4522.537411 = -425042.935037 nChanged 49 SP:Iteration 13Q (3248.479327 sec): 3 clusters Score: Raw -429589.031617 + Penalty 4522.537411 = -425066.494206 nChanged 58 SP:Iteration 14Q (3248.605282 sec): 3 clusters Score: Raw -429617.039353 + Penalty 4522.537411 = -425094.501942 nChanged 48 SP:Iteration 15Q (3248.762914 sec): 3 clusters Score: Raw -429636.570880 + Penalty 4522.537411 = -425114.033468 nChanged 33 SP:Iteration 16Q (3248.879413 sec): 3 clusters Score: Raw -429647.559484 + Penalty 4522.537411 = -425125.022073 nChanged 33 SP:Iteration 17Q (3248.952001 sec): 3 clusters Score: Raw -429659.042250 + Penalty 4522.537411 = -425136.504838 nChanged 19 SP:Iteration 18Q (3249.008194 sec): 3 clusters Score: Raw -429667.158552 + Penalty 4522.537411 = -425144.621141 nChanged 19 SP:Iteration 19Q (3249.061506 sec): 3 clusters Score: Raw -429674.772530 + Penalty 4522.537411 = -425152.235119 nChanged 17 SP:Iteration 20F (3249.114634 sec): 3 clusters Score: Raw -429680.932704 + Penalty 4522.537411 = -425158.395293 nChanged 18 SP:Iteration 21Q (3249.180361 sec): 3 clusters Score: Raw -429688.777063 + Penalty 4522.537411 = -425166.239652 nChanged 18 SP:Iteration 22Q (3249.234158 sec): 3 clusters Score: Raw -429696.689413 + Penalty 4522.537411 = -425174.152002 nChanged 19 SP:Iteration 23Q (3249.365560 sec): 3 clusters Score: Raw -429703.157023 + Penalty 4522.537411 = -425180.619612 nChanged 13 SP:Iteration 24Q (3249.513724 sec): 3 clusters Score: Raw -429707.512932 + Penalty 4522.537411 = -425184.975521 nChanged 8 SP:Iteration 25Q (3249.626657 sec): 3 clusters Score: Raw -429710.913685 + Penalty 4522.537411 = -425188.376274 nChanged 4 SP:Iteration 26Q (3249.744552 sec): 3 clusters Score: Raw -429712.772549 + Penalty 4522.537411 = -425190.235138 nChanged 3 SP:Iteration 27Q (3249.866149 sec): 3 clusters Score: Raw -429713.852282 + Penalty 4522.537411 = -425191.314871 nChanged 2 SP:Iteration 28Q (3249.931433 sec): 3 clusters Score: Raw -429714.440852 + Penalty 4522.537411 = -425191.903441 nChanged 1 SP:Iteration 29Q (3249.981206 sec): 3 clusters Score: Raw -429714.547544 + Penalty 4522.537411 = -425192.010133 nChanged 0 SP:Iteration 30F (3250.030835 sec): 3 clusters Score: Raw -429714.547544 + Penalty 4522.537411 = -425192.010133 nChanged 0 Trying to split cluster 9 (3673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3250.074240 sec): 2 clusters Score: Raw -263009.780318 + Penalty 2167.113708 = -260842.666610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3250.119369 sec): 3 clusters Score: Raw -261381.492129 + Penalty 4334.227416 = -257047.264713 nChanged 1300 SP:Iteration 1F (3250.298157 sec): 3 clusters Score: Raw -262296.738573 + Penalty 4334.227416 = -257962.511156 nChanged 331 SP:Iteration 2F (3250.339405 sec): 3 clusters Score: Raw -262593.494563 + Penalty 4334.227416 = -258259.267147 nChanged 250 SP:Iteration 3F (3250.382661 sec): 3 clusters Score: Raw -262824.765995 + Penalty 4334.227416 = -258490.538579 nChanged 189 SP:Iteration 4F (3250.427763 sec): 3 clusters Score: Raw -262989.850564 + Penalty 4334.227416 = -258655.623148 nChanged 151 SP:Iteration 5Q (3250.519486 sec): 3 clusters Score: Raw -263112.845352 + Penalty 4334.227416 = -258778.617936 nChanged 119 SP:Iteration 6Q (3250.591473 sec): 3 clusters Score: Raw -263212.163748 + Penalty 4334.227416 = -258877.936331 nChanged 116 SP:Iteration 7Q (3250.637534 sec): 3 clusters Score: Raw -263302.791694 + Penalty 4334.227416 = -258968.564277 nChanged 108 SP:Iteration 8Q (3250.692805 sec): 3 clusters Score: Raw -263396.466271 + Penalty 4334.227416 = -259062.238854 nChanged 108 SP:Iteration 9Q (3250.738320 sec): 3 clusters Score: Raw -263496.901177 + Penalty 4334.227416 = -259162.673761 nChanged 94 SP:Iteration 10Q (3250.854155 sec): 3 clusters Score: Raw -263591.736637 + Penalty 4334.227416 = -259257.509221 nChanged 86 SP:Iteration 11Q (3250.898844 sec): 3 clusters Score: Raw -263662.077463 + Penalty 4334.227416 = -259327.850047 nChanged 63 SP:Iteration 12Q (3250.943506 sec): 3 clusters Score: Raw -263713.286404 + Penalty 4334.227416 = -259379.058988 nChanged 58 SP:Iteration 13Q (3251.006151 sec): 3 clusters Score: Raw -263755.462410 + Penalty 4334.227416 = -259421.234994 nChanged 56 SP:Iteration 14Q (3251.050510 sec): 3 clusters Score: Raw -263791.059916 + Penalty 4334.227416 = -259456.832500 nChanged 38 SP:Iteration 15Q (3251.108690 sec): 3 clusters Score: Raw -263817.033508 + Penalty 4334.227416 = -259482.806092 nChanged 30 SP:Iteration 16Q (3251.154665 sec): 3 clusters Score: Raw -263836.034426 + Penalty 4334.227416 = -259501.807010 nChanged 29 SP:Iteration 17Q (3251.200517 sec): 3 clusters Score: Raw -263850.322409 + Penalty 4334.227416 = -259516.094993 nChanged 23 SP:Iteration 18Q (3251.245962 sec): 3 clusters Score: Raw -263865.938298 + Penalty 4334.227416 = -259531.710882 nChanged 24 SP:Iteration 19Q (3251.292465 sec): 3 clusters Score: Raw -263878.631614 + Penalty 4334.227416 = -259544.404198 nChanged 12 SP:Iteration 20F (3251.338665 sec): 3 clusters Score: Raw -263883.586640 + Penalty 4334.227416 = -259549.359224 nChanged 7 SP:Iteration 21Q (3251.385215 sec): 3 clusters Score: Raw -263886.853594 + Penalty 4334.227416 = -259552.626178 nChanged 6 SP:Iteration 22Q (3251.541620 sec): 3 clusters Score: Raw -263889.080727 + Penalty 4334.227416 = -259554.853311 nChanged 5 SP:Iteration 23Q (3251.675126 sec): 3 clusters Score: Raw -263892.239685 + Penalty 4334.227416 = -259558.012269 nChanged 7 SP:Iteration 24Q (3251.780981 sec): 3 clusters Score: Raw -263896.002872 + Penalty 4334.227416 = -259561.775456 nChanged 8 SP:Iteration 25Q (3251.912376 sec): 3 clusters Score: Raw -263899.328852 + Penalty 4334.227416 = -259565.101436 nChanged 8 SP:Iteration 26Q (3251.962319 sec): 3 clusters Score: Raw -263902.454256 + Penalty 4334.227416 = -259568.226840 nChanged 4 SP:Iteration 27Q (3252.007485 sec): 3 clusters Score: Raw -263904.215194 + Penalty 4334.227416 = -259569.987778 nChanged 4 SP:Iteration 28Q (3252.051512 sec): 3 clusters Score: Raw -263905.446805 + Penalty 4334.227416 = -259571.219389 nChanged 4 SP:Iteration 29Q (3252.095921 sec): 3 clusters Score: Raw -263907.848091 + Penalty 4334.227416 = -259573.620674 nChanged 5 SP:Iteration 30Q (3252.197993 sec): 3 clusters Score: Raw -263909.611294 + Penalty 4334.227416 = -259575.383878 nChanged 3 SP:Iteration 31Q (3252.246542 sec): 3 clusters Score: Raw -263910.433434 + Penalty 4334.227416 = -259576.206018 nChanged 1 SP:Iteration 32Q (3252.295527 sec): 3 clusters Score: Raw -263910.647044 + Penalty 4334.227416 = -259576.419628 nChanged 0 SP:Iteration 33F (3252.339954 sec): 3 clusters Score: Raw -263910.647044 + Penalty 4334.227416 = -259576.419628 nChanged 0 Trying to split cluster 10 (11194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3252.411785 sec): 2 clusters Score: Raw -982713.276946 + Penalty 2461.307165 = -980251.969782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3252.502662 sec): 3 clusters Score: Raw -976618.870810 + Penalty 4922.614329 = -971696.256481 nChanged 4643 SP:Iteration 1F (3252.687982 sec): 3 clusters Score: Raw -979186.843887 + Penalty 4922.614329 = -974264.229558 nChanged 803 SP:Iteration 2F (3252.813460 sec): 3 clusters Score: Raw -979634.761384 + Penalty 4922.614329 = -974712.147055 nChanged 683 SP:Iteration 3F (3252.958703 sec): 3 clusters Score: Raw -980056.116934 + Penalty 4922.614329 = -975133.502604 nChanged 615 SP:Iteration 4F (3253.034537 sec): 3 clusters Score: Raw -980491.469391 + Penalty 4922.614329 = -975568.855062 nChanged 625 SP:Iteration 5F (3253.112323 sec): 3 clusters Score: Raw -980954.092593 + Penalty 4922.614329 = -976031.478264 nChanged 628 SP:Iteration 6F (3253.191247 sec): 3 clusters Score: Raw -981417.889981 + Penalty 4922.614329 = -976495.275652 nChanged 585 SP:Iteration 7F (3253.273689 sec): 3 clusters Score: Raw -981832.144111 + Penalty 4922.614329 = -976909.529782 nChanged 475 SP:Iteration 8Q (3253.360855 sec): 3 clusters Score: Raw -982167.483685 + Penalty 4922.614329 = -977244.869355 nChanged 419 SP:Iteration 9Q (3253.448744 sec): 3 clusters Score: Raw -982445.477027 + Penalty 4922.614329 = -977522.862698 nChanged 332 SP:Iteration 10Q (3253.539728 sec): 3 clusters Score: Raw -982641.378428 + Penalty 4922.614329 = -977718.764099 nChanged 253 SP:Iteration 11Q (3253.622325 sec): 3 clusters Score: Raw -982783.500681 + Penalty 4922.614329 = -977860.886352 nChanged 192 SP:Iteration 12Q (3253.784822 sec): 3 clusters Score: Raw -982885.675784 + Penalty 4922.614329 = -977963.061454 nChanged 164 SP:Iteration 13Q (3253.883808 sec): 3 clusters Score: Raw -982984.531713 + Penalty 4922.614329 = -978061.917383 nChanged 137 SP:Iteration 14Q (3253.959658 sec): 3 clusters Score: Raw -983041.997004 + Penalty 4922.614329 = -978119.382675 nChanged 87 SP:Iteration 15Q (3254.038686 sec): 3 clusters Score: Raw -983076.922407 + Penalty 4922.614329 = -978154.308077 nChanged 77 SP:Iteration 16Q (3254.249059 sec): 3 clusters Score: Raw -983108.791962 + Penalty 4922.614329 = -978186.177633 nChanged 71 SP:Iteration 17Q (3254.435239 sec): 3 clusters Score: Raw -983139.781503 + Penalty 4922.614329 = -978217.167173 nChanged 58 SP:Iteration 18Q (3254.617453 sec): 3 clusters Score: Raw -983159.588330 + Penalty 4922.614329 = -978236.974001 nChanged 59 SP:Iteration 19Q (3254.701775 sec): 3 clusters Score: Raw -983178.339390 + Penalty 4922.614329 = -978255.725061 nChanged 54 SP:Iteration 20F (3254.797506 sec): 3 clusters Score: Raw -983194.916120 + Penalty 4922.614329 = -978272.301791 nChanged 45 SP:Iteration 21Q (3254.895882 sec): 3 clusters Score: Raw -983213.336184 + Penalty 4922.614329 = -978290.721854 nChanged 47 SP:Iteration 22Q (3254.974843 sec): 3 clusters Score: Raw -983230.972833 + Penalty 4922.614329 = -978308.358504 nChanged 46 SP:Iteration 23Q (3255.055630 sec): 3 clusters Score: Raw -983249.998973 + Penalty 4922.614329 = -978327.384643 nChanged 53 SP:Iteration 24Q (3255.138351 sec): 3 clusters Score: Raw -983273.261500 + Penalty 4922.614329 = -978350.647170 nChanged 53 SP:Iteration 25Q (3255.223962 sec): 3 clusters Score: Raw -983290.213081 + Penalty 4922.614329 = -978367.598752 nChanged 37 SP:Iteration 26Q (3255.305918 sec): 3 clusters Score: Raw -983303.940853 + Penalty 4922.614329 = -978381.326523 nChanged 33 SP:Iteration 27Q (3255.473228 sec): 3 clusters Score: Raw -983316.201705 + Penalty 4922.614329 = -978393.587376 nChanged 37 SP:Iteration 28Q (3255.573302 sec): 3 clusters Score: Raw -983328.459297 + Penalty 4922.614329 = -978405.844967 nChanged 43 SP:Iteration 29Q (3255.643289 sec): 3 clusters Score: Raw -983346.196191 + Penalty 4922.614329 = -978423.581862 nChanged 36 SP:Iteration 30Q (3255.724820 sec): 3 clusters Score: Raw -983359.933125 + Penalty 4922.614329 = -978437.318796 nChanged 33 SP:Iteration 31Q (3255.810119 sec): 3 clusters Score: Raw -983370.906086 + Penalty 4922.614329 = -978448.291757 nChanged 31 SP:Iteration 32Q (3256.012558 sec): 3 clusters Score: Raw -983380.966473 + Penalty 4922.614329 = -978458.352144 nChanged 30 SP:Iteration 33Q (3256.155753 sec): 3 clusters Score: Raw -983393.310900 + Penalty 4922.614329 = -978470.696571 nChanged 36 SP:Iteration 34Q (3256.312818 sec): 3 clusters Score: Raw -983408.041144 + Penalty 4922.614329 = -978485.426815 nChanged 32 SP:Iteration 35Q (3256.381926 sec): 3 clusters Score: Raw -983421.534137 + Penalty 4922.614329 = -978498.919808 nChanged 28 SP:Iteration 36Q (3256.462597 sec): 3 clusters Score: Raw -983430.381667 + Penalty 4922.614329 = -978507.767338 nChanged 23 SP:Iteration 37Q (3256.570089 sec): 3 clusters Score: Raw -983435.969421 + Penalty 4922.614329 = -978513.355092 nChanged 16 SP:Iteration 38Q (3256.695798 sec): 3 clusters Score: Raw -983441.543003 + Penalty 4922.614329 = -978518.928674 nChanged 17 SP:Iteration 39Q (3256.764026 sec): 3 clusters Score: Raw -983446.477543 + Penalty 4922.614329 = -978523.863214 nChanged 13 SP:Iteration 40F (3256.848441 sec): 3 clusters Score: Raw -983449.476609 + Penalty 4922.614329 = -978526.862280 nChanged 12 SP:Iteration 41Q (3256.930313 sec): 3 clusters Score: Raw -983451.833475 + Penalty 4922.614329 = -978529.219146 nChanged 9 SP:Iteration 42Q (3257.011453 sec): 3 clusters Score: Raw -983453.509699 + Penalty 4922.614329 = -978530.895370 nChanged 6 SP:Iteration 43Q (3257.093547 sec): 3 clusters Score: Raw -983454.549346 + Penalty 4922.614329 = -978531.935017 nChanged 3 SP:Iteration 44Q (3257.177501 sec): 3 clusters Score: Raw -983454.965903 + Penalty 4922.614329 = -978532.351574 nChanged 1 SP:Iteration 45Q (3257.258738 sec): 3 clusters Score: Raw -983455.156443 + Penalty 4922.614329 = -978532.542114 nChanged 1 SP:Iteration 46Q (3257.340347 sec): 3 clusters Score: Raw -983455.307834 + Penalty 4922.614329 = -978532.693505 nChanged 1 SP:Iteration 47Q (3257.422145 sec): 3 clusters Score: Raw -983455.568959 + Penalty 4922.614329 = -978532.954630 nChanged 0 SP:Iteration 48F (3257.507917 sec): 3 clusters Score: Raw -983455.568959 + Penalty 4922.614329 = -978532.954630 nChanged 0 Time taken for this iteration:817.577423 seconds. 5->11 Clusters: Score -11777826.324234, best is -11780071.406710 Starting from 6 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 6 initial classes randomly. Deleting Class 3 (30343 points): Lose 2925.962434 but Gain 3139.156752 Iteration 0F (3258.690085 sec): 5 clusters Score: Raw -11233439.568617 + Penalty 12556.627008 = -11220882.941610 nChanged 114278 Iteration 1F (3259.658197 sec): 5 clusters Score: Raw -11560490.694621 + Penalty 12556.627008 = -11547934.067613 nChanged 46159 Iteration 2F (3260.596126 sec): 5 clusters Score: Raw -11655623.835177 + Penalty 12556.627008 = -11643067.208170 nChanged 23341 Iteration 3F (3261.504933 sec): 5 clusters Score: Raw -11683531.674266 + Penalty 12556.627008 = -11670975.047258 nChanged 13485 Iteration 4F (3262.414657 sec): 5 clusters Score: Raw -11697284.796674 + Penalty 12556.627008 = -11684728.169667 nChanged 8730 Iteration 5F (3263.328000 sec): 5 clusters Score: Raw -11705350.566571 + Penalty 12556.627008 = -11692793.939563 nChanged 6346 Iteration 6Q (3264.155050 sec): 5 clusters Score: Raw -11711426.953368 + Penalty 12556.627008 = -11698870.326360 nChanged 5104 Iteration 7Q (3264.879965 sec): 5 clusters Score: Raw -11715907.004267 + Penalty 12556.627008 = -11703350.377259 nChanged 4191 Iteration 8Q (3265.596903 sec): 5 clusters Score: Raw -11719113.803660 + Penalty 12556.627008 = -11706557.176653 nChanged 3483 Iteration 9Q (3266.369060 sec): 5 clusters Score: Raw -11721403.256076 + Penalty 12556.627008 = -11708846.629068 nChanged 2920 Iteration 10Q (3267.088085 sec): 5 clusters Score: Raw -11723115.369924 + Penalty 12556.627008 = -11710558.742916 nChanged 2580 Iteration 11Q (3267.866598 sec): 5 clusters Score: Raw -11724509.071184 + Penalty 12556.627008 = -11711952.444177 nChanged 2248 Iteration 12Q (3268.606059 sec): 5 clusters Score: Raw -11725627.229725 + Penalty 12556.627008 = -11713070.602718 nChanged 1894 Iteration 13Q (3269.394584 sec): 5 clusters Score: Raw -11726406.066851 + Penalty 12556.627008 = -11713849.439843 nChanged 1597 Iteration 14Q (3270.114960 sec): 5 clusters Score: Raw -11726947.910848 + Penalty 12556.627008 = -11714391.283840 nChanged 1268 Iteration 15Q (3270.829477 sec): 5 clusters Score: Raw -11727283.168408 + Penalty 12556.627008 = -11714726.541401 nChanged 1084 Iteration 16Q (3271.571233 sec): 5 clusters Score: Raw -11727562.452654 + Penalty 12556.627008 = -11715005.825646 nChanged 915 Iteration 17Q (3272.321586 sec): 5 clusters Score: Raw -11727748.374699 + Penalty 12556.627008 = -11715191.747692 nChanged 786 Iteration 18Q (3273.062165 sec): 5 clusters Score: Raw -11727906.408713 + Penalty 12556.627008 = -11715349.781706 nChanged 703 Iteration 19Q (3273.798172 sec): 5 clusters Score: Raw -11728018.121301 + Penalty 12556.627008 = -11715461.494293 nChanged 586 Writing temp clu file Because OldScore, -11715349.781706, is greater than current (better) Score,-11715461.494293 Compute initial score before splitting: Score: Raw -11728018.121301 + Penalty 12556.627008 = -11715461.494293 Trying to split cluster 1 (22899 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3274.096274 sec): 2 clusters Score: Raw -1892992.946124 + Penalty 2650.256009 = -1890342.690115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3274.218725 sec): 3 clusters Score: Raw -1879611.152541 + Penalty 5300.512019 = -1874310.640522 nChanged 10231 SP:Iteration 1F (3274.376106 sec): 3 clusters Score: Raw -1885925.017077 + Penalty 5300.512019 = -1880624.505058 nChanged 1791 SP:Iteration 2F (3274.503219 sec): 3 clusters Score: Raw -1887270.326251 + Penalty 5300.512019 = -1881969.814232 nChanged 1791 SP:Iteration 3F (3274.743912 sec): 3 clusters Score: Raw -1888918.265891 + Penalty 5300.512019 = -1883617.753873 nChanged 1927 SP:Iteration 4F (3274.874756 sec): 3 clusters Score: Raw -1890930.509176 + Penalty 5300.512019 = -1885629.997157 nChanged 1859 SP:Iteration 5F (3275.160081 sec): 3 clusters Score: Raw -1892996.808030 + Penalty 5300.512019 = -1887696.296011 nChanged 1766 SP:Iteration 6F (3275.349363 sec): 3 clusters Score: Raw -1894963.701117 + Penalty 5300.512019 = -1889663.189099 nChanged 1560 SP:Iteration 7F (3275.505145 sec): 3 clusters Score: Raw -1896540.411751 + Penalty 5300.512019 = -1891239.899732 nChanged 1301 SP:Iteration 8F (3275.629450 sec): 3 clusters Score: Raw -1897675.683913 + Penalty 5300.512019 = -1892375.171894 nChanged 1053 SP:Iteration 9Q (3275.792420 sec): 3 clusters Score: Raw -1898403.426603 + Penalty 5300.512019 = -1893102.914584 nChanged 867 SP:Iteration 10Q (3275.938015 sec): 3 clusters Score: Raw -1898948.618709 + Penalty 5300.512019 = -1893648.106690 nChanged 752 SP:Iteration 11Q (3276.127222 sec): 3 clusters Score: Raw -1899384.957622 + Penalty 5300.512019 = -1894084.445603 nChanged 687 SP:Iteration 12Q (3276.340068 sec): 3 clusters Score: Raw -1899723.851390 + Penalty 5300.512019 = -1894423.339371 nChanged 552 SP:Iteration 13Q (3276.501700 sec): 3 clusters Score: Raw -1899941.854771 + Penalty 5300.512019 = -1894641.342752 nChanged 421 SP:Iteration 14Q (3276.689919 sec): 3 clusters Score: Raw -1900070.284252 + Penalty 5300.512019 = -1894769.772233 nChanged 322 SP:Iteration 15Q (3276.835045 sec): 3 clusters Score: Raw -1900155.031826 + Penalty 5300.512019 = -1894854.519807 nChanged 253 SP:Iteration 16Q (3276.994876 sec): 3 clusters Score: Raw -1900210.527548 + Penalty 5300.512019 = -1894910.015529 nChanged 204 SP:Iteration 17Q (3277.193884 sec): 3 clusters Score: Raw -1900246.665137 + Penalty 5300.512019 = -1894946.153118 nChanged 163 SP:Iteration 18Q (3277.411313 sec): 3 clusters Score: Raw -1900272.975362 + Penalty 5300.512019 = -1894972.463343 nChanged 152 SP:Iteration 19Q (3277.565301 sec): 3 clusters Score: Raw -1900297.351188 + Penalty 5300.512019 = -1894996.839170 nChanged 123 SP:Iteration 20F (3277.713368 sec): 3 clusters Score: Raw -1900317.451898 + Penalty 5300.512019 = -1895016.939879 nChanged 126 SP:Iteration 21Q (3277.850035 sec): 3 clusters Score: Raw -1900333.756916 + Penalty 5300.512019 = -1895033.244897 nChanged 105 SP:Iteration 22Q (3277.990344 sec): 3 clusters Score: Raw -1900348.440925 + Penalty 5300.512019 = -1895047.928906 nChanged 98 SP:Iteration 23Q (3278.104802 sec): 3 clusters Score: Raw -1900360.282616 + Penalty 5300.512019 = -1895059.770597 nChanged 71 SP:Iteration 24Q (3278.289783 sec): 3 clusters Score: Raw -1900368.109190 + Penalty 5300.512019 = -1895067.597172 nChanged 56 SP:Iteration 25Q (3278.417912 sec): 3 clusters Score: Raw -1900372.950645 + Penalty 5300.512019 = -1895072.438626 nChanged 43 SP:Iteration 26Q (3278.564981 sec): 3 clusters Score: Raw -1900377.655267 + Penalty 5300.512019 = -1895077.143248 nChanged 33 SP:Iteration 27Q (3278.684917 sec): 3 clusters Score: Raw -1900381.366088 + Penalty 5300.512019 = -1895080.854070 nChanged 36 SP:Iteration 28Q (3278.842851 sec): 3 clusters Score: Raw -1900384.896184 + Penalty 5300.512019 = -1895084.384166 nChanged 29 SP:Iteration 29Q (3278.950737 sec): 3 clusters Score: Raw -1900387.449833 + Penalty 5300.512019 = -1895086.937814 nChanged 22 SP:Iteration 30Q (3279.100411 sec): 3 clusters Score: Raw -1900389.205475 + Penalty 5300.512019 = -1895088.693456 nChanged 15 SP:Iteration 31Q (3279.219638 sec): 3 clusters Score: Raw -1900390.282555 + Penalty 5300.512019 = -1895089.770537 nChanged 15 SP:Iteration 32Q (3279.363115 sec): 3 clusters Score: Raw -1900391.433505 + Penalty 5300.512019 = -1895090.921486 nChanged 14 SP:Iteration 33Q (3279.488033 sec): 3 clusters Score: Raw -1900393.105755 + Penalty 5300.512019 = -1895092.593736 nChanged 15 SP:Iteration 34Q (3279.614054 sec): 3 clusters Score: Raw -1900394.641092 + Penalty 5300.512019 = -1895094.129073 nChanged 16 SP:Iteration 35Q (3279.739327 sec): 3 clusters Score: Raw -1900396.294540 + Penalty 5300.512019 = -1895095.782521 nChanged 18 SP:Iteration 36Q (3279.917351 sec): 3 clusters Score: Raw -1900398.130525 + Penalty 5300.512019 = -1895097.618506 nChanged 15 SP:Iteration 37Q (3280.097119 sec): 3 clusters Score: Raw -1900399.258283 + Penalty 5300.512019 = -1895098.746265 nChanged 13 SP:Iteration 38Q (3280.266325 sec): 3 clusters Score: Raw -1900399.969793 + Penalty 5300.512019 = -1895099.457774 nChanged 11 SP:Iteration 39Q (3280.437675 sec): 3 clusters Score: Raw -1900400.595872 + Penalty 5300.512019 = -1895100.083854 nChanged 11 SP:Iteration 40F (3280.541847 sec): 3 clusters Score: Raw -1900401.359698 + Penalty 5300.512019 = -1895100.847680 nChanged 12 SP:Iteration 41Q (3280.711599 sec): 3 clusters Score: Raw -1900402.173542 + Penalty 5300.512019 = -1895101.661523 nChanged 14 SP:Iteration 42Q (3280.864577 sec): 3 clusters Score: Raw -1900403.351814 + Penalty 5300.512019 = -1895102.839795 nChanged 12 SP:Iteration 43Q (3280.981083 sec): 3 clusters Score: Raw -1900403.884559 + Penalty 5300.512019 = -1895103.372540 nChanged 4 SP:Iteration 44Q (3281.131232 sec): 3 clusters Score: Raw -1900404.062930 + Penalty 5300.512019 = -1895103.550911 nChanged 2 SP:Iteration 45Q (3281.291808 sec): 3 clusters Score: Raw -1900404.152189 + Penalty 5300.512019 = -1895103.640170 nChanged 6 SP:Iteration 46Q (3281.437204 sec): 3 clusters Score: Raw -1900404.936583 + Penalty 5300.512019 = -1895104.424564 nChanged 12 SP:Iteration 47Q (3281.546724 sec): 3 clusters Score: Raw -1900405.788551 + Penalty 5300.512019 = -1895105.276532 nChanged 8 SP:Iteration 48Q (3281.707981 sec): 3 clusters Score: Raw -1900406.489503 + Penalty 5300.512019 = -1895105.977485 nChanged 17 SP:Iteration 49Q (3281.867062 sec): 3 clusters Score: Raw -1900408.222103 + Penalty 5300.512019 = -1895107.710085 nChanged 21 SP:Iteration 50Q (3282.050729 sec): 3 clusters Score: Raw -1900409.768763 + Penalty 5300.512019 = -1895109.256744 nChanged 13 SP:Iteration 51Q (3282.280050 sec): 3 clusters Score: Raw -1900410.525585 + Penalty 5300.512019 = -1895110.013567 nChanged 13 SP:Iteration 52Q (3282.409007 sec): 3 clusters Score: Raw -1900411.387258 + Penalty 5300.512019 = -1895110.875239 nChanged 12 SP:Iteration 53Q (3282.569926 sec): 3 clusters Score: Raw -1900412.363026 + Penalty 5300.512019 = -1895111.851007 nChanged 16 SP:Iteration 54Q (3282.708855 sec): 3 clusters Score: Raw -1900413.680104 + Penalty 5300.512019 = -1895113.168085 nChanged 17 SP:Iteration 55Q (3282.857503 sec): 3 clusters Score: Raw -1900414.430172 + Penalty 5300.512019 = -1895113.918154 nChanged 11 SP:Iteration 56Q (3283.018919 sec): 3 clusters Score: Raw -1900415.135711 + Penalty 5300.512019 = -1895114.623692 nChanged 14 SP:Iteration 57Q (3283.161631 sec): 3 clusters Score: Raw -1900415.963685 + Penalty 5300.512019 = -1895115.451666 nChanged 10 SP:Iteration 58Q (3283.307747 sec): 3 clusters Score: Raw -1900416.539177 + Penalty 5300.512019 = -1895116.027158 nChanged 9 SP:Iteration 59Q (3283.523959 sec): 3 clusters Score: Raw -1900417.093764 + Penalty 5300.512019 = -1895116.581745 nChanged 7 SP:Iteration 60F (3283.659492 sec): 3 clusters Score: Raw -1900417.519333 + Penalty 5300.512019 = -1895117.007314 nChanged 8 SP:Iteration 61Q (3283.847159 sec): 3 clusters Score: Raw -1900418.100584 + Penalty 5300.512019 = -1895117.588565 nChanged 6 SP:Iteration 62Q (3283.995052 sec): 3 clusters Score: Raw -1900418.380019 + Penalty 5300.512019 = -1895117.868001 nChanged 3 SP:Iteration 63Q (3284.165875 sec): 3 clusters Score: Raw -1900418.701036 + Penalty 5300.512019 = -1895118.189017 nChanged 4 SP:Iteration 64Q (3284.318496 sec): 3 clusters Score: Raw -1900418.969596 + Penalty 5300.512019 = -1895118.457577 nChanged 8 SP:Iteration 65Q (3284.440140 sec): 3 clusters Score: Raw -1900419.426991 + Penalty 5300.512019 = -1895118.914972 nChanged 8 SP:Iteration 66Q (3284.624578 sec): 3 clusters Score: Raw -1900419.740019 + Penalty 5300.512019 = -1895119.228000 nChanged 4 SP:Iteration 67Q (3284.865895 sec): 3 clusters Score: Raw -1900420.008445 + Penalty 5300.512019 = -1895119.496426 nChanged 2 SP:Iteration 68Q (3285.066419 sec): 3 clusters Score: Raw -1900420.044044 + Penalty 5300.512019 = -1895119.532025 nChanged 0 SP:Iteration 69F (3285.162152 sec): 3 clusters Score: Raw -1900420.044044 + Penalty 5300.512019 = -1895119.532025 nChanged 0 Score: Raw -11735482.612709 + Penalty 15695.783759 = -11719786.828950 Splitting cluster 1 changes total score from -11715461.494293 to -11719786.828950 So it's getting split into cluster 3. Trying to split cluster 2 (30522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3286.510877 sec): 2 clusters Score: Raw -2327398.725336 + Penalty 2726.117596 = -2324672.607740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3286.696593 sec): 3 clusters Score: Raw -2309191.509376 + Penalty 5452.235191 = -2303739.274185 nChanged 13759 SP:Iteration 1F (3286.896272 sec): 3 clusters Score: Raw -2318912.904743 + Penalty 5452.235191 = -2313460.669552 nChanged 3195 SP:Iteration 2F (3287.080962 sec): 3 clusters Score: Raw -2324157.662627 + Penalty 5452.235191 = -2318705.427436 nChanged 4072 SP:Iteration 3F (3287.308443 sec): 3 clusters Score: Raw -2331223.977837 + Penalty 5452.235191 = -2325771.742645 nChanged 3295 SP:Iteration 4F (3287.460179 sec): 3 clusters Score: Raw -2335221.426703 + Penalty 5452.235191 = -2329769.191512 nChanged 2009 SP:Iteration 5F (3287.707373 sec): 3 clusters Score: Raw -2336986.009221 + Penalty 5452.235191 = -2331533.774030 nChanged 1263 SP:Iteration 6Q (3287.927973 sec): 3 clusters Score: Raw -2338103.672966 + Penalty 5452.235191 = -2332651.437775 nChanged 1038 SP:Iteration 7Q (3288.078244 sec): 3 clusters Score: Raw -2339022.247407 + Penalty 5452.235191 = -2333570.012216 nChanged 971 SP:Iteration 8Q (3288.267730 sec): 3 clusters Score: Raw -2339850.410650 + Penalty 5452.235191 = -2334398.175459 nChanged 863 SP:Iteration 9Q (3288.433607 sec): 3 clusters Score: Raw -2340555.268950 + Penalty 5452.235191 = -2335103.033758 nChanged 794 SP:Iteration 10Q (3288.617368 sec): 3 clusters Score: Raw -2341208.934676 + Penalty 5452.235191 = -2335756.699485 nChanged 712 SP:Iteration 11Q (3288.875033 sec): 3 clusters Score: Raw -2341759.129652 + Penalty 5452.235191 = -2336306.894461 nChanged 594 SP:Iteration 12Q (3289.035070 sec): 3 clusters Score: Raw -2342185.734583 + Penalty 5452.235191 = -2336733.499392 nChanged 514 SP:Iteration 13Q (3289.204501 sec): 3 clusters Score: Raw -2342505.861008 + Penalty 5452.235191 = -2337053.625817 nChanged 394 SP:Iteration 14Q (3289.351901 sec): 3 clusters Score: Raw -2342696.613718 + Penalty 5452.235191 = -2337244.378526 nChanged 297 SP:Iteration 15Q (3289.523096 sec): 3 clusters Score: Raw -2342812.782895 + Penalty 5452.235191 = -2337360.547704 nChanged 218 SP:Iteration 16Q (3289.759198 sec): 3 clusters Score: Raw -2342881.767341 + Penalty 5452.235191 = -2337429.532150 nChanged 169 SP:Iteration 17Q (3289.887258 sec): 3 clusters Score: Raw -2342923.477748 + Penalty 5452.235191 = -2337471.242556 nChanged 130 SP:Iteration 18Q (3290.051627 sec): 3 clusters Score: Raw -2342953.344867 + Penalty 5452.235191 = -2337501.109675 nChanged 96 SP:Iteration 19Q (3290.262953 sec): 3 clusters Score: Raw -2342974.765743 + Penalty 5452.235191 = -2337522.530551 nChanged 87 SP:Iteration 20F (3290.524026 sec): 3 clusters Score: Raw -2342990.949929 + Penalty 5452.235191 = -2337538.714738 nChanged 69 SP:Iteration 21Q (3290.647198 sec): 3 clusters Score: Raw -2343004.501266 + Penalty 5452.235191 = -2337552.266074 nChanged 70 SP:Iteration 22Q (3290.825533 sec): 3 clusters Score: Raw -2343018.191136 + Penalty 5452.235191 = -2337565.955944 nChanged 53 SP:Iteration 23Q (3290.997923 sec): 3 clusters Score: Raw -2343026.112597 + Penalty 5452.235191 = -2337573.877406 nChanged 47 SP:Iteration 24Q (3291.274396 sec): 3 clusters Score: Raw -2343032.970237 + Penalty 5452.235191 = -2337580.735045 nChanged 31 SP:Iteration 25Q (3291.428530 sec): 3 clusters Score: Raw -2343037.215607 + Penalty 5452.235191 = -2337584.980415 nChanged 26 SP:Iteration 26Q (3291.601047 sec): 3 clusters Score: Raw -2343040.460066 + Penalty 5452.235191 = -2337588.224875 nChanged 16 SP:Iteration 27Q (3291.783774 sec): 3 clusters Score: Raw -2343042.259287 + Penalty 5452.235191 = -2337590.024096 nChanged 17 SP:Iteration 28Q (3291.919003 sec): 3 clusters Score: Raw -2343044.470449 + Penalty 5452.235191 = -2337592.235258 nChanged 19 SP:Iteration 29Q (3292.096712 sec): 3 clusters Score: Raw -2343046.557903 + Penalty 5452.235191 = -2337594.322711 nChanged 12 SP:Iteration 30Q (3292.243910 sec): 3 clusters Score: Raw -2343047.760601 + Penalty 5452.235191 = -2337595.525410 nChanged 12 SP:Iteration 31Q (3292.413188 sec): 3 clusters Score: Raw -2343049.036229 + Penalty 5452.235191 = -2337596.801038 nChanged 6 SP:Iteration 32Q (3292.610792 sec): 3 clusters Score: Raw -2343049.601988 + Penalty 5452.235191 = -2337597.366796 nChanged 6 SP:Iteration 33Q (3292.793307 sec): 3 clusters Score: Raw -2343050.339165 + Penalty 5452.235191 = -2337598.103974 nChanged 8 SP:Iteration 34Q (3292.959726 sec): 3 clusters Score: Raw -2343051.090540 + Penalty 5452.235191 = -2337598.855349 nChanged 4 SP:Iteration 35Q (3293.135105 sec): 3 clusters Score: Raw -2343051.366282 + Penalty 5452.235191 = -2337599.131091 nChanged 2 SP:Iteration 36Q (3293.366698 sec): 3 clusters Score: Raw -2343051.551523 + Penalty 5452.235191 = -2337599.316332 nChanged 0 SP:Iteration 37F (3293.524420 sec): 3 clusters Score: Raw -2343051.551523 + Penalty 5452.235191 = -2337599.316332 nChanged 0 Score: Raw -11751135.438896 + Penalty 18834.940511 = -11732300.498385 Splitting cluster 2 changes total score from -11715461.494293 to -11732300.498385 So it's getting split into cluster 6. Trying to split cluster 4 (80718 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3295.202478 sec): 2 clusters Score: Raw -6902351.225066 + Penalty 2982.861256 = -6899368.363811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3295.511164 sec): 3 clusters Score: Raw -6851235.496579 + Penalty 5965.722511 = -6845269.774068 nChanged 37820 SP:Iteration 1F (3295.822320 sec): 3 clusters Score: Raw -6873827.412445 + Penalty 5965.722511 = -6867861.689934 nChanged 4541 SP:Iteration 2F (3296.160875 sec): 3 clusters Score: Raw -6876676.161881 + Penalty 5965.722511 = -6870710.439369 nChanged 5677 SP:Iteration 3F (3296.442539 sec): 3 clusters Score: Raw -6881593.279564 + Penalty 5965.722511 = -6875627.557052 nChanged 6929 SP:Iteration 4F (3296.777976 sec): 3 clusters Score: Raw -6888568.817346 + Penalty 5965.722511 = -6882603.094835 nChanged 7398 SP:Iteration 5F (3297.062725 sec): 3 clusters Score: Raw -6895498.405688 + Penalty 5965.722511 = -6889532.683176 nChanged 6643 SP:Iteration 6F (3297.364339 sec): 3 clusters Score: Raw -6900689.111200 + Penalty 5965.722511 = -6894723.388688 nChanged 5215 SP:Iteration 7F (3297.700524 sec): 3 clusters Score: Raw -6903989.385060 + Penalty 5965.722511 = -6898023.662549 nChanged 3888 SP:Iteration 8Q (3297.988447 sec): 3 clusters Score: Raw -6906124.806946 + Penalty 5965.722511 = -6900159.084434 nChanged 3066 SP:Iteration 9Q (3298.330944 sec): 3 clusters Score: Raw -6907627.182009 + Penalty 5965.722511 = -6901661.459498 nChanged 2582 SP:Iteration 10Q (3298.612971 sec): 3 clusters Score: Raw -6908813.754713 + Penalty 5965.722511 = -6902848.032202 nChanged 2230 SP:Iteration 11Q (3298.923888 sec): 3 clusters Score: Raw -6909792.009104 + Penalty 5965.722511 = -6903826.286592 nChanged 2008 SP:Iteration 12Q (3299.209547 sec): 3 clusters Score: Raw -6910639.536511 + Penalty 5965.722511 = -6904673.813999 nChanged 1840 SP:Iteration 13Q (3299.531531 sec): 3 clusters Score: Raw -6911404.766018 + Penalty 5965.722511 = -6905439.043507 nChanged 1679 SP:Iteration 14Q (3299.879512 sec): 3 clusters Score: Raw -6912123.859682 + Penalty 5965.722511 = -6906158.137171 nChanged 1655 SP:Iteration 15Q (3300.245934 sec): 3 clusters Score: Raw -6912854.876823 + Penalty 5965.722511 = -6906889.154311 nChanged 1584 SP:Iteration 16Q (3300.561383 sec): 3 clusters Score: Raw -6913561.651422 + Penalty 5965.722511 = -6907595.928910 nChanged 1391 SP:Iteration 17Q (3300.851149 sec): 3 clusters Score: Raw -6914126.381657 + Penalty 5965.722511 = -6908160.659146 nChanged 1298 SP:Iteration 18Q (3301.145685 sec): 3 clusters Score: Raw -6914628.312062 + Penalty 5965.722511 = -6908662.589550 nChanged 1108 SP:Iteration 19Q (3301.445501 sec): 3 clusters Score: Raw -6915018.975745 + Penalty 5965.722511 = -6909053.253234 nChanged 982 SP:Iteration 20F (3301.759875 sec): 3 clusters Score: Raw -6915317.322192 + Penalty 5965.722511 = -6909351.599681 nChanged 791 SP:Iteration 21Q (3302.117185 sec): 3 clusters Score: Raw -6915527.362776 + Penalty 5965.722511 = -6909561.640264 nChanged 670 SP:Iteration 22Q (3302.438460 sec): 3 clusters Score: Raw -6915686.573186 + Penalty 5965.722511 = -6909720.850675 nChanged 574 SP:Iteration 23Q (3302.732187 sec): 3 clusters Score: Raw -6915804.911795 + Penalty 5965.722511 = -6909839.189284 nChanged 482 SP:Iteration 24Q (3303.025439 sec): 3 clusters Score: Raw -6915891.212999 + Penalty 5965.722511 = -6909925.490487 nChanged 409 SP:Iteration 25Q (3303.341409 sec): 3 clusters Score: Raw -6915960.329676 + Penalty 5965.722511 = -6909994.607164 nChanged 334 SP:Iteration 26Q (3303.595530 sec): 3 clusters Score: Raw -6916008.240977 + Penalty 5965.722511 = -6910042.518466 nChanged 262 SP:Iteration 27Q (3303.913502 sec): 3 clusters Score: Raw -6916041.744841 + Penalty 5965.722511 = -6910076.022329 nChanged 240 SP:Iteration 28Q (3304.166355 sec): 3 clusters Score: Raw -6916072.314381 + Penalty 5965.722511 = -6910106.591869 nChanged 213 SP:Iteration 29Q (3304.413778 sec): 3 clusters Score: Raw -6916100.502809 + Penalty 5965.722511 = -6910134.780298 nChanged 200 SP:Iteration 30Q (3304.748781 sec): 3 clusters Score: Raw -6916126.444989 + Penalty 5965.722511 = -6910160.722477 nChanged 175 SP:Iteration 31Q (3304.997224 sec): 3 clusters Score: Raw -6916146.078108 + Penalty 5965.722511 = -6910180.355597 nChanged 170 SP:Iteration 32Q (3305.295455 sec): 3 clusters Score: Raw -6916163.534187 + Penalty 5965.722511 = -6910197.811676 nChanged 140 SP:Iteration 33Q (3305.613862 sec): 3 clusters Score: Raw -6916176.552758 + Penalty 5965.722511 = -6910210.830247 nChanged 113 SP:Iteration 34Q (3305.930331 sec): 3 clusters Score: Raw -6916187.057250 + Penalty 5965.722511 = -6910221.334738 nChanged 86 SP:Iteration 35Q (3306.242709 sec): 3 clusters Score: Raw -6916193.648082 + Penalty 5965.722511 = -6910227.925571 nChanged 65 SP:Iteration 36Q (3306.541518 sec): 3 clusters Score: Raw -6916198.902676 + Penalty 5965.722511 = -6910233.180165 nChanged 67 SP:Iteration 37Q (3306.835706 sec): 3 clusters Score: Raw -6916203.830332 + Penalty 5965.722511 = -6910238.107821 nChanged 59 SP:Iteration 38Q (3307.129117 sec): 3 clusters Score: Raw -6916207.685750 + Penalty 5965.722511 = -6910241.963239 nChanged 45 SP:Iteration 39Q (3307.425671 sec): 3 clusters Score: Raw -6916210.058322 + Penalty 5965.722511 = -6910244.335811 nChanged 29 SP:Iteration 40F (3307.738223 sec): 3 clusters Score: Raw -6916211.721480 + Penalty 5965.722511 = -6910245.998969 nChanged 29 SP:Iteration 41Q (3308.020706 sec): 3 clusters Score: Raw -6916213.477539 + Penalty 5965.722511 = -6910247.755027 nChanged 25 SP:Iteration 42Q (3308.293559 sec): 3 clusters Score: Raw -6916214.870111 + Penalty 5965.722511 = -6910249.147599 nChanged 24 SP:Iteration 43Q (3308.534946 sec): 3 clusters Score: Raw -6916216.151954 + Penalty 5965.722511 = -6910250.429442 nChanged 22 SP:Iteration 44Q (3308.788321 sec): 3 clusters Score: Raw -6916217.374365 + Penalty 5965.722511 = -6910251.651853 nChanged 19 SP:Iteration 45Q (3309.140519 sec): 3 clusters Score: Raw -6916218.265090 + Penalty 5965.722511 = -6910252.542578 nChanged 14 SP:Iteration 46Q (3309.424662 sec): 3 clusters Score: Raw -6916218.833918 + Penalty 5965.722511 = -6910253.111407 nChanged 8 SP:Iteration 47Q (3309.712558 sec): 3 clusters Score: Raw -6916219.352997 + Penalty 5965.722511 = -6910253.630485 nChanged 8 SP:Iteration 48Q (3310.049262 sec): 3 clusters Score: Raw -6916219.862245 + Penalty 5965.722511 = -6910254.139734 nChanged 7 SP:Iteration 49Q (3310.332058 sec): 3 clusters Score: Raw -6916220.283060 + Penalty 5965.722511 = -6910254.560548 nChanged 7 SP:Iteration 50Q (3310.599707 sec): 3 clusters Score: Raw -6916220.637678 + Penalty 5965.722511 = -6910254.915167 nChanged 7 SP:Iteration 51Q (3310.898657 sec): 3 clusters Score: Raw -6916220.910008 + Penalty 5965.722511 = -6910255.187497 nChanged 7 SP:Iteration 52Q (3311.181328 sec): 3 clusters Score: Raw -6916221.198762 + Penalty 5965.722511 = -6910255.476250 nChanged 9 SP:Iteration 53Q (3311.483002 sec): 3 clusters Score: Raw -6916221.565925 + Penalty 5965.722511 = -6910255.843414 nChanged 6 SP:Iteration 54Q (3311.782692 sec): 3 clusters Score: Raw -6916221.818414 + Penalty 5965.722511 = -6910256.095902 nChanged 3 SP:Iteration 55Q (3312.063554 sec): 3 clusters Score: Raw -6916221.965344 + Penalty 5965.722511 = -6910256.242832 nChanged 2 SP:Iteration 56Q (3312.347735 sec): 3 clusters Score: Raw -6916222.024984 + Penalty 5965.722511 = -6910256.302473 nChanged 1 SP:Iteration 57Q (3312.660211 sec): 3 clusters Score: Raw -6916222.036959 + Penalty 5965.722511 = -6910256.314447 nChanged 0 SP:Iteration 58F (3313.021050 sec): 3 clusters Score: Raw -6916222.036959 + Penalty 5965.722511 = -6910256.314447 nChanged 0 Score: Raw -11765006.250788 + Penalty 21974.097263 = -11743032.153525 Splitting cluster 4 changes total score from -11715461.494293 to -11743032.153525 So it's getting split into cluster 7. Trying to split cluster 5 (11760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3314.525701 sec): 2 clusters Score: Raw -772975.017006 + Penalty 2474.329234 = -770500.687771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3314.589441 sec): 3 clusters Score: Raw -766879.825351 + Penalty 4948.658469 = -761931.166882 nChanged 5071 SP:Iteration 1F (3314.708688 sec): 3 clusters Score: Raw -773515.330974 + Penalty 4948.658469 = -768566.672505 nChanged 1705 SP:Iteration 2F (3314.769011 sec): 3 clusters Score: Raw -776964.168860 + Penalty 4948.658469 = -772015.510392 nChanged 1310 SP:Iteration 3F (3314.829810 sec): 3 clusters Score: Raw -779358.168540 + Penalty 4948.658469 = -774409.510071 nChanged 943 SP:Iteration 4F (3314.924978 sec): 3 clusters Score: Raw -780968.158746 + Penalty 4948.658469 = -776019.500277 nChanged 612 SP:Iteration 5F (3315.011891 sec): 3 clusters Score: Raw -781772.508913 + Penalty 4948.658469 = -776823.850444 nChanged 439 SP:Iteration 6Q (3315.079734 sec): 3 clusters Score: Raw -782211.108047 + Penalty 4948.658469 = -777262.449578 nChanged 316 SP:Iteration 7Q (3315.147120 sec): 3 clusters Score: Raw -782464.557473 + Penalty 4948.658469 = -777515.899004 nChanged 257 SP:Iteration 8Q (3315.217582 sec): 3 clusters Score: Raw -782721.876954 + Penalty 4948.658469 = -777773.218485 nChanged 238 SP:Iteration 9Q (3315.290352 sec): 3 clusters Score: Raw -783027.383564 + Penalty 4948.658469 = -778078.725095 nChanged 261 SP:Iteration 10Q (3315.366492 sec): 3 clusters Score: Raw -783320.996500 + Penalty 4948.658469 = -778372.338031 nChanged 269 SP:Iteration 11Q (3315.462125 sec): 3 clusters Score: Raw -783605.753766 + Penalty 4948.658469 = -778657.095297 nChanged 285 SP:Iteration 12Q (3315.646915 sec): 3 clusters Score: Raw -783834.220211 + Penalty 4948.658469 = -778885.561742 nChanged 229 SP:Iteration 13Q (3315.790150 sec): 3 clusters Score: Raw -784003.807712 + Penalty 4948.658469 = -779055.149243 nChanged 178 SP:Iteration 14Q (3315.975776 sec): 3 clusters Score: Raw -784131.397918 + Penalty 4948.658469 = -779182.739449 nChanged 150 SP:Iteration 15Q (3316.102798 sec): 3 clusters Score: Raw -784216.999084 + Penalty 4948.658469 = -779268.340615 nChanged 135 SP:Iteration 16Q (3316.215075 sec): 3 clusters Score: Raw -784278.694549 + Penalty 4948.658469 = -779330.036080 nChanged 102 SP:Iteration 17Q (3316.295450 sec): 3 clusters Score: Raw -784320.408804 + Penalty 4948.658469 = -779371.750336 nChanged 72 SP:Iteration 18Q (3316.373621 sec): 3 clusters Score: Raw -784349.876874 + Penalty 4948.658469 = -779401.218405 nChanged 54 SP:Iteration 19Q (3316.459134 sec): 3 clusters Score: Raw -784379.268133 + Penalty 4948.658469 = -779430.609664 nChanged 46 SP:Iteration 20F (3316.548238 sec): 3 clusters Score: Raw -784419.397875 + Penalty 4948.658469 = -779470.739406 nChanged 51 SP:Iteration 21Q (3316.632474 sec): 3 clusters Score: Raw -784455.114888 + Penalty 4948.658469 = -779506.456419 nChanged 59 SP:Iteration 22Q (3316.798762 sec): 3 clusters Score: Raw -784479.151269 + Penalty 4948.658469 = -779530.492800 nChanged 52 SP:Iteration 23Q (3316.870964 sec): 3 clusters Score: Raw -784496.470291 + Penalty 4948.658469 = -779547.811822 nChanged 38 SP:Iteration 24Q (3316.945757 sec): 3 clusters Score: Raw -784505.099340 + Penalty 4948.658469 = -779556.440871 nChanged 23 SP:Iteration 25Q (3317.021557 sec): 3 clusters Score: Raw -784508.666788 + Penalty 4948.658469 = -779560.008320 nChanged 13 SP:Iteration 26Q (3317.101173 sec): 3 clusters Score: Raw -784510.478554 + Penalty 4948.658469 = -779561.820085 nChanged 7 SP:Iteration 27Q (3317.189997 sec): 3 clusters Score: Raw -784511.521297 + Penalty 4948.658469 = -779562.862828 nChanged 8 SP:Iteration 28Q (3317.268960 sec): 3 clusters Score: Raw -784513.006030 + Penalty 4948.658469 = -779564.347561 nChanged 8 SP:Iteration 29Q (3317.374305 sec): 3 clusters Score: Raw -784514.209785 + Penalty 4948.658469 = -779565.551316 nChanged 4 SP:Iteration 30Q (3317.443785 sec): 3 clusters Score: Raw -784514.612729 + Penalty 4948.658469 = -779565.954260 nChanged 0 SP:Iteration 31F (3317.517298 sec): 3 clusters Score: Raw -784514.612729 + Penalty 4948.658469 = -779565.954260 nChanged 0 Score: Raw -11776545.846511 + Penalty 25113.254015 = -11751432.592496 Splitting cluster 5 changes total score from -11715461.494293 to -11751432.592496 So it's getting split into cluster 8. Iteration 20F (3320.800835 sec): 9 clusters Score: Raw -11784761.460657 + Penalty 25113.254015 = -11759648.206642 nChanged 7503 Iteration 21F (3322.300133 sec): 9 clusters Score: Raw -11788540.230738 + Penalty 25113.254015 = -11763426.976723 nChanged 3479 Iteration 22Q (3323.578508 sec): 9 clusters Score: Raw -11789863.243990 + Penalty 25113.254015 = -11764749.989975 nChanged 2229 Iteration 23Q (3324.715563 sec): 9 clusters Score: Raw -11790564.909203 + Penalty 25113.254015 = -11765451.655188 nChanged 1712 Iteration 24Q (3325.808846 sec): 9 clusters Score: Raw -11791049.162840 + Penalty 25113.254015 = -11765935.908825 nChanged 1367 Iteration 25Q (3326.953419 sec): 9 clusters Score: Raw -11791410.546212 + Penalty 25113.254015 = -11766297.292197 nChanged 1110 Iteration 26Q (3328.041609 sec): 9 clusters Score: Raw -11791687.089847 + Penalty 25113.254015 = -11766573.835832 nChanged 990 Iteration 27Q (3329.309902 sec): 9 clusters Score: Raw -11791899.969160 + Penalty 25113.254015 = -11766786.715145 nChanged 796 Iteration 28Q (3330.417178 sec): 9 clusters Score: Raw -11792056.439401 + Penalty 25113.254015 = -11766943.185386 nChanged 678 Iteration 29Q (3331.499401 sec): 9 clusters Score: Raw -11792158.619404 + Penalty 25113.254015 = -11767045.365389 nChanged 544 Iteration 30Q (3332.675903 sec): 9 clusters Score: Raw -11792225.965770 + Penalty 25113.254015 = -11767112.711755 nChanged 459 Iteration 31Q (3333.667274 sec): 9 clusters Score: Raw -11792277.280793 + Penalty 25113.254015 = -11767164.026778 nChanged 403 Iteration 32Q (3334.691017 sec): 9 clusters Score: Raw -11792316.823797 + Penalty 25113.254015 = -11767203.569782 nChanged 317 Iteration 33Q (3335.705523 sec): 9 clusters Score: Raw -11792344.023745 + Penalty 25113.254015 = -11767230.769730 nChanged 280 Iteration 34Q (3336.725146 sec): 9 clusters Score: Raw -11792366.749403 + Penalty 25113.254015 = -11767253.495388 nChanged 227 Iteration 35Q (3337.780620 sec): 9 clusters Score: Raw -11792384.200221 + Penalty 25113.254015 = -11767270.946206 nChanged 221 Iteration 36Q (3338.797937 sec): 9 clusters Score: Raw -11792401.181108 + Penalty 25113.254015 = -11767287.927093 nChanged 183 Iteration 37Q (3339.844511 sec): 9 clusters Score: Raw -11792414.617203 + Penalty 25113.254015 = -11767301.363188 nChanged 162 Iteration 38Q (3340.906021 sec): 9 clusters Score: Raw -11792427.231135 + Penalty 25113.254015 = -11767313.977120 nChanged 144 Iteration 39Q (3341.919036 sec): 9 clusters Score: Raw -11792438.429033 + Penalty 25113.254015 = -11767325.175018 nChanged 128 Iteration 40F (3343.298238 sec): 9 clusters Score: Raw -11792452.042122 + Penalty 25113.254015 = -11767338.788107 nChanged 155 Iteration 41Q (3344.370564 sec): 9 clusters Score: Raw -11792464.370960 + Penalty 25113.254015 = -11767351.116945 nChanged 158 Iteration 42Q (3345.425089 sec): 9 clusters Score: Raw -11792474.912444 + Penalty 25113.254015 = -11767361.658429 nChanged 142 Iteration 43Q (3346.590617 sec): 9 clusters Score: Raw -11792483.829248 + Penalty 25113.254015 = -11767370.575233 nChanged 118 Iteration 44Q (3347.658444 sec): 9 clusters Score: Raw -11792491.402974 + Penalty 25113.254015 = -11767378.148959 nChanged 104 Iteration 45Q (3348.684660 sec): 9 clusters Score: Raw -11792499.226147 + Penalty 25113.254015 = -11767385.972132 nChanged 104 Iteration 46Q (3349.713386 sec): 9 clusters Score: Raw -11792506.034047 + Penalty 25113.254015 = -11767392.780032 nChanged 88 Iteration 47Q (3350.738668 sec): 9 clusters Score: Raw -11792510.438838 + Penalty 25113.254015 = -11767397.184823 nChanged 68 Iteration 48Q (3351.796261 sec): 9 clusters Score: Raw -11792514.438735 + Penalty 25113.254015 = -11767401.184720 nChanged 66 Iteration 49Q (3352.851496 sec): 9 clusters Score: Raw -11792518.895674 + Penalty 25113.254015 = -11767405.641659 nChanged 63 Iteration 50Q (3353.878503 sec): 9 clusters Score: Raw -11792523.842530 + Penalty 25113.254015 = -11767410.588514 nChanged 61 Iteration 51Q (3355.015113 sec): 9 clusters Score: Raw -11792526.700098 + Penalty 25113.254015 = -11767413.446083 nChanged 56 Iteration 52Q (3356.041684 sec): 9 clusters Score: Raw -11792529.714855 + Penalty 25113.254015 = -11767416.460840 nChanged 63 Iteration 53Q (3357.067809 sec): 9 clusters Score: Raw -11792532.931795 + Penalty 25113.254015 = -11767419.677780 nChanged 45 Iteration 54Q (3358.103984 sec): 9 clusters Score: Raw -11792534.983531 + Penalty 25113.254015 = -11767421.729516 nChanged 41 Iteration 55Q (3359.131491 sec): 9 clusters Score: Raw -11792537.396724 + Penalty 25113.254015 = -11767424.142709 nChanged 40 Iteration 56Q (3360.154431 sec): 9 clusters Score: Raw -11792539.378049 + Penalty 25113.254015 = -11767426.124034 nChanged 39 Iteration 57Q (3361.228810 sec): 9 clusters Score: Raw -11792541.177297 + Penalty 25113.254015 = -11767427.923282 nChanged 41 Iteration 58Q (3362.281306 sec): 9 clusters Score: Raw -11792543.468507 + Penalty 25113.254015 = -11767430.214492 nChanged 41 Writing temp clu file Because OldScore, -11767427.923282, is greater than current (better) Score,-11767430.214492 Compute initial score before splitting: Score: Raw -11792543.468507 + Penalty 25113.254015 = -11767430.214492 Trying to split cluster 1 (16704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3362.493192 sec): 2 clusters Score: Raw -1439189.208583 + Penalty 2566.978522 = -1436622.230062 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3362.678837 sec): 3 clusters Score: Raw -1429713.528365 + Penalty 5133.957043 = -1424579.571322 nChanged 7226 SP:Iteration 1F (3362.748831 sec): 3 clusters Score: Raw -1434019.673661 + Penalty 5133.957043 = -1428885.716618 nChanged 1399 SP:Iteration 2F (3362.831532 sec): 3 clusters Score: Raw -1435171.895338 + Penalty 5133.957043 = -1430037.938294 nChanged 1472 SP:Iteration 3F (3362.952287 sec): 3 clusters Score: Raw -1436622.761228 + Penalty 5133.957043 = -1431488.804185 nChanged 1443 SP:Iteration 4F (3363.038001 sec): 3 clusters Score: Raw -1437981.299053 + Penalty 5133.957043 = -1432847.342010 nChanged 1210 SP:Iteration 5F (3363.204343 sec): 3 clusters Score: Raw -1438920.745513 + Penalty 5133.957043 = -1433786.788470 nChanged 868 SP:Iteration 6F (3363.299179 sec): 3 clusters Score: Raw -1439438.371817 + Penalty 5133.957043 = -1434304.414773 nChanged 604 SP:Iteration 7Q (3363.413298 sec): 3 clusters Score: Raw -1439707.362328 + Penalty 5133.957043 = -1434573.405285 nChanged 429 SP:Iteration 8Q (3363.507028 sec): 3 clusters Score: Raw -1439862.031273 + Penalty 5133.957043 = -1434728.074230 nChanged 286 SP:Iteration 9Q (3363.597819 sec): 3 clusters Score: Raw -1439949.331233 + Penalty 5133.957043 = -1434815.374190 nChanged 241 SP:Iteration 10Q (3363.705520 sec): 3 clusters Score: Raw -1440011.842635 + Penalty 5133.957043 = -1434877.885592 nChanged 194 SP:Iteration 11Q (3363.807778 sec): 3 clusters Score: Raw -1440062.112604 + Penalty 5133.957043 = -1434928.155561 nChanged 172 SP:Iteration 12Q (3363.899484 sec): 3 clusters Score: Raw -1440108.544231 + Penalty 5133.957043 = -1434974.587188 nChanged 166 SP:Iteration 13Q (3363.994214 sec): 3 clusters Score: Raw -1440145.454226 + Penalty 5133.957043 = -1435011.497183 nChanged 130 SP:Iteration 14Q (3364.101752 sec): 3 clusters Score: Raw -1440173.873505 + Penalty 5133.957043 = -1435039.916462 nChanged 126 SP:Iteration 15Q (3364.202305 sec): 3 clusters Score: Raw -1440197.053700 + Penalty 5133.957043 = -1435063.096657 nChanged 117 SP:Iteration 16Q (3364.293641 sec): 3 clusters Score: Raw -1440216.402874 + Penalty 5133.957043 = -1435082.445831 nChanged 103 SP:Iteration 17Q (3364.387849 sec): 3 clusters Score: Raw -1440234.092468 + Penalty 5133.957043 = -1435100.135425 nChanged 119 SP:Iteration 18Q (3364.494676 sec): 3 clusters Score: Raw -1440258.350851 + Penalty 5133.957043 = -1435124.393808 nChanged 121 SP:Iteration 19Q (3364.597957 sec): 3 clusters Score: Raw -1440284.031987 + Penalty 5133.957043 = -1435150.074944 nChanged 132 SP:Iteration 20F (3364.685440 sec): 3 clusters Score: Raw -1440309.530704 + Penalty 5133.957043 = -1435175.573661 nChanged 118 SP:Iteration 21Q (3364.786392 sec): 3 clusters Score: Raw -1440331.543141 + Penalty 5133.957043 = -1435197.586097 nChanged 119 SP:Iteration 22Q (3364.895986 sec): 3 clusters Score: Raw -1440355.359496 + Penalty 5133.957043 = -1435221.402453 nChanged 135 SP:Iteration 23Q (3365.057641 sec): 3 clusters Score: Raw -1440382.036006 + Penalty 5133.957043 = -1435248.078963 nChanged 113 SP:Iteration 24Q (3365.179235 sec): 3 clusters Score: Raw -1440405.203571 + Penalty 5133.957043 = -1435271.246528 nChanged 126 SP:Iteration 25Q (3365.338892 sec): 3 clusters Score: Raw -1440431.764227 + Penalty 5133.957043 = -1435297.807184 nChanged 120 SP:Iteration 26Q (3365.527230 sec): 3 clusters Score: Raw -1440458.896958 + Penalty 5133.957043 = -1435324.939914 nChanged 125 SP:Iteration 27Q (3365.674821 sec): 3 clusters Score: Raw -1440487.399560 + Penalty 5133.957043 = -1435353.442517 nChanged 109 SP:Iteration 28Q (3365.877942 sec): 3 clusters Score: Raw -1440507.695425 + Penalty 5133.957043 = -1435373.738382 nChanged 125 SP:Iteration 29Q (3366.048635 sec): 3 clusters Score: Raw -1440532.246147 + Penalty 5133.957043 = -1435398.289104 nChanged 126 SP:Iteration 30Q (3366.160559 sec): 3 clusters Score: Raw -1440556.472363 + Penalty 5133.957043 = -1435422.515320 nChanged 119 SP:Iteration 31Q (3366.333173 sec): 3 clusters Score: Raw -1440580.221147 + Penalty 5133.957043 = -1435446.264103 nChanged 111 SP:Iteration 32Q (3366.526182 sec): 3 clusters Score: Raw -1440603.192908 + Penalty 5133.957043 = -1435469.235865 nChanged 134 SP:Iteration 33Q (3366.636882 sec): 3 clusters Score: Raw -1440631.264031 + Penalty 5133.957043 = -1435497.306988 nChanged 125 SP:Iteration 34Q (3366.724637 sec): 3 clusters Score: Raw -1440659.009038 + Penalty 5133.957043 = -1435525.051995 nChanged 140 SP:Iteration 35Q (3366.866070 sec): 3 clusters Score: Raw -1440688.659152 + Penalty 5133.957043 = -1435554.702109 nChanged 146 SP:Iteration 36Q (3366.977600 sec): 3 clusters Score: Raw -1440721.145747 + Penalty 5133.957043 = -1435587.188704 nChanged 142 SP:Iteration 37Q (3367.066398 sec): 3 clusters Score: Raw -1440751.899495 + Penalty 5133.957043 = -1435617.942452 nChanged 123 SP:Iteration 38Q (3367.215432 sec): 3 clusters Score: Raw -1440777.433605 + Penalty 5133.957043 = -1435643.476562 nChanged 136 SP:Iteration 39Q (3367.368884 sec): 3 clusters Score: Raw -1440808.166771 + Penalty 5133.957043 = -1435674.209728 nChanged 133 SP:Iteration 40F (3367.521834 sec): 3 clusters Score: Raw -1440836.767022 + Penalty 5133.957043 = -1435702.809979 nChanged 122 SP:Iteration 41Q (3367.695772 sec): 3 clusters Score: Raw -1440863.992283 + Penalty 5133.957043 = -1435730.035240 nChanged 145 SP:Iteration 42Q (3367.866405 sec): 3 clusters Score: Raw -1440897.137239 + Penalty 5133.957043 = -1435763.180196 nChanged 141 SP:Iteration 43Q (3368.044032 sec): 3 clusters Score: Raw -1440931.084394 + Penalty 5133.957043 = -1435797.127351 nChanged 129 SP:Iteration 44Q (3368.158783 sec): 3 clusters Score: Raw -1440960.557282 + Penalty 5133.957043 = -1435826.600239 nChanged 126 SP:Iteration 45Q (3368.255840 sec): 3 clusters Score: Raw -1440987.896479 + Penalty 5133.957043 = -1435853.939436 nChanged 119 SP:Iteration 46Q (3368.375019 sec): 3 clusters Score: Raw -1441012.777915 + Penalty 5133.957043 = -1435878.820872 nChanged 112 SP:Iteration 47Q (3368.490109 sec): 3 clusters Score: Raw -1441034.881572 + Penalty 5133.957043 = -1435900.924529 nChanged 115 SP:Iteration 48Q (3368.606401 sec): 3 clusters Score: Raw -1441060.224570 + Penalty 5133.957043 = -1435926.267527 nChanged 112 SP:Iteration 49Q (3368.722226 sec): 3 clusters Score: Raw -1441082.790626 + Penalty 5133.957043 = -1435948.833583 nChanged 101 SP:Iteration 50Q (3368.903365 sec): 3 clusters Score: Raw -1441101.108930 + Penalty 5133.957043 = -1435967.151887 nChanged 101 SP:Iteration 51Q (3369.020167 sec): 3 clusters Score: Raw -1441118.862772 + Penalty 5133.957043 = -1435984.905728 nChanged 91 SP:Iteration 52Q (3369.219463 sec): 3 clusters Score: Raw -1441135.203090 + Penalty 5133.957043 = -1436001.246047 nChanged 105 SP:Iteration 53Q (3369.327158 sec): 3 clusters Score: Raw -1441155.797222 + Penalty 5133.957043 = -1436021.840178 nChanged 98 SP:Iteration 54Q (3369.459592 sec): 3 clusters Score: Raw -1441174.266063 + Penalty 5133.957043 = -1436040.309020 nChanged 82 SP:Iteration 55Q (3369.571539 sec): 3 clusters Score: Raw -1441189.265188 + Penalty 5133.957043 = -1436055.308145 nChanged 72 SP:Iteration 56Q (3369.679201 sec): 3 clusters Score: Raw -1441204.309651 + Penalty 5133.957043 = -1436070.352607 nChanged 86 SP:Iteration 57Q (3369.824963 sec): 3 clusters Score: Raw -1441221.966359 + Penalty 5133.957043 = -1436088.009316 nChanged 96 SP:Iteration 58Q (3369.932857 sec): 3 clusters Score: Raw -1441240.183820 + Penalty 5133.957043 = -1436106.226777 nChanged 84 SP:Iteration 59Q (3370.058092 sec): 3 clusters Score: Raw -1441255.947956 + Penalty 5133.957043 = -1436121.990913 nChanged 80 SP:Iteration 60F (3370.175822 sec): 3 clusters Score: Raw -1441271.745299 + Penalty 5133.957043 = -1436137.788256 nChanged 78 SP:Iteration 61Q (3370.276704 sec): 3 clusters Score: Raw -1441286.149538 + Penalty 5133.957043 = -1436152.192495 nChanged 71 SP:Iteration 62Q (3370.533810 sec): 3 clusters Score: Raw -1441297.383319 + Penalty 5133.957043 = -1436163.426276 nChanged 60 SP:Iteration 63Q (3370.719765 sec): 3 clusters Score: Raw -1441307.703986 + Penalty 5133.957043 = -1436173.746942 nChanged 55 SP:Iteration 64Q (3370.831262 sec): 3 clusters Score: Raw -1441316.773722 + Penalty 5133.957043 = -1436182.816679 nChanged 49 SP:Iteration 65Q (3370.940678 sec): 3 clusters Score: Raw -1441325.771453 + Penalty 5133.957043 = -1436191.814409 nChanged 54 SP:Iteration 66Q (3371.054157 sec): 3 clusters Score: Raw -1441334.668763 + Penalty 5133.957043 = -1436200.711720 nChanged 49 SP:Iteration 67Q (3371.214826 sec): 3 clusters Score: Raw -1441343.979741 + Penalty 5133.957043 = -1436210.022698 nChanged 39 SP:Iteration 68Q (3371.376553 sec): 3 clusters Score: Raw -1441350.617398 + Penalty 5133.957043 = -1436216.660355 nChanged 36 SP:Iteration 69Q (3371.531478 sec): 3 clusters Score: Raw -1441356.330928 + Penalty 5133.957043 = -1436222.373885 nChanged 33 SP:Iteration 70Q (3371.648972 sec): 3 clusters Score: Raw -1441361.895212 + Penalty 5133.957043 = -1436227.938169 nChanged 37 SP:Iteration 71Q (3371.851450 sec): 3 clusters Score: Raw -1441368.268183 + Penalty 5133.957043 = -1436234.311140 nChanged 38 SP:Iteration 72Q (3371.983816 sec): 3 clusters Score: Raw -1441374.090030 + Penalty 5133.957043 = -1436240.132987 nChanged 37 SP:Iteration 73Q (3372.138739 sec): 3 clusters Score: Raw -1441379.969645 + Penalty 5133.957043 = -1436246.012602 nChanged 29 SP:Iteration 74Q (3372.228085 sec): 3 clusters Score: Raw -1441384.544846 + Penalty 5133.957043 = -1436250.587803 nChanged 30 SP:Iteration 75Q (3372.383200 sec): 3 clusters Score: Raw -1441390.113132 + Penalty 5133.957043 = -1436256.156089 nChanged 33 SP:Iteration 76Q (3372.483480 sec): 3 clusters Score: Raw -1441396.000323 + Penalty 5133.957043 = -1436262.043280 nChanged 27 SP:Iteration 77Q (3372.570214 sec): 3 clusters Score: Raw -1441399.656837 + Penalty 5133.957043 = -1436265.699794 nChanged 21 SP:Iteration 78Q (3372.691369 sec): 3 clusters Score: Raw -1441402.321878 + Penalty 5133.957043 = -1436268.364835 nChanged 21 SP:Iteration 79Q (3372.838951 sec): 3 clusters Score: Raw -1441405.581870 + Penalty 5133.957043 = -1436271.624827 nChanged 20 SP:Iteration 80F (3372.938563 sec): 3 clusters Score: Raw -1441408.437516 + Penalty 5133.957043 = -1436274.480473 nChanged 17 SP:Iteration 81Q (3373.023771 sec): 3 clusters Score: Raw -1441410.591730 + Penalty 5133.957043 = -1436276.634687 nChanged 9 SP:Iteration 82Q (3373.140617 sec): 3 clusters Score: Raw -1441411.660680 + Penalty 5133.957043 = -1436277.703637 nChanged 13 SP:Iteration 83Q (3373.316302 sec): 3 clusters Score: Raw -1441413.634988 + Penalty 5133.957043 = -1436279.677945 nChanged 14 SP:Iteration 84Q (3373.409599 sec): 3 clusters Score: Raw -1441415.982060 + Penalty 5133.957043 = -1436282.025017 nChanged 15 SP:Iteration 85Q (3373.496661 sec): 3 clusters Score: Raw -1441418.403315 + Penalty 5133.957043 = -1436284.446272 nChanged 12 SP:Iteration 86Q (3373.616375 sec): 3 clusters Score: Raw -1441419.566146 + Penalty 5133.957043 = -1436285.609103 nChanged 8 SP:Iteration 87Q (3373.719587 sec): 3 clusters Score: Raw -1441420.543580 + Penalty 5133.957043 = -1436286.586537 nChanged 9 SP:Iteration 88Q (3373.844866 sec): 3 clusters Score: Raw -1441421.470472 + Penalty 5133.957043 = -1436287.513429 nChanged 7 SP:Iteration 89Q (3373.945185 sec): 3 clusters Score: Raw -1441422.555288 + Penalty 5133.957043 = -1436288.598245 nChanged 7 SP:Iteration 90Q (3374.069560 sec): 3 clusters Score: Raw -1441423.575476 + Penalty 5133.957043 = -1436289.618433 nChanged 3 SP:Iteration 91Q (3374.167191 sec): 3 clusters Score: Raw -1441423.897358 + Penalty 5133.957043 = -1436289.940315 nChanged 3 SP:Iteration 92Q (3374.293982 sec): 3 clusters Score: Raw -1441424.319274 + Penalty 5133.957043 = -1436290.362231 nChanged 6 SP:Iteration 93Q (3374.501689 sec): 3 clusters Score: Raw -1441425.011082 + Penalty 5133.957043 = -1436291.054039 nChanged 7 SP:Iteration 94Q (3374.652323 sec): 3 clusters Score: Raw -1441425.710154 + Penalty 5133.957043 = -1436291.753111 nChanged 5 SP:Iteration 95Q (3374.764172 sec): 3 clusters Score: Raw -1441426.336245 + Penalty 5133.957043 = -1436292.379202 nChanged 3 SP:Iteration 96Q (3374.918974 sec): 3 clusters Score: Raw -1441426.678387 + Penalty 5133.957043 = -1436292.721344 nChanged 3 SP:Iteration 97Q (3375.010203 sec): 3 clusters Score: Raw -1441427.119842 + Penalty 5133.957043 = -1436293.162799 nChanged 3 SP:Iteration 98Q (3375.136021 sec): 3 clusters Score: Raw -1441427.578441 + Penalty 5133.957043 = -1436293.621398 nChanged 3 SP:Iteration 99Q (3375.250441 sec): 3 clusters Score: Raw -1441428.022789 + Penalty 5133.957043 = -1436294.065746 nChanged 2 SP:Iteration 100F (3375.364096 sec): 3 clusters Score: Raw -1441428.396480 + Penalty 5133.957043 = -1436294.439437 nChanged 2 SP:Iteration 101Q (3375.492931 sec): 3 clusters Score: Raw -1441428.657509 + Penalty 5133.957043 = -1436294.700466 nChanged 2 SP:Iteration 102Q (3375.617461 sec): 3 clusters Score: Raw -1441428.858004 + Penalty 5133.957043 = -1436294.900960 nChanged 2 SP:Iteration 103Q (3375.724002 sec): 3 clusters Score: Raw -1441429.147314 + Penalty 5133.957043 = -1436295.190271 nChanged 2 SP:Iteration 104Q (3375.856187 sec): 3 clusters Score: Raw -1441429.338378 + Penalty 5133.957043 = -1436295.381335 nChanged 1 SP:Iteration 105Q (3375.962927 sec): 3 clusters Score: Raw -1441429.540482 + Penalty 5133.957043 = -1436295.583439 nChanged 2 SP:Iteration 106Q (3376.067550 sec): 3 clusters Score: Raw -1441429.775999 + Penalty 5133.957043 = -1436295.818956 nChanged 0 SP:Iteration 107F (3376.176630 sec): 3 clusters Score: Raw -1441429.775999 + Penalty 5133.957043 = -1436295.818956 nChanged 0 Trying to split cluster 2 (5533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3376.243425 sec): 2 clusters Score: Raw -452654.428054 + Penalty 2275.280157 = -450379.147897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3376.339929 sec): 3 clusters Score: Raw -450002.421408 + Penalty 4550.560314 = -445451.861094 nChanged 2202 SP:Iteration 1F (3376.391296 sec): 3 clusters Score: Raw -451559.281072 + Penalty 4550.560314 = -447008.720758 nChanged 561 SP:Iteration 2F (3376.457081 sec): 3 clusters Score: Raw -452237.420040 + Penalty 4550.560314 = -447686.859726 nChanged 513 SP:Iteration 3F (3376.510373 sec): 3 clusters Score: Raw -452932.705481 + Penalty 4550.560314 = -448382.145167 nChanged 456 SP:Iteration 4F (3376.565799 sec): 3 clusters Score: Raw -453477.391419 + Penalty 4550.560314 = -448926.831105 nChanged 323 SP:Iteration 5F (3376.621294 sec): 3 clusters Score: Raw -453771.594364 + Penalty 4550.560314 = -449221.034050 nChanged 220 SP:Iteration 6Q (3376.679162 sec): 3 clusters Score: Raw -453961.051097 + Penalty 4550.560314 = -449410.490783 nChanged 149 SP:Iteration 7Q (3376.737262 sec): 3 clusters Score: Raw -454048.848509 + Penalty 4550.560314 = -449498.288195 nChanged 84 SP:Iteration 8Q (3376.794683 sec): 3 clusters Score: Raw -454095.421501 + Penalty 4550.560314 = -449544.861188 nChanged 56 SP:Iteration 9Q (3376.864736 sec): 3 clusters Score: Raw -454119.265598 + Penalty 4550.560314 = -449568.705284 nChanged 33 SP:Iteration 10Q (3376.920417 sec): 3 clusters Score: Raw -454131.799494 + Penalty 4550.560314 = -449581.239180 nChanged 22 SP:Iteration 11Q (3376.975746 sec): 3 clusters Score: Raw -454139.352536 + Penalty 4550.560314 = -449588.792222 nChanged 16 SP:Iteration 12Q (3377.030637 sec): 3 clusters Score: Raw -454143.519066 + Penalty 4550.560314 = -449592.958753 nChanged 8 SP:Iteration 13Q (3377.084993 sec): 3 clusters Score: Raw -454146.492230 + Penalty 4550.560314 = -449595.931916 nChanged 6 SP:Iteration 14Q (3377.238537 sec): 3 clusters Score: Raw -454147.854700 + Penalty 4550.560314 = -449597.294386 nChanged 4 SP:Iteration 15Q (3377.390387 sec): 3 clusters Score: Raw -454148.975767 + Penalty 4550.560314 = -449598.415453 nChanged 4 SP:Iteration 16Q (3377.526666 sec): 3 clusters Score: Raw -454149.833104 + Penalty 4550.560314 = -449599.272790 nChanged 4 SP:Iteration 17Q (3377.604733 sec): 3 clusters Score: Raw -454150.692265 + Penalty 4550.560314 = -449600.131951 nChanged 2 SP:Iteration 18Q (3377.702255 sec): 3 clusters Score: Raw -454151.199956 + Penalty 4550.560314 = -449600.639642 nChanged 3 SP:Iteration 19Q (3377.757754 sec): 3 clusters Score: Raw -454152.436153 + Penalty 4550.560314 = -449601.875839 nChanged 5 SP:Iteration 20F (3377.840413 sec): 3 clusters Score: Raw -454153.709062 + Penalty 4550.560314 = -449603.148749 nChanged 3 SP:Iteration 21Q (3377.900396 sec): 3 clusters Score: Raw -454154.717152 + Penalty 4550.560314 = -449604.156839 nChanged 1 SP:Iteration 22Q (3377.959028 sec): 3 clusters Score: Raw -454154.905902 + Penalty 4550.560314 = -449604.345588 nChanged 0 SP:Iteration 23F (3378.035399 sec): 3 clusters Score: Raw -454154.905902 + Penalty 4550.560314 = -449604.345588 nChanged 0 Trying to split cluster 3 (8437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3378.098903 sec): 2 clusters Score: Raw -691883.387951 + Penalty 2386.660868 = -689496.727083 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3378.165814 sec): 3 clusters Score: Raw -687547.208301 + Penalty 4773.321735 = -682773.886565 nChanged 3368 SP:Iteration 1F (3378.259659 sec): 3 clusters Score: Raw -689459.558221 + Penalty 4773.321735 = -684686.236486 nChanged 674 SP:Iteration 2F (3378.333912 sec): 3 clusters Score: Raw -689911.480588 + Penalty 4773.321735 = -685138.158853 nChanged 562 SP:Iteration 3F (3378.399349 sec): 3 clusters Score: Raw -690315.256112 + Penalty 4773.321735 = -685541.934377 nChanged 539 SP:Iteration 4F (3378.483149 sec): 3 clusters Score: Raw -690721.333715 + Penalty 4773.321735 = -685948.011979 nChanged 528 SP:Iteration 5F (3378.555989 sec): 3 clusters Score: Raw -691190.275034 + Penalty 4773.321735 = -686416.953299 nChanged 552 SP:Iteration 6F (3378.625085 sec): 3 clusters Score: Raw -691686.561860 + Penalty 4773.321735 = -686913.240124 nChanged 525 SP:Iteration 7F (3378.699521 sec): 3 clusters Score: Raw -692167.957320 + Penalty 4773.321735 = -687394.635584 nChanged 426 SP:Iteration 8F (3378.776402 sec): 3 clusters Score: Raw -692556.509823 + Penalty 4773.321735 = -687783.188088 nChanged 391 SP:Iteration 9Q (3378.862734 sec): 3 clusters Score: Raw -692868.901386 + Penalty 4773.321735 = -688095.579651 nChanged 282 SP:Iteration 10Q (3378.949512 sec): 3 clusters Score: Raw -693071.048150 + Penalty 4773.321735 = -688297.726415 nChanged 208 SP:Iteration 11Q (3379.095680 sec): 3 clusters Score: Raw -693228.348066 + Penalty 4773.321735 = -688455.026331 nChanged 195 SP:Iteration 12Q (3379.190803 sec): 3 clusters Score: Raw -693369.408421 + Penalty 4773.321735 = -688596.086686 nChanged 158 SP:Iteration 13Q (3379.259676 sec): 3 clusters Score: Raw -693455.542418 + Penalty 4773.321735 = -688682.220683 nChanged 128 SP:Iteration 14Q (3379.328790 sec): 3 clusters Score: Raw -693505.746101 + Penalty 4773.321735 = -688732.424366 nChanged 93 SP:Iteration 15Q (3379.500766 sec): 3 clusters Score: Raw -693541.885911 + Penalty 4773.321735 = -688768.564176 nChanged 70 SP:Iteration 16Q (3379.570828 sec): 3 clusters Score: Raw -693569.288812 + Penalty 4773.321735 = -688795.967077 nChanged 74 SP:Iteration 17Q (3379.638713 sec): 3 clusters Score: Raw -693600.804415 + Penalty 4773.321735 = -688827.482680 nChanged 65 SP:Iteration 18Q (3379.792682 sec): 3 clusters Score: Raw -693623.190232 + Penalty 4773.321735 = -688849.868497 nChanged 44 SP:Iteration 19Q (3379.879503 sec): 3 clusters Score: Raw -693636.260927 + Penalty 4773.321735 = -688862.939191 nChanged 37 SP:Iteration 20F (3380.066852 sec): 3 clusters Score: Raw -693646.208241 + Penalty 4773.321735 = -688872.886506 nChanged 32 SP:Iteration 21Q (3380.221485 sec): 3 clusters Score: Raw -693655.653260 + Penalty 4773.321735 = -688882.331524 nChanged 25 SP:Iteration 22Q (3380.366178 sec): 3 clusters Score: Raw -693661.989643 + Penalty 4773.321735 = -688888.667908 nChanged 21 SP:Iteration 23Q (3380.436625 sec): 3 clusters Score: Raw -693666.074727 + Penalty 4773.321735 = -688892.752992 nChanged 12 SP:Iteration 24Q (3380.521216 sec): 3 clusters Score: Raw -693668.722261 + Penalty 4773.321735 = -688895.400525 nChanged 15 SP:Iteration 25Q (3380.598889 sec): 3 clusters Score: Raw -693672.829401 + Penalty 4773.321735 = -688899.507666 nChanged 15 SP:Iteration 26Q (3380.703255 sec): 3 clusters Score: Raw -693676.209303 + Penalty 4773.321735 = -688902.887567 nChanged 15 SP:Iteration 27Q (3380.792398 sec): 3 clusters Score: Raw -693679.912256 + Penalty 4773.321735 = -688906.590521 nChanged 11 SP:Iteration 28Q (3380.861591 sec): 3 clusters Score: Raw -693682.812252 + Penalty 4773.321735 = -688909.490517 nChanged 14 SP:Iteration 29Q (3381.023318 sec): 3 clusters Score: Raw -693687.759511 + Penalty 4773.321735 = -688914.437776 nChanged 21 SP:Iteration 30Q (3381.168239 sec): 3 clusters Score: Raw -693693.262745 + Penalty 4773.321735 = -688919.941010 nChanged 17 SP:Iteration 31Q (3381.288116 sec): 3 clusters Score: Raw -693699.577952 + Penalty 4773.321735 = -688926.256217 nChanged 22 SP:Iteration 32Q (3381.380737 sec): 3 clusters Score: Raw -693706.766102 + Penalty 4773.321735 = -688933.444366 nChanged 19 SP:Iteration 33Q (3381.454320 sec): 3 clusters Score: Raw -693715.090064 + Penalty 4773.321735 = -688941.768329 nChanged 21 SP:Iteration 34Q (3381.598258 sec): 3 clusters Score: Raw -693723.389454 + Penalty 4773.321735 = -688950.067719 nChanged 26 SP:Iteration 35Q (3381.680485 sec): 3 clusters Score: Raw -693731.720010 + Penalty 4773.321735 = -688958.398275 nChanged 33 SP:Iteration 36Q (3381.751827 sec): 3 clusters Score: Raw -693743.441801 + Penalty 4773.321735 = -688970.120066 nChanged 31 SP:Iteration 37Q (3381.819759 sec): 3 clusters Score: Raw -693753.468688 + Penalty 4773.321735 = -688980.146953 nChanged 21 SP:Iteration 38Q (3381.911745 sec): 3 clusters Score: Raw -693759.666410 + Penalty 4773.321735 = -688986.344675 nChanged 11 SP:Iteration 39Q (3382.014922 sec): 3 clusters Score: Raw -693762.280248 + Penalty 4773.321735 = -688988.958513 nChanged 9 SP:Iteration 40F (3382.114540 sec): 3 clusters Score: Raw -693764.096572 + Penalty 4773.321735 = -688990.774836 nChanged 8 SP:Iteration 41Q (3382.182625 sec): 3 clusters Score: Raw -693765.945555 + Penalty 4773.321735 = -688992.623820 nChanged 14 SP:Iteration 42Q (3382.251500 sec): 3 clusters Score: Raw -693769.345692 + Penalty 4773.321735 = -688996.023957 nChanged 13 SP:Iteration 43Q (3382.321357 sec): 3 clusters Score: Raw -693772.723866 + Penalty 4773.321735 = -688999.402130 nChanged 9 SP:Iteration 44Q (3382.394437 sec): 3 clusters Score: Raw -693774.905900 + Penalty 4773.321735 = -689001.584165 nChanged 8 SP:Iteration 45Q (3382.478757 sec): 3 clusters Score: Raw -693776.605787 + Penalty 4773.321735 = -689003.284052 nChanged 9 SP:Iteration 46Q (3382.552135 sec): 3 clusters Score: Raw -693778.590373 + Penalty 4773.321735 = -689005.268638 nChanged 8 SP:Iteration 47Q (3382.625096 sec): 3 clusters Score: Raw -693780.538853 + Penalty 4773.321735 = -689007.217118 nChanged 10 SP:Iteration 48Q (3382.696650 sec): 3 clusters Score: Raw -693782.969382 + Penalty 4773.321735 = -689009.647647 nChanged 8 SP:Iteration 49Q (3382.842862 sec): 3 clusters Score: Raw -693784.568751 + Penalty 4773.321735 = -689011.247016 nChanged 4 SP:Iteration 50Q (3382.957100 sec): 3 clusters Score: Raw -693785.294426 + Penalty 4773.321735 = -689011.972691 nChanged 2 SP:Iteration 51Q (3383.032792 sec): 3 clusters Score: Raw -693785.857489 + Penalty 4773.321735 = -689012.535754 nChanged 0 SP:Iteration 52F (3383.211974 sec): 3 clusters Score: Raw -693785.857489 + Penalty 4773.321735 = -689012.535754 nChanged 0 Trying to split cluster 4 (65626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3383.581084 sec): 2 clusters Score: Raw -5634536.761998 + Penalty 2928.215991 = -5631608.546007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3383.888498 sec): 3 clusters Score: Raw -5593504.698975 + Penalty 5856.431982 = -5587648.266993 nChanged 30517 SP:Iteration 1F (3384.202138 sec): 3 clusters Score: Raw -5611202.398183 + Penalty 5856.431982 = -5605345.966201 nChanged 3363 SP:Iteration 2F (3384.471936 sec): 3 clusters Score: Raw -5612676.168325 + Penalty 5856.431982 = -5606819.736344 nChanged 3490 SP:Iteration 3F (3384.769926 sec): 3 clusters Score: Raw -5614423.614955 + Penalty 5856.431982 = -5608567.182973 nChanged 3718 SP:Iteration 4F (3385.116515 sec): 3 clusters Score: Raw -5616364.238631 + Penalty 5856.431982 = -5610507.806649 nChanged 3692 SP:Iteration 5F (3385.443791 sec): 3 clusters Score: Raw -5618089.435529 + Penalty 5856.431982 = -5612233.003547 nChanged 3463 SP:Iteration 6F (3385.709567 sec): 3 clusters Score: Raw -5619635.579039 + Penalty 5856.431982 = -5613779.147058 nChanged 3325 SP:Iteration 7F (3386.025924 sec): 3 clusters Score: Raw -5621132.030675 + Penalty 5856.431982 = -5615275.598693 nChanged 3097 SP:Iteration 8Q (3386.307984 sec): 3 clusters Score: Raw -5622594.241298 + Penalty 5856.431982 = -5616737.809317 nChanged 2889 SP:Iteration 9Q (3386.615147 sec): 3 clusters Score: Raw -5624139.428260 + Penalty 5856.431982 = -5618282.996278 nChanged 2782 SP:Iteration 10Q (3386.950056 sec): 3 clusters Score: Raw -5625885.353657 + Penalty 5856.431982 = -5620028.921675 nChanged 2490 SP:Iteration 11Q (3387.229641 sec): 3 clusters Score: Raw -5627623.082341 + Penalty 5856.431982 = -5621766.650360 nChanged 2181 SP:Iteration 12Q (3387.558375 sec): 3 clusters Score: Raw -5629167.613292 + Penalty 5856.431982 = -5623311.181310 nChanged 1854 SP:Iteration 13Q (3387.936643 sec): 3 clusters Score: Raw -5630420.876807 + Penalty 5856.431982 = -5624564.444825 nChanged 1557 SP:Iteration 14Q (3388.218715 sec): 3 clusters Score: Raw -5631387.977373 + Penalty 5856.431982 = -5625531.545391 nChanged 1305 SP:Iteration 15Q (3388.505982 sec): 3 clusters Score: Raw -5632163.697250 + Penalty 5856.431982 = -5626307.265268 nChanged 1111 SP:Iteration 16Q (3388.747705 sec): 3 clusters Score: Raw -5632788.481461 + Penalty 5856.431982 = -5626932.049480 nChanged 1012 SP:Iteration 17Q (3389.000464 sec): 3 clusters Score: Raw -5633323.647030 + Penalty 5856.431982 = -5627467.215049 nChanged 902 SP:Iteration 18Q (3389.286310 sec): 3 clusters Score: Raw -5633837.198488 + Penalty 5856.431982 = -5627980.766507 nChanged 804 SP:Iteration 19Q (3389.531402 sec): 3 clusters Score: Raw -5634316.033504 + Penalty 5856.431982 = -5628459.601523 nChanged 716 SP:Iteration 20F (3389.819416 sec): 3 clusters Score: Raw -5634744.695945 + Penalty 5856.431982 = -5628888.263963 nChanged 642 SP:Iteration 21Q (3390.060530 sec): 3 clusters Score: Raw -5635141.014299 + Penalty 5856.431982 = -5629284.582317 nChanged 590 SP:Iteration 22Q (3390.300725 sec): 3 clusters Score: Raw -5635498.271102 + Penalty 5856.431982 = -5629641.839120 nChanged 471 SP:Iteration 23Q (3390.521782 sec): 3 clusters Score: Raw -5635759.434642 + Penalty 5856.431982 = -5629903.002660 nChanged 402 SP:Iteration 24Q (3390.751215 sec): 3 clusters Score: Raw -5635940.426886 + Penalty 5856.431982 = -5630083.994904 nChanged 327 SP:Iteration 25Q (3390.991399 sec): 3 clusters Score: Raw -5636075.463100 + Penalty 5856.431982 = -5630219.031118 nChanged 257 SP:Iteration 26Q (3391.230777 sec): 3 clusters Score: Raw -5636173.433654 + Penalty 5856.431982 = -5630317.001672 nChanged 226 SP:Iteration 27Q (3391.521317 sec): 3 clusters Score: Raw -5636246.536097 + Penalty 5856.431982 = -5630390.104116 nChanged 190 SP:Iteration 28Q (3391.766664 sec): 3 clusters Score: Raw -5636308.037889 + Penalty 5856.431982 = -5630451.605907 nChanged 182 SP:Iteration 29Q (3391.984694 sec): 3 clusters Score: Raw -5636358.223281 + Penalty 5856.431982 = -5630501.791299 nChanged 137 SP:Iteration 30Q (3392.230152 sec): 3 clusters Score: Raw -5636392.183080 + Penalty 5856.431982 = -5630535.751099 nChanged 116 SP:Iteration 31Q (3392.461426 sec): 3 clusters Score: Raw -5636418.066064 + Penalty 5856.431982 = -5630561.634082 nChanged 93 SP:Iteration 32Q (3392.737022 sec): 3 clusters Score: Raw -5636437.079439 + Penalty 5856.431982 = -5630580.647457 nChanged 85 SP:Iteration 33Q (3392.989738 sec): 3 clusters Score: Raw -5636456.937527 + Penalty 5856.431982 = -5630600.505545 nChanged 81 SP:Iteration 34Q (3393.233118 sec): 3 clusters Score: Raw -5636471.422689 + Penalty 5856.431982 = -5630614.990708 nChanged 67 SP:Iteration 35Q (3393.446655 sec): 3 clusters Score: Raw -5636482.994827 + Penalty 5856.431982 = -5630626.562845 nChanged 55 SP:Iteration 36Q (3393.672365 sec): 3 clusters Score: Raw -5636491.361730 + Penalty 5856.431982 = -5630634.929748 nChanged 49 SP:Iteration 37Q (3393.917706 sec): 3 clusters Score: Raw -5636498.755533 + Penalty 5856.431982 = -5630642.323551 nChanged 49 SP:Iteration 38Q (3394.201313 sec): 3 clusters Score: Raw -5636505.697181 + Penalty 5856.431982 = -5630649.265199 nChanged 32 SP:Iteration 39Q (3394.389868 sec): 3 clusters Score: Raw -5636509.288128 + Penalty 5856.431982 = -5630652.856146 nChanged 26 SP:Iteration 40F (3394.666360 sec): 3 clusters Score: Raw -5636511.813795 + Penalty 5856.431982 = -5630655.381814 nChanged 20 SP:Iteration 41Q (3394.934438 sec): 3 clusters Score: Raw -5636513.658275 + Penalty 5856.431982 = -5630657.226293 nChanged 14 SP:Iteration 42Q (3395.188339 sec): 3 clusters Score: Raw -5636515.112310 + Penalty 5856.431982 = -5630658.680329 nChanged 16 SP:Iteration 43Q (3395.404028 sec): 3 clusters Score: Raw -5636516.824762 + Penalty 5856.431982 = -5630660.392780 nChanged 11 SP:Iteration 44Q (3395.655151 sec): 3 clusters Score: Raw -5636518.216423 + Penalty 5856.431982 = -5630661.784441 nChanged 10 SP:Iteration 45Q (3395.890693 sec): 3 clusters Score: Raw -5636519.296834 + Penalty 5856.431982 = -5630662.864852 nChanged 6 SP:Iteration 46Q (3396.108451 sec): 3 clusters Score: Raw -5636519.858769 + Penalty 5856.431982 = -5630663.426787 nChanged 8 SP:Iteration 47Q (3396.332727 sec): 3 clusters Score: Raw -5636520.387668 + Penalty 5856.431982 = -5630663.955687 nChanged 7 SP:Iteration 48Q (3396.567389 sec): 3 clusters Score: Raw -5636520.949975 + Penalty 5856.431982 = -5630664.517994 nChanged 8 SP:Iteration 49Q (3396.783864 sec): 3 clusters Score: Raw -5636521.722494 + Penalty 5856.431982 = -5630665.290512 nChanged 9 SP:Iteration 50Q (3397.007968 sec): 3 clusters Score: Raw -5636522.767345 + Penalty 5856.431982 = -5630666.335363 nChanged 9 SP:Iteration 51Q (3397.243132 sec): 3 clusters Score: Raw -5636523.523175 + Penalty 5856.431982 = -5630667.091193 nChanged 5 SP:Iteration 52Q (3397.461744 sec): 3 clusters Score: Raw -5636524.010005 + Penalty 5856.431982 = -5630667.578024 nChanged 8 SP:Iteration 53Q (3397.687826 sec): 3 clusters Score: Raw -5636525.046757 + Penalty 5856.431982 = -5630668.614776 nChanged 11 SP:Iteration 54Q (3397.924280 sec): 3 clusters Score: Raw -5636526.533746 + Penalty 5856.431982 = -5630670.101764 nChanged 9 SP:Iteration 55Q (3398.139712 sec): 3 clusters Score: Raw -5636527.672208 + Penalty 5856.431982 = -5630671.240227 nChanged 4 SP:Iteration 56Q (3398.363317 sec): 3 clusters Score: Raw -5636528.224841 + Penalty 5856.431982 = -5630671.792859 nChanged 7 SP:Iteration 57Q (3398.603969 sec): 3 clusters Score: Raw -5636528.912767 + Penalty 5856.431982 = -5630672.480785 nChanged 2 SP:Iteration 58Q (3398.858581 sec): 3 clusters Score: Raw -5636529.092364 + Penalty 5856.431982 = -5630672.660383 nChanged 1 SP:Iteration 59Q (3399.103068 sec): 3 clusters Score: Raw -5636529.157066 + Penalty 5856.431982 = -5630672.725085 nChanged 3 SP:Iteration 60F (3399.393732 sec): 3 clusters Score: Raw -5636529.481830 + Penalty 5856.431982 = -5630673.049848 nChanged 2 SP:Iteration 61Q (3399.625892 sec): 3 clusters Score: Raw -5636529.673943 + Penalty 5856.431982 = -5630673.241962 nChanged 2 SP:Iteration 62Q (3399.879841 sec): 3 clusters Score: Raw -5636529.916809 + Penalty 5856.431982 = -5630673.484827 nChanged 1 SP:Iteration 63Q (3400.094968 sec): 3 clusters Score: Raw -5636530.101309 + Penalty 5856.431982 = -5630673.669328 nChanged 3 SP:Iteration 64Q (3400.318097 sec): 3 clusters Score: Raw -5636530.442746 + Penalty 5856.431982 = -5630674.010765 nChanged 3 SP:Iteration 65Q (3400.582037 sec): 3 clusters Score: Raw -5636530.662975 + Penalty 5856.431982 = -5630674.230993 nChanged 4 SP:Iteration 66Q (3400.793701 sec): 3 clusters Score: Raw -5636531.294114 + Penalty 5856.431982 = -5630674.862132 nChanged 5 SP:Iteration 67Q (3401.002650 sec): 3 clusters Score: Raw -5636531.836997 + Penalty 5856.431982 = -5630675.405016 nChanged 5 SP:Iteration 68Q (3401.226155 sec): 3 clusters Score: Raw -5636532.489603 + Penalty 5856.431982 = -5630676.057622 nChanged 4 SP:Iteration 69Q (3401.436542 sec): 3 clusters Score: Raw -5636533.095134 + Penalty 5856.431982 = -5630676.663153 nChanged 5 SP:Iteration 70Q (3401.734946 sec): 3 clusters Score: Raw -5636533.722044 + Penalty 5856.431982 = -5630677.290062 nChanged 5 SP:Iteration 71Q (3401.952686 sec): 3 clusters Score: Raw -5636534.055684 + Penalty 5856.431982 = -5630677.623703 nChanged 2 SP:Iteration 72Q (3402.213740 sec): 3 clusters Score: Raw -5636534.137354 + Penalty 5856.431982 = -5630677.705372 nChanged 2 SP:Iteration 73Q (3402.476042 sec): 3 clusters Score: Raw -5636534.241502 + Penalty 5856.431982 = -5630677.809521 nChanged 0 SP:Iteration 74F (3402.737210 sec): 3 clusters Score: Raw -5636534.241502 + Penalty 5856.431982 = -5630677.809521 nChanged 0 Trying to split cluster 5 (4141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3402.815059 sec): 2 clusters Score: Raw -257793.246745 + Penalty 2198.774842 = -255594.471903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3402.866643 sec): 3 clusters Score: Raw -256133.544392 + Penalty 4397.549684 = -251735.994708 nChanged 1593 SP:Iteration 1F (3402.924507 sec): 3 clusters Score: Raw -258202.041035 + Penalty 4397.549684 = -253804.491351 nChanged 551 SP:Iteration 2F (3402.967882 sec): 3 clusters Score: Raw -259275.801246 + Penalty 4397.549684 = -254878.251562 nChanged 403 SP:Iteration 3F (3403.010832 sec): 3 clusters Score: Raw -260066.051026 + Penalty 4397.549684 = -255668.501342 nChanged 253 SP:Iteration 4F (3403.053935 sec): 3 clusters Score: Raw -260414.758147 + Penalty 4397.549684 = -256017.208463 nChanged 160 SP:Iteration 5Q (3403.101091 sec): 3 clusters Score: Raw -260574.496624 + Penalty 4397.549684 = -256176.946940 nChanged 105 SP:Iteration 6Q (3403.152417 sec): 3 clusters Score: Raw -260667.743423 + Penalty 4397.549684 = -256270.193739 nChanged 59 SP:Iteration 7Q (3403.203839 sec): 3 clusters Score: Raw -260726.539419 + Penalty 4397.549684 = -256328.989735 nChanged 46 SP:Iteration 8Q (3403.253257 sec): 3 clusters Score: Raw -260756.944028 + Penalty 4397.549684 = -256359.394344 nChanged 26 SP:Iteration 9Q (3403.299601 sec): 3 clusters Score: Raw -260772.389621 + Penalty 4397.549684 = -256374.839937 nChanged 17 SP:Iteration 10Q (3403.345784 sec): 3 clusters Score: Raw -260782.507629 + Penalty 4397.549684 = -256384.957945 nChanged 16 SP:Iteration 11Q (3403.391814 sec): 3 clusters Score: Raw -260790.870822 + Penalty 4397.549684 = -256393.321138 nChanged 12 SP:Iteration 12Q (3403.440862 sec): 3 clusters Score: Raw -260798.244883 + Penalty 4397.549684 = -256400.695199 nChanged 11 SP:Iteration 13Q (3403.630594 sec): 3 clusters Score: Raw -260805.097907 + Penalty 4397.549684 = -256407.548222 nChanged 9 SP:Iteration 14Q (3403.719998 sec): 3 clusters Score: Raw -260809.095283 + Penalty 4397.549684 = -256411.545599 nChanged 4 SP:Iteration 15Q (3403.823784 sec): 3 clusters Score: Raw -260810.090790 + Penalty 4397.549684 = -256412.541106 nChanged 2 SP:Iteration 16Q (3403.887625 sec): 3 clusters Score: Raw -260811.727461 + Penalty 4397.549684 = -256414.177777 nChanged 3 SP:Iteration 17Q (3403.931358 sec): 3 clusters Score: Raw -260812.210761 + Penalty 4397.549684 = -256414.661077 nChanged 0 SP:Iteration 18F (3403.976954 sec): 3 clusters Score: Raw -260812.210761 + Penalty 4397.549684 = -256414.661077 nChanged 0 Score: Raw -11795564.194424 + Penalty 28252.410767 = -11767311.783657 Splitting cluster 5 changes total score from -11767430.214492 to -11767311.783657 So it's not getting split. Trying to split cluster 6 (25686 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3406.125510 sec): 2 clusters Score: Raw -1948861.486565 + Penalty 2680.577163 = -1946180.909402 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3406.287154 sec): 3 clusters Score: Raw -1933604.875386 + Penalty 5361.154326 = -1928243.721060 nChanged 11565 SP:Iteration 1F (3406.480261 sec): 3 clusters Score: Raw -1940817.049763 + Penalty 5361.154326 = -1935455.895437 nChanged 2023 SP:Iteration 2F (3406.654825 sec): 3 clusters Score: Raw -1942574.400531 + Penalty 5361.154326 = -1937213.246205 nChanged 2119 SP:Iteration 3F (3406.817243 sec): 3 clusters Score: Raw -1944678.691667 + Penalty 5361.154326 = -1939317.537341 nChanged 2229 SP:Iteration 4F (3406.995297 sec): 3 clusters Score: Raw -1946804.078717 + Penalty 5361.154326 = -1941442.924391 nChanged 2104 SP:Iteration 5F (3407.155955 sec): 3 clusters Score: Raw -1948600.475120 + Penalty 5361.154326 = -1943239.320794 nChanged 1669 SP:Iteration 6F (3407.331178 sec): 3 clusters Score: Raw -1949811.809620 + Penalty 5361.154326 = -1944450.655293 nChanged 1279 SP:Iteration 7Q (3407.498402 sec): 3 clusters Score: Raw -1950630.071021 + Penalty 5361.154326 = -1945268.916694 nChanged 1001 SP:Iteration 8Q (3407.656375 sec): 3 clusters Score: Raw -1951199.027526 + Penalty 5361.154326 = -1945837.873200 nChanged 756 SP:Iteration 9Q (3407.843878 sec): 3 clusters Score: Raw -1951547.987610 + Penalty 5361.154326 = -1946186.833283 nChanged 586 SP:Iteration 10Q (3408.025822 sec): 3 clusters Score: Raw -1951772.375025 + Penalty 5361.154326 = -1946411.220699 nChanged 491 SP:Iteration 11Q (3408.187943 sec): 3 clusters Score: Raw -1951928.146283 + Penalty 5361.154326 = -1946566.991957 nChanged 400 SP:Iteration 12Q (3408.368619 sec): 3 clusters Score: Raw -1952056.139147 + Penalty 5361.154326 = -1946694.984821 nChanged 360 SP:Iteration 13Q (3408.530849 sec): 3 clusters Score: Raw -1952173.273530 + Penalty 5361.154326 = -1946812.119204 nChanged 339 SP:Iteration 14Q (3408.702514 sec): 3 clusters Score: Raw -1952285.746199 + Penalty 5361.154326 = -1946924.591873 nChanged 325 SP:Iteration 15Q (3408.867527 sec): 3 clusters Score: Raw -1952398.129614 + Penalty 5361.154326 = -1947036.975288 nChanged 320 SP:Iteration 16Q (3409.047384 sec): 3 clusters Score: Raw -1952510.547778 + Penalty 5361.154326 = -1947149.393452 nChanged 314 SP:Iteration 17Q (3409.265575 sec): 3 clusters Score: Raw -1952621.530273 + Penalty 5361.154326 = -1947260.375947 nChanged 317 SP:Iteration 18Q (3409.478738 sec): 3 clusters Score: Raw -1952732.659080 + Penalty 5361.154326 = -1947371.504754 nChanged 296 SP:Iteration 19Q (3409.607624 sec): 3 clusters Score: Raw -1952824.350930 + Penalty 5361.154326 = -1947463.196604 nChanged 255 SP:Iteration 20F (3409.771927 sec): 3 clusters Score: Raw -1952905.368070 + Penalty 5361.154326 = -1947544.213744 nChanged 263 SP:Iteration 21Q (3409.901626 sec): 3 clusters Score: Raw -1952988.408387 + Penalty 5361.154326 = -1947627.254061 nChanged 265 SP:Iteration 22Q (3410.127481 sec): 3 clusters Score: Raw -1953059.041355 + Penalty 5361.154326 = -1947697.887029 nChanged 221 SP:Iteration 23Q (3410.314886 sec): 3 clusters Score: Raw -1953115.174812 + Penalty 5361.154326 = -1947754.020485 nChanged 203 SP:Iteration 24Q (3410.456819 sec): 3 clusters Score: Raw -1953168.705026 + Penalty 5361.154326 = -1947807.550700 nChanged 191 SP:Iteration 25Q (3410.625884 sec): 3 clusters Score: Raw -1953212.817857 + Penalty 5361.154326 = -1947851.663531 nChanged 172 SP:Iteration 26Q (3410.860880 sec): 3 clusters Score: Raw -1953249.483521 + Penalty 5361.154326 = -1947888.329195 nChanged 161 SP:Iteration 27Q (3410.990983 sec): 3 clusters Score: Raw -1953280.303166 + Penalty 5361.154326 = -1947919.148840 nChanged 146 SP:Iteration 28Q (3411.130004 sec): 3 clusters Score: Raw -1953303.705949 + Penalty 5361.154326 = -1947942.551623 nChanged 119 SP:Iteration 29Q (3411.302696 sec): 3 clusters Score: Raw -1953323.394182 + Penalty 5361.154326 = -1947962.239856 nChanged 114 SP:Iteration 30Q (3411.450468 sec): 3 clusters Score: Raw -1953342.312682 + Penalty 5361.154326 = -1947981.158356 nChanged 100 SP:Iteration 31Q (3411.563052 sec): 3 clusters Score: Raw -1953358.574810 + Penalty 5361.154326 = -1947997.420483 nChanged 93 SP:Iteration 32Q (3411.740399 sec): 3 clusters Score: Raw -1953372.399412 + Penalty 5361.154326 = -1948011.245086 nChanged 80 SP:Iteration 33Q (3411.876881 sec): 3 clusters Score: Raw -1953385.727863 + Penalty 5361.154326 = -1948024.573537 nChanged 84 SP:Iteration 34Q (3412.050554 sec): 3 clusters Score: Raw -1953397.194676 + Penalty 5361.154326 = -1948036.040350 nChanged 83 SP:Iteration 35Q (3412.196944 sec): 3 clusters Score: Raw -1953407.320538 + Penalty 5361.154326 = -1948046.166212 nChanged 66 SP:Iteration 36Q (3412.347378 sec): 3 clusters Score: Raw -1953416.107656 + Penalty 5361.154326 = -1948054.953330 nChanged 64 SP:Iteration 37Q (3412.516322 sec): 3 clusters Score: Raw -1953424.402817 + Penalty 5361.154326 = -1948063.248491 nChanged 65 SP:Iteration 38Q (3412.671813 sec): 3 clusters Score: Raw -1953434.627760 + Penalty 5361.154326 = -1948073.473433 nChanged 52 SP:Iteration 39Q (3412.846546 sec): 3 clusters Score: Raw -1953440.339427 + Penalty 5361.154326 = -1948079.185100 nChanged 52 SP:Iteration 40F (3412.992105 sec): 3 clusters Score: Raw -1953447.081252 + Penalty 5361.154326 = -1948085.926926 nChanged 52 SP:Iteration 41Q (3413.168625 sec): 3 clusters Score: Raw -1953453.999861 + Penalty 5361.154326 = -1948092.845535 nChanged 49 SP:Iteration 42Q (3413.477968 sec): 3 clusters Score: Raw -1953459.538181 + Penalty 5361.154326 = -1948098.383854 nChanged 52 SP:Iteration 43Q (3413.682771 sec): 3 clusters Score: Raw -1953465.132599 + Penalty 5361.154326 = -1948103.978273 nChanged 44 SP:Iteration 44Q (3413.883023 sec): 3 clusters Score: Raw -1953470.106700 + Penalty 5361.154326 = -1948108.952374 nChanged 45 SP:Iteration 45Q (3414.095303 sec): 3 clusters Score: Raw -1953474.998031 + Penalty 5361.154326 = -1948113.843704 nChanged 49 SP:Iteration 46Q (3414.314628 sec): 3 clusters Score: Raw -1953479.694997 + Penalty 5361.154326 = -1948118.540671 nChanged 37 SP:Iteration 47Q (3414.532507 sec): 3 clusters Score: Raw -1953483.264465 + Penalty 5361.154326 = -1948122.110139 nChanged 38 SP:Iteration 48Q (3414.752479 sec): 3 clusters Score: Raw -1953487.497630 + Penalty 5361.154326 = -1948126.343304 nChanged 40 SP:Iteration 49Q (3414.974905 sec): 3 clusters Score: Raw -1953492.460126 + Penalty 5361.154326 = -1948131.305800 nChanged 47 SP:Iteration 50Q (3415.116187 sec): 3 clusters Score: Raw -1953497.709930 + Penalty 5361.154326 = -1948136.555604 nChanged 50 SP:Iteration 51Q (3415.267850 sec): 3 clusters Score: Raw -1953503.345769 + Penalty 5361.154326 = -1948142.191442 nChanged 48 SP:Iteration 52Q (3415.444442 sec): 3 clusters Score: Raw -1953507.857160 + Penalty 5361.154326 = -1948146.702834 nChanged 41 SP:Iteration 53Q (3415.663899 sec): 3 clusters Score: Raw -1953511.680920 + Penalty 5361.154326 = -1948150.526594 nChanged 34 SP:Iteration 54Q (3415.795809 sec): 3 clusters Score: Raw -1953514.937989 + Penalty 5361.154326 = -1948153.783663 nChanged 25 SP:Iteration 55Q (3415.971598 sec): 3 clusters Score: Raw -1953517.425431 + Penalty 5361.154326 = -1948156.271105 nChanged 29 SP:Iteration 56Q (3416.129403 sec): 3 clusters Score: Raw -1953520.673843 + Penalty 5361.154326 = -1948159.519516 nChanged 25 SP:Iteration 57Q (3416.308815 sec): 3 clusters Score: Raw -1953523.858753 + Penalty 5361.154326 = -1948162.704427 nChanged 32 SP:Iteration 58Q (3416.470044 sec): 3 clusters Score: Raw -1953527.266093 + Penalty 5361.154326 = -1948166.111766 nChanged 26 SP:Iteration 59Q (3416.642757 sec): 3 clusters Score: Raw -1953530.155625 + Penalty 5361.154326 = -1948169.001299 nChanged 27 SP:Iteration 60F (3416.808677 sec): 3 clusters Score: Raw -1953534.042896 + Penalty 5361.154326 = -1948172.888570 nChanged 41 SP:Iteration 61Q (3417.033909 sec): 3 clusters Score: Raw -1953539.428888 + Penalty 5361.154326 = -1948178.274562 nChanged 48 SP:Iteration 62Q (3417.256980 sec): 3 clusters Score: Raw -1953545.967975 + Penalty 5361.154326 = -1948184.813648 nChanged 47 SP:Iteration 63Q (3417.445038 sec): 3 clusters Score: Raw -1953552.415295 + Penalty 5361.154326 = -1948191.260968 nChanged 53 SP:Iteration 64Q (3417.572153 sec): 3 clusters Score: Raw -1953558.562550 + Penalty 5361.154326 = -1948197.408224 nChanged 50 SP:Iteration 65Q (3417.819570 sec): 3 clusters Score: Raw -1953564.451658 + Penalty 5361.154326 = -1948203.297331 nChanged 47 SP:Iteration 66Q (3417.996714 sec): 3 clusters Score: Raw -1953570.416957 + Penalty 5361.154326 = -1948209.262630 nChanged 40 SP:Iteration 67Q (3418.150869 sec): 3 clusters Score: Raw -1953573.958151 + Penalty 5361.154326 = -1948212.803825 nChanged 34 SP:Iteration 68Q (3418.336781 sec): 3 clusters Score: Raw -1953578.111844 + Penalty 5361.154326 = -1948216.957518 nChanged 41 SP:Iteration 69Q (3418.509028 sec): 3 clusters Score: Raw -1953583.395278 + Penalty 5361.154326 = -1948222.240952 nChanged 45 SP:Iteration 70Q (3418.707430 sec): 3 clusters Score: Raw -1953588.295978 + Penalty 5361.154326 = -1948227.141651 nChanged 43 SP:Iteration 71Q (3418.966673 sec): 3 clusters Score: Raw -1953593.933986 + Penalty 5361.154326 = -1948232.779660 nChanged 63 SP:Iteration 72Q (3419.165551 sec): 3 clusters Score: Raw -1953603.148744 + Penalty 5361.154326 = -1948241.994418 nChanged 68 SP:Iteration 73Q (3419.386165 sec): 3 clusters Score: Raw -1953613.265217 + Penalty 5361.154326 = -1948252.110891 nChanged 66 SP:Iteration 74Q (3419.537719 sec): 3 clusters Score: Raw -1953621.661005 + Penalty 5361.154326 = -1948260.506679 nChanged 72 SP:Iteration 75Q (3419.717474 sec): 3 clusters Score: Raw -1953629.762580 + Penalty 5361.154326 = -1948268.608253 nChanged 54 SP:Iteration 76Q (3419.864447 sec): 3 clusters Score: Raw -1953634.491292 + Penalty 5361.154326 = -1948273.336966 nChanged 43 SP:Iteration 77Q (3420.048109 sec): 3 clusters Score: Raw -1953639.019499 + Penalty 5361.154326 = -1948277.865173 nChanged 39 SP:Iteration 78Q (3420.199964 sec): 3 clusters Score: Raw -1953642.527659 + Penalty 5361.154326 = -1948281.373333 nChanged 27 SP:Iteration 79Q (3420.351408 sec): 3 clusters Score: Raw -1953645.350188 + Penalty 5361.154326 = -1948284.195862 nChanged 27 SP:Iteration 80F (3420.516096 sec): 3 clusters Score: Raw -1953647.706594 + Penalty 5361.154326 = -1948286.552268 nChanged 28 SP:Iteration 81Q (3420.697284 sec): 3 clusters Score: Raw -1953649.751733 + Penalty 5361.154326 = -1948288.597406 nChanged 15 SP:Iteration 82Q (3420.859475 sec): 3 clusters Score: Raw -1953650.764325 + Penalty 5361.154326 = -1948289.609998 nChanged 8 SP:Iteration 83Q (3420.980264 sec): 3 clusters Score: Raw -1953651.260804 + Penalty 5361.154326 = -1948290.106478 nChanged 7 SP:Iteration 84Q (3421.250844 sec): 3 clusters Score: Raw -1953651.532484 + Penalty 5361.154326 = -1948290.378157 nChanged 4 SP:Iteration 85Q (3421.449602 sec): 3 clusters Score: Raw -1953651.834724 + Penalty 5361.154326 = -1948290.680398 nChanged 2 SP:Iteration 86Q (3421.603891 sec): 3 clusters Score: Raw -1953651.937839 + Penalty 5361.154326 = -1948290.783513 nChanged 4 SP:Iteration 87Q (3421.811054 sec): 3 clusters Score: Raw -1953652.215566 + Penalty 5361.154326 = -1948291.061240 nChanged 4 SP:Iteration 88Q (3422.114695 sec): 3 clusters Score: Raw -1953652.373067 + Penalty 5361.154326 = -1948291.218741 nChanged 3 SP:Iteration 89Q (3422.302777 sec): 3 clusters Score: Raw -1953652.555941 + Penalty 5361.154326 = -1948291.401615 nChanged 3 SP:Iteration 90Q (3422.476034 sec): 3 clusters Score: Raw -1953652.712431 + Penalty 5361.154326 = -1948291.558105 nChanged 2 SP:Iteration 91Q (3422.637651 sec): 3 clusters Score: Raw -1953652.785369 + Penalty 5361.154326 = -1948291.631043 nChanged 2 SP:Iteration 92Q (3422.815531 sec): 3 clusters Score: Raw -1953652.920035 + Penalty 5361.154326 = -1948291.765709 nChanged 2 SP:Iteration 93Q (3422.991656 sec): 3 clusters Score: Raw -1953652.987769 + Penalty 5361.154326 = -1948291.833443 nChanged 0 SP:Iteration 94F (3423.145953 sec): 3 clusters Score: Raw -1953652.987769 + Penalty 5361.154326 = -1948291.833443 nChanged 0 Score: Raw -11797336.731612 + Penalty 28252.410767 = -11769084.320845 Splitting cluster 6 changes total score from -11767430.214492 to -11769084.320845 So it's getting split into cluster 9. Trying to split cluster 7 (13119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3425.173321 sec): 2 clusters Score: Raw -1134911.887411 + Penalty 2503.199646 = -1132408.687766 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3425.273237 sec): 3 clusters Score: Raw -1127716.924247 + Penalty 5006.399292 = -1122710.524955 nChanged 5520 SP:Iteration 1F (3425.401783 sec): 3 clusters Score: Raw -1130911.455322 + Penalty 5006.399292 = -1125905.056031 nChanged 937 SP:Iteration 2F (3425.493979 sec): 3 clusters Score: Raw -1131473.339904 + Penalty 5006.399292 = -1126466.940613 nChanged 829 SP:Iteration 3F (3425.586887 sec): 3 clusters Score: Raw -1131986.639654 + Penalty 5006.399292 = -1126980.240362 nChanged 809 SP:Iteration 4F (3425.686286 sec): 3 clusters Score: Raw -1132596.955425 + Penalty 5006.399292 = -1127590.556134 nChanged 876 SP:Iteration 5F (3425.848545 sec): 3 clusters Score: Raw -1133332.957791 + Penalty 5006.399292 = -1128326.558499 nChanged 840 SP:Iteration 6F (3426.018402 sec): 3 clusters Score: Raw -1134007.801600 + Penalty 5006.399292 = -1129001.402309 nChanged 775 SP:Iteration 7F (3426.112928 sec): 3 clusters Score: Raw -1134614.280416 + Penalty 5006.399292 = -1129607.881125 nChanged 633 SP:Iteration 8Q (3426.222708 sec): 3 clusters Score: Raw -1135054.042208 + Penalty 5006.399292 = -1130047.642916 nChanged 485 SP:Iteration 9Q (3426.319123 sec): 3 clusters Score: Raw -1135345.921573 + Penalty 5006.399292 = -1130339.522282 nChanged 341 SP:Iteration 10Q (3426.410705 sec): 3 clusters Score: Raw -1135516.137725 + Penalty 5006.399292 = -1130509.738433 nChanged 262 SP:Iteration 11Q (3426.512751 sec): 3 clusters Score: Raw -1135610.992931 + Penalty 5006.399292 = -1130604.593640 nChanged 186 SP:Iteration 12Q (3426.608710 sec): 3 clusters Score: Raw -1135669.295101 + Penalty 5006.399292 = -1130662.895809 nChanged 128 SP:Iteration 13Q (3426.697932 sec): 3 clusters Score: Raw -1135702.693205 + Penalty 5006.399292 = -1130696.293914 nChanged 92 SP:Iteration 14Q (3426.871777 sec): 3 clusters Score: Raw -1135726.138556 + Penalty 5006.399292 = -1130719.739265 nChanged 79 SP:Iteration 15Q (3427.030635 sec): 3 clusters Score: Raw -1135747.012282 + Penalty 5006.399292 = -1130740.612990 nChanged 68 SP:Iteration 16Q (3427.217700 sec): 3 clusters Score: Raw -1135765.161204 + Penalty 5006.399292 = -1130758.761913 nChanged 65 SP:Iteration 17Q (3427.375619 sec): 3 clusters Score: Raw -1135781.374315 + Penalty 5006.399292 = -1130774.975023 nChanged 61 SP:Iteration 18Q (3427.531845 sec): 3 clusters Score: Raw -1135792.140813 + Penalty 5006.399292 = -1130785.741521 nChanged 45 SP:Iteration 19Q (3427.679380 sec): 3 clusters Score: Raw -1135801.492060 + Penalty 5006.399292 = -1130795.092768 nChanged 42 SP:Iteration 20F (3427.826459 sec): 3 clusters Score: Raw -1135808.455365 + Penalty 5006.399292 = -1130802.056073 nChanged 28 SP:Iteration 21Q (3427.926911 sec): 3 clusters Score: Raw -1135813.415545 + Penalty 5006.399292 = -1130807.016254 nChanged 22 SP:Iteration 22Q (3428.059698 sec): 3 clusters Score: Raw -1135817.193146 + Penalty 5006.399292 = -1130810.793854 nChanged 28 SP:Iteration 23Q (3428.211054 sec): 3 clusters Score: Raw -1135822.565539 + Penalty 5006.399292 = -1130816.166247 nChanged 19 SP:Iteration 24Q (3428.411597 sec): 3 clusters Score: Raw -1135826.094492 + Penalty 5006.399292 = -1130819.695201 nChanged 16 SP:Iteration 25Q (3428.640754 sec): 3 clusters Score: Raw -1135828.269084 + Penalty 5006.399292 = -1130821.869793 nChanged 14 SP:Iteration 26Q (3428.740522 sec): 3 clusters Score: Raw -1135830.023441 + Penalty 5006.399292 = -1130823.624150 nChanged 8 SP:Iteration 27Q (3428.839738 sec): 3 clusters Score: Raw -1135830.976485 + Penalty 5006.399292 = -1130824.577194 nChanged 8 SP:Iteration 28Q (3428.969333 sec): 3 clusters Score: Raw -1135832.159852 + Penalty 5006.399292 = -1130825.760560 nChanged 8 SP:Iteration 29Q (3429.074946 sec): 3 clusters Score: Raw -1135833.179907 + Penalty 5006.399292 = -1130826.780616 nChanged 7 SP:Iteration 30Q (3429.163286 sec): 3 clusters Score: Raw -1135833.929627 + Penalty 5006.399292 = -1130827.530335 nChanged 6 SP:Iteration 31Q (3429.271655 sec): 3 clusters Score: Raw -1135834.526259 + Penalty 5006.399292 = -1130828.126967 nChanged 7 SP:Iteration 32Q (3429.429782 sec): 3 clusters Score: Raw -1135835.393538 + Penalty 5006.399292 = -1130828.994246 nChanged 4 SP:Iteration 33Q (3429.522945 sec): 3 clusters Score: Raw -1135836.092589 + Penalty 5006.399292 = -1130829.693297 nChanged 6 SP:Iteration 34Q (3429.611481 sec): 3 clusters Score: Raw -1135837.095397 + Penalty 5006.399292 = -1130830.696105 nChanged 7 SP:Iteration 35Q (3429.741744 sec): 3 clusters Score: Raw -1135838.043814 + Penalty 5006.399292 = -1130831.644523 nChanged 9 SP:Iteration 36Q (3429.833333 sec): 3 clusters Score: Raw -1135839.883730 + Penalty 5006.399292 = -1130833.484438 nChanged 13 SP:Iteration 37Q (3429.927389 sec): 3 clusters Score: Raw -1135841.571589 + Penalty 5006.399292 = -1130835.172297 nChanged 8 SP:Iteration 38Q (3430.046564 sec): 3 clusters Score: Raw -1135842.683737 + Penalty 5006.399292 = -1130836.284446 nChanged 8 SP:Iteration 39Q (3430.162644 sec): 3 clusters Score: Raw -1135844.107174 + Penalty 5006.399292 = -1130837.707882 nChanged 11 SP:Iteration 40F (3430.248770 sec): 3 clusters Score: Raw -1135846.288450 + Penalty 5006.399292 = -1130839.889158 nChanged 10 SP:Iteration 41Q (3430.337794 sec): 3 clusters Score: Raw -1135847.676222 + Penalty 5006.399292 = -1130841.276930 nChanged 8 SP:Iteration 42Q (3430.428936 sec): 3 clusters Score: Raw -1135848.782578 + Penalty 5006.399292 = -1130842.383287 nChanged 5 SP:Iteration 43Q (3430.548946 sec): 3 clusters Score: Raw -1135849.730117 + Penalty 5006.399292 = -1130843.330825 nChanged 7 SP:Iteration 44Q (3430.642124 sec): 3 clusters Score: Raw -1135850.728221 + Penalty 5006.399292 = -1130844.328930 nChanged 7 SP:Iteration 45Q (3430.731366 sec): 3 clusters Score: Raw -1135852.052152 + Penalty 5006.399292 = -1130845.652860 nChanged 12 SP:Iteration 46Q (3430.825534 sec): 3 clusters Score: Raw -1135853.735223 + Penalty 5006.399292 = -1130847.335931 nChanged 7 SP:Iteration 47Q (3431.006093 sec): 3 clusters Score: Raw -1135854.935834 + Penalty 5006.399292 = -1130848.536542 nChanged 6 SP:Iteration 48Q (3431.210223 sec): 3 clusters Score: Raw -1135856.003419 + Penalty 5006.399292 = -1130849.604127 nChanged 9 SP:Iteration 49Q (3431.276349 sec): 3 clusters Score: Raw -1135857.981231 + Penalty 5006.399292 = -1130851.581940 nChanged 12 SP:Iteration 50Q (3431.449673 sec): 3 clusters Score: Raw -1135859.993236 + Penalty 5006.399292 = -1130853.593945 nChanged 11 SP:Iteration 51Q (3431.590395 sec): 3 clusters Score: Raw -1135861.576294 + Penalty 5006.399292 = -1130855.177003 nChanged 18 SP:Iteration 52Q (3431.689907 sec): 3 clusters Score: Raw -1135864.632223 + Penalty 5006.399292 = -1130858.232932 nChanged 20 SP:Iteration 53Q (3431.807241 sec): 3 clusters Score: Raw -1135868.339770 + Penalty 5006.399292 = -1130861.940478 nChanged 13 SP:Iteration 54Q (3431.909461 sec): 3 clusters Score: Raw -1135870.377345 + Penalty 5006.399292 = -1130863.978053 nChanged 8 SP:Iteration 55Q (3431.996183 sec): 3 clusters Score: Raw -1135872.015593 + Penalty 5006.399292 = -1130865.616302 nChanged 12 SP:Iteration 56Q (3432.088445 sec): 3 clusters Score: Raw -1135874.148035 + Penalty 5006.399292 = -1130867.748744 nChanged 15 SP:Iteration 57Q (3432.209552 sec): 3 clusters Score: Raw -1135876.418804 + Penalty 5006.399292 = -1130870.019512 nChanged 14 SP:Iteration 58Q (3432.307499 sec): 3 clusters Score: Raw -1135878.974665 + Penalty 5006.399292 = -1130872.575373 nChanged 12 SP:Iteration 59Q (3432.417603 sec): 3 clusters Score: Raw -1135881.430846 + Penalty 5006.399292 = -1130875.031554 nChanged 12 SP:Iteration 60F (3432.503716 sec): 3 clusters Score: Raw -1135883.980208 + Penalty 5006.399292 = -1130877.580917 nChanged 12 SP:Iteration 61Q (3432.591597 sec): 3 clusters Score: Raw -1135885.879460 + Penalty 5006.399292 = -1130879.480169 nChanged 9 SP:Iteration 62Q (3432.787562 sec): 3 clusters Score: Raw -1135887.003885 + Penalty 5006.399292 = -1130880.604594 nChanged 6 SP:Iteration 63Q (3432.905628 sec): 3 clusters Score: Raw -1135887.652213 + Penalty 5006.399292 = -1130881.252921 nChanged 5 SP:Iteration 64Q (3432.992944 sec): 3 clusters Score: Raw -1135888.220368 + Penalty 5006.399292 = -1130881.821076 nChanged 2 SP:Iteration 65Q (3433.157825 sec): 3 clusters Score: Raw -1135888.497253 + Penalty 5006.399292 = -1130882.097962 nChanged 2 SP:Iteration 66Q (3433.242053 sec): 3 clusters Score: Raw -1135888.743240 + Penalty 5006.399292 = -1130882.343948 nChanged 1 SP:Iteration 67Q (3433.337307 sec): 3 clusters Score: Raw -1135888.841504 + Penalty 5006.399292 = -1130882.442213 nChanged 0 SP:Iteration 68F (3433.437197 sec): 3 clusters Score: Raw -1135888.841504 + Penalty 5006.399292 = -1130882.442213 nChanged 0 Trying to split cluster 8 (6656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3433.500142 sec): 2 clusters Score: Raw -475100.045009 + Penalty 2324.064331 = -472775.980677 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3433.646885 sec): 3 clusters Score: Raw -471768.099571 + Penalty 4648.128663 = -467119.970908 nChanged 2634 SP:Iteration 1F (3433.733861 sec): 3 clusters Score: Raw -473420.956628 + Penalty 4648.128663 = -468772.827965 nChanged 588 SP:Iteration 2F (3433.807828 sec): 3 clusters Score: Raw -474014.904692 + Penalty 4648.128663 = -469366.776029 nChanged 579 SP:Iteration 3F (3433.860041 sec): 3 clusters Score: Raw -474722.183249 + Penalty 4648.128663 = -470074.054586 nChanged 580 SP:Iteration 4F (3433.912990 sec): 3 clusters Score: Raw -475602.581392 + Penalty 4648.128663 = -470954.452729 nChanged 616 SP:Iteration 5F (3433.964508 sec): 3 clusters Score: Raw -476839.533085 + Penalty 4648.128663 = -472191.404422 nChanged 595 SP:Iteration 6F (3434.021162 sec): 3 clusters Score: Raw -478277.973907 + Penalty 4648.128663 = -473629.845244 nChanged 516 SP:Iteration 7F (3434.106753 sec): 3 clusters Score: Raw -479379.916545 + Penalty 4648.128663 = -474731.787882 nChanged 374 SP:Iteration 8F (3434.292971 sec): 3 clusters Score: Raw -480065.412269 + Penalty 4648.128663 = -475417.283607 nChanged 263 SP:Iteration 9Q (3434.465949 sec): 3 clusters Score: Raw -480401.618548 + Penalty 4648.128663 = -475753.489885 nChanged 142 SP:Iteration 10Q (3434.572624 sec): 3 clusters Score: Raw -480519.490051 + Penalty 4648.128663 = -475871.361388 nChanged 96 SP:Iteration 11Q (3434.732920 sec): 3 clusters Score: Raw -480585.210997 + Penalty 4648.128663 = -475937.082334 nChanged 67 SP:Iteration 12Q (3434.809928 sec): 3 clusters Score: Raw -480626.236086 + Penalty 4648.128663 = -475978.107423 nChanged 39 SP:Iteration 13Q (3434.889010 sec): 3 clusters Score: Raw -480649.745248 + Penalty 4648.128663 = -476001.616585 nChanged 34 SP:Iteration 14Q (3434.964081 sec): 3 clusters Score: Raw -480666.723476 + Penalty 4648.128663 = -476018.594813 nChanged 23 SP:Iteration 15Q (3435.024743 sec): 3 clusters Score: Raw -480679.919596 + Penalty 4648.128663 = -476031.790933 nChanged 17 SP:Iteration 16Q (3435.168460 sec): 3 clusters Score: Raw -480690.316797 + Penalty 4648.128663 = -476042.188134 nChanged 18 SP:Iteration 17Q (3435.250518 sec): 3 clusters Score: Raw -480699.239465 + Penalty 4648.128663 = -476051.110802 nChanged 12 SP:Iteration 18Q (3435.307460 sec): 3 clusters Score: Raw -480706.911758 + Penalty 4648.128663 = -476058.783095 nChanged 16 SP:Iteration 19Q (3435.363281 sec): 3 clusters Score: Raw -480714.812818 + Penalty 4648.128663 = -476066.684155 nChanged 11 SP:Iteration 20F (3435.432412 sec): 3 clusters Score: Raw -480717.938400 + Penalty 4648.128663 = -476069.809737 nChanged 6 SP:Iteration 21Q (3435.490471 sec): 3 clusters Score: Raw -480720.619980 + Penalty 4648.128663 = -476072.491317 nChanged 3 SP:Iteration 22Q (3435.549700 sec): 3 clusters Score: Raw -480721.509146 + Penalty 4648.128663 = -476073.380483 nChanged 4 SP:Iteration 23Q (3435.639687 sec): 3 clusters Score: Raw -480722.599456 + Penalty 4648.128663 = -476074.470793 nChanged 1 SP:Iteration 24Q (3435.721535 sec): 3 clusters Score: Raw -480723.432739 + Penalty 4648.128663 = -476075.304076 nChanged 1 SP:Iteration 25Q (3435.777328 sec): 3 clusters Score: Raw -480723.566106 + Penalty 4648.128663 = -476075.437444 nChanged 0 SP:Iteration 26F (3435.906122 sec): 3 clusters Score: Raw -480723.566106 + Penalty 4648.128663 = -476075.437444 nChanged 0 Score: Raw -11802960.252709 + Penalty 31391.567519 = -11771568.685190 Splitting cluster 8 changes total score from -11767430.214492 to -11771568.685190 So it's getting split into cluster 10. Iteration 59Q (3439.837957 sec): 11 clusters Score: Raw -11804932.169050 + Penalty 31391.567519 = -11773540.601531 nChanged 2703 Iteration 60F (3441.761749 sec): 11 clusters Score: Raw -11806525.215078 + Penalty 31391.567519 = -11775133.647559 nChanged 2173 Iteration 61Q (3443.077978 sec): 11 clusters Score: Raw -11807317.319311 + Penalty 31391.567519 = -11775925.751792 nChanged 1271 Iteration 62Q (3444.419498 sec): 11 clusters Score: Raw -11807682.449560 + Penalty 31391.567519 = -11776290.882042 nChanged 909 Iteration 63Q (3445.769063 sec): 11 clusters Score: Raw -11807924.856392 + Penalty 31391.567519 = -11776533.288873 nChanged 807 Iteration 64Q (3447.191404 sec): 11 clusters Score: Raw -11808129.014568 + Penalty 31391.567519 = -11776737.447049 nChanged 714 Iteration 65Q (3448.513708 sec): 11 clusters Score: Raw -11808288.205148 + Penalty 31391.567519 = -11776896.637629 nChanged 613 Iteration 66Q (3449.859557 sec): 11 clusters Score: Raw -11808398.468072 + Penalty 31391.567519 = -11777006.900553 nChanged 493 Iteration 67Q (3451.211796 sec): 11 clusters Score: Raw -11808486.375669 + Penalty 31391.567519 = -11777094.808151 nChanged 453 Iteration 68Q (3452.502431 sec): 11 clusters Score: Raw -11808560.113011 + Penalty 31391.567519 = -11777168.545492 nChanged 426 Iteration 69Q (3453.843932 sec): 11 clusters Score: Raw -11808630.989946 + Penalty 31391.567519 = -11777239.422427 nChanged 399 Iteration 70Q (3455.194663 sec): 11 clusters Score: Raw -11808696.462698 + Penalty 31391.567519 = -11777304.895179 nChanged 363 Iteration 71Q (3456.515990 sec): 11 clusters Score: Raw -11808750.191405 + Penalty 31391.567519 = -11777358.623886 nChanged 315 Iteration 72Q (3457.831936 sec): 11 clusters Score: Raw -11808794.655444 + Penalty 31391.567519 = -11777403.087925 nChanged 282 Iteration 73Q (3459.173046 sec): 11 clusters Score: Raw -11808832.461151 + Penalty 31391.567519 = -11777440.893632 nChanged 290 Iteration 74Q (3460.459944 sec): 11 clusters Score: Raw -11808869.916102 + Penalty 31391.567519 = -11777478.348584 nChanged 253 Iteration 75Q (3461.714717 sec): 11 clusters Score: Raw -11808900.609892 + Penalty 31391.567519 = -11777509.042373 nChanged 249 Iteration 76Q (3462.943034 sec): 11 clusters Score: Raw -11808931.552395 + Penalty 31391.567519 = -11777539.984876 nChanged 225 Iteration 77Q (3464.138973 sec): 11 clusters Score: Raw -11808958.961375 + Penalty 31391.567519 = -11777567.393856 nChanged 225 Iteration 78Q (3465.430726 sec): 11 clusters Score: Raw -11808986.712132 + Penalty 31391.567519 = -11777595.144614 nChanged 200 Iteration 79Q (3466.619969 sec): 11 clusters Score: Raw -11809009.793272 + Penalty 31391.567519 = -11777618.225753 nChanged 201 Iteration 80F (3468.282874 sec): 11 clusters Score: Raw -11809033.159178 + Penalty 31391.567519 = -11777641.591659 nChanged 188 Iteration 81Q (3469.554023 sec): 11 clusters Score: Raw -11809055.433190 + Penalty 31391.567519 = -11777663.865672 nChanged 215 Iteration 82Q (3470.796437 sec): 11 clusters Score: Raw -11809079.828415 + Penalty 31391.567519 = -11777688.260896 nChanged 200 Iteration 83Q (3472.007865 sec): 11 clusters Score: Raw -11809101.385418 + Penalty 31391.567519 = -11777709.817899 nChanged 177 Iteration 84Q (3473.219271 sec): 11 clusters Score: Raw -11809120.745744 + Penalty 31391.567519 = -11777729.178225 nChanged 168 Iteration 85Q (3474.445010 sec): 11 clusters Score: Raw -11809138.380080 + Penalty 31391.567519 = -11777746.812562 nChanged 153 Iteration 86Q (3475.624571 sec): 11 clusters Score: Raw -11809153.581034 + Penalty 31391.567519 = -11777762.013515 nChanged 150 Iteration 87Q (3476.975748 sec): 11 clusters Score: Raw -11809167.392246 + Penalty 31391.567519 = -11777775.824728 nChanged 142 Iteration 88Q (3478.155568 sec): 11 clusters Score: Raw -11809181.480437 + Penalty 31391.567519 = -11777789.912918 nChanged 148 Iteration 89Q (3479.367825 sec): 11 clusters Score: Raw -11809195.329447 + Penalty 31391.567519 = -11777803.761928 nChanged 132 Iteration 90Q (3480.577061 sec): 11 clusters Score: Raw -11809207.066121 + Penalty 31391.567519 = -11777815.498602 nChanged 118 Iteration 91Q (3481.788932 sec): 11 clusters Score: Raw -11809216.612761 + Penalty 31391.567519 = -11777825.045242 nChanged 101 Iteration 92Q (3482.995260 sec): 11 clusters Score: Raw -11809223.978545 + Penalty 31391.567519 = -11777832.411026 nChanged 99 Iteration 93Q (3484.238442 sec): 11 clusters Score: Raw -11809231.866265 + Penalty 31391.567519 = -11777840.298746 nChanged 103 Iteration 94Q (3485.499006 sec): 11 clusters Score: Raw -11809239.923871 + Penalty 31391.567519 = -11777848.356352 nChanged 100 Iteration 95Q (3486.738031 sec): 11 clusters Score: Raw -11809247.730141 + Penalty 31391.567519 = -11777856.162622 nChanged 90 Iteration 96Q (3487.956670 sec): 11 clusters Score: Raw -11809254.542121 + Penalty 31391.567519 = -11777862.974602 nChanged 65 Iteration 97Q (3489.162475 sec): 11 clusters Score: Raw -11809259.631187 + Penalty 31391.567519 = -11777868.063668 nChanged 65 Iteration 98Q (3490.370132 sec): 11 clusters Score: Raw -11809264.397279 + Penalty 31391.567519 = -11777872.829760 nChanged 45 Writing temp clu file Because OldScore, -11777868.063668, is greater than current (better) Score,-11777872.829760 Compute initial score before splitting: Score: Raw -11809264.397279 + Penalty 31391.567519 = -11777872.829760 Trying to split cluster 1 (15851 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3490.587195 sec): 2 clusters Score: Raw -1368147.697987 + Penalty 2553.140797 = -1365594.557189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3490.754348 sec): 3 clusters Score: Raw -1359246.334053 + Penalty 5106.281595 = -1354140.052459 nChanged 6819 SP:Iteration 1F (3490.896617 sec): 3 clusters Score: Raw -1362975.960378 + Penalty 5106.281595 = -1357869.678783 nChanged 1011 SP:Iteration 2F (3490.976598 sec): 3 clusters Score: Raw -1363455.237047 + Penalty 5106.281595 = -1358348.955452 nChanged 846 SP:Iteration 3F (3491.067878 sec): 3 clusters Score: Raw -1363925.078516 + Penalty 5106.281595 = -1358818.796922 nChanged 874 SP:Iteration 4F (3491.182914 sec): 3 clusters Score: Raw -1364518.807615 + Penalty 5106.281595 = -1359412.526021 nChanged 1022 SP:Iteration 5F (3491.261984 sec): 3 clusters Score: Raw -1365395.794532 + Penalty 5106.281595 = -1360289.512938 nChanged 1160 SP:Iteration 6F (3491.359660 sec): 3 clusters Score: Raw -1366484.297726 + Penalty 5106.281595 = -1361378.016131 nChanged 1121 SP:Iteration 7F (3491.458405 sec): 3 clusters Score: Raw -1367399.028991 + Penalty 5106.281595 = -1362292.747396 nChanged 928 SP:Iteration 8F (3491.552427 sec): 3 clusters Score: Raw -1368004.119077 + Penalty 5106.281595 = -1362897.837482 nChanged 651 SP:Iteration 9Q (3491.650840 sec): 3 clusters Score: Raw -1368327.520754 + Penalty 5106.281595 = -1363221.239159 nChanged 456 SP:Iteration 10Q (3491.742395 sec): 3 clusters Score: Raw -1368511.444136 + Penalty 5106.281595 = -1363405.162541 nChanged 339 SP:Iteration 11Q (3491.830303 sec): 3 clusters Score: Raw -1368641.778941 + Penalty 5106.281595 = -1363535.497347 nChanged 280 SP:Iteration 12Q (3491.929229 sec): 3 clusters Score: Raw -1368727.615850 + Penalty 5106.281595 = -1363621.334256 nChanged 184 SP:Iteration 13Q (3492.027778 sec): 3 clusters Score: Raw -1368770.922900 + Penalty 5106.281595 = -1363664.641305 nChanged 141 SP:Iteration 14Q (3492.120118 sec): 3 clusters Score: Raw -1368804.856322 + Penalty 5106.281595 = -1363698.574727 nChanged 135 SP:Iteration 15Q (3492.297779 sec): 3 clusters Score: Raw -1368835.174584 + Penalty 5106.281595 = -1363728.892990 nChanged 137 SP:Iteration 16Q (3492.396590 sec): 3 clusters Score: Raw -1368867.472697 + Penalty 5106.281595 = -1363761.191102 nChanged 128 SP:Iteration 17Q (3492.479385 sec): 3 clusters Score: Raw -1368899.017112 + Penalty 5106.281595 = -1363792.735517 nChanged 137 SP:Iteration 18Q (3492.594728 sec): 3 clusters Score: Raw -1368936.030896 + Penalty 5106.281595 = -1363829.749302 nChanged 146 SP:Iteration 19Q (3492.679799 sec): 3 clusters Score: Raw -1368974.148452 + Penalty 5106.281595 = -1363867.866857 nChanged 147 SP:Iteration 20F (3492.765930 sec): 3 clusters Score: Raw -1369012.274436 + Penalty 5106.281595 = -1363905.992841 nChanged 153 SP:Iteration 21Q (3492.854472 sec): 3 clusters Score: Raw -1369054.680696 + Penalty 5106.281595 = -1363948.399102 nChanged 160 SP:Iteration 22Q (3492.949870 sec): 3 clusters Score: Raw -1369096.208429 + Penalty 5106.281595 = -1363989.926834 nChanged 149 SP:Iteration 23Q (3493.046144 sec): 3 clusters Score: Raw -1369135.669477 + Penalty 5106.281595 = -1364029.387883 nChanged 152 SP:Iteration 24Q (3493.142188 sec): 3 clusters Score: Raw -1369175.006073 + Penalty 5106.281595 = -1364068.724479 nChanged 150 SP:Iteration 25Q (3493.239344 sec): 3 clusters Score: Raw -1369212.686883 + Penalty 5106.281595 = -1364106.405288 nChanged 156 SP:Iteration 26Q (3493.336133 sec): 3 clusters Score: Raw -1369249.854009 + Penalty 5106.281595 = -1364143.572414 nChanged 157 SP:Iteration 27Q (3493.426452 sec): 3 clusters Score: Raw -1369285.112452 + Penalty 5106.281595 = -1364178.830857 nChanged 144 SP:Iteration 28Q (3493.510905 sec): 3 clusters Score: Raw -1369316.727043 + Penalty 5106.281595 = -1364210.445448 nChanged 156 SP:Iteration 29Q (3493.718093 sec): 3 clusters Score: Raw -1369354.119795 + Penalty 5106.281595 = -1364247.838201 nChanged 141 SP:Iteration 30Q (3493.857674 sec): 3 clusters Score: Raw -1369387.327070 + Penalty 5106.281595 = -1364281.045475 nChanged 124 SP:Iteration 31Q (3493.982124 sec): 3 clusters Score: Raw -1369418.450837 + Penalty 5106.281595 = -1364312.169243 nChanged 112 SP:Iteration 32Q (3494.057642 sec): 3 clusters Score: Raw -1369444.311407 + Penalty 5106.281595 = -1364338.029812 nChanged 109 SP:Iteration 33Q (3494.138910 sec): 3 clusters Score: Raw -1369468.285924 + Penalty 5106.281595 = -1364362.004330 nChanged 129 SP:Iteration 34Q (3494.241560 sec): 3 clusters Score: Raw -1369496.757273 + Penalty 5106.281595 = -1364390.475678 nChanged 123 SP:Iteration 35Q (3494.330840 sec): 3 clusters Score: Raw -1369523.020698 + Penalty 5106.281595 = -1364416.739103 nChanged 98 SP:Iteration 36Q (3494.428547 sec): 3 clusters Score: Raw -1369544.115622 + Penalty 5106.281595 = -1364437.834027 nChanged 96 SP:Iteration 37Q (3494.511703 sec): 3 clusters Score: Raw -1369563.308089 + Penalty 5106.281595 = -1364457.026495 nChanged 78 SP:Iteration 38Q (3494.607402 sec): 3 clusters Score: Raw -1369581.527176 + Penalty 5106.281595 = -1364475.245581 nChanged 87 SP:Iteration 39Q (3494.701802 sec): 3 clusters Score: Raw -1369596.883952 + Penalty 5106.281595 = -1364490.602357 nChanged 69 SP:Iteration 40F (3494.797120 sec): 3 clusters Score: Raw -1369609.417650 + Penalty 5106.281595 = -1364503.136055 nChanged 68 SP:Iteration 41Q (3494.891912 sec): 3 clusters Score: Raw -1369624.774509 + Penalty 5106.281595 = -1364518.492914 nChanged 77 SP:Iteration 42Q (3494.986463 sec): 3 clusters Score: Raw -1369640.069185 + Penalty 5106.281595 = -1364533.787590 nChanged 68 SP:Iteration 43Q (3495.073096 sec): 3 clusters Score: Raw -1369652.824771 + Penalty 5106.281595 = -1364546.543176 nChanged 49 SP:Iteration 44Q (3495.155902 sec): 3 clusters Score: Raw -1369662.778420 + Penalty 5106.281595 = -1364556.496825 nChanged 51 SP:Iteration 45Q (3495.246332 sec): 3 clusters Score: Raw -1369672.874380 + Penalty 5106.281595 = -1364566.592786 nChanged 49 SP:Iteration 46Q (3495.341061 sec): 3 clusters Score: Raw -1369681.973165 + Penalty 5106.281595 = -1364575.691571 nChanged 50 SP:Iteration 47Q (3495.435301 sec): 3 clusters Score: Raw -1369692.900040 + Penalty 5106.281595 = -1364586.618445 nChanged 47 SP:Iteration 48Q (3495.529120 sec): 3 clusters Score: Raw -1369702.032495 + Penalty 5106.281595 = -1364595.750900 nChanged 51 SP:Iteration 49Q (3495.622632 sec): 3 clusters Score: Raw -1369712.257737 + Penalty 5106.281595 = -1364605.976142 nChanged 52 SP:Iteration 50Q (3495.760959 sec): 3 clusters Score: Raw -1369721.613283 + Penalty 5106.281595 = -1364615.331688 nChanged 59 SP:Iteration 51Q (3495.849670 sec): 3 clusters Score: Raw -1369733.571388 + Penalty 5106.281595 = -1364627.289793 nChanged 71 SP:Iteration 52Q (3495.936931 sec): 3 clusters Score: Raw -1369749.117134 + Penalty 5106.281595 = -1364642.835540 nChanged 60 SP:Iteration 53Q (3496.038620 sec): 3 clusters Score: Raw -1369761.848998 + Penalty 5106.281595 = -1364655.567403 nChanged 57 SP:Iteration 54Q (3496.124435 sec): 3 clusters Score: Raw -1369773.189249 + Penalty 5106.281595 = -1364666.907654 nChanged 59 SP:Iteration 55Q (3496.204186 sec): 3 clusters Score: Raw -1369785.081852 + Penalty 5106.281595 = -1364678.800257 nChanged 53 SP:Iteration 56Q (3496.293241 sec): 3 clusters Score: Raw -1369794.916306 + Penalty 5106.281595 = -1364688.634711 nChanged 45 SP:Iteration 57Q (3496.386283 sec): 3 clusters Score: Raw -1369803.526408 + Penalty 5106.281595 = -1364697.244813 nChanged 36 SP:Iteration 58Q (3496.479932 sec): 3 clusters Score: Raw -1369810.553487 + Penalty 5106.281595 = -1364704.271892 nChanged 34 SP:Iteration 59Q (3496.600887 sec): 3 clusters Score: Raw -1369817.131226 + Penalty 5106.281595 = -1364710.849631 nChanged 34 SP:Iteration 60F (3496.817608 sec): 3 clusters Score: Raw -1369822.196719 + Penalty 5106.281595 = -1364715.915124 nChanged 30 SP:Iteration 61Q (3496.976332 sec): 3 clusters Score: Raw -1369827.382375 + Penalty 5106.281595 = -1364721.100781 nChanged 24 SP:Iteration 62Q (3497.083164 sec): 3 clusters Score: Raw -1369831.043524 + Penalty 5106.281595 = -1364724.761929 nChanged 26 SP:Iteration 63Q (3497.154361 sec): 3 clusters Score: Raw -1369834.714368 + Penalty 5106.281595 = -1364728.432774 nChanged 19 SP:Iteration 64Q (3497.253477 sec): 3 clusters Score: Raw -1369837.038360 + Penalty 5106.281595 = -1364730.756765 nChanged 14 SP:Iteration 65Q (3497.354287 sec): 3 clusters Score: Raw -1369839.612681 + Penalty 5106.281595 = -1364733.331086 nChanged 20 SP:Iteration 66Q (3497.455927 sec): 3 clusters Score: Raw -1369843.089124 + Penalty 5106.281595 = -1364736.807530 nChanged 18 SP:Iteration 67Q (3497.568326 sec): 3 clusters Score: Raw -1369845.158207 + Penalty 5106.281595 = -1364738.876612 nChanged 14 SP:Iteration 68Q (3497.659121 sec): 3 clusters Score: Raw -1369847.486298 + Penalty 5106.281595 = -1364741.204704 nChanged 14 SP:Iteration 69Q (3497.756259 sec): 3 clusters Score: Raw -1369849.665966 + Penalty 5106.281595 = -1364743.384371 nChanged 13 SP:Iteration 70Q (3497.854402 sec): 3 clusters Score: Raw -1369851.434078 + Penalty 5106.281595 = -1364745.152483 nChanged 12 SP:Iteration 71Q (3497.959284 sec): 3 clusters Score: Raw -1369853.379808 + Penalty 5106.281595 = -1364747.098214 nChanged 9 SP:Iteration 72Q (3498.079507 sec): 3 clusters Score: Raw -1369854.724728 + Penalty 5106.281595 = -1364748.443133 nChanged 6 SP:Iteration 73Q (3498.173596 sec): 3 clusters Score: Raw -1369855.515582 + Penalty 5106.281595 = -1364749.233988 nChanged 4 SP:Iteration 74Q (3498.277270 sec): 3 clusters Score: Raw -1369855.915387 + Penalty 5106.281595 = -1364749.633792 nChanged 3 SP:Iteration 75Q (3498.399193 sec): 3 clusters Score: Raw -1369856.359642 + Penalty 5106.281595 = -1364750.078047 nChanged 6 SP:Iteration 76Q (3498.494064 sec): 3 clusters Score: Raw -1369857.130548 + Penalty 5106.281595 = -1364750.848954 nChanged 5 SP:Iteration 77Q (3498.591707 sec): 3 clusters Score: Raw -1369857.727887 + Penalty 5106.281595 = -1364751.446292 nChanged 11 SP:Iteration 78Q (3498.690196 sec): 3 clusters Score: Raw -1369859.171232 + Penalty 5106.281595 = -1364752.889638 nChanged 2 SP:Iteration 79Q (3498.799452 sec): 3 clusters Score: Raw -1369859.329600 + Penalty 5106.281595 = -1364753.048006 nChanged 2 SP:Iteration 80F (3498.921905 sec): 3 clusters Score: Raw -1369859.487932 + Penalty 5106.281595 = -1364753.206337 nChanged 2 SP:Iteration 81Q (3499.016360 sec): 3 clusters Score: Raw -1369859.705191 + Penalty 5106.281595 = -1364753.423596 nChanged 1 SP:Iteration 82Q (3499.124265 sec): 3 clusters Score: Raw -1369859.864414 + Penalty 5106.281595 = -1364753.582819 nChanged 1 SP:Iteration 83Q (3499.243119 sec): 3 clusters Score: Raw -1369859.962152 + Penalty 5106.281595 = -1364753.680557 nChanged 0 SP:Iteration 84F (3499.341947 sec): 3 clusters Score: Raw -1369859.962152 + Penalty 5106.281595 = -1364753.680557 nChanged 0 Trying to split cluster 2 (5488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3499.406321 sec): 2 clusters Score: Raw -449730.012302 + Penalty 2273.124261 = -447456.888041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3499.473140 sec): 3 clusters Score: Raw -447100.011593 + Penalty 4546.248521 = -442553.763072 nChanged 2086 SP:Iteration 1F (3499.529946 sec): 3 clusters Score: Raw -448581.044892 + Penalty 4546.248521 = -444034.796370 nChanged 576 SP:Iteration 2F (3499.575918 sec): 3 clusters Score: Raw -449255.592304 + Penalty 4546.248521 = -444709.343782 nChanged 511 SP:Iteration 3F (3499.622360 sec): 3 clusters Score: Raw -449795.919671 + Penalty 4546.248521 = -445249.671150 nChanged 410 SP:Iteration 4F (3499.743961 sec): 3 clusters Score: Raw -450205.980176 + Penalty 4546.248521 = -445659.731655 nChanged 315 SP:Iteration 5F (3499.865073 sec): 3 clusters Score: Raw -450483.592988 + Penalty 4546.248521 = -445937.344467 nChanged 245 SP:Iteration 6Q (3499.965022 sec): 3 clusters Score: Raw -450658.629038 + Penalty 4546.248521 = -446112.380516 nChanged 160 SP:Iteration 7Q (3500.017280 sec): 3 clusters Score: Raw -450765.024512 + Penalty 4546.248521 = -446218.775991 nChanged 111 SP:Iteration 8Q (3500.071345 sec): 3 clusters Score: Raw -450817.938730 + Penalty 4546.248521 = -446271.690208 nChanged 66 SP:Iteration 9Q (3500.123895 sec): 3 clusters Score: Raw -450847.584070 + Penalty 4546.248521 = -446301.335548 nChanged 48 SP:Iteration 10Q (3500.178166 sec): 3 clusters Score: Raw -450867.392855 + Penalty 4546.248521 = -446321.144334 nChanged 27 SP:Iteration 11Q (3500.232361 sec): 3 clusters Score: Raw -450877.316812 + Penalty 4546.248521 = -446331.068290 nChanged 20 SP:Iteration 12Q (3500.288557 sec): 3 clusters Score: Raw -450884.798088 + Penalty 4546.248521 = -446338.549567 nChanged 9 SP:Iteration 13Q (3500.377629 sec): 3 clusters Score: Raw -450888.562305 + Penalty 4546.248521 = -446342.313784 nChanged 11 SP:Iteration 14Q (3500.432122 sec): 3 clusters Score: Raw -450892.277044 + Penalty 4546.248521 = -446346.028522 nChanged 10 SP:Iteration 15Q (3500.483728 sec): 3 clusters Score: Raw -450895.327715 + Penalty 4546.248521 = -446349.079193 nChanged 10 SP:Iteration 16Q (3500.535175 sec): 3 clusters Score: Raw -450899.339054 + Penalty 4546.248521 = -446353.090533 nChanged 10 SP:Iteration 17Q (3500.589167 sec): 3 clusters Score: Raw -450902.853827 + Penalty 4546.248521 = -446356.605305 nChanged 9 SP:Iteration 18Q (3500.645318 sec): 3 clusters Score: Raw -450905.136725 + Penalty 4546.248521 = -446358.888204 nChanged 2 SP:Iteration 19Q (3500.701117 sec): 3 clusters Score: Raw -450905.793722 + Penalty 4546.248521 = -446359.545200 nChanged 3 SP:Iteration 20F (3500.755935 sec): 3 clusters Score: Raw -450906.237623 + Penalty 4546.248521 = -446359.989101 nChanged 1 SP:Iteration 21Q (3500.811023 sec): 3 clusters Score: Raw -450906.620702 + Penalty 4546.248521 = -446360.372181 nChanged 0 SP:Iteration 22F (3500.953852 sec): 3 clusters Score: Raw -450906.620702 + Penalty 4546.248521 = -446360.372181 nChanged 0 Trying to split cluster 3 (8372 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3501.042249 sec): 2 clusters Score: Raw -703065.442855 + Penalty 2384.619094 = -700680.823760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3501.209871 sec): 3 clusters Score: Raw -698678.848073 + Penalty 4769.238188 = -693909.609885 nChanged 3398 SP:Iteration 1F (3501.267925 sec): 3 clusters Score: Raw -700578.809040 + Penalty 4769.238188 = -695809.570852 nChanged 624 SP:Iteration 2F (3501.323949 sec): 3 clusters Score: Raw -700969.014390 + Penalty 4769.238188 = -696199.776202 nChanged 563 SP:Iteration 3F (3501.398982 sec): 3 clusters Score: Raw -701414.780645 + Penalty 4769.238188 = -696645.542457 nChanged 564 SP:Iteration 4F (3501.477038 sec): 3 clusters Score: Raw -701966.933285 + Penalty 4769.238188 = -697197.695097 nChanged 648 SP:Iteration 5F (3501.543743 sec): 3 clusters Score: Raw -702638.927457 + Penalty 4769.238188 = -697869.689269 nChanged 591 SP:Iteration 6F (3501.608149 sec): 3 clusters Score: Raw -703239.686356 + Penalty 4769.238188 = -698470.448168 nChanged 471 SP:Iteration 7F (3501.677947 sec): 3 clusters Score: Raw -703596.932521 + Penalty 4769.238188 = -698827.694333 nChanged 352 SP:Iteration 8Q (3501.748785 sec): 3 clusters Score: Raw -703825.081061 + Penalty 4769.238188 = -699055.842873 nChanged 248 SP:Iteration 9Q (3501.818846 sec): 3 clusters Score: Raw -703962.874465 + Penalty 4769.238188 = -699193.636277 nChanged 171 SP:Iteration 10Q (3501.888104 sec): 3 clusters Score: Raw -704034.107254 + Penalty 4769.238188 = -699264.869065 nChanged 124 SP:Iteration 11Q (3502.018991 sec): 3 clusters Score: Raw -704080.902010 + Penalty 4769.238188 = -699311.663821 nChanged 105 SP:Iteration 12Q (3502.180270 sec): 3 clusters Score: Raw -704124.773588 + Penalty 4769.238188 = -699355.535400 nChanged 85 SP:Iteration 13Q (3502.301305 sec): 3 clusters Score: Raw -704151.923448 + Penalty 4769.238188 = -699382.685259 nChanged 78 SP:Iteration 14Q (3502.378406 sec): 3 clusters Score: Raw -704178.105984 + Penalty 4769.238188 = -699408.867796 nChanged 58 SP:Iteration 15Q (3502.438973 sec): 3 clusters Score: Raw -704198.029141 + Penalty 4769.238188 = -699428.790953 nChanged 44 SP:Iteration 16Q (3502.504134 sec): 3 clusters Score: Raw -704213.340387 + Penalty 4769.238188 = -699444.102199 nChanged 41 SP:Iteration 17Q (3502.573500 sec): 3 clusters Score: Raw -704223.899229 + Penalty 4769.238188 = -699454.661041 nChanged 37 SP:Iteration 18Q (3502.634552 sec): 3 clusters Score: Raw -704236.177370 + Penalty 4769.238188 = -699466.939182 nChanged 33 SP:Iteration 19Q (3502.695434 sec): 3 clusters Score: Raw -704247.399803 + Penalty 4769.238188 = -699478.161615 nChanged 35 SP:Iteration 20F (3502.756000 sec): 3 clusters Score: Raw -704256.170896 + Penalty 4769.238188 = -699486.932708 nChanged 29 SP:Iteration 21Q (3502.821014 sec): 3 clusters Score: Raw -704262.808358 + Penalty 4769.238188 = -699493.570170 nChanged 28 SP:Iteration 22Q (3502.882200 sec): 3 clusters Score: Raw -704269.435889 + Penalty 4769.238188 = -699500.197701 nChanged 24 SP:Iteration 23Q (3502.946544 sec): 3 clusters Score: Raw -704273.979530 + Penalty 4769.238188 = -699504.741342 nChanged 9 SP:Iteration 24Q (3503.011208 sec): 3 clusters Score: Raw -704275.898709 + Penalty 4769.238188 = -699506.660521 nChanged 10 SP:Iteration 25Q (3503.072247 sec): 3 clusters Score: Raw -704278.113027 + Penalty 4769.238188 = -699508.874839 nChanged 10 SP:Iteration 26Q (3503.130895 sec): 3 clusters Score: Raw -704279.561354 + Penalty 4769.238188 = -699510.323166 nChanged 11 SP:Iteration 27Q (3503.191890 sec): 3 clusters Score: Raw -704282.412597 + Penalty 4769.238188 = -699513.174409 nChanged 18 SP:Iteration 28Q (3503.260310 sec): 3 clusters Score: Raw -704286.607963 + Penalty 4769.238188 = -699517.369774 nChanged 13 SP:Iteration 29Q (3503.329603 sec): 3 clusters Score: Raw -704289.608728 + Penalty 4769.238188 = -699520.370540 nChanged 13 SP:Iteration 30Q (3503.399109 sec): 3 clusters Score: Raw -704292.802997 + Penalty 4769.238188 = -699523.564809 nChanged 10 SP:Iteration 31Q (3503.469368 sec): 3 clusters Score: Raw -704295.444395 + Penalty 4769.238188 = -699526.206207 nChanged 11 SP:Iteration 32Q (3503.538819 sec): 3 clusters Score: Raw -704297.828993 + Penalty 4769.238188 = -699528.590805 nChanged 14 SP:Iteration 33Q (3503.608187 sec): 3 clusters Score: Raw -704301.327712 + Penalty 4769.238188 = -699532.089524 nChanged 10 SP:Iteration 34Q (3503.678560 sec): 3 clusters Score: Raw -704303.377663 + Penalty 4769.238188 = -699534.139475 nChanged 7 SP:Iteration 35Q (3503.748948 sec): 3 clusters Score: Raw -704304.639937 + Penalty 4769.238188 = -699535.401749 nChanged 10 SP:Iteration 36Q (3503.819522 sec): 3 clusters Score: Raw -704306.523023 + Penalty 4769.238188 = -699537.284834 nChanged 14 SP:Iteration 37Q (3503.890577 sec): 3 clusters Score: Raw -704309.481264 + Penalty 4769.238188 = -699540.243076 nChanged 10 SP:Iteration 38Q (3503.961786 sec): 3 clusters Score: Raw -704311.644416 + Penalty 4769.238188 = -699542.406228 nChanged 12 SP:Iteration 39Q (3504.034259 sec): 3 clusters Score: Raw -704314.198574 + Penalty 4769.238188 = -699544.960386 nChanged 13 SP:Iteration 40F (3504.104914 sec): 3 clusters Score: Raw -704316.546013 + Penalty 4769.238188 = -699547.307825 nChanged 8 SP:Iteration 41Q (3504.177841 sec): 3 clusters Score: Raw -704318.274788 + Penalty 4769.238188 = -699549.036600 nChanged 5 SP:Iteration 42Q (3504.374401 sec): 3 clusters Score: Raw -704319.471119 + Penalty 4769.238188 = -699550.232931 nChanged 5 SP:Iteration 43Q (3504.551053 sec): 3 clusters Score: Raw -704320.580092 + Penalty 4769.238188 = -699551.341904 nChanged 4 SP:Iteration 44Q (3504.682884 sec): 3 clusters Score: Raw -704321.333275 + Penalty 4769.238188 = -699552.095086 nChanged 2 SP:Iteration 45Q (3504.779358 sec): 3 clusters Score: Raw -704321.840641 + Penalty 4769.238188 = -699552.602453 nChanged 2 SP:Iteration 46Q (3504.849114 sec): 3 clusters Score: Raw -704322.422310 + Penalty 4769.238188 = -699553.184122 nChanged 2 SP:Iteration 47Q (3504.910709 sec): 3 clusters Score: Raw -704322.645856 + Penalty 4769.238188 = -699553.407668 nChanged 2 SP:Iteration 48Q (3504.990024 sec): 3 clusters Score: Raw -704322.983363 + Penalty 4769.238188 = -699553.745175 nChanged 1 SP:Iteration 49Q (3505.072123 sec): 3 clusters Score: Raw -704323.063741 + Penalty 4769.238188 = -699553.825553 nChanged 0 SP:Iteration 50F (3505.140997 sec): 3 clusters Score: Raw -704323.063741 + Penalty 4769.238188 = -699553.825553 nChanged 0 Trying to split cluster 4 (65020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3505.447197 sec): 2 clusters Score: Raw -5582738.863029 + Penalty 2925.766851 = -5579813.096177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3505.726902 sec): 3 clusters Score: Raw -5542066.101465 + Penalty 5851.533702 = -5536214.567763 nChanged 30255 SP:Iteration 1F (3506.040456 sec): 3 clusters Score: Raw -5559772.316105 + Penalty 5851.533702 = -5553920.782402 nChanged 3456 SP:Iteration 2F (3506.345920 sec): 3 clusters Score: Raw -5561501.732261 + Penalty 5851.533702 = -5555650.198558 nChanged 3891 SP:Iteration 3F (3506.610508 sec): 3 clusters Score: Raw -5563634.969423 + Penalty 5851.533702 = -5557783.435720 nChanged 4092 SP:Iteration 4F (3506.929084 sec): 3 clusters Score: Raw -5565906.941333 + Penalty 5851.533702 = -5560055.407631 nChanged 4009 SP:Iteration 5F (3507.194331 sec): 3 clusters Score: Raw -5568101.525241 + Penalty 5851.533702 = -5562249.991538 nChanged 3725 SP:Iteration 6F (3507.509019 sec): 3 clusters Score: Raw -5569878.718388 + Penalty 5851.533702 = -5564027.184686 nChanged 3172 SP:Iteration 7Q (3507.784452 sec): 3 clusters Score: Raw -5571120.131380 + Penalty 5851.533702 = -5565268.597678 nChanged 2594 SP:Iteration 8Q (3508.088354 sec): 3 clusters Score: Raw -5571932.032781 + Penalty 5851.533702 = -5566080.499079 nChanged 2027 SP:Iteration 9Q (3508.418863 sec): 3 clusters Score: Raw -5572460.821583 + Penalty 5851.533702 = -5566609.287880 nChanged 1666 SP:Iteration 10Q (3508.774123 sec): 3 clusters Score: Raw -5572846.657941 + Penalty 5851.533702 = -5566995.124239 nChanged 1437 SP:Iteration 11Q (3509.072773 sec): 3 clusters Score: Raw -5573171.921471 + Penalty 5851.533702 = -5567320.387768 nChanged 1246 SP:Iteration 12Q (3509.330010 sec): 3 clusters Score: Raw -5573421.898064 + Penalty 5851.533702 = -5567570.364362 nChanged 1079 SP:Iteration 13Q (3509.605025 sec): 3 clusters Score: Raw -5573603.355059 + Penalty 5851.533702 = -5567751.821357 nChanged 896 SP:Iteration 14Q (3509.874143 sec): 3 clusters Score: Raw -5573734.433688 + Penalty 5851.533702 = -5567882.899986 nChanged 726 SP:Iteration 15Q (3510.144656 sec): 3 clusters Score: Raw -5573826.700561 + Penalty 5851.533702 = -5567975.166858 nChanged 580 SP:Iteration 16Q (3510.415317 sec): 3 clusters Score: Raw -5573893.320594 + Penalty 5851.533702 = -5568041.786892 nChanged 510 SP:Iteration 17Q (3510.686743 sec): 3 clusters Score: Raw -5573947.004626 + Penalty 5851.533702 = -5568095.470924 nChanged 441 SP:Iteration 18Q (3510.981975 sec): 3 clusters Score: Raw -5573987.724290 + Penalty 5851.533702 = -5568136.190588 nChanged 385 SP:Iteration 19Q (3511.250900 sec): 3 clusters Score: Raw -5574019.339841 + Penalty 5851.533702 = -5568167.806138 nChanged 309 SP:Iteration 20F (3511.527730 sec): 3 clusters Score: Raw -5574042.555788 + Penalty 5851.533702 = -5568191.022086 nChanged 271 SP:Iteration 21Q (3511.798798 sec): 3 clusters Score: Raw -5574062.543570 + Penalty 5851.533702 = -5568211.009868 nChanged 271 SP:Iteration 22Q (3512.066920 sec): 3 clusters Score: Raw -5574083.062269 + Penalty 5851.533702 = -5568231.528567 nChanged 244 SP:Iteration 23Q (3512.337029 sec): 3 clusters Score: Raw -5574099.751507 + Penalty 5851.533702 = -5568248.217804 nChanged 213 SP:Iteration 24Q (3512.635277 sec): 3 clusters Score: Raw -5574113.690338 + Penalty 5851.533702 = -5568262.156636 nChanged 217 SP:Iteration 25Q (3512.904126 sec): 3 clusters Score: Raw -5574127.903195 + Penalty 5851.533702 = -5568276.369492 nChanged 215 SP:Iteration 26Q (3513.202005 sec): 3 clusters Score: Raw -5574141.827015 + Penalty 5851.533702 = -5568290.293313 nChanged 197 SP:Iteration 27Q (3513.546425 sec): 3 clusters Score: Raw -5574155.871763 + Penalty 5851.533702 = -5568304.338060 nChanged 205 SP:Iteration 28Q (3513.845962 sec): 3 clusters Score: Raw -5574172.052038 + Penalty 5851.533702 = -5568320.518336 nChanged 208 SP:Iteration 29Q (3514.137043 sec): 3 clusters Score: Raw -5574187.916821 + Penalty 5851.533702 = -5568336.383119 nChanged 221 SP:Iteration 30Q (3514.450247 sec): 3 clusters Score: Raw -5574205.404011 + Penalty 5851.533702 = -5568353.870309 nChanged 277 SP:Iteration 31Q (3514.714065 sec): 3 clusters Score: Raw -5574228.968712 + Penalty 5851.533702 = -5568377.435009 nChanged 298 SP:Iteration 32Q (3515.035543 sec): 3 clusters Score: Raw -5574255.789155 + Penalty 5851.533702 = -5568404.255452 nChanged 315 SP:Iteration 33Q (3515.308594 sec): 3 clusters Score: Raw -5574286.663971 + Penalty 5851.533702 = -5568435.130268 nChanged 353 SP:Iteration 34Q (3515.635190 sec): 3 clusters Score: Raw -5574321.426864 + Penalty 5851.533702 = -5568469.893162 nChanged 399 SP:Iteration 35Q (3515.957918 sec): 3 clusters Score: Raw -5574366.555579 + Penalty 5851.533702 = -5568515.021876 nChanged 487 SP:Iteration 36Q (3516.202432 sec): 3 clusters Score: Raw -5574428.520948 + Penalty 5851.533702 = -5568576.987245 nChanged 560 SP:Iteration 37Q (3516.511486 sec): 3 clusters Score: Raw -5574508.789308 + Penalty 5851.533702 = -5568657.255606 nChanged 676 SP:Iteration 38Q (3516.771137 sec): 3 clusters Score: Raw -5574611.855728 + Penalty 5851.533702 = -5568760.322026 nChanged 744 SP:Iteration 39Q (3517.085285 sec): 3 clusters Score: Raw -5574737.968594 + Penalty 5851.533702 = -5568886.434891 nChanged 870 SP:Iteration 40F (3517.364996 sec): 3 clusters Score: Raw -5574912.698105 + Penalty 5851.533702 = -5569061.164403 nChanged 1044 SP:Iteration 41Q (3517.687534 sec): 3 clusters Score: Raw -5575154.100659 + Penalty 5851.533702 = -5569302.566956 nChanged 1219 SP:Iteration 42Q (3517.953003 sec): 3 clusters Score: Raw -5575475.264770 + Penalty 5851.533702 = -5569623.731067 nChanged 1400 SP:Iteration 43Q (3518.274885 sec): 3 clusters Score: Raw -5575875.644052 + Penalty 5851.533702 = -5570024.110350 nChanged 1547 SP:Iteration 44Q (3518.539566 sec): 3 clusters Score: Raw -5576345.510458 + Penalty 5851.533702 = -5570493.976756 nChanged 1691 SP:Iteration 45Q (3518.859370 sec): 3 clusters Score: Raw -5576914.087459 + Penalty 5851.533702 = -5571062.553757 nChanged 1831 SP:Iteration 46Q (3519.118727 sec): 3 clusters Score: Raw -5577577.390553 + Penalty 5851.533702 = -5571725.856850 nChanged 1890 SP:Iteration 47Q (3519.435650 sec): 3 clusters Score: Raw -5578307.680945 + Penalty 5851.533702 = -5572456.147243 nChanged 1909 SP:Iteration 48Q (3519.728090 sec): 3 clusters Score: Raw -5579086.580900 + Penalty 5851.533702 = -5573235.047197 nChanged 1851 SP:Iteration 49Q (3519.978234 sec): 3 clusters Score: Raw -5579864.261253 + Penalty 5851.533702 = -5574012.727551 nChanged 1778 SP:Iteration 50Q (3520.228215 sec): 3 clusters Score: Raw -5580615.775643 + Penalty 5851.533702 = -5574764.241940 nChanged 1543 SP:Iteration 51Q (3520.530784 sec): 3 clusters Score: Raw -5581268.422475 + Penalty 5851.533702 = -5575416.888773 nChanged 1403 SP:Iteration 52Q (3520.820924 sec): 3 clusters Score: Raw -5581830.201074 + Penalty 5851.533702 = -5575978.667372 nChanged 1122 SP:Iteration 53Q (3521.135503 sec): 3 clusters Score: Raw -5582246.874724 + Penalty 5851.533702 = -5576395.341021 nChanged 856 SP:Iteration 54Q (3521.417808 sec): 3 clusters Score: Raw -5582540.777742 + Penalty 5851.533702 = -5576689.244040 nChanged 667 SP:Iteration 55Q (3521.661358 sec): 3 clusters Score: Raw -5582755.367948 + Penalty 5851.533702 = -5576903.834246 nChanged 564 SP:Iteration 56Q (3522.001700 sec): 3 clusters Score: Raw -5582928.524451 + Penalty 5851.533702 = -5577076.990748 nChanged 464 SP:Iteration 57Q (3522.334837 sec): 3 clusters Score: Raw -5583064.571219 + Penalty 5851.533702 = -5577213.037516 nChanged 395 SP:Iteration 58Q (3522.629337 sec): 3 clusters Score: Raw -5583171.185735 + Penalty 5851.533702 = -5577319.652033 nChanged 307 SP:Iteration 59Q (3522.943711 sec): 3 clusters Score: Raw -5583256.091150 + Penalty 5851.533702 = -5577404.557448 nChanged 278 SP:Iteration 60F (3523.240096 sec): 3 clusters Score: Raw -5583339.921703 + Penalty 5851.533702 = -5577488.388001 nChanged 230 SP:Iteration 61Q (3523.535268 sec): 3 clusters Score: Raw -5583398.367616 + Penalty 5851.533702 = -5577546.833914 nChanged 203 SP:Iteration 62Q (3523.815215 sec): 3 clusters Score: Raw -5583449.603422 + Penalty 5851.533702 = -5577598.069720 nChanged 174 SP:Iteration 63Q (3524.052760 sec): 3 clusters Score: Raw -5583491.289406 + Penalty 5851.533702 = -5577639.755704 nChanged 145 SP:Iteration 64Q (3524.346998 sec): 3 clusters Score: Raw -5583527.016608 + Penalty 5851.533702 = -5577675.482906 nChanged 127 SP:Iteration 65Q (3524.586664 sec): 3 clusters Score: Raw -5583558.779301 + Penalty 5851.533702 = -5577707.245599 nChanged 113 SP:Iteration 66Q (3524.824286 sec): 3 clusters Score: Raw -5583586.264015 + Penalty 5851.533702 = -5577734.730312 nChanged 95 SP:Iteration 67Q (3525.119746 sec): 3 clusters Score: Raw -5583608.906221 + Penalty 5851.533702 = -5577757.372519 nChanged 111 SP:Iteration 68Q (3525.359199 sec): 3 clusters Score: Raw -5583634.674698 + Penalty 5851.533702 = -5577783.140996 nChanged 86 SP:Iteration 69Q (3525.594121 sec): 3 clusters Score: Raw -5583653.758367 + Penalty 5851.533702 = -5577802.224664 nChanged 74 SP:Iteration 70Q (3525.891594 sec): 3 clusters Score: Raw -5583670.303317 + Penalty 5851.533702 = -5577818.769615 nChanged 65 SP:Iteration 71Q (3526.153934 sec): 3 clusters Score: Raw -5583685.806626 + Penalty 5851.533702 = -5577834.272924 nChanged 46 SP:Iteration 72Q (3526.389491 sec): 3 clusters Score: Raw -5583696.988665 + Penalty 5851.533702 = -5577845.454963 nChanged 46 SP:Iteration 73Q (3526.619556 sec): 3 clusters Score: Raw -5583705.951523 + Penalty 5851.533702 = -5577854.417821 nChanged 26 SP:Iteration 74Q (3526.880236 sec): 3 clusters Score: Raw -5583712.711061 + Penalty 5851.533702 = -5577861.177359 nChanged 32 SP:Iteration 75Q (3527.118900 sec): 3 clusters Score: Raw -5583719.346273 + Penalty 5851.533702 = -5577867.812571 nChanged 24 SP:Iteration 76Q (3527.356168 sec): 3 clusters Score: Raw -5583723.482016 + Penalty 5851.533702 = -5577871.948314 nChanged 26 SP:Iteration 77Q (3527.621715 sec): 3 clusters Score: Raw -5583728.534265 + Penalty 5851.533702 = -5577877.000563 nChanged 28 SP:Iteration 78Q (3527.896539 sec): 3 clusters Score: Raw -5583733.846547 + Penalty 5851.533702 = -5577882.312844 nChanged 23 SP:Iteration 79Q (3528.147431 sec): 3 clusters Score: Raw -5583737.717739 + Penalty 5851.533702 = -5577886.184036 nChanged 16 SP:Iteration 80F (3528.403111 sec): 3 clusters Score: Raw -5583741.092391 + Penalty 5851.533702 = -5577889.558688 nChanged 17 SP:Iteration 81Q (3528.642905 sec): 3 clusters Score: Raw -5583745.375605 + Penalty 5851.533702 = -5577893.841903 nChanged 22 SP:Iteration 82Q (3528.937559 sec): 3 clusters Score: Raw -5583750.333209 + Penalty 5851.533702 = -5577898.799507 nChanged 18 SP:Iteration 83Q (3529.175574 sec): 3 clusters Score: Raw -5583754.138432 + Penalty 5851.533702 = -5577902.604729 nChanged 17 SP:Iteration 84Q (3529.449702 sec): 3 clusters Score: Raw -5583757.221081 + Penalty 5851.533702 = -5577905.687378 nChanged 9 SP:Iteration 85Q (3529.719033 sec): 3 clusters Score: Raw -5583758.923147 + Penalty 5851.533702 = -5577907.389444 nChanged 9 SP:Iteration 86Q (3529.950088 sec): 3 clusters Score: Raw -5583760.557243 + Penalty 5851.533702 = -5577909.023540 nChanged 11 SP:Iteration 87Q (3530.185987 sec): 3 clusters Score: Raw -5583762.449507 + Penalty 5851.533702 = -5577910.915805 nChanged 13 SP:Iteration 88Q (3530.481310 sec): 3 clusters Score: Raw -5583764.800076 + Penalty 5851.533702 = -5577913.266374 nChanged 14 SP:Iteration 89Q (3530.719471 sec): 3 clusters Score: Raw -5583767.676181 + Penalty 5851.533702 = -5577916.142479 nChanged 14 SP:Iteration 90Q (3530.953296 sec): 3 clusters Score: Raw -5583770.403521 + Penalty 5851.533702 = -5577918.869819 nChanged 15 SP:Iteration 91Q (3531.242172 sec): 3 clusters Score: Raw -5583773.051432 + Penalty 5851.533702 = -5577921.517730 nChanged 14 SP:Iteration 92Q (3531.503344 sec): 3 clusters Score: Raw -5583775.811097 + Penalty 5851.533702 = -5577924.277394 nChanged 17 SP:Iteration 93Q (3531.732106 sec): 3 clusters Score: Raw -5583778.494314 + Penalty 5851.533702 = -5577926.960612 nChanged 11 SP:Iteration 94Q (3531.952670 sec): 3 clusters Score: Raw -5583780.037836 + Penalty 5851.533702 = -5577928.504133 nChanged 7 SP:Iteration 95Q (3532.189932 sec): 3 clusters Score: Raw -5583781.096015 + Penalty 5851.533702 = -5577929.562313 nChanged 7 SP:Iteration 96Q (3532.422877 sec): 3 clusters Score: Raw -5583782.860869 + Penalty 5851.533702 = -5577931.327167 nChanged 11 SP:Iteration 97Q (3532.667137 sec): 3 clusters Score: Raw -5583784.653190 + Penalty 5851.533702 = -5577933.119487 nChanged 13 SP:Iteration 98Q (3532.907192 sec): 3 clusters Score: Raw -5583786.899275 + Penalty 5851.533702 = -5577935.365573 nChanged 12 SP:Iteration 99Q (3533.146976 sec): 3 clusters Score: Raw -5583788.557892 + Penalty 5851.533702 = -5577937.024190 nChanged 8 SP:Iteration 100F (3533.405313 sec): 3 clusters Score: Raw -5583789.937307 + Penalty 5851.533702 = -5577938.403604 nChanged 8 SP:Iteration 101Q (3533.614988 sec): 3 clusters Score: Raw -5583791.075490 + Penalty 5851.533702 = -5577939.541787 nChanged 7 SP:Iteration 102Q (3533.846263 sec): 3 clusters Score: Raw -5583792.037502 + Penalty 5851.533702 = -5577940.503800 nChanged 3 SP:Iteration 103Q (3534.090886 sec): 3 clusters Score: Raw -5583792.419192 + Penalty 5851.533702 = -5577940.885490 nChanged 3 SP:Iteration 104Q (3534.331887 sec): 3 clusters Score: Raw -5583793.051085 + Penalty 5851.533702 = -5577941.517383 nChanged 3 SP:Iteration 105Q (3534.566624 sec): 3 clusters Score: Raw -5583793.637291 + Penalty 5851.533702 = -5577942.103588 nChanged 4 SP:Iteration 106Q (3534.814098 sec): 3 clusters Score: Raw -5583794.488184 + Penalty 5851.533702 = -5577942.954481 nChanged 5 SP:Iteration 107Q (3535.047641 sec): 3 clusters Score: Raw -5583795.408305 + Penalty 5851.533702 = -5577943.874603 nChanged 5 SP:Iteration 108Q (3535.283943 sec): 3 clusters Score: Raw -5583796.433956 + Penalty 5851.533702 = -5577944.900253 nChanged 7 SP:Iteration 109Q (3535.546547 sec): 3 clusters Score: Raw -5583797.519493 + Penalty 5851.533702 = -5577945.985791 nChanged 3 SP:Iteration 110Q (3535.791012 sec): 3 clusters Score: Raw -5583798.207050 + Penalty 5851.533702 = -5577946.673347 nChanged 6 SP:Iteration 111Q (3536.033193 sec): 3 clusters Score: Raw -5583799.231187 + Penalty 5851.533702 = -5577947.697485 nChanged 5 SP:Iteration 112Q (3536.271560 sec): 3 clusters Score: Raw -5583800.130530 + Penalty 5851.533702 = -5577948.596827 nChanged 5 SP:Iteration 113Q (3536.595793 sec): 3 clusters Score: Raw -5583801.188974 + Penalty 5851.533702 = -5577949.655271 nChanged 5 SP:Iteration 114Q (3536.859689 sec): 3 clusters Score: Raw -5583802.350462 + Penalty 5851.533702 = -5577950.816760 nChanged 9 SP:Iteration 115Q (3537.106368 sec): 3 clusters Score: Raw -5583803.941813 + Penalty 5851.533702 = -5577952.408110 nChanged 7 SP:Iteration 116Q (3537.346875 sec): 3 clusters Score: Raw -5583805.169177 + Penalty 5851.533702 = -5577953.635474 nChanged 5 SP:Iteration 117Q (3537.587019 sec): 3 clusters Score: Raw -5583806.206916 + Penalty 5851.533702 = -5577954.673214 nChanged 3 SP:Iteration 118Q (3537.850983 sec): 3 clusters Score: Raw -5583806.562948 + Penalty 5851.533702 = -5577955.029246 nChanged 2 SP:Iteration 119Q (3538.098601 sec): 3 clusters Score: Raw -5583806.862537 + Penalty 5851.533702 = -5577955.328835 nChanged 3 SP:Iteration 120F (3538.364376 sec): 3 clusters Score: Raw -5583807.637715 + Penalty 5851.533702 = -5577956.104013 nChanged 4 SP:Iteration 121Q (3538.604237 sec): 3 clusters Score: Raw -5583808.446442 + Penalty 5851.533702 = -5577956.912740 nChanged 4 SP:Iteration 122Q (3538.869876 sec): 3 clusters Score: Raw -5583809.124241 + Penalty 5851.533702 = -5577957.590539 nChanged 4 SP:Iteration 123Q (3539.121426 sec): 3 clusters Score: Raw -5583809.832482 + Penalty 5851.533702 = -5577958.298779 nChanged 4 SP:Iteration 124Q (3539.353987 sec): 3 clusters Score: Raw -5583810.434882 + Penalty 5851.533702 = -5577958.901180 nChanged 5 SP:Iteration 125Q (3539.591439 sec): 3 clusters Score: Raw -5583811.183336 + Penalty 5851.533702 = -5577959.649634 nChanged 4 SP:Iteration 126Q (3539.856588 sec): 3 clusters Score: Raw -5583811.742107 + Penalty 5851.533702 = -5577960.208405 nChanged 3 SP:Iteration 127Q (3540.108137 sec): 3 clusters Score: Raw -5583812.237158 + Penalty 5851.533702 = -5577960.703455 nChanged 4 SP:Iteration 128Q (3540.335910 sec): 3 clusters Score: Raw -5583812.809726 + Penalty 5851.533702 = -5577961.276023 nChanged 2 SP:Iteration 129Q (3540.571270 sec): 3 clusters Score: Raw -5583813.247558 + Penalty 5851.533702 = -5577961.713856 nChanged 3 SP:Iteration 130Q (3540.806578 sec): 3 clusters Score: Raw -5583813.769031 + Penalty 5851.533702 = -5577962.235328 nChanged 2 SP:Iteration 131Q (3541.021091 sec): 3 clusters Score: Raw -5583814.299767 + Penalty 5851.533702 = -5577962.766065 nChanged 2 SP:Iteration 132Q (3541.261701 sec): 3 clusters Score: Raw -5583814.466133 + Penalty 5851.533702 = -5577962.932431 nChanged 2 SP:Iteration 133Q (3541.529736 sec): 3 clusters Score: Raw -5583814.714305 + Penalty 5851.533702 = -5577963.180603 nChanged 1 SP:Iteration 134Q (3541.789860 sec): 3 clusters Score: Raw -5583814.843200 + Penalty 5851.533702 = -5577963.309498 nChanged 1 SP:Iteration 135Q (3542.038121 sec): 3 clusters Score: Raw -5583815.067243 + Penalty 5851.533702 = -5577963.533541 nChanged 0 SP:Iteration 136F (3542.311345 sec): 3 clusters Score: Raw -5583815.067243 + Penalty 5851.533702 = -5577963.533541 nChanged 0 Trying to split cluster 5 (3970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3542.381134 sec): 2 clusters Score: Raw -248097.265796 + Penalty 2187.641643 = -245909.624153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3542.426676 sec): 3 clusters Score: Raw -246358.187844 + Penalty 4375.283285 = -241982.904559 nChanged 1492 SP:Iteration 1F (3542.476371 sec): 3 clusters Score: Raw -247900.756380 + Penalty 4375.283285 = -243525.473094 nChanged 552 SP:Iteration 2F (3542.597850 sec): 3 clusters Score: Raw -249198.865571 + Penalty 4375.283285 = -244823.582286 nChanged 482 SP:Iteration 3F (3542.710993 sec): 3 clusters Score: Raw -250088.570597 + Penalty 4375.283285 = -245713.287312 nChanged 287 SP:Iteration 4F (3542.837825 sec): 3 clusters Score: Raw -250435.232410 + Penalty 4375.283285 = -246059.949125 nChanged 155 SP:Iteration 5Q (3542.974716 sec): 3 clusters Score: Raw -250595.408912 + Penalty 4375.283285 = -246220.125627 nChanged 91 SP:Iteration 6Q (3543.110906 sec): 3 clusters Score: Raw -250657.707191 + Penalty 4375.283285 = -246282.423906 nChanged 50 SP:Iteration 7Q (3543.234779 sec): 3 clusters Score: Raw -250694.980108 + Penalty 4375.283285 = -246319.696823 nChanged 33 SP:Iteration 8Q (3543.360674 sec): 3 clusters Score: Raw -250713.086490 + Penalty 4375.283285 = -246337.803204 nChanged 23 SP:Iteration 9Q (3543.457767 sec): 3 clusters Score: Raw -250729.316343 + Penalty 4375.283285 = -246354.033058 nChanged 25 SP:Iteration 10Q (3543.498318 sec): 3 clusters Score: Raw -250742.299744 + Penalty 4375.283285 = -246367.016458 nChanged 23 SP:Iteration 11Q (3543.538909 sec): 3 clusters Score: Raw -250751.406014 + Penalty 4375.283285 = -246376.122729 nChanged 11 SP:Iteration 12Q (3543.579702 sec): 3 clusters Score: Raw -250756.526081 + Penalty 4375.283285 = -246381.242796 nChanged 6 SP:Iteration 13Q (3543.624377 sec): 3 clusters Score: Raw -250758.649840 + Penalty 4375.283285 = -246383.366554 nChanged 3 SP:Iteration 14Q (3543.672672 sec): 3 clusters Score: Raw -250759.797723 + Penalty 4375.283285 = -246384.514437 nChanged 4 SP:Iteration 15Q (3543.721209 sec): 3 clusters Score: Raw -250761.038731 + Penalty 4375.283285 = -246385.755446 nChanged 4 SP:Iteration 16Q (3543.769418 sec): 3 clusters Score: Raw -250762.669933 + Penalty 4375.283285 = -246387.386648 nChanged 2 SP:Iteration 17Q (3543.814092 sec): 3 clusters Score: Raw -250763.424117 + Penalty 4375.283285 = -246388.140832 nChanged 1 SP:Iteration 18Q (3543.859013 sec): 3 clusters Score: Raw -250764.098997 + Penalty 4375.283285 = -246388.815712 nChanged 3 SP:Iteration 19Q (3543.903668 sec): 3 clusters Score: Raw -250765.470626 + Penalty 4375.283285 = -246390.187341 nChanged 6 SP:Iteration 20F (3543.949156 sec): 3 clusters Score: Raw -250767.006581 + Penalty 4375.283285 = -246391.723296 nChanged 3 SP:Iteration 21Q (3543.994212 sec): 3 clusters Score: Raw -250768.317418 + Penalty 4375.283285 = -246393.034133 nChanged 3 SP:Iteration 22Q (3544.039194 sec): 3 clusters Score: Raw -250770.628424 + Penalty 4375.283285 = -246395.345138 nChanged 5 SP:Iteration 23Q (3544.083891 sec): 3 clusters Score: Raw -250772.835237 + Penalty 4375.283285 = -246397.551952 nChanged 3 SP:Iteration 24Q (3544.130089 sec): 3 clusters Score: Raw -250773.590258 + Penalty 4375.283285 = -246398.306972 nChanged 2 SP:Iteration 25Q (3544.176643 sec): 3 clusters Score: Raw -250774.196689 + Penalty 4375.283285 = -246398.913404 nChanged 1 SP:Iteration 26Q (3544.223550 sec): 3 clusters Score: Raw -250774.504698 + Penalty 4375.283285 = -246399.221413 nChanged 0 SP:Iteration 27F (3544.270794 sec): 3 clusters Score: Raw -250774.504698 + Penalty 4375.283285 = -246399.221413 nChanged 0 Score: Raw -11811944.678466 + Penalty 34530.724271 = -11777413.954195 Splitting cluster 5 changes total score from -11777872.829760 to -11777413.954195 So it's not getting split. Trying to split cluster 6 (10512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3546.486343 sec): 2 clusters Score: Raw -813325.994865 + Penalty 2444.712004 = -810881.282862 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3546.556518 sec): 3 clusters Score: Raw -807728.030626 + Penalty 4889.424007 = -802838.606619 nChanged 4402 SP:Iteration 1F (3546.669824 sec): 3 clusters Score: Raw -810369.706008 + Penalty 4889.424007 = -805480.282000 nChanged 874 SP:Iteration 2F (3546.732272 sec): 3 clusters Score: Raw -811023.820502 + Penalty 4889.424007 = -806134.396495 nChanged 753 SP:Iteration 3F (3546.794382 sec): 3 clusters Score: Raw -811588.794436 + Penalty 4889.424007 = -806699.370429 nChanged 635 SP:Iteration 4F (3546.864093 sec): 3 clusters Score: Raw -812046.445866 + Penalty 4889.424007 = -807157.021859 nChanged 585 SP:Iteration 5F (3547.060406 sec): 3 clusters Score: Raw -812421.875845 + Penalty 4889.424007 = -807532.451838 nChanged 471 SP:Iteration 6Q (3547.259324 sec): 3 clusters Score: Raw -812685.532039 + Penalty 4889.424007 = -807796.108032 nChanged 427 SP:Iteration 7Q (3547.357388 sec): 3 clusters Score: Raw -812904.380580 + Penalty 4889.424007 = -808014.956573 nChanged 328 SP:Iteration 8Q (3547.469997 sec): 3 clusters Score: Raw -813062.748358 + Penalty 4889.424007 = -808173.324351 nChanged 289 SP:Iteration 9Q (3547.553850 sec): 3 clusters Score: Raw -813199.703070 + Penalty 4889.424007 = -808310.279063 nChanged 254 SP:Iteration 10Q (3547.616291 sec): 3 clusters Score: Raw -813317.224246 + Penalty 4889.424007 = -808427.800239 nChanged 232 SP:Iteration 11Q (3547.694316 sec): 3 clusters Score: Raw -813436.664206 + Penalty 4889.424007 = -808547.240199 nChanged 219 SP:Iteration 12Q (3547.780274 sec): 3 clusters Score: Raw -813544.102541 + Penalty 4889.424007 = -808654.678534 nChanged 209 SP:Iteration 13Q (3547.871206 sec): 3 clusters Score: Raw -813640.595786 + Penalty 4889.424007 = -808751.171779 nChanged 172 SP:Iteration 14Q (3547.954202 sec): 3 clusters Score: Raw -813723.140303 + Penalty 4889.424007 = -808833.716296 nChanged 160 SP:Iteration 15Q (3548.024059 sec): 3 clusters Score: Raw -813793.588646 + Penalty 4889.424007 = -808904.164639 nChanged 134 SP:Iteration 16Q (3548.113012 sec): 3 clusters Score: Raw -813846.072368 + Penalty 4889.424007 = -808956.648361 nChanged 126 SP:Iteration 17Q (3548.202894 sec): 3 clusters Score: Raw -813900.456483 + Penalty 4889.424007 = -809011.032476 nChanged 118 SP:Iteration 18Q (3548.278508 sec): 3 clusters Score: Raw -813955.619811 + Penalty 4889.424007 = -809066.195804 nChanged 118 SP:Iteration 19Q (3548.353375 sec): 3 clusters Score: Raw -814002.835742 + Penalty 4889.424007 = -809113.411735 nChanged 79 SP:Iteration 20F (3548.433172 sec): 3 clusters Score: Raw -814035.779118 + Penalty 4889.424007 = -809146.355110 nChanged 71 SP:Iteration 21Q (3548.522199 sec): 3 clusters Score: Raw -814061.721567 + Penalty 4889.424007 = -809172.297560 nChanged 73 SP:Iteration 22Q (3548.610944 sec): 3 clusters Score: Raw -814087.958573 + Penalty 4889.424007 = -809198.534566 nChanged 68 SP:Iteration 23Q (3548.685847 sec): 3 clusters Score: Raw -814113.975270 + Penalty 4889.424007 = -809224.551263 nChanged 65 SP:Iteration 24Q (3548.760916 sec): 3 clusters Score: Raw -814140.645524 + Penalty 4889.424007 = -809251.221517 nChanged 71 SP:Iteration 25Q (3548.840237 sec): 3 clusters Score: Raw -814171.967443 + Penalty 4889.424007 = -809282.543436 nChanged 78 SP:Iteration 26Q (3548.928504 sec): 3 clusters Score: Raw -814203.876366 + Penalty 4889.424007 = -809314.452359 nChanged 69 SP:Iteration 27Q (3549.014766 sec): 3 clusters Score: Raw -814229.767797 + Penalty 4889.424007 = -809340.343790 nChanged 57 SP:Iteration 28Q (3549.087435 sec): 3 clusters Score: Raw -814248.943799 + Penalty 4889.424007 = -809359.519792 nChanged 56 SP:Iteration 29Q (3549.162244 sec): 3 clusters Score: Raw -814262.374468 + Penalty 4889.424007 = -809372.950461 nChanged 35 SP:Iteration 30Q (3549.241693 sec): 3 clusters Score: Raw -814271.548220 + Penalty 4889.424007 = -809382.124213 nChanged 28 SP:Iteration 31Q (3549.329888 sec): 3 clusters Score: Raw -814278.683343 + Penalty 4889.424007 = -809389.259336 nChanged 32 SP:Iteration 32Q (3549.418587 sec): 3 clusters Score: Raw -814285.637790 + Penalty 4889.424007 = -809396.213783 nChanged 25 SP:Iteration 33Q (3549.493570 sec): 3 clusters Score: Raw -814292.436296 + Penalty 4889.424007 = -809403.012289 nChanged 27 SP:Iteration 34Q (3549.570221 sec): 3 clusters Score: Raw -814299.509332 + Penalty 4889.424007 = -809410.085325 nChanged 19 SP:Iteration 35Q (3549.651736 sec): 3 clusters Score: Raw -814305.193661 + Penalty 4889.424007 = -809415.769654 nChanged 24 SP:Iteration 36Q (3549.741434 sec): 3 clusters Score: Raw -814312.131613 + Penalty 4889.424007 = -809422.707606 nChanged 37 SP:Iteration 37Q (3549.916412 sec): 3 clusters Score: Raw -814321.963064 + Penalty 4889.424007 = -809432.539057 nChanged 34 SP:Iteration 38Q (3550.105364 sec): 3 clusters Score: Raw -814331.599973 + Penalty 4889.424007 = -809442.175966 nChanged 34 SP:Iteration 39Q (3550.254687 sec): 3 clusters Score: Raw -814342.506174 + Penalty 4889.424007 = -809453.082167 nChanged 37 SP:Iteration 40F (3550.320514 sec): 3 clusters Score: Raw -814351.365931 + Penalty 4889.424007 = -809461.941924 nChanged 33 SP:Iteration 41Q (3550.396058 sec): 3 clusters Score: Raw -814358.748584 + Penalty 4889.424007 = -809469.324577 nChanged 19 SP:Iteration 42Q (3550.508884 sec): 3 clusters Score: Raw -814362.930322 + Penalty 4889.424007 = -809473.506315 nChanged 22 SP:Iteration 43Q (3550.629673 sec): 3 clusters Score: Raw -814368.877688 + Penalty 4889.424007 = -809479.453681 nChanged 23 SP:Iteration 44Q (3550.695522 sec): 3 clusters Score: Raw -814374.980071 + Penalty 4889.424007 = -809485.556064 nChanged 23 SP:Iteration 45Q (3550.762717 sec): 3 clusters Score: Raw -814380.088651 + Penalty 4889.424007 = -809490.664644 nChanged 18 SP:Iteration 46Q (3550.846725 sec): 3 clusters Score: Raw -814383.983288 + Penalty 4889.424007 = -809494.559281 nChanged 19 SP:Iteration 47Q (3550.927303 sec): 3 clusters Score: Raw -814387.842631 + Penalty 4889.424007 = -809498.418624 nChanged 14 SP:Iteration 48Q (3550.999088 sec): 3 clusters Score: Raw -814391.025664 + Penalty 4889.424007 = -809501.601657 nChanged 7 SP:Iteration 49Q (3551.072253 sec): 3 clusters Score: Raw -814392.365670 + Penalty 4889.424007 = -809502.941663 nChanged 5 SP:Iteration 50Q (3551.147715 sec): 3 clusters Score: Raw -814393.163391 + Penalty 4889.424007 = -809503.739384 nChanged 2 SP:Iteration 51Q (3551.223285 sec): 3 clusters Score: Raw -814393.411646 + Penalty 4889.424007 = -809503.987639 nChanged 2 SP:Iteration 52Q (3551.296578 sec): 3 clusters Score: Raw -814393.708713 + Penalty 4889.424007 = -809504.284705 nChanged 0 SP:Iteration 53F (3551.365999 sec): 3 clusters Score: Raw -814393.708713 + Penalty 4889.424007 = -809504.284705 nChanged 0 Trying to split cluster 7 (12818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3551.444375 sec): 2 clusters Score: Raw -1109523.522982 + Penalty 2497.071908 = -1107026.451074 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3551.535996 sec): 3 clusters Score: Raw -1102492.319220 + Penalty 4994.143816 = -1097498.175404 nChanged 5444 SP:Iteration 1F (3551.603353 sec): 3 clusters Score: Raw -1105519.625049 + Penalty 4994.143816 = -1100525.481233 nChanged 890 SP:Iteration 2F (3551.682066 sec): 3 clusters Score: Raw -1106014.192084 + Penalty 4994.143816 = -1101020.048268 nChanged 756 SP:Iteration 3F (3551.767832 sec): 3 clusters Score: Raw -1106433.763227 + Penalty 4994.143816 = -1101439.619411 nChanged 724 SP:Iteration 4F (3551.855061 sec): 3 clusters Score: Raw -1106867.824202 + Penalty 4994.143816 = -1101873.680386 nChanged 650 SP:Iteration 5F (3551.943501 sec): 3 clusters Score: Raw -1107228.725592 + Penalty 4994.143816 = -1102234.581776 nChanged 614 SP:Iteration 6Q (3552.022646 sec): 3 clusters Score: Raw -1107626.544707 + Penalty 4994.143816 = -1102632.400891 nChanged 662 SP:Iteration 7F (3552.102620 sec): 3 clusters Score: Raw -1108076.844336 + Penalty 4994.143816 = -1103082.700520 nChanged 646 SP:Iteration 8F (3552.185087 sec): 3 clusters Score: Raw -1108508.386808 + Penalty 4994.143816 = -1103514.242992 nChanged 577 SP:Iteration 9Q (3552.273773 sec): 3 clusters Score: Raw -1108904.299595 + Penalty 4994.143816 = -1103910.155780 nChanged 532 SP:Iteration 10Q (3552.361946 sec): 3 clusters Score: Raw -1109225.280048 + Penalty 4994.143816 = -1104231.136232 nChanged 473 SP:Iteration 11Q (3552.441003 sec): 3 clusters Score: Raw -1109480.768836 + Penalty 4994.143816 = -1104486.625021 nChanged 369 SP:Iteration 12Q (3552.617529 sec): 3 clusters Score: Raw -1109666.036498 + Penalty 4994.143816 = -1104671.892682 nChanged 319 SP:Iteration 13Q (3552.766076 sec): 3 clusters Score: Raw -1109811.432779 + Penalty 4994.143816 = -1104817.288963 nChanged 262 SP:Iteration 14Q (3552.926763 sec): 3 clusters Score: Raw -1109923.592215 + Penalty 4994.143816 = -1104929.448399 nChanged 229 SP:Iteration 15Q (3552.998895 sec): 3 clusters Score: Raw -1110004.710428 + Penalty 4994.143816 = -1105010.566612 nChanged 185 SP:Iteration 16Q (3553.067304 sec): 3 clusters Score: Raw -1110063.089724 + Penalty 4994.143816 = -1105068.945908 nChanged 141 SP:Iteration 17Q (3553.163978 sec): 3 clusters Score: Raw -1110103.235732 + Penalty 4994.143816 = -1105109.091916 nChanged 114 SP:Iteration 18Q (3553.263238 sec): 3 clusters Score: Raw -1110131.371547 + Penalty 4994.143816 = -1105137.227731 nChanged 88 SP:Iteration 19Q (3553.346995 sec): 3 clusters Score: Raw -1110149.854799 + Penalty 4994.143816 = -1105155.710983 nChanged 83 SP:Iteration 20F (3553.422029 sec): 3 clusters Score: Raw -1110169.094405 + Penalty 4994.143816 = -1105174.950589 nChanged 89 SP:Iteration 21Q (3553.499091 sec): 3 clusters Score: Raw -1110187.669954 + Penalty 4994.143816 = -1105193.526138 nChanged 68 SP:Iteration 22Q (3553.586371 sec): 3 clusters Score: Raw -1110198.819101 + Penalty 4994.143816 = -1105204.675286 nChanged 53 SP:Iteration 23Q (3553.673420 sec): 3 clusters Score: Raw -1110208.704359 + Penalty 4994.143816 = -1105214.560543 nChanged 36 SP:Iteration 24Q (3553.755415 sec): 3 clusters Score: Raw -1110214.235986 + Penalty 4994.143816 = -1105220.092170 nChanged 30 SP:Iteration 25Q (3553.833248 sec): 3 clusters Score: Raw -1110218.414723 + Penalty 4994.143816 = -1105224.270907 nChanged 24 SP:Iteration 26Q (3553.910777 sec): 3 clusters Score: Raw -1110222.473634 + Penalty 4994.143816 = -1105228.329818 nChanged 33 SP:Iteration 27Q (3553.997907 sec): 3 clusters Score: Raw -1110227.711920 + Penalty 4994.143816 = -1105233.568104 nChanged 38 SP:Iteration 28Q (3554.084900 sec): 3 clusters Score: Raw -1110234.942707 + Penalty 4994.143816 = -1105240.798891 nChanged 40 SP:Iteration 29Q (3554.167952 sec): 3 clusters Score: Raw -1110241.064471 + Penalty 4994.143816 = -1105246.920655 nChanged 29 SP:Iteration 30Q (3554.250614 sec): 3 clusters Score: Raw -1110244.388176 + Penalty 4994.143816 = -1105250.244360 nChanged 25 SP:Iteration 31Q (3554.327528 sec): 3 clusters Score: Raw -1110248.086504 + Penalty 4994.143816 = -1105253.942688 nChanged 28 SP:Iteration 32Q (3554.408513 sec): 3 clusters Score: Raw -1110251.719041 + Penalty 4994.143816 = -1105257.575225 nChanged 23 SP:Iteration 33Q (3554.492425 sec): 3 clusters Score: Raw -1110254.360548 + Penalty 4994.143816 = -1105260.216732 nChanged 23 SP:Iteration 34Q (3554.581106 sec): 3 clusters Score: Raw -1110257.388006 + Penalty 4994.143816 = -1105263.244190 nChanged 14 SP:Iteration 35Q (3554.670954 sec): 3 clusters Score: Raw -1110258.973154 + Penalty 4994.143816 = -1105264.829338 nChanged 12 SP:Iteration 36Q (3554.748857 sec): 3 clusters Score: Raw -1110260.397543 + Penalty 4994.143816 = -1105266.253727 nChanged 10 SP:Iteration 37Q (3554.829549 sec): 3 clusters Score: Raw -1110261.925724 + Penalty 4994.143816 = -1105267.781908 nChanged 15 SP:Iteration 38Q (3554.912267 sec): 3 clusters Score: Raw -1110263.822095 + Penalty 4994.143816 = -1105269.678279 nChanged 13 SP:Iteration 39Q (3555.001036 sec): 3 clusters Score: Raw -1110265.425306 + Penalty 4994.143816 = -1105271.281490 nChanged 17 SP:Iteration 40F (3555.088624 sec): 3 clusters Score: Raw -1110267.639172 + Penalty 4994.143816 = -1105273.495356 nChanged 15 SP:Iteration 41Q (3555.167641 sec): 3 clusters Score: Raw -1110269.496414 + Penalty 4994.143816 = -1105275.352598 nChanged 15 SP:Iteration 42Q (3555.245792 sec): 3 clusters Score: Raw -1110270.919258 + Penalty 4994.143816 = -1105276.775442 nChanged 11 SP:Iteration 43Q (3555.442545 sec): 3 clusters Score: Raw -1110272.264494 + Penalty 4994.143816 = -1105278.120678 nChanged 8 SP:Iteration 44Q (3555.571209 sec): 3 clusters Score: Raw -1110273.274418 + Penalty 4994.143816 = -1105279.130602 nChanged 9 SP:Iteration 45Q (3555.665537 sec): 3 clusters Score: Raw -1110274.464055 + Penalty 4994.143816 = -1105280.320239 nChanged 8 SP:Iteration 46Q (3555.742513 sec): 3 clusters Score: Raw -1110275.352228 + Penalty 4994.143816 = -1105281.208412 nChanged 4 SP:Iteration 47Q (3555.819766 sec): 3 clusters Score: Raw -1110275.713063 + Penalty 4994.143816 = -1105281.569247 nChanged 3 SP:Iteration 48Q (3555.901667 sec): 3 clusters Score: Raw -1110275.966874 + Penalty 4994.143816 = -1105281.823058 nChanged 1 SP:Iteration 49Q (3555.983186 sec): 3 clusters Score: Raw -1110276.070568 + Penalty 4994.143816 = -1105281.926752 nChanged 1 SP:Iteration 50Q (3556.065468 sec): 3 clusters Score: Raw -1110276.154823 + Penalty 4994.143816 = -1105282.011007 nChanged 1 SP:Iteration 51Q (3556.153310 sec): 3 clusters Score: Raw -1110276.210772 + Penalty 4994.143816 = -1105282.066956 nChanged 1 SP:Iteration 52Q (3556.240671 sec): 3 clusters Score: Raw -1110276.317902 + Penalty 4994.143816 = -1105282.174086 nChanged 1 SP:Iteration 53Q (3556.320940 sec): 3 clusters Score: Raw -1110276.474214 + Penalty 4994.143816 = -1105282.330398 nChanged 0 SP:Iteration 54F (3556.396906 sec): 3 clusters Score: Raw -1110276.474214 + Penalty 4994.143816 = -1105282.330398 nChanged 0 Trying to split cluster 8 (4090 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3556.448087 sec): 2 clusters Score: Raw -304554.685839 + Penalty 2195.503266 = -302359.182573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3556.493621 sec): 3 clusters Score: Raw -302773.448033 + Penalty 4391.006531 = -298382.441502 nChanged 1511 SP:Iteration 1F (3556.543710 sec): 3 clusters Score: Raw -303936.806629 + Penalty 4391.006531 = -299545.800097 nChanged 369 SP:Iteration 2F (3556.586820 sec): 3 clusters Score: Raw -304334.835976 + Penalty 4391.006531 = -299943.829445 nChanged 259 SP:Iteration 3F (3556.627142 sec): 3 clusters Score: Raw -304577.186521 + Penalty 4391.006531 = -300186.179990 nChanged 217 SP:Iteration 4F (3556.667868 sec): 3 clusters Score: Raw -304792.922344 + Penalty 4391.006531 = -300401.915812 nChanged 185 SP:Iteration 5Q (3556.708544 sec): 3 clusters Score: Raw -304963.292001 + Penalty 4391.006531 = -300572.285469 nChanged 134 SP:Iteration 6Q (3556.749334 sec): 3 clusters Score: Raw -305093.104971 + Penalty 4391.006531 = -300702.098440 nChanged 155 SP:Iteration 7Q (3556.790870 sec): 3 clusters Score: Raw -305243.906012 + Penalty 4391.006531 = -300852.899480 nChanged 141 SP:Iteration 8Q (3556.832183 sec): 3 clusters Score: Raw -305378.890354 + Penalty 4391.006531 = -300987.883823 nChanged 128 SP:Iteration 9Q (3556.873825 sec): 3 clusters Score: Raw -305498.667193 + Penalty 4391.006531 = -301107.660661 nChanged 124 SP:Iteration 10Q (3556.915197 sec): 3 clusters Score: Raw -305589.435347 + Penalty 4391.006531 = -301198.428815 nChanged 91 SP:Iteration 11Q (3556.956417 sec): 3 clusters Score: Raw -305653.535922 + Penalty 4391.006531 = -301262.529391 nChanged 81 SP:Iteration 12Q (3556.997672 sec): 3 clusters Score: Raw -305705.676026 + Penalty 4391.006531 = -301314.669495 nChanged 57 SP:Iteration 13Q (3557.039038 sec): 3 clusters Score: Raw -305743.246583 + Penalty 4391.006531 = -301352.240052 nChanged 51 SP:Iteration 14Q (3557.080771 sec): 3 clusters Score: Raw -305775.729353 + Penalty 4391.006531 = -301384.722822 nChanged 39 SP:Iteration 15Q (3557.122255 sec): 3 clusters Score: Raw -305796.786954 + Penalty 4391.006531 = -301405.780422 nChanged 29 SP:Iteration 16Q (3557.163588 sec): 3 clusters Score: Raw -305817.334868 + Penalty 4391.006531 = -301426.328337 nChanged 39 SP:Iteration 17Q (3557.204856 sec): 3 clusters Score: Raw -305847.156465 + Penalty 4391.006531 = -301456.149933 nChanged 31 SP:Iteration 18Q (3557.319226 sec): 3 clusters Score: Raw -305866.714845 + Penalty 4391.006531 = -301475.708313 nChanged 27 SP:Iteration 19Q (3557.435475 sec): 3 clusters Score: Raw -305882.733974 + Penalty 4391.006531 = -301491.727443 nChanged 25 SP:Iteration 20F (3557.550319 sec): 3 clusters Score: Raw -305890.828205 + Penalty 4391.006531 = -301499.821673 nChanged 12 SP:Iteration 21Q (3557.662871 sec): 3 clusters Score: Raw -305896.141451 + Penalty 4391.006531 = -301505.134920 nChanged 13 SP:Iteration 22Q (3557.694892 sec): 3 clusters Score: Raw -305901.627404 + Penalty 4391.006531 = -301510.620873 nChanged 5 SP:Iteration 23Q (3557.739036 sec): 3 clusters Score: Raw -305902.784034 + Penalty 4391.006531 = -301511.777502 nChanged 3 SP:Iteration 24Q (3557.783217 sec): 3 clusters Score: Raw -305904.095000 + Penalty 4391.006531 = -301513.088468 nChanged 1 SP:Iteration 25Q (3557.827427 sec): 3 clusters Score: Raw -305904.665502 + Penalty 4391.006531 = -301513.658970 nChanged 2 SP:Iteration 26Q (3557.871545 sec): 3 clusters Score: Raw -305905.074080 + Penalty 4391.006531 = -301514.067548 nChanged 5 SP:Iteration 27Q (3557.914234 sec): 3 clusters Score: Raw -305907.295531 + Penalty 4391.006531 = -301516.288999 nChanged 3 SP:Iteration 28Q (3557.954250 sec): 3 clusters Score: Raw -305908.486329 + Penalty 4391.006531 = -301517.479798 nChanged 2 SP:Iteration 29Q (3557.994360 sec): 3 clusters Score: Raw -305909.060085 + Penalty 4391.006531 = -301518.053554 nChanged 0 SP:Iteration 30F (3558.035024 sec): 3 clusters Score: Raw -305909.060085 + Penalty 4391.006531 = -301518.053554 nChanged 0 Trying to split cluster 9 (14831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3558.108011 sec): 2 clusters Score: Raw -1139870.408465 + Penalty 2535.581364 = -1137334.827101 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3558.241677 sec): 3 clusters Score: Raw -1131544.251283 + Penalty 5071.162728 = -1126473.088555 nChanged 6345 SP:Iteration 1F (3558.335720 sec): 3 clusters Score: Raw -1135000.340289 + Penalty 5071.162728 = -1129929.177560 nChanged 1001 SP:Iteration 2F (3558.408827 sec): 3 clusters Score: Raw -1135525.190523 + Penalty 5071.162728 = -1130454.027795 nChanged 850 SP:Iteration 3F (3558.508591 sec): 3 clusters Score: Raw -1135952.325239 + Penalty 5071.162728 = -1130881.162510 nChanged 731 SP:Iteration 4Q (3558.602781 sec): 3 clusters Score: Raw -1136336.200673 + Penalty 5071.162728 = -1131265.037945 nChanged 669 SP:Iteration 5Q (3558.686499 sec): 3 clusters Score: Raw -1136728.369344 + Penalty 5071.162728 = -1131657.206616 nChanged 706 SP:Iteration 6Q (3558.792744 sec): 3 clusters Score: Raw -1137125.671579 + Penalty 5071.162728 = -1132054.508851 nChanged 655 SP:Iteration 7Q (3558.928966 sec): 3 clusters Score: Raw -1137484.948583 + Penalty 5071.162728 = -1132413.785854 nChanged 616 SP:Iteration 8Q (3559.012183 sec): 3 clusters Score: Raw -1137825.712669 + Penalty 5071.162728 = -1132754.549941 nChanged 609 SP:Iteration 9Q (3559.105741 sec): 3 clusters Score: Raw -1138161.917408 + Penalty 5071.162728 = -1133090.754680 nChanged 585 SP:Iteration 10Q (3559.196171 sec): 3 clusters Score: Raw -1138445.624880 + Penalty 5071.162728 = -1133374.462152 nChanged 488 SP:Iteration 11Q (3559.286574 sec): 3 clusters Score: Raw -1138652.947703 + Penalty 5071.162728 = -1133581.784975 nChanged 407 SP:Iteration 12Q (3559.378427 sec): 3 clusters Score: Raw -1138816.733150 + Penalty 5071.162728 = -1133745.570422 nChanged 365 SP:Iteration 13Q (3559.470846 sec): 3 clusters Score: Raw -1138947.080518 + Penalty 5071.162728 = -1133875.917790 nChanged 299 SP:Iteration 14Q (3559.558919 sec): 3 clusters Score: Raw -1139049.361321 + Penalty 5071.162728 = -1133978.198593 nChanged 247 SP:Iteration 15Q (3559.647741 sec): 3 clusters Score: Raw -1139126.418058 + Penalty 5071.162728 = -1134055.255330 nChanged 242 SP:Iteration 16Q (3559.848085 sec): 3 clusters Score: Raw -1139197.570724 + Penalty 5071.162728 = -1134126.407996 nChanged 193 SP:Iteration 17Q (3560.022990 sec): 3 clusters Score: Raw -1139263.804561 + Penalty 5071.162728 = -1134192.641833 nChanged 226 SP:Iteration 18Q (3560.092146 sec): 3 clusters Score: Raw -1139347.282254 + Penalty 5071.162728 = -1134276.119526 nChanged 212 SP:Iteration 19Q (3560.196487 sec): 3 clusters Score: Raw -1139419.575343 + Penalty 5071.162728 = -1134348.412615 nChanged 200 SP:Iteration 20F (3560.286725 sec): 3 clusters Score: Raw -1139479.221505 + Penalty 5071.162728 = -1134408.058777 nChanged 181 SP:Iteration 21Q (3560.372821 sec): 3 clusters Score: Raw -1139544.015403 + Penalty 5071.162728 = -1134472.852675 nChanged 190 SP:Iteration 22Q (3560.478938 sec): 3 clusters Score: Raw -1139604.908427 + Penalty 5071.162728 = -1134533.745699 nChanged 182 SP:Iteration 23Q (3560.566310 sec): 3 clusters Score: Raw -1139675.720727 + Penalty 5071.162728 = -1134604.557999 nChanged 224 SP:Iteration 24Q (3560.655593 sec): 3 clusters Score: Raw -1139767.713237 + Penalty 5071.162728 = -1134696.550509 nChanged 236 SP:Iteration 25Q (3560.769842 sec): 3 clusters Score: Raw -1139870.181448 + Penalty 5071.162728 = -1134799.018720 nChanged 248 SP:Iteration 26Q (3560.850544 sec): 3 clusters Score: Raw -1139971.108575 + Penalty 5071.162728 = -1134899.945847 nChanged 258 SP:Iteration 27Q (3560.929065 sec): 3 clusters Score: Raw -1140078.162891 + Penalty 5071.162728 = -1135007.000163 nChanged 254 SP:Iteration 28Q (3561.018775 sec): 3 clusters Score: Raw -1140185.483394 + Penalty 5071.162728 = -1135114.320666 nChanged 244 SP:Iteration 29Q (3561.115002 sec): 3 clusters Score: Raw -1140291.027005 + Penalty 5071.162728 = -1135219.864277 nChanged 241 SP:Iteration 30Q (3561.235398 sec): 3 clusters Score: Raw -1140385.234508 + Penalty 5071.162728 = -1135314.071780 nChanged 224 SP:Iteration 31Q (3561.352234 sec): 3 clusters Score: Raw -1140470.138725 + Penalty 5071.162728 = -1135398.975997 nChanged 219 SP:Iteration 32Q (3561.428589 sec): 3 clusters Score: Raw -1140547.668210 + Penalty 5071.162728 = -1135476.505482 nChanged 186 SP:Iteration 33Q (3561.509425 sec): 3 clusters Score: Raw -1140613.407403 + Penalty 5071.162728 = -1135542.244674 nChanged 183 SP:Iteration 34Q (3561.604352 sec): 3 clusters Score: Raw -1140674.344870 + Penalty 5071.162728 = -1135603.182142 nChanged 162 SP:Iteration 35Q (3561.717404 sec): 3 clusters Score: Raw -1140725.109314 + Penalty 5071.162728 = -1135653.946586 nChanged 144 SP:Iteration 36Q (3561.798243 sec): 3 clusters Score: Raw -1140764.503929 + Penalty 5071.162728 = -1135693.341201 nChanged 133 SP:Iteration 37Q (3561.874978 sec): 3 clusters Score: Raw -1140801.467330 + Penalty 5071.162728 = -1135730.304602 nChanged 107 SP:Iteration 38Q (3561.963493 sec): 3 clusters Score: Raw -1140833.011201 + Penalty 5071.162728 = -1135761.848473 nChanged 116 SP:Iteration 39Q (3562.056224 sec): 3 clusters Score: Raw -1140868.556482 + Penalty 5071.162728 = -1135797.393754 nChanged 122 SP:Iteration 40F (3562.149034 sec): 3 clusters Score: Raw -1140904.270337 + Penalty 5071.162728 = -1135833.107609 nChanged 111 SP:Iteration 41Q (3562.239007 sec): 3 clusters Score: Raw -1140936.252540 + Penalty 5071.162728 = -1135865.089812 nChanged 105 SP:Iteration 42Q (3562.328462 sec): 3 clusters Score: Raw -1140965.853516 + Penalty 5071.162728 = -1135894.690788 nChanged 107 SP:Iteration 43Q (3562.418019 sec): 3 clusters Score: Raw -1140999.512650 + Penalty 5071.162728 = -1135928.349922 nChanged 105 SP:Iteration 44Q (3562.507220 sec): 3 clusters Score: Raw -1141037.623380 + Penalty 5071.162728 = -1135966.460652 nChanged 99 SP:Iteration 45Q (3562.595927 sec): 3 clusters Score: Raw -1141072.829177 + Penalty 5071.162728 = -1136001.666449 nChanged 94 SP:Iteration 46Q (3562.684967 sec): 3 clusters Score: Raw -1141102.697710 + Penalty 5071.162728 = -1136031.534982 nChanged 101 SP:Iteration 47Q (3562.912286 sec): 3 clusters Score: Raw -1141133.282933 + Penalty 5071.162728 = -1136062.120205 nChanged 92 SP:Iteration 48Q (3563.042521 sec): 3 clusters Score: Raw -1141159.931994 + Penalty 5071.162728 = -1136088.769266 nChanged 81 SP:Iteration 49Q (3563.154659 sec): 3 clusters Score: Raw -1141181.362561 + Penalty 5071.162728 = -1136110.199833 nChanged 73 SP:Iteration 50Q (3563.250090 sec): 3 clusters Score: Raw -1141201.227400 + Penalty 5071.162728 = -1136130.064671 nChanged 57 SP:Iteration 51Q (3563.425276 sec): 3 clusters Score: Raw -1141217.392008 + Penalty 5071.162728 = -1136146.229280 nChanged 58 SP:Iteration 52Q (3563.564292 sec): 3 clusters Score: Raw -1141233.238285 + Penalty 5071.162728 = -1136162.075557 nChanged 65 SP:Iteration 53Q (3563.654907 sec): 3 clusters Score: Raw -1141252.301182 + Penalty 5071.162728 = -1136181.138454 nChanged 57 SP:Iteration 54Q (3563.795085 sec): 3 clusters Score: Raw -1141270.335580 + Penalty 5071.162728 = -1136199.172852 nChanged 52 SP:Iteration 55Q (3563.935883 sec): 3 clusters Score: Raw -1141286.536182 + Penalty 5071.162728 = -1136215.373454 nChanged 54 SP:Iteration 56Q (3564.034605 sec): 3 clusters Score: Raw -1141301.172327 + Penalty 5071.162728 = -1136230.009599 nChanged 42 SP:Iteration 57Q (3564.117653 sec): 3 clusters Score: Raw -1141313.766355 + Penalty 5071.162728 = -1136242.603627 nChanged 34 SP:Iteration 58Q (3564.203345 sec): 3 clusters Score: Raw -1141324.629428 + Penalty 5071.162728 = -1136253.466700 nChanged 32 SP:Iteration 59Q (3564.292515 sec): 3 clusters Score: Raw -1141332.532921 + Penalty 5071.162728 = -1136261.370193 nChanged 31 SP:Iteration 60F (3564.382499 sec): 3 clusters Score: Raw -1141339.864528 + Penalty 5071.162728 = -1136268.701800 nChanged 28 SP:Iteration 61Q (3564.468946 sec): 3 clusters Score: Raw -1141347.213999 + Penalty 5071.162728 = -1136276.051271 nChanged 21 SP:Iteration 62Q (3564.555516 sec): 3 clusters Score: Raw -1141351.260931 + Penalty 5071.162728 = -1136280.098203 nChanged 22 SP:Iteration 63Q (3564.642341 sec): 3 clusters Score: Raw -1141355.630703 + Penalty 5071.162728 = -1136284.467975 nChanged 17 SP:Iteration 64Q (3564.732572 sec): 3 clusters Score: Raw -1141358.906306 + Penalty 5071.162728 = -1136287.743578 nChanged 13 SP:Iteration 65Q (3564.829759 sec): 3 clusters Score: Raw -1141361.058658 + Penalty 5071.162728 = -1136289.895930 nChanged 12 SP:Iteration 66Q (3564.911636 sec): 3 clusters Score: Raw -1141362.987617 + Penalty 5071.162728 = -1136291.824889 nChanged 9 SP:Iteration 67Q (3565.019031 sec): 3 clusters Score: Raw -1141364.300919 + Penalty 5071.162728 = -1136293.138191 nChanged 5 SP:Iteration 68Q (3565.120434 sec): 3 clusters Score: Raw -1141365.220309 + Penalty 5071.162728 = -1136294.057581 nChanged 6 SP:Iteration 69Q (3565.194830 sec): 3 clusters Score: Raw -1141366.220638 + Penalty 5071.162728 = -1136295.057910 nChanged 4 SP:Iteration 70Q (3565.268349 sec): 3 clusters Score: Raw -1141366.878848 + Penalty 5071.162728 = -1136295.716120 nChanged 2 SP:Iteration 71Q (3565.383545 sec): 3 clusters Score: Raw -1141367.368084 + Penalty 5071.162728 = -1136296.205356 nChanged 2 SP:Iteration 72Q (3565.473057 sec): 3 clusters Score: Raw -1141367.466160 + Penalty 5071.162728 = -1136296.303432 nChanged 0 SP:Iteration 73F (3565.561457 sec): 3 clusters Score: Raw -1141367.466160 + Penalty 5071.162728 = -1136296.303432 nChanged 0 Trying to split cluster 10 (4950 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3565.616667 sec): 2 clusters Score: Raw -358365.232528 + Penalty 2245.885714 = -356119.346814 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3565.668128 sec): 3 clusters Score: Raw -356128.438847 + Penalty 4491.771428 = -351636.667420 nChanged 1928 SP:Iteration 1F (3565.725960 sec): 3 clusters Score: Raw -357657.923838 + Penalty 4491.771428 = -353166.152410 nChanged 550 SP:Iteration 2F (3565.880084 sec): 3 clusters Score: Raw -358347.219331 + Penalty 4491.771428 = -353855.447903 nChanged 445 SP:Iteration 3F (3566.002422 sec): 3 clusters Score: Raw -358926.941371 + Penalty 4491.771428 = -354435.169943 nChanged 376 SP:Iteration 4F (3566.119821 sec): 3 clusters Score: Raw -359443.946088 + Penalty 4491.771428 = -354952.174660 nChanged 313 SP:Iteration 5F (3566.165464 sec): 3 clusters Score: Raw -359868.096606 + Penalty 4491.771428 = -355376.325179 nChanged 276 SP:Iteration 6F (3566.215954 sec): 3 clusters Score: Raw -360258.024903 + Penalty 4491.771428 = -355766.253475 nChanged 235 SP:Iteration 7Q (3566.265846 sec): 3 clusters Score: Raw -360497.995356 + Penalty 4491.771428 = -356006.223929 nChanged 165 SP:Iteration 8Q (3566.314868 sec): 3 clusters Score: Raw -360618.901284 + Penalty 4491.771428 = -356127.129856 nChanged 114 SP:Iteration 9Q (3566.366631 sec): 3 clusters Score: Raw -360697.573156 + Penalty 4491.771428 = -356205.801728 nChanged 88 SP:Iteration 10Q (3566.417308 sec): 3 clusters Score: Raw -360747.085157 + Penalty 4491.771428 = -356255.313729 nChanged 71 SP:Iteration 11Q (3566.465540 sec): 3 clusters Score: Raw -360780.168964 + Penalty 4491.771428 = -356288.397536 nChanged 46 SP:Iteration 12Q (3566.513856 sec): 3 clusters Score: Raw -360799.969669 + Penalty 4491.771428 = -356308.198241 nChanged 26 SP:Iteration 13Q (3566.562249 sec): 3 clusters Score: Raw -360813.532940 + Penalty 4491.771428 = -356321.761512 nChanged 23 SP:Iteration 14Q (3566.609279 sec): 3 clusters Score: Raw -360827.030486 + Penalty 4491.771428 = -356335.259058 nChanged 20 SP:Iteration 15Q (3566.651511 sec): 3 clusters Score: Raw -360834.454362 + Penalty 4491.771428 = -356342.682934 nChanged 14 SP:Iteration 16Q (3566.693555 sec): 3 clusters Score: Raw -360838.384366 + Penalty 4491.771428 = -356346.612938 nChanged 6 SP:Iteration 17Q (3566.735195 sec): 3 clusters Score: Raw -360840.095381 + Penalty 4491.771428 = -356348.323953 nChanged 4 SP:Iteration 18Q (3566.778019 sec): 3 clusters Score: Raw -360841.426838 + Penalty 4491.771428 = -356349.655411 nChanged 4 SP:Iteration 19Q (3566.823351 sec): 3 clusters Score: Raw -360843.014864 + Penalty 4491.771428 = -356351.243436 nChanged 3 SP:Iteration 20F (3566.869042 sec): 3 clusters Score: Raw -360843.735131 + Penalty 4491.771428 = -356351.963704 nChanged 1 SP:Iteration 21Q (3566.914353 sec): 3 clusters Score: Raw -360843.886773 + Penalty 4491.771428 = -356352.115345 nChanged 0 SP:Iteration 22F (3566.960436 sec): 3 clusters Score: Raw -360843.886773 + Penalty 4491.771428 = -356352.115345 nChanged 0 Score: Raw -11811746.093809 + Penalty 34530.724271 = -11777215.369538 Splitting cluster 10 changes total score from -11777872.829760 to -11777215.369538 So it's not getting split. Iteration 99Q (3570.422489 sec): 11 clusters Score: Raw -11809267.858514 + Penalty 31391.567519 = -11777876.290996 nChanged 43 Iteration 100F (3572.348907 sec): 11 clusters Score: Raw -11809270.616693 + Penalty 31391.567519 = -11777879.049174 nChanged 38 Iteration 101Q (3573.707895 sec): 11 clusters Score: Raw -11809273.513526 + Penalty 31391.567519 = -11777881.946007 nChanged 38 Iteration 102Q (3575.018614 sec): 11 clusters Score: Raw -11809275.813811 + Penalty 31391.567519 = -11777884.246292 nChanged 46 Iteration 103Q (3576.352292 sec): 11 clusters Score: Raw -11809278.626184 + Penalty 31391.567519 = -11777887.058665 nChanged 35 Iteration 104Q (3577.713969 sec): 11 clusters Score: Raw -11809280.714246 + Penalty 31391.567519 = -11777889.146727 nChanged 31 Iteration 105Q (3579.042043 sec): 11 clusters Score: Raw -11809282.676232 + Penalty 31391.567519 = -11777891.108713 nChanged 28 Iteration 106Q (3580.375463 sec): 11 clusters Score: Raw -11809284.749059 + Penalty 31391.567519 = -11777893.181540 nChanged 35 Iteration 107Q (3581.737841 sec): 11 clusters Score: Raw -11809287.162036 + Penalty 31391.567519 = -11777895.594517 nChanged 40 Iteration 108Q (3583.039672 sec): 11 clusters Score: Raw -11809290.159790 + Penalty 31391.567519 = -11777898.592272 nChanged 38 Iteration 109Q (3584.494699 sec): 11 clusters Score: Raw -11809293.702006 + Penalty 31391.567519 = -11777902.134487 nChanged 33 Iteration 110Q (3585.921354 sec): 11 clusters Score: Raw -11809296.747819 + Penalty 31391.567519 = -11777905.180300 nChanged 36 Iteration 111Q (3587.328930 sec): 11 clusters Score: Raw -11809299.145206 + Penalty 31391.567519 = -11777907.577687 nChanged 35 Iteration 112Q (3588.633726 sec): 11 clusters Score: Raw -11809301.272543 + Penalty 31391.567519 = -11777909.705024 nChanged 34 Iteration 113Q (3589.918674 sec): 11 clusters Score: Raw -11809303.144103 + Penalty 31391.567519 = -11777911.576584 nChanged 29 Iteration 114Q (3591.550249 sec): 11 clusters Score: Raw -11809305.333071 + Penalty 31391.567519 = -11777913.765552 nChanged 25 Iteration 115Q (3592.804241 sec): 11 clusters Score: Raw -11809307.139636 + Penalty 31391.567519 = -11777915.572117 nChanged 31 Iteration 116Q (3594.035175 sec): 11 clusters Score: Raw -11809309.199910 + Penalty 31391.567519 = -11777917.632391 nChanged 33 Iteration 117Q (3595.261610 sec): 11 clusters Score: Raw -11809311.079531 + Penalty 31391.567519 = -11777919.512012 nChanged 32 Iteration 118Q (3596.487462 sec): 11 clusters Score: Raw -11809313.178539 + Penalty 31391.567519 = -11777921.611020 nChanged 34 Iteration 119Q (3597.694368 sec): 11 clusters Score: Raw -11809315.393618 + Penalty 31391.567519 = -11777923.826100 nChanged 32 Iteration 120F (3599.340155 sec): 11 clusters Score: Raw -11809316.997255 + Penalty 31391.567519 = -11777925.429737 nChanged 26 Iteration 121Q (3600.526545 sec): 11 clusters Score: Raw -11809318.250535 + Penalty 31391.567519 = -11777926.683016 nChanged 29 Iteration 122Q (3601.703060 sec): 11 clusters Score: Raw -11809319.986399 + Penalty 31391.567519 = -11777928.418880 nChanged 25 Iteration 123Q (3602.892017 sec): 11 clusters Score: Raw -11809321.955335 + Penalty 31391.567519 = -11777930.387816 nChanged 32 Iteration 124Q (3604.077628 sec): 11 clusters Score: Raw -11809324.292623 + Penalty 31391.567519 = -11777932.725104 nChanged 38 Iteration 125Q (3605.289116 sec): 11 clusters Score: Raw -11809326.452241 + Penalty 31391.567519 = -11777934.884722 nChanged 35 Iteration 126Q (3606.503924 sec): 11 clusters Score: Raw -11809328.570517 + Penalty 31391.567519 = -11777937.002998 nChanged 36 Iteration 127Q (3607.717667 sec): 11 clusters Score: Raw -11809330.582183 + Penalty 31391.567519 = -11777939.014664 nChanged 32 Iteration 128Q (3608.987802 sec): 11 clusters Score: Raw -11809332.370683 + Penalty 31391.567519 = -11777940.803164 nChanged 35 Iteration 129Q (3610.227247 sec): 11 clusters Score: Raw -11809334.509984 + Penalty 31391.567519 = -11777942.942465 nChanged 26 Iteration 130Q (3611.521225 sec): 11 clusters Score: Raw -11809335.822094 + Penalty 31391.567519 = -11777944.254575 nChanged 25 Iteration 131Q (3612.700236 sec): 11 clusters Score: Raw -11809337.405369 + Penalty 31391.567519 = -11777945.837851 nChanged 19 Iteration 132Q (3613.892869 sec): 11 clusters Score: Raw -11809339.295874 + Penalty 31391.567519 = -11777947.728356 nChanged 28 Iteration 133Q (3615.087116 sec): 11 clusters Score: Raw -11809341.842670 + Penalty 31391.567519 = -11777950.275151 nChanged 25 Iteration 134Q (3616.330575 sec): 11 clusters Score: Raw -11809344.046085 + Penalty 31391.567519 = -11777952.478567 nChanged 27 Iteration 135Q (3617.781176 sec): 11 clusters Score: Raw -11809346.410925 + Penalty 31391.567519 = -11777954.843406 nChanged 21 Iteration 136Q (3619.185941 sec): 11 clusters Score: Raw -11809348.052247 + Penalty 31391.567519 = -11777956.484728 nChanged 23 Iteration 137Q (3620.439889 sec): 11 clusters Score: Raw -11809350.695497 + Penalty 31391.567519 = -11777959.127978 nChanged 24 Iteration 138Q (3621.619607 sec): 11 clusters Score: Raw -11809353.345014 + Penalty 31391.567519 = -11777961.777496 nChanged 36 Writing temp clu file Because OldScore, -11777959.127978, is greater than current (better) Score,-11777961.777496 Compute initial score before splitting: Score: Raw -11809353.345014 + Penalty 31391.567519 = -11777961.777496 Trying to split cluster 1 (15567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.807069 sec): 2 clusters Score: Raw -1343113.612042 + Penalty 2548.367862 = -1340565.244180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.995363 sec): 3 clusters Score: Raw -1334334.588507 + Penalty 5096.735724 = -1329237.852783 nChanged 6688 SP:Iteration 1F (3622.160367 sec): 3 clusters Score: Raw -1338098.106925 + Penalty 5096.735724 = -1333001.371201 nChanged 1185 SP:Iteration 2F (3622.254811 sec): 3 clusters Score: Raw -1338898.678014 + Penalty 5096.735724 = -1333801.942290 nChanged 1195 SP:Iteration 3F (3622.333389 sec): 3 clusters Score: Raw -1339911.000266 + Penalty 5096.735724 = -1334814.264542 nChanged 1281 SP:Iteration 4F (3622.446256 sec): 3 clusters Score: Raw -1341121.017413 + Penalty 5096.735724 = -1336024.281689 nChanged 1243 SP:Iteration 5F (3622.520960 sec): 3 clusters Score: Raw -1342126.789437 + Penalty 5096.735724 = -1337030.053714 nChanged 980 SP:Iteration 6F (3622.601663 sec): 3 clusters Score: Raw -1342747.848051 + Penalty 5096.735724 = -1337651.112327 nChanged 668 SP:Iteration 7Q (3622.692275 sec): 3 clusters Score: Raw -1343080.283609 + Penalty 5096.735724 = -1337983.547885 nChanged 473 SP:Iteration 8Q (3622.788638 sec): 3 clusters Score: Raw -1343272.117134 + Penalty 5096.735724 = -1338175.381411 nChanged 322 SP:Iteration 9Q (3622.886756 sec): 3 clusters Score: Raw -1343380.674440 + Penalty 5096.735724 = -1338283.938716 nChanged 240 SP:Iteration 10Q (3623.049043 sec): 3 clusters Score: Raw -1343450.711465 + Penalty 5096.735724 = -1338353.975741 nChanged 188 SP:Iteration 11Q (3623.131525 sec): 3 clusters Score: Raw -1343507.045742 + Penalty 5096.735724 = -1338410.310018 nChanged 145 SP:Iteration 12Q (3623.199668 sec): 3 clusters Score: Raw -1343543.162186 + Penalty 5096.735724 = -1338446.426462 nChanged 112 SP:Iteration 13Q (3623.409378 sec): 3 clusters Score: Raw -1343566.158549 + Penalty 5096.735724 = -1338469.422825 nChanged 76 SP:Iteration 14Q (3623.463788 sec): 3 clusters Score: Raw -1343584.060947 + Penalty 5096.735724 = -1338487.325223 nChanged 67 SP:Iteration 15Q (3623.549501 sec): 3 clusters Score: Raw -1343599.399895 + Penalty 5096.735724 = -1338502.664171 nChanged 69 SP:Iteration 16Q (3623.655374 sec): 3 clusters Score: Raw -1343614.485563 + Penalty 5096.735724 = -1338517.749839 nChanged 65 SP:Iteration 17Q (3623.759859 sec): 3 clusters Score: Raw -1343628.115239 + Penalty 5096.735724 = -1338531.379515 nChanged 53 SP:Iteration 18Q (3623.852648 sec): 3 clusters Score: Raw -1343639.470931 + Penalty 5096.735724 = -1338542.735207 nChanged 57 SP:Iteration 19Q (3623.950205 sec): 3 clusters Score: Raw -1343653.356511 + Penalty 5096.735724 = -1338556.620787 nChanged 52 SP:Iteration 20F (3624.036790 sec): 3 clusters Score: Raw -1343662.610171 + Penalty 5096.735724 = -1338565.874447 nChanged 52 SP:Iteration 21Q (3624.120996 sec): 3 clusters Score: Raw -1343672.414079 + Penalty 5096.735724 = -1338575.678355 nChanged 37 SP:Iteration 22Q (3624.213836 sec): 3 clusters Score: Raw -1343679.809592 + Penalty 5096.735724 = -1338583.073868 nChanged 39 SP:Iteration 23Q (3624.311482 sec): 3 clusters Score: Raw -1343687.143371 + Penalty 5096.735724 = -1338590.407648 nChanged 36 SP:Iteration 24Q (3624.409523 sec): 3 clusters Score: Raw -1343693.739521 + Penalty 5096.735724 = -1338597.003797 nChanged 28 SP:Iteration 25Q (3624.503994 sec): 3 clusters Score: Raw -1343697.256281 + Penalty 5096.735724 = -1338600.520557 nChanged 22 SP:Iteration 26Q (3624.601953 sec): 3 clusters Score: Raw -1343700.888020 + Penalty 5096.735724 = -1338604.152296 nChanged 27 SP:Iteration 27Q (3624.782328 sec): 3 clusters Score: Raw -1343706.747370 + Penalty 5096.735724 = -1338610.011646 nChanged 31 SP:Iteration 28Q (3624.979304 sec): 3 clusters Score: Raw -1343713.483909 + Penalty 5096.735724 = -1338616.748185 nChanged 38 SP:Iteration 29Q (3625.071336 sec): 3 clusters Score: Raw -1343719.549529 + Penalty 5096.735724 = -1338622.813805 nChanged 25 SP:Iteration 30Q (3625.149565 sec): 3 clusters Score: Raw -1343724.233397 + Penalty 5096.735724 = -1338627.497673 nChanged 27 SP:Iteration 31Q (3625.252233 sec): 3 clusters Score: Raw -1343730.071816 + Penalty 5096.735724 = -1338633.336092 nChanged 32 SP:Iteration 32Q (3625.417419 sec): 3 clusters Score: Raw -1343736.719213 + Penalty 5096.735724 = -1338639.983490 nChanged 31 SP:Iteration 33Q (3625.508491 sec): 3 clusters Score: Raw -1343744.889443 + Penalty 5096.735724 = -1338648.153719 nChanged 32 SP:Iteration 34Q (3625.611201 sec): 3 clusters Score: Raw -1343752.045922 + Penalty 5096.735724 = -1338655.310198 nChanged 37 SP:Iteration 35Q (3625.698907 sec): 3 clusters Score: Raw -1343757.998787 + Penalty 5096.735724 = -1338661.263063 nChanged 26 SP:Iteration 36Q (3625.781863 sec): 3 clusters Score: Raw -1343763.103299 + Penalty 5096.735724 = -1338666.367575 nChanged 26 SP:Iteration 37Q (3625.875304 sec): 3 clusters Score: Raw -1343768.123376 + Penalty 5096.735724 = -1338671.387652 nChanged 29 SP:Iteration 38Q (3625.972473 sec): 3 clusters Score: Raw -1343772.893404 + Penalty 5096.735724 = -1338676.157680 nChanged 25 SP:Iteration 39Q (3626.069089 sec): 3 clusters Score: Raw -1343776.697816 + Penalty 5096.735724 = -1338679.962092 nChanged 20 SP:Iteration 40F (3626.161834 sec): 3 clusters Score: Raw -1343779.616960 + Penalty 5096.735724 = -1338682.881236 nChanged 15 SP:Iteration 41Q (3626.257392 sec): 3 clusters Score: Raw -1343782.125749 + Penalty 5096.735724 = -1338685.390025 nChanged 18 SP:Iteration 42Q (3626.347401 sec): 3 clusters Score: Raw -1343785.025235 + Penalty 5096.735724 = -1338688.289511 nChanged 17 SP:Iteration 43Q (3626.440444 sec): 3 clusters Score: Raw -1343788.043202 + Penalty 5096.735724 = -1338691.307478 nChanged 19 SP:Iteration 44Q (3626.554450 sec): 3 clusters Score: Raw -1343791.094195 + Penalty 5096.735724 = -1338694.358471 nChanged 17 SP:Iteration 45Q (3626.636596 sec): 3 clusters Score: Raw -1343793.850975 + Penalty 5096.735724 = -1338697.115251 nChanged 15 SP:Iteration 46Q (3626.778229 sec): 3 clusters Score: Raw -1343796.201088 + Penalty 5096.735724 = -1338699.465364 nChanged 15 SP:Iteration 47Q (3626.911858 sec): 3 clusters Score: Raw -1343799.109604 + Penalty 5096.735724 = -1338702.373880 nChanged 9 SP:Iteration 48Q (3627.002053 sec): 3 clusters Score: Raw -1343801.126009 + Penalty 5096.735724 = -1338704.390285 nChanged 17 SP:Iteration 49Q (3627.087681 sec): 3 clusters Score: Raw -1343803.077519 + Penalty 5096.735724 = -1338706.341795 nChanged 10 SP:Iteration 50Q (3627.184660 sec): 3 clusters Score: Raw -1343804.391151 + Penalty 5096.735724 = -1338707.655427 nChanged 8 SP:Iteration 51Q (3627.279140 sec): 3 clusters Score: Raw -1343805.331047 + Penalty 5096.735724 = -1338708.595323 nChanged 7 SP:Iteration 52Q (3627.372326 sec): 3 clusters Score: Raw -1343806.410059 + Penalty 5096.735724 = -1338709.674335 nChanged 7 SP:Iteration 53Q (3627.468890 sec): 3 clusters Score: Raw -1343807.485619 + Penalty 5096.735724 = -1338710.749895 nChanged 5 SP:Iteration 54Q (3627.557411 sec): 3 clusters Score: Raw -1343808.248902 + Penalty 5096.735724 = -1338711.513178 nChanged 4 SP:Iteration 55Q (3627.641896 sec): 3 clusters Score: Raw -1343808.581537 + Penalty 5096.735724 = -1338711.845813 nChanged 7 SP:Iteration 56Q (3627.734680 sec): 3 clusters Score: Raw -1343809.156815 + Penalty 5096.735724 = -1338712.421091 nChanged 8 SP:Iteration 57Q (3627.831757 sec): 3 clusters Score: Raw -1343810.247965 + Penalty 5096.735724 = -1338713.512242 nChanged 4 SP:Iteration 58Q (3627.981741 sec): 3 clusters Score: Raw -1343811.120644 + Penalty 5096.735724 = -1338714.384920 nChanged 4 SP:Iteration 59Q (3628.133622 sec): 3 clusters Score: Raw -1343811.627612 + Penalty 5096.735724 = -1338714.891888 nChanged 1 SP:Iteration 60F (3628.226435 sec): 3 clusters Score: Raw -1343811.797324 + Penalty 5096.735724 = -1338715.061600 nChanged 2 SP:Iteration 61Q (3628.362097 sec): 3 clusters Score: Raw -1343812.028116 + Penalty 5096.735724 = -1338715.292392 nChanged 3 SP:Iteration 62Q (3628.461422 sec): 3 clusters Score: Raw -1343812.244925 + Penalty 5096.735724 = -1338715.509201 nChanged 1 SP:Iteration 63Q (3628.561418 sec): 3 clusters Score: Raw -1343812.411860 + Penalty 5096.735724 = -1338715.676136 nChanged 2 SP:Iteration 64Q (3628.661712 sec): 3 clusters Score: Raw -1343812.739618 + Penalty 5096.735724 = -1338716.003894 nChanged 4 SP:Iteration 65Q (3628.870659 sec): 3 clusters Score: Raw -1343813.169596 + Penalty 5096.735724 = -1338716.433872 nChanged 3 SP:Iteration 66Q (3628.941910 sec): 3 clusters Score: Raw -1343813.502017 + Penalty 5096.735724 = -1338716.766293 nChanged 4 SP:Iteration 67Q (3629.053000 sec): 3 clusters Score: Raw -1343813.872926 + Penalty 5096.735724 = -1338717.137202 nChanged 1 SP:Iteration 68Q (3629.148172 sec): 3 clusters Score: Raw -1343813.993050 + Penalty 5096.735724 = -1338717.257326 nChanged 2 SP:Iteration 69Q (3629.245571 sec): 3 clusters Score: Raw -1343814.285690 + Penalty 5096.735724 = -1338717.549966 nChanged 2 SP:Iteration 70Q (3629.423648 sec): 3 clusters Score: Raw -1343814.700559 + Penalty 5096.735724 = -1338717.964835 nChanged 5 SP:Iteration 71Q (3629.522708 sec): 3 clusters Score: Raw -1343815.440347 + Penalty 5096.735724 = -1338718.704623 nChanged 5 SP:Iteration 72Q (3629.637553 sec): 3 clusters Score: Raw -1343816.030141 + Penalty 5096.735724 = -1338719.294417 nChanged 7 SP:Iteration 73Q (3629.740079 sec): 3 clusters Score: Raw -1343816.970273 + Penalty 5096.735724 = -1338720.234549 nChanged 8 SP:Iteration 74Q (3629.843607 sec): 3 clusters Score: Raw -1343818.689253 + Penalty 5096.735724 = -1338721.953529 nChanged 6 SP:Iteration 75Q (3629.957839 sec): 3 clusters Score: Raw -1343819.493989 + Penalty 5096.735724 = -1338722.758265 nChanged 6 SP:Iteration 76Q (3630.049986 sec): 3 clusters Score: Raw -1343820.117484 + Penalty 5096.735724 = -1338723.381760 nChanged 8 SP:Iteration 77Q (3630.151536 sec): 3 clusters Score: Raw -1343821.620525 + Penalty 5096.735724 = -1338724.884801 nChanged 7 SP:Iteration 78Q (3630.293622 sec): 3 clusters Score: Raw -1343822.850799 + Penalty 5096.735724 = -1338726.115075 nChanged 6 SP:Iteration 79Q (3630.423424 sec): 3 clusters Score: Raw -1343823.795688 + Penalty 5096.735724 = -1338727.059964 nChanged 9 SP:Iteration 80F (3630.559826 sec): 3 clusters Score: Raw -1343825.455665 + Penalty 5096.735724 = -1338728.719941 nChanged 8 SP:Iteration 81Q (3630.637106 sec): 3 clusters Score: Raw -1343826.928786 + Penalty 5096.735724 = -1338730.193062 nChanged 13 SP:Iteration 82Q (3630.729236 sec): 3 clusters Score: Raw -1343829.404590 + Penalty 5096.735724 = -1338732.668866 nChanged 15 SP:Iteration 83Q (3630.845342 sec): 3 clusters Score: Raw -1343832.224779 + Penalty 5096.735724 = -1338735.489055 nChanged 16 SP:Iteration 84Q (3630.964767 sec): 3 clusters Score: Raw -1343834.960965 + Penalty 5096.735724 = -1338738.225241 nChanged 19 SP:Iteration 85Q (3631.059778 sec): 3 clusters Score: Raw -1343838.571547 + Penalty 5096.735724 = -1338741.835823 nChanged 21 SP:Iteration 86Q (3631.170567 sec): 3 clusters Score: Raw -1343842.282689 + Penalty 5096.735724 = -1338745.546965 nChanged 26 SP:Iteration 87Q (3631.292853 sec): 3 clusters Score: Raw -1343846.451091 + Penalty 5096.735724 = -1338749.715367 nChanged 22 SP:Iteration 88Q (3631.390996 sec): 3 clusters Score: Raw -1343851.086662 + Penalty 5096.735724 = -1338754.350938 nChanged 23 SP:Iteration 89Q (3631.590679 sec): 3 clusters Score: Raw -1343855.448951 + Penalty 5096.735724 = -1338758.713227 nChanged 26 SP:Iteration 90Q (3631.764160 sec): 3 clusters Score: Raw -1343860.493793 + Penalty 5096.735724 = -1338763.758069 nChanged 28 SP:Iteration 91Q (3631.873845 sec): 3 clusters Score: Raw -1343865.719977 + Penalty 5096.735724 = -1338768.984253 nChanged 21 SP:Iteration 92Q (3631.978998 sec): 3 clusters Score: Raw -1343868.574649 + Penalty 5096.735724 = -1338771.838925 nChanged 16 SP:Iteration 93Q (3632.083921 sec): 3 clusters Score: Raw -1343871.027772 + Penalty 5096.735724 = -1338774.292049 nChanged 9 SP:Iteration 94Q (3632.187918 sec): 3 clusters Score: Raw -1343872.536536 + Penalty 5096.735724 = -1338775.800812 nChanged 6 SP:Iteration 95Q (3632.291638 sec): 3 clusters Score: Raw -1343873.291178 + Penalty 5096.735724 = -1338776.555455 nChanged 6 SP:Iteration 96Q (3632.395328 sec): 3 clusters Score: Raw -1343873.941501 + Penalty 5096.735724 = -1338777.205778 nChanged 7 SP:Iteration 97Q (3632.507568 sec): 3 clusters Score: Raw -1343874.942180 + Penalty 5096.735724 = -1338778.206456 nChanged 5 SP:Iteration 98Q (3632.623867 sec): 3 clusters Score: Raw -1343875.993433 + Penalty 5096.735724 = -1338779.257709 nChanged 5 SP:Iteration 99Q (3632.722139 sec): 3 clusters Score: Raw -1343876.537111 + Penalty 5096.735724 = -1338779.801387 nChanged 5 SP:Iteration 100F (3632.829956 sec): 3 clusters Score: Raw -1343877.054979 + Penalty 5096.735724 = -1338780.319255 nChanged 1 SP:Iteration 101Q (3632.955197 sec): 3 clusters Score: Raw -1343877.102500 + Penalty 5096.735724 = -1338780.366776 nChanged 0 SP:Iteration 102F (3633.079149 sec): 3 clusters Score: Raw -1343877.102500 + Penalty 5096.735724 = -1338780.366776 nChanged 0 Trying to split cluster 2 (5488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3633.145195 sec): 2 clusters Score: Raw -449809.481509 + Penalty 2273.124261 = -447536.357248 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3633.221378 sec): 3 clusters Score: Raw -447175.479157 + Penalty 4546.248521 = -442629.230635 nChanged 2167 SP:Iteration 1F (3633.270001 sec): 3 clusters Score: Raw -448473.654665 + Penalty 4546.248521 = -443927.406143 nChanged 448 SP:Iteration 2F (3633.318539 sec): 3 clusters Score: Raw -448780.836638 + Penalty 4546.248521 = -444234.588116 nChanged 332 SP:Iteration 3F (3633.367144 sec): 3 clusters Score: Raw -449057.754535 + Penalty 4546.248521 = -444511.506014 nChanged 281 SP:Iteration 4F (3633.415535 sec): 3 clusters Score: Raw -449323.650003 + Penalty 4546.248521 = -444777.401481 nChanged 284 SP:Iteration 5F (3633.464422 sec): 3 clusters Score: Raw -449549.249579 + Penalty 4546.248521 = -445003.001057 nChanged 256 SP:Iteration 6Q (3633.513709 sec): 3 clusters Score: Raw -449771.400920 + Penalty 4546.248521 = -445225.152398 nChanged 253 SP:Iteration 7Q (3633.566117 sec): 3 clusters Score: Raw -450005.254680 + Penalty 4546.248521 = -445459.006159 nChanged 236 SP:Iteration 8Q (3633.627654 sec): 3 clusters Score: Raw -450164.277141 + Penalty 4546.248521 = -445618.028619 nChanged 179 SP:Iteration 9Q (3633.687203 sec): 3 clusters Score: Raw -450278.895413 + Penalty 4546.248521 = -445732.646892 nChanged 149 SP:Iteration 10Q (3633.744956 sec): 3 clusters Score: Raw -450371.939676 + Penalty 4546.248521 = -445825.691155 nChanged 141 SP:Iteration 11Q (3633.802694 sec): 3 clusters Score: Raw -450449.542485 + Penalty 4546.248521 = -445903.293964 nChanged 121 SP:Iteration 12Q (3633.859805 sec): 3 clusters Score: Raw -450509.204910 + Penalty 4546.248521 = -445962.956388 nChanged 102 SP:Iteration 13Q (3633.916749 sec): 3 clusters Score: Raw -450565.340731 + Penalty 4546.248521 = -446019.092209 nChanged 106 SP:Iteration 14Q (3633.973925 sec): 3 clusters Score: Raw -450635.882375 + Penalty 4546.248521 = -446089.633854 nChanged 111 SP:Iteration 15Q (3634.030691 sec): 3 clusters Score: Raw -450699.335148 + Penalty 4546.248521 = -446153.086627 nChanged 119 SP:Iteration 16Q (3634.202465 sec): 3 clusters Score: Raw -450759.488330 + Penalty 4546.248521 = -446213.239808 nChanged 109 SP:Iteration 17Q (3634.303937 sec): 3 clusters Score: Raw -450823.109770 + Penalty 4546.248521 = -446276.861248 nChanged 94 SP:Iteration 18Q (3634.429091 sec): 3 clusters Score: Raw -450879.250872 + Penalty 4546.248521 = -446333.002351 nChanged 93 SP:Iteration 19Q (3634.601930 sec): 3 clusters Score: Raw -450928.781119 + Penalty 4546.248521 = -446382.532598 nChanged 86 SP:Iteration 20F (3634.638013 sec): 3 clusters Score: Raw -450977.756545 + Penalty 4546.248521 = -446431.508024 nChanged 79 SP:Iteration 21Q (3634.695971 sec): 3 clusters Score: Raw -451017.684688 + Penalty 4546.248521 = -446471.436167 nChanged 59 SP:Iteration 22Q (3634.754089 sec): 3 clusters Score: Raw -451051.195980 + Penalty 4546.248521 = -446504.947459 nChanged 63 SP:Iteration 23Q (3634.811737 sec): 3 clusters Score: Raw -451078.533069 + Penalty 4546.248521 = -446532.284548 nChanged 39 SP:Iteration 24Q (3634.868241 sec): 3 clusters Score: Raw -451092.291862 + Penalty 4546.248521 = -446546.043340 nChanged 30 SP:Iteration 25Q (3634.923342 sec): 3 clusters Score: Raw -451103.185331 + Penalty 4546.248521 = -446556.936810 nChanged 26 SP:Iteration 26Q (3634.979960 sec): 3 clusters Score: Raw -451112.527071 + Penalty 4546.248521 = -446566.278549 nChanged 26 SP:Iteration 27Q (3635.037361 sec): 3 clusters Score: Raw -451122.568385 + Penalty 4546.248521 = -446576.319863 nChanged 22 SP:Iteration 28Q (3635.094702 sec): 3 clusters Score: Raw -451130.758357 + Penalty 4546.248521 = -446584.509836 nChanged 26 SP:Iteration 29Q (3635.152205 sec): 3 clusters Score: Raw -451138.862968 + Penalty 4546.248521 = -446592.614446 nChanged 15 SP:Iteration 30Q (3635.209758 sec): 3 clusters Score: Raw -451143.578188 + Penalty 4546.248521 = -446597.329666 nChanged 10 SP:Iteration 31Q (3635.266836 sec): 3 clusters Score: Raw -451147.838341 + Penalty 4546.248521 = -446601.589819 nChanged 17 SP:Iteration 32Q (3635.323212 sec): 3 clusters Score: Raw -451155.026046 + Penalty 4546.248521 = -446608.777525 nChanged 15 SP:Iteration 33Q (3635.380732 sec): 3 clusters Score: Raw -451158.470377 + Penalty 4546.248521 = -446612.221855 nChanged 9 SP:Iteration 34Q (3635.437496 sec): 3 clusters Score: Raw -451160.732279 + Penalty 4546.248521 = -446614.483757 nChanged 7 SP:Iteration 35Q (3635.493189 sec): 3 clusters Score: Raw -451163.310614 + Penalty 4546.248521 = -446617.062092 nChanged 10 SP:Iteration 36Q (3635.548908 sec): 3 clusters Score: Raw -451167.154437 + Penalty 4546.248521 = -446620.905915 nChanged 14 SP:Iteration 37Q (3635.606013 sec): 3 clusters Score: Raw -451174.407636 + Penalty 4546.248521 = -446628.159114 nChanged 21 SP:Iteration 38Q (3635.663907 sec): 3 clusters Score: Raw -451184.590553 + Penalty 4546.248521 = -446638.342032 nChanged 20 SP:Iteration 39Q (3635.721561 sec): 3 clusters Score: Raw -451193.447660 + Penalty 4546.248521 = -446647.199138 nChanged 11 SP:Iteration 40F (3635.779091 sec): 3 clusters Score: Raw -451197.885993 + Penalty 4546.248521 = -446651.637471 nChanged 8 SP:Iteration 41Q (3635.836402 sec): 3 clusters Score: Raw -451200.516491 + Penalty 4546.248521 = -446654.267970 nChanged 4 SP:Iteration 42Q (3635.893716 sec): 3 clusters Score: Raw -451201.871816 + Penalty 4546.248521 = -446655.623295 nChanged 1 SP:Iteration 43Q (3635.950909 sec): 3 clusters Score: Raw -451202.201269 + Penalty 4546.248521 = -446655.952748 nChanged 3 SP:Iteration 44Q (3636.007816 sec): 3 clusters Score: Raw -451203.558664 + Penalty 4546.248521 = -446657.310143 nChanged 1 SP:Iteration 45Q (3636.070907 sec): 3 clusters Score: Raw -451203.918384 + Penalty 4546.248521 = -446657.669862 nChanged 1 SP:Iteration 46Q (3636.128266 sec): 3 clusters Score: Raw -451204.232738 + Penalty 4546.248521 = -446657.984217 nChanged 3 SP:Iteration 47Q (3636.288027 sec): 3 clusters Score: Raw -451205.488292 + Penalty 4546.248521 = -446659.239771 nChanged 2 SP:Iteration 48Q (3636.422155 sec): 3 clusters Score: Raw -451206.188945 + Penalty 4546.248521 = -446659.940424 nChanged 3 SP:Iteration 49Q (3636.556360 sec): 3 clusters Score: Raw -451207.255134 + Penalty 4546.248521 = -446661.006612 nChanged 3 SP:Iteration 50Q (3636.695851 sec): 3 clusters Score: Raw -451208.653063 + Penalty 4546.248521 = -446662.404541 nChanged 3 SP:Iteration 51Q (3636.748447 sec): 3 clusters Score: Raw -451209.309494 + Penalty 4546.248521 = -446663.060973 nChanged 3 SP:Iteration 52Q (3636.803064 sec): 3 clusters Score: Raw -451210.115448 + Penalty 4546.248521 = -446663.866926 nChanged 4 SP:Iteration 53Q (3636.857581 sec): 3 clusters Score: Raw -451211.899217 + Penalty 4546.248521 = -446665.650696 nChanged 2 SP:Iteration 54Q (3636.912121 sec): 3 clusters Score: Raw -451212.342377 + Penalty 4546.248521 = -446666.093855 nChanged 0 SP:Iteration 55F (3636.966910 sec): 3 clusters Score: Raw -451212.342377 + Penalty 4546.248521 = -446666.093855 nChanged 0 Trying to split cluster 3 (8521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3637.031290 sec): 2 clusters Score: Raw -718020.726594 + Penalty 2389.276292 = -715631.450302 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3637.126754 sec): 3 clusters Score: Raw -713603.560719 + Penalty 4778.552583 = -708825.008135 nChanged 3455 SP:Iteration 1F (3637.263094 sec): 3 clusters Score: Raw -715669.460021 + Penalty 4778.552583 = -710890.907438 nChanged 711 SP:Iteration 2F (3637.328078 sec): 3 clusters Score: Raw -716217.067704 + Penalty 4778.552583 = -711438.515120 nChanged 610 SP:Iteration 3F (3637.391367 sec): 3 clusters Score: Raw -716785.233383 + Penalty 4778.552583 = -712006.680800 nChanged 604 SP:Iteration 4F (3637.458924 sec): 3 clusters Score: Raw -717374.441870 + Penalty 4778.552583 = -712595.889287 nChanged 584 SP:Iteration 5F (3637.529609 sec): 3 clusters Score: Raw -717925.138320 + Penalty 4778.552583 = -713146.585736 nChanged 511 SP:Iteration 6F (3637.683724 sec): 3 clusters Score: Raw -718376.486404 + Penalty 4778.552583 = -713597.933821 nChanged 400 SP:Iteration 7Q (3637.754529 sec): 3 clusters Score: Raw -718673.920829 + Penalty 4778.552583 = -713895.368246 nChanged 297 SP:Iteration 8Q (3637.828252 sec): 3 clusters Score: Raw -718870.857475 + Penalty 4778.552583 = -714092.304892 nChanged 214 SP:Iteration 9Q (3637.905893 sec): 3 clusters Score: Raw -718986.865703 + Penalty 4778.552583 = -714208.313119 nChanged 179 SP:Iteration 10Q (3637.982382 sec): 3 clusters Score: Raw -719072.193946 + Penalty 4778.552583 = -714293.641363 nChanged 128 SP:Iteration 11Q (3638.103587 sec): 3 clusters Score: Raw -719119.211874 + Penalty 4778.552583 = -714340.659291 nChanged 85 SP:Iteration 12Q (3638.175947 sec): 3 clusters Score: Raw -719148.029465 + Penalty 4778.552583 = -714369.476881 nChanged 66 SP:Iteration 13Q (3638.245865 sec): 3 clusters Score: Raw -719168.525410 + Penalty 4778.552583 = -714389.972827 nChanged 55 SP:Iteration 14Q (3638.312349 sec): 3 clusters Score: Raw -719183.616925 + Penalty 4778.552583 = -714405.064342 nChanged 38 SP:Iteration 15Q (3638.385705 sec): 3 clusters Score: Raw -719193.128751 + Penalty 4778.552583 = -714414.576167 nChanged 29 SP:Iteration 16Q (3638.524862 sec): 3 clusters Score: Raw -719200.180678 + Penalty 4778.552583 = -714421.628094 nChanged 24 SP:Iteration 17Q (3638.599211 sec): 3 clusters Score: Raw -719205.245420 + Penalty 4778.552583 = -714426.692837 nChanged 11 SP:Iteration 18Q (3638.669042 sec): 3 clusters Score: Raw -719207.139942 + Penalty 4778.552583 = -714428.587358 nChanged 5 SP:Iteration 19Q (3638.734626 sec): 3 clusters Score: Raw -719208.015177 + Penalty 4778.552583 = -714429.462593 nChanged 6 SP:Iteration 20F (3638.805292 sec): 3 clusters Score: Raw -719208.933235 + Penalty 4778.552583 = -714430.380651 nChanged 5 SP:Iteration 21Q (3639.000210 sec): 3 clusters Score: Raw -719209.736430 + Penalty 4778.552583 = -714431.183846 nChanged 4 SP:Iteration 22Q (3639.143193 sec): 3 clusters Score: Raw -719210.324115 + Penalty 4778.552583 = -714431.771531 nChanged 2 SP:Iteration 23Q (3639.254804 sec): 3 clusters Score: Raw -719210.500396 + Penalty 4778.552583 = -714431.947813 nChanged 1 SP:Iteration 24Q (3639.428538 sec): 3 clusters Score: Raw -719210.599150 + Penalty 4778.552583 = -714432.046566 nChanged 3 SP:Iteration 25Q (3639.553965 sec): 3 clusters Score: Raw -719211.065839 + Penalty 4778.552583 = -714432.513255 nChanged 0 SP:Iteration 26F (3639.745602 sec): 3 clusters Score: Raw -719211.065839 + Penalty 4778.552583 = -714432.513255 nChanged 0 Trying to split cluster 4 (65057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3640.074961 sec): 2 clusters Score: Raw -5586082.214663 + Penalty 2925.917039 = -5583156.297623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3640.416357 sec): 3 clusters Score: Raw -5545230.845841 + Penalty 5851.834078 = -5539379.011762 nChanged 30200 SP:Iteration 1F (3640.688894 sec): 3 clusters Score: Raw -5562631.419638 + Penalty 5851.834078 = -5556779.585559 nChanged 2930 SP:Iteration 2Q (3641.020524 sec): 3 clusters Score: Raw -5563638.560076 + Penalty 5851.834078 = -5557786.725998 nChanged 3071 SP:Iteration 3Q (3641.303171 sec): 3 clusters Score: Raw -5564761.925725 + Penalty 5851.834078 = -5558910.091647 nChanged 3067 SP:Iteration 4Q (3641.610182 sec): 3 clusters Score: Raw -5565937.810352 + Penalty 5851.834078 = -5560085.976274 nChanged 3146 SP:Iteration 5Q (3641.949537 sec): 3 clusters Score: Raw -5567250.168596 + Penalty 5851.834078 = -5561398.334518 nChanged 3279 SP:Iteration 6F (3642.220823 sec): 3 clusters Score: Raw -5568763.252333 + Penalty 5851.834078 = -5562911.418255 nChanged 3425 SP:Iteration 7F (3642.540137 sec): 3 clusters Score: Raw -5570451.773378 + Penalty 5851.834078 = -5564599.939299 nChanged 3449 SP:Iteration 8F (3642.810844 sec): 3 clusters Score: Raw -5572368.454931 + Penalty 5851.834078 = -5566516.620852 nChanged 3520 SP:Iteration 9F (3643.109927 sec): 3 clusters Score: Raw -5574499.632766 + Penalty 5851.834078 = -5568647.798688 nChanged 3467 SP:Iteration 10F (3643.384599 sec): 3 clusters Score: Raw -5576852.709837 + Penalty 5851.834078 = -5571000.875759 nChanged 3322 SP:Iteration 11F (3643.703944 sec): 3 clusters Score: Raw -5579398.940012 + Penalty 5851.834078 = -5573547.105934 nChanged 2946 SP:Iteration 12Q (3643.990589 sec): 3 clusters Score: Raw -5581796.614159 + Penalty 5851.834078 = -5575944.780080 nChanged 2262 SP:Iteration 13Q (3644.295057 sec): 3 clusters Score: Raw -5583698.838868 + Penalty 5851.834078 = -5577847.004790 nChanged 1493 SP:Iteration 14Q (3644.553828 sec): 3 clusters Score: Raw -5584919.463177 + Penalty 5851.834078 = -5579067.629099 nChanged 913 SP:Iteration 15Q (3644.811469 sec): 3 clusters Score: Raw -5585655.182243 + Penalty 5851.834078 = -5579803.348165 nChanged 552 SP:Iteration 16Q (3645.054090 sec): 3 clusters Score: Raw -5586047.686439 + Penalty 5851.834078 = -5580195.852360 nChanged 351 SP:Iteration 17Q (3645.312952 sec): 3 clusters Score: Raw -5586260.152408 + Penalty 5851.834078 = -5580408.318330 nChanged 235 SP:Iteration 18Q (3645.611499 sec): 3 clusters Score: Raw -5586396.218202 + Penalty 5851.834078 = -5580544.384124 nChanged 150 SP:Iteration 19Q (3645.864562 sec): 3 clusters Score: Raw -5586470.414641 + Penalty 5851.834078 = -5580618.580562 nChanged 111 SP:Iteration 20F (3646.152226 sec): 3 clusters Score: Raw -5586528.205465 + Penalty 5851.834078 = -5580676.371386 nChanged 89 SP:Iteration 21Q (3646.394108 sec): 3 clusters Score: Raw -5586580.141288 + Penalty 5851.834078 = -5580728.307209 nChanged 70 SP:Iteration 22Q (3646.614271 sec): 3 clusters Score: Raw -5586627.551959 + Penalty 5851.834078 = -5580775.717881 nChanged 61 SP:Iteration 23Q (3646.841210 sec): 3 clusters Score: Raw -5586663.472773 + Penalty 5851.834078 = -5580811.638695 nChanged 50 SP:Iteration 24Q (3647.045090 sec): 3 clusters Score: Raw -5586689.897473 + Penalty 5851.834078 = -5580838.063395 nChanged 26 SP:Iteration 25Q (3647.292022 sec): 3 clusters Score: Raw -5586701.976643 + Penalty 5851.834078 = -5580850.142565 nChanged 18 SP:Iteration 26Q (3647.519756 sec): 3 clusters Score: Raw -5586709.294228 + Penalty 5851.834078 = -5580857.460150 nChanged 19 SP:Iteration 27Q (3647.747098 sec): 3 clusters Score: Raw -5586716.576845 + Penalty 5851.834078 = -5580864.742767 nChanged 8 SP:Iteration 28Q (3647.966628 sec): 3 clusters Score: Raw -5586720.149296 + Penalty 5851.834078 = -5580868.315217 nChanged 9 SP:Iteration 29Q (3648.177603 sec): 3 clusters Score: Raw -5586723.999832 + Penalty 5851.834078 = -5580872.165754 nChanged 6 SP:Iteration 30Q (3648.401193 sec): 3 clusters Score: Raw -5586725.790537 + Penalty 5851.834078 = -5580873.956458 nChanged 5 SP:Iteration 31Q (3648.656586 sec): 3 clusters Score: Raw -5586727.849473 + Penalty 5851.834078 = -5580876.015395 nChanged 5 SP:Iteration 32Q (3648.880093 sec): 3 clusters Score: Raw -5586729.714983 + Penalty 5851.834078 = -5580877.880905 nChanged 1 SP:Iteration 33Q (3649.130366 sec): 3 clusters Score: Raw -5586729.930974 + Penalty 5851.834078 = -5580878.096896 nChanged 1 SP:Iteration 34Q (3649.377034 sec): 3 clusters Score: Raw -5586730.248497 + Penalty 5851.834078 = -5580878.414419 nChanged 2 SP:Iteration 35Q (3649.606766 sec): 3 clusters Score: Raw -5586731.355469 + Penalty 5851.834078 = -5580879.521391 nChanged 4 SP:Iteration 36Q (3649.832729 sec): 3 clusters Score: Raw -5586734.486723 + Penalty 5851.834078 = -5580882.652644 nChanged 4 SP:Iteration 37Q (3650.078639 sec): 3 clusters Score: Raw -5586735.798557 + Penalty 5851.834078 = -5580883.964479 nChanged 2 SP:Iteration 38Q (3650.310051 sec): 3 clusters Score: Raw -5586736.154043 + Penalty 5851.834078 = -5580884.319964 nChanged 1 SP:Iteration 39Q (3650.529638 sec): 3 clusters Score: Raw -5586736.600491 + Penalty 5851.834078 = -5580884.766413 nChanged 2 SP:Iteration 40F (3650.792673 sec): 3 clusters Score: Raw -5586737.331374 + Penalty 5851.834078 = -5580885.497296 nChanged 1 SP:Iteration 41Q (3651.037308 sec): 3 clusters Score: Raw -5586737.534730 + Penalty 5851.834078 = -5580885.700652 nChanged 1 SP:Iteration 42Q (3651.261410 sec): 3 clusters Score: Raw -5586738.057691 + Penalty 5851.834078 = -5580886.223613 nChanged 1 SP:Iteration 43Q (3651.519344 sec): 3 clusters Score: Raw -5586738.636475 + Penalty 5851.834078 = -5580886.802397 nChanged 2 SP:Iteration 44Q (3651.762744 sec): 3 clusters Score: Raw -5586739.138241 + Penalty 5851.834078 = -5580887.304163 nChanged 1 SP:Iteration 45Q (3651.986788 sec): 3 clusters Score: Raw -5586739.408209 + Penalty 5851.834078 = -5580887.574131 nChanged 0 SP:Iteration 46F (3652.284071 sec): 3 clusters Score: Raw -5586739.408209 + Penalty 5851.834078 = -5580887.574131 nChanged 0 Trying to split cluster 5 (4011 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3652.382080 sec): 2 clusters Score: Raw -250795.630586 + Penalty 2190.354109 = -248605.276477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3652.526162 sec): 3 clusters Score: Raw -249149.511732 + Penalty 4380.708217 = -244768.803515 nChanged 1521 SP:Iteration 1F (3652.641432 sec): 3 clusters Score: Raw -250665.100698 + Penalty 4380.708217 = -246284.392481 nChanged 474 SP:Iteration 2F (3652.752007 sec): 3 clusters Score: Raw -251481.271136 + Penalty 4380.708217 = -247100.562919 nChanged 391 SP:Iteration 3F (3652.869206 sec): 3 clusters Score: Raw -252162.589080 + Penalty 4380.708217 = -247781.880863 nChanged 295 SP:Iteration 4F (3652.984729 sec): 3 clusters Score: Raw -252667.952891 + Penalty 4380.708217 = -248287.244673 nChanged 187 SP:Iteration 5Q (3653.139846 sec): 3 clusters Score: Raw -252917.303322 + Penalty 4380.708217 = -248536.595105 nChanged 127 SP:Iteration 6Q (3653.244304 sec): 3 clusters Score: Raw -253062.842293 + Penalty 4380.708217 = -248682.134076 nChanged 97 SP:Iteration 7Q (3653.356272 sec): 3 clusters Score: Raw -253148.107022 + Penalty 4380.708217 = -248767.398805 nChanged 71 SP:Iteration 8Q (3653.416889 sec): 3 clusters Score: Raw -253194.775601 + Penalty 4380.708217 = -248814.067384 nChanged 43 SP:Iteration 9Q (3653.457350 sec): 3 clusters Score: Raw -253221.769977 + Penalty 4380.708217 = -248841.061759 nChanged 29 SP:Iteration 10Q (3653.497409 sec): 3 clusters Score: Raw -253245.848772 + Penalty 4380.708217 = -248865.140555 nChanged 33 SP:Iteration 11Q (3653.542917 sec): 3 clusters Score: Raw -253265.308608 + Penalty 4380.708217 = -248884.600391 nChanged 24 SP:Iteration 12Q (3653.590562 sec): 3 clusters Score: Raw -253277.945998 + Penalty 4380.708217 = -248897.237781 nChanged 26 SP:Iteration 13Q (3653.638203 sec): 3 clusters Score: Raw -253292.378630 + Penalty 4380.708217 = -248911.670413 nChanged 25 SP:Iteration 14Q (3653.685971 sec): 3 clusters Score: Raw -253308.677324 + Penalty 4380.708217 = -248927.969107 nChanged 22 SP:Iteration 15Q (3653.733605 sec): 3 clusters Score: Raw -253318.030505 + Penalty 4380.708217 = -248937.322288 nChanged 14 SP:Iteration 16Q (3653.778529 sec): 3 clusters Score: Raw -253324.206786 + Penalty 4380.708217 = -248943.498569 nChanged 13 SP:Iteration 17Q (3653.823483 sec): 3 clusters Score: Raw -253329.786312 + Penalty 4380.708217 = -248949.078094 nChanged 10 SP:Iteration 18Q (3653.868811 sec): 3 clusters Score: Raw -253332.366030 + Penalty 4380.708217 = -248951.657813 nChanged 3 SP:Iteration 19Q (3653.914791 sec): 3 clusters Score: Raw -253333.103237 + Penalty 4380.708217 = -248952.395020 nChanged 1 SP:Iteration 20F (3653.960985 sec): 3 clusters Score: Raw -253333.303406 + Penalty 4380.708217 = -248952.595189 nChanged 1 SP:Iteration 21Q (3654.006963 sec): 3 clusters Score: Raw -253333.523199 + Penalty 4380.708217 = -248952.814982 nChanged 2 SP:Iteration 22Q (3654.053431 sec): 3 clusters Score: Raw -253334.244393 + Penalty 4380.708217 = -248953.536176 nChanged 2 SP:Iteration 23Q (3654.099916 sec): 3 clusters Score: Raw -253335.042851 + Penalty 4380.708217 = -248954.334633 nChanged 1 SP:Iteration 24Q (3654.146430 sec): 3 clusters Score: Raw -253335.239333 + Penalty 4380.708217 = -248954.531116 nChanged 1 SP:Iteration 25Q (3654.192471 sec): 3 clusters Score: Raw -253335.458834 + Penalty 4380.708217 = -248954.750617 nChanged 2 SP:Iteration 26Q (3654.236666 sec): 3 clusters Score: Raw -253336.202588 + Penalty 4380.708217 = -248955.494371 nChanged 0 SP:Iteration 27F (3654.280972 sec): 3 clusters Score: Raw -253336.202588 + Penalty 4380.708217 = -248955.494371 nChanged 0 Score: Raw -11811896.571180 + Penalty 34530.724271 = -11777365.846910 Splitting cluster 5 changes total score from -11777961.777496 to -11777365.846910 So it's not getting split. Trying to split cluster 6 (10575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3656.610006 sec): 2 clusters Score: Raw -818213.049763 + Penalty 2446.289473 = -815766.760290 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3656.731457 sec): 3 clusters Score: Raw -812476.696745 + Penalty 4892.578946 = -807584.117799 nChanged 4415 SP:Iteration 1F (3656.795088 sec): 3 clusters Score: Raw -815087.644947 + Penalty 4892.578946 = -810195.066001 nChanged 898 SP:Iteration 2F (3656.858608 sec): 3 clusters Score: Raw -815857.824671 + Penalty 4892.578946 = -810965.245725 nChanged 880 SP:Iteration 3F (3656.929022 sec): 3 clusters Score: Raw -816823.005452 + Penalty 4892.578946 = -811930.426506 nChanged 857 SP:Iteration 4F (3657.011193 sec): 3 clusters Score: Raw -817794.489116 + Penalty 4892.578946 = -812901.910170 nChanged 782 SP:Iteration 5F (3657.114336 sec): 3 clusters Score: Raw -818612.620920 + Penalty 4892.578946 = -813720.041974 nChanged 647 SP:Iteration 6F (3657.262971 sec): 3 clusters Score: Raw -819112.325292 + Penalty 4892.578946 = -814219.746346 nChanged 417 SP:Iteration 7Q (3657.417663 sec): 3 clusters Score: Raw -819366.902514 + Penalty 4892.578946 = -814474.323568 nChanged 294 SP:Iteration 8Q (3657.537493 sec): 3 clusters Score: Raw -819520.865957 + Penalty 4892.578946 = -814628.287011 nChanged 203 SP:Iteration 9Q (3657.642419 sec): 3 clusters Score: Raw -819605.784489 + Penalty 4892.578946 = -814713.205543 nChanged 163 SP:Iteration 10Q (3657.713162 sec): 3 clusters Score: Raw -819662.441042 + Penalty 4892.578946 = -814769.862096 nChanged 104 SP:Iteration 11Q (3657.783756 sec): 3 clusters Score: Raw -819693.504329 + Penalty 4892.578946 = -814800.925383 nChanged 76 SP:Iteration 12Q (3657.872969 sec): 3 clusters Score: Raw -819711.928712 + Penalty 4892.578946 = -814819.349766 nChanged 53 SP:Iteration 13Q (3657.947240 sec): 3 clusters Score: Raw -819722.866381 + Penalty 4892.578946 = -814830.287435 nChanged 31 SP:Iteration 14Q (3658.025822 sec): 3 clusters Score: Raw -819728.780713 + Penalty 4892.578946 = -814836.201767 nChanged 26 SP:Iteration 15Q (3658.118058 sec): 3 clusters Score: Raw -819734.480550 + Penalty 4892.578946 = -814841.901604 nChanged 27 SP:Iteration 16Q (3658.197991 sec): 3 clusters Score: Raw -819739.964216 + Penalty 4892.578946 = -814847.385270 nChanged 19 SP:Iteration 17Q (3658.265630 sec): 3 clusters Score: Raw -819743.510686 + Penalty 4892.578946 = -814850.931740 nChanged 17 SP:Iteration 18Q (3658.352251 sec): 3 clusters Score: Raw -819746.364396 + Penalty 4892.578946 = -814853.785450 nChanged 7 SP:Iteration 19Q (3658.440046 sec): 3 clusters Score: Raw -819747.386489 + Penalty 4892.578946 = -814854.807543 nChanged 6 SP:Iteration 20F (3658.517095 sec): 3 clusters Score: Raw -819748.080905 + Penalty 4892.578946 = -814855.501959 nChanged 5 SP:Iteration 21Q (3658.590788 sec): 3 clusters Score: Raw -819748.508284 + Penalty 4892.578946 = -814855.929338 nChanged 7 SP:Iteration 22Q (3658.668804 sec): 3 clusters Score: Raw -819749.633951 + Penalty 4892.578946 = -814857.055004 nChanged 9 SP:Iteration 23Q (3658.755699 sec): 3 clusters Score: Raw -819751.082615 + Penalty 4892.578946 = -814858.503669 nChanged 7 SP:Iteration 24Q (3658.843486 sec): 3 clusters Score: Raw -819752.083892 + Penalty 4892.578946 = -814859.504946 nChanged 6 SP:Iteration 25Q (3658.921821 sec): 3 clusters Score: Raw -819753.077979 + Penalty 4892.578946 = -814860.499033 nChanged 5 SP:Iteration 26Q (3658.996661 sec): 3 clusters Score: Raw -819753.711644 + Penalty 4892.578946 = -814861.132698 nChanged 6 SP:Iteration 27Q (3659.073987 sec): 3 clusters Score: Raw -819754.786009 + Penalty 4892.578946 = -814862.207063 nChanged 5 SP:Iteration 28Q (3659.164162 sec): 3 clusters Score: Raw -819755.611261 + Penalty 4892.578946 = -814863.032315 nChanged 9 SP:Iteration 29Q (3659.255300 sec): 3 clusters Score: Raw -819757.128363 + Penalty 4892.578946 = -814864.549417 nChanged 7 SP:Iteration 30Q (3659.332111 sec): 3 clusters Score: Raw -819758.168184 + Penalty 4892.578946 = -814865.589237 nChanged 9 SP:Iteration 31Q (3659.409470 sec): 3 clusters Score: Raw -819759.503364 + Penalty 4892.578946 = -814866.924418 nChanged 5 SP:Iteration 32Q (3659.491178 sec): 3 clusters Score: Raw -819760.071368 + Penalty 4892.578946 = -814867.492422 nChanged 6 SP:Iteration 33Q (3659.582391 sec): 3 clusters Score: Raw -819760.929462 + Penalty 4892.578946 = -814868.350516 nChanged 5 SP:Iteration 34Q (3659.672363 sec): 3 clusters Score: Raw -819761.722453 + Penalty 4892.578946 = -814869.143507 nChanged 6 SP:Iteration 35Q (3659.747316 sec): 3 clusters Score: Raw -819762.588197 + Penalty 4892.578946 = -814870.009251 nChanged 7 SP:Iteration 36Q (3659.829857 sec): 3 clusters Score: Raw -819764.096849 + Penalty 4892.578946 = -814871.517903 nChanged 8 SP:Iteration 37Q (3659.996052 sec): 3 clusters Score: Raw -819765.179662 + Penalty 4892.578946 = -814872.600716 nChanged 7 SP:Iteration 38Q (3660.138436 sec): 3 clusters Score: Raw -819766.351598 + Penalty 4892.578946 = -814873.772652 nChanged 7 SP:Iteration 39Q (3660.217224 sec): 3 clusters Score: Raw -819767.425363 + Penalty 4892.578946 = -814874.846417 nChanged 7 SP:Iteration 40F (3660.291412 sec): 3 clusters Score: Raw -819768.673404 + Penalty 4892.578946 = -814876.094458 nChanged 9 SP:Iteration 41Q (3660.363762 sec): 3 clusters Score: Raw -819769.622299 + Penalty 4892.578946 = -814877.043353 nChanged 4 SP:Iteration 42Q (3660.443090 sec): 3 clusters Score: Raw -819770.039455 + Penalty 4892.578946 = -814877.460509 nChanged 3 SP:Iteration 43Q (3660.527544 sec): 3 clusters Score: Raw -819770.534648 + Penalty 4892.578946 = -814877.955702 nChanged 4 SP:Iteration 44Q (3660.609389 sec): 3 clusters Score: Raw -819770.930695 + Penalty 4892.578946 = -814878.351749 nChanged 2 SP:Iteration 45Q (3660.696451 sec): 3 clusters Score: Raw -819771.220272 + Penalty 4892.578946 = -814878.641326 nChanged 2 SP:Iteration 46Q (3660.782667 sec): 3 clusters Score: Raw -819771.486492 + Penalty 4892.578946 = -814878.907546 nChanged 2 SP:Iteration 47Q (3660.861427 sec): 3 clusters Score: Raw -819771.820901 + Penalty 4892.578946 = -814879.241955 nChanged 2 SP:Iteration 48Q (3660.942863 sec): 3 clusters Score: Raw -819772.056160 + Penalty 4892.578946 = -814879.477214 nChanged 3 SP:Iteration 49Q (3661.025558 sec): 3 clusters Score: Raw -819772.321933 + Penalty 4892.578946 = -814879.742987 nChanged 2 SP:Iteration 50Q (3661.107385 sec): 3 clusters Score: Raw -819772.450921 + Penalty 4892.578946 = -814879.871975 nChanged 1 SP:Iteration 51Q (3661.188703 sec): 3 clusters Score: Raw -819772.543837 + Penalty 4892.578946 = -814879.964891 nChanged 0 SP:Iteration 52F (3661.269648 sec): 3 clusters Score: Raw -819772.543837 + Penalty 4892.578946 = -814879.964891 nChanged 0 Trying to split cluster 7 (12743 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3661.359078 sec): 2 clusters Score: Raw -1103329.956293 + Penalty 2495.522668 = -1100834.433625 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3661.485164 sec): 3 clusters Score: Raw -1096323.613256 + Penalty 4991.045337 = -1091332.567919 nChanged 5390 SP:Iteration 1F (3661.592987 sec): 3 clusters Score: Raw -1099532.945382 + Penalty 4991.045337 = -1094541.900045 nChanged 1045 SP:Iteration 2F (3661.676849 sec): 3 clusters Score: Raw -1100269.529032 + Penalty 4991.045337 = -1095278.483696 nChanged 975 SP:Iteration 3F (3661.778837 sec): 3 clusters Score: Raw -1101049.609296 + Penalty 4991.045337 = -1096058.563959 nChanged 942 SP:Iteration 4F (3661.865974 sec): 3 clusters Score: Raw -1101835.702892 + Penalty 4991.045337 = -1096844.657556 nChanged 816 SP:Iteration 5F (3661.946959 sec): 3 clusters Score: Raw -1102423.994238 + Penalty 4991.045337 = -1097432.948901 nChanged 675 SP:Iteration 6F (3662.040010 sec): 3 clusters Score: Raw -1102844.007168 + Penalty 4991.045337 = -1097852.961831 nChanged 508 SP:Iteration 7Q (3662.133205 sec): 3 clusters Score: Raw -1103114.270495 + Penalty 4991.045337 = -1098123.225158 nChanged 388 SP:Iteration 8Q (3662.225116 sec): 3 clusters Score: Raw -1103285.438548 + Penalty 4991.045337 = -1098294.393211 nChanged 309 SP:Iteration 9Q (3662.317356 sec): 3 clusters Score: Raw -1103389.613659 + Penalty 4991.045337 = -1098398.568322 nChanged 209 SP:Iteration 10Q (3662.409783 sec): 3 clusters Score: Raw -1103450.256551 + Penalty 4991.045337 = -1098459.211214 nChanged 158 SP:Iteration 11Q (3662.492958 sec): 3 clusters Score: Raw -1103497.015516 + Penalty 4991.045337 = -1098505.970179 nChanged 147 SP:Iteration 12Q (3662.573666 sec): 3 clusters Score: Raw -1103531.533054 + Penalty 4991.045337 = -1098540.487717 nChanged 112 SP:Iteration 13Q (3662.676059 sec): 3 clusters Score: Raw -1103554.224115 + Penalty 4991.045337 = -1098563.178778 nChanged 95 SP:Iteration 14Q (3662.842737 sec): 3 clusters Score: Raw -1103573.281091 + Penalty 4991.045337 = -1098582.235754 nChanged 65 SP:Iteration 15Q (3663.003260 sec): 3 clusters Score: Raw -1103585.203092 + Penalty 4991.045337 = -1098594.157755 nChanged 54 SP:Iteration 16Q (3663.136032 sec): 3 clusters Score: Raw -1103594.180529 + Penalty 4991.045337 = -1098603.135192 nChanged 36 SP:Iteration 17Q (3663.214428 sec): 3 clusters Score: Raw -1103600.890587 + Penalty 4991.045337 = -1098609.845251 nChanged 34 SP:Iteration 18Q (3663.376337 sec): 3 clusters Score: Raw -1103605.837118 + Penalty 4991.045337 = -1098614.791781 nChanged 30 SP:Iteration 19Q (3663.503418 sec): 3 clusters Score: Raw -1103609.889941 + Penalty 4991.045337 = -1098618.844604 nChanged 21 SP:Iteration 20F (3663.567896 sec): 3 clusters Score: Raw -1103612.725973 + Penalty 4991.045337 = -1098621.680637 nChanged 15 SP:Iteration 21Q (3663.671857 sec): 3 clusters Score: Raw -1103615.172876 + Penalty 4991.045337 = -1098624.127539 nChanged 19 SP:Iteration 22Q (3663.758243 sec): 3 clusters Score: Raw -1103617.533180 + Penalty 4991.045337 = -1098626.487843 nChanged 19 SP:Iteration 23Q (3663.837036 sec): 3 clusters Score: Raw -1103620.503509 + Penalty 4991.045337 = -1098629.458172 nChanged 18 SP:Iteration 24Q (3663.927423 sec): 3 clusters Score: Raw -1103623.676920 + Penalty 4991.045337 = -1098632.631583 nChanged 22 SP:Iteration 25Q (3664.027201 sec): 3 clusters Score: Raw -1103627.375139 + Penalty 4991.045337 = -1098636.329803 nChanged 22 SP:Iteration 26Q (3664.126010 sec): 3 clusters Score: Raw -1103630.267402 + Penalty 4991.045337 = -1098639.222065 nChanged 22 SP:Iteration 27Q (3664.216051 sec): 3 clusters Score: Raw -1103632.801640 + Penalty 4991.045337 = -1098641.756304 nChanged 12 SP:Iteration 28Q (3664.306461 sec): 3 clusters Score: Raw -1103634.713752 + Penalty 4991.045337 = -1098643.668415 nChanged 16 SP:Iteration 29Q (3664.390366 sec): 3 clusters Score: Raw -1103636.886592 + Penalty 4991.045337 = -1098645.841256 nChanged 12 SP:Iteration 30Q (3664.469008 sec): 3 clusters Score: Raw -1103638.719432 + Penalty 4991.045337 = -1098647.674095 nChanged 16 SP:Iteration 31Q (3664.560949 sec): 3 clusters Score: Raw -1103640.390171 + Penalty 4991.045337 = -1098649.344834 nChanged 8 SP:Iteration 32Q (3664.655136 sec): 3 clusters Score: Raw -1103641.475092 + Penalty 4991.045337 = -1098650.429755 nChanged 14 SP:Iteration 33Q (3664.748748 sec): 3 clusters Score: Raw -1103643.067882 + Penalty 4991.045337 = -1098652.022546 nChanged 11 SP:Iteration 34Q (3664.840370 sec): 3 clusters Score: Raw -1103644.098783 + Penalty 4991.045337 = -1098653.053446 nChanged 6 SP:Iteration 35Q (3664.931559 sec): 3 clusters Score: Raw -1103644.780746 + Penalty 4991.045337 = -1098653.735409 nChanged 8 SP:Iteration 36Q (3665.016486 sec): 3 clusters Score: Raw -1103645.894504 + Penalty 4991.045337 = -1098654.849167 nChanged 12 SP:Iteration 37Q (3665.096087 sec): 3 clusters Score: Raw -1103647.544855 + Penalty 4991.045337 = -1098656.499518 nChanged 12 SP:Iteration 38Q (3665.188048 sec): 3 clusters Score: Raw -1103648.766948 + Penalty 4991.045337 = -1098657.721611 nChanged 8 SP:Iteration 39Q (3665.286989 sec): 3 clusters Score: Raw -1103650.012434 + Penalty 4991.045337 = -1098658.967098 nChanged 8 SP:Iteration 40F (3665.386934 sec): 3 clusters Score: Raw -1103650.921793 + Penalty 4991.045337 = -1098659.876456 nChanged 8 SP:Iteration 41Q (3665.516211 sec): 3 clusters Score: Raw -1103651.836637 + Penalty 4991.045337 = -1098660.791300 nChanged 1 SP:Iteration 42Q (3665.649889 sec): 3 clusters Score: Raw -1103652.024433 + Penalty 4991.045337 = -1098660.979096 nChanged 2 SP:Iteration 43Q (3665.741563 sec): 3 clusters Score: Raw -1103652.268634 + Penalty 4991.045337 = -1098661.223297 nChanged 2 SP:Iteration 44Q (3665.819631 sec): 3 clusters Score: Raw -1103652.536517 + Penalty 4991.045337 = -1098661.491180 nChanged 6 SP:Iteration 45Q (3665.982965 sec): 3 clusters Score: Raw -1103653.064894 + Penalty 4991.045337 = -1098662.019557 nChanged 2 SP:Iteration 46Q (3666.168258 sec): 3 clusters Score: Raw -1103653.167938 + Penalty 4991.045337 = -1098662.122601 nChanged 2 SP:Iteration 47Q (3666.238860 sec): 3 clusters Score: Raw -1103653.383218 + Penalty 4991.045337 = -1098662.337881 nChanged 1 SP:Iteration 48Q (3666.336915 sec): 3 clusters Score: Raw -1103653.529947 + Penalty 4991.045337 = -1098662.484610 nChanged 2 SP:Iteration 49Q (3666.425180 sec): 3 clusters Score: Raw -1103653.650789 + Penalty 4991.045337 = -1098662.605453 nChanged 1 SP:Iteration 50Q (3666.507475 sec): 3 clusters Score: Raw -1103654.015027 + Penalty 4991.045337 = -1098662.969691 nChanged 4 SP:Iteration 51Q (3666.605512 sec): 3 clusters Score: Raw -1103654.635379 + Penalty 4991.045337 = -1098663.590042 nChanged 5 SP:Iteration 52Q (3666.699040 sec): 3 clusters Score: Raw -1103655.363573 + Penalty 4991.045337 = -1098664.318237 nChanged 6 SP:Iteration 53Q (3666.789048 sec): 3 clusters Score: Raw -1103655.775167 + Penalty 4991.045337 = -1098664.729830 nChanged 5 SP:Iteration 54Q (3666.873266 sec): 3 clusters Score: Raw -1103656.362190 + Penalty 4991.045337 = -1098665.316854 nChanged 2 SP:Iteration 55Q (3666.968523 sec): 3 clusters Score: Raw -1103656.445905 + Penalty 4991.045337 = -1098665.400568 nChanged 1 SP:Iteration 56Q (3667.068138 sec): 3 clusters Score: Raw -1103656.475755 + Penalty 4991.045337 = -1098665.430419 nChanged 0 SP:Iteration 57F (3667.165156 sec): 3 clusters Score: Raw -1103656.475755 + Penalty 4991.045337 = -1098665.430419 nChanged 0 Trying to split cluster 8 (4087 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3667.225528 sec): 2 clusters Score: Raw -304394.907101 + Penalty 2195.309552 = -302199.597549 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3667.287168 sec): 3 clusters Score: Raw -302573.752542 + Penalty 4390.619103 = -298183.133438 nChanged 1459 SP:Iteration 1F (3667.349836 sec): 3 clusters Score: Raw -303591.969404 + Penalty 4390.619103 = -299201.350301 nChanged 356 SP:Iteration 2F (3667.412507 sec): 3 clusters Score: Raw -303934.488693 + Penalty 4390.619103 = -299543.869589 nChanged 296 SP:Iteration 3F (3667.471654 sec): 3 clusters Score: Raw -304228.126489 + Penalty 4390.619103 = -299837.507386 nChanged 239 SP:Iteration 4F (3667.527090 sec): 3 clusters Score: Raw -304446.413061 + Penalty 4390.619103 = -300055.793957 nChanged 177 SP:Iteration 5Q (3667.571271 sec): 3 clusters Score: Raw -304610.613585 + Penalty 4390.619103 = -300219.994482 nChanged 147 SP:Iteration 6Q (3667.615184 sec): 3 clusters Score: Raw -304728.855003 + Penalty 4390.619103 = -300338.235900 nChanged 113 SP:Iteration 7Q (3667.665442 sec): 3 clusters Score: Raw -304808.372017 + Penalty 4390.619103 = -300417.752913 nChanged 77 SP:Iteration 8Q (3667.716773 sec): 3 clusters Score: Raw -304857.164123 + Penalty 4390.619103 = -300466.545020 nChanged 61 SP:Iteration 9Q (3667.792563 sec): 3 clusters Score: Raw -304890.065119 + Penalty 4390.619103 = -300499.446015 nChanged 42 SP:Iteration 10Q (3667.840206 sec): 3 clusters Score: Raw -304910.536969 + Penalty 4390.619103 = -300519.917866 nChanged 36 SP:Iteration 11Q (3667.888015 sec): 3 clusters Score: Raw -304936.211520 + Penalty 4390.619103 = -300545.592416 nChanged 35 SP:Iteration 12Q (3667.936086 sec): 3 clusters Score: Raw -304957.031440 + Penalty 4390.619103 = -300566.412337 nChanged 30 SP:Iteration 13Q (3667.985608 sec): 3 clusters Score: Raw -304976.070430 + Penalty 4390.619103 = -300585.451326 nChanged 32 SP:Iteration 14Q (3668.035938 sec): 3 clusters Score: Raw -304992.624710 + Penalty 4390.619103 = -300602.005607 nChanged 25 SP:Iteration 15Q (3668.085718 sec): 3 clusters Score: Raw -305008.748335 + Penalty 4390.619103 = -300618.129231 nChanged 32 SP:Iteration 16Q (3668.225727 sec): 3 clusters Score: Raw -305028.265684 + Penalty 4390.619103 = -300637.646581 nChanged 30 SP:Iteration 17Q (3668.364335 sec): 3 clusters Score: Raw -305045.306565 + Penalty 4390.619103 = -300654.687462 nChanged 28 SP:Iteration 18Q (3668.478660 sec): 3 clusters Score: Raw -305062.668498 + Penalty 4390.619103 = -300672.049395 nChanged 33 SP:Iteration 19Q (3668.587842 sec): 3 clusters Score: Raw -305081.016541 + Penalty 4390.619103 = -300690.397438 nChanged 32 SP:Iteration 20F (3668.718252 sec): 3 clusters Score: Raw -305102.006165 + Penalty 4390.619103 = -300711.387062 nChanged 26 SP:Iteration 21Q (3668.761574 sec): 3 clusters Score: Raw -305120.579060 + Penalty 4390.619103 = -300729.959956 nChanged 31 SP:Iteration 22Q (3668.806137 sec): 3 clusters Score: Raw -305139.317325 + Penalty 4390.619103 = -300748.698221 nChanged 29 SP:Iteration 23Q (3668.850513 sec): 3 clusters Score: Raw -305160.561227 + Penalty 4390.619103 = -300769.942123 nChanged 33 SP:Iteration 24Q (3668.894404 sec): 3 clusters Score: Raw -305190.651866 + Penalty 4390.619103 = -300800.032763 nChanged 46 SP:Iteration 25Q (3668.938699 sec): 3 clusters Score: Raw -305234.857091 + Penalty 4390.619103 = -300844.237988 nChanged 50 SP:Iteration 26Q (3668.989374 sec): 3 clusters Score: Raw -305291.064895 + Penalty 4390.619103 = -300900.445791 nChanged 64 SP:Iteration 27Q (3669.034672 sec): 3 clusters Score: Raw -305347.374347 + Penalty 4390.619103 = -300956.755244 nChanged 66 SP:Iteration 28Q (3669.079976 sec): 3 clusters Score: Raw -305416.791383 + Penalty 4390.619103 = -301026.172280 nChanged 50 SP:Iteration 29Q (3669.125077 sec): 3 clusters Score: Raw -305499.640015 + Penalty 4390.619103 = -301109.020912 nChanged 64 SP:Iteration 30Q (3669.171015 sec): 3 clusters Score: Raw -305614.307944 + Penalty 4390.619103 = -301223.688840 nChanged 67 SP:Iteration 31Q (3669.219817 sec): 3 clusters Score: Raw -305691.320546 + Penalty 4390.619103 = -301300.701443 nChanged 61 SP:Iteration 32Q (3669.267916 sec): 3 clusters Score: Raw -305734.763389 + Penalty 4390.619103 = -301344.144286 nChanged 38 SP:Iteration 33Q (3669.316409 sec): 3 clusters Score: Raw -305761.636719 + Penalty 4390.619103 = -301371.017616 nChanged 22 SP:Iteration 34Q (3669.365188 sec): 3 clusters Score: Raw -305774.230291 + Penalty 4390.619103 = -301383.611188 nChanged 15 SP:Iteration 35Q (3669.414194 sec): 3 clusters Score: Raw -305781.608029 + Penalty 4390.619103 = -301390.988926 nChanged 10 SP:Iteration 36Q (3669.463285 sec): 3 clusters Score: Raw -305786.830595 + Penalty 4390.619103 = -301396.211492 nChanged 8 SP:Iteration 37Q (3669.510860 sec): 3 clusters Score: Raw -305791.397289 + Penalty 4390.619103 = -301400.778186 nChanged 8 SP:Iteration 38Q (3669.556524 sec): 3 clusters Score: Raw -305796.456231 + Penalty 4390.619103 = -301405.837128 nChanged 5 SP:Iteration 39Q (3669.602430 sec): 3 clusters Score: Raw -305799.176674 + Penalty 4390.619103 = -301408.557571 nChanged 4 SP:Iteration 40F (3669.649811 sec): 3 clusters Score: Raw -305800.882007 + Penalty 4390.619103 = -301410.262904 nChanged 2 SP:Iteration 41Q (3669.698473 sec): 3 clusters Score: Raw -305801.765620 + Penalty 4390.619103 = -301411.146516 nChanged 0 SP:Iteration 42F (3669.748761 sec): 3 clusters Score: Raw -305801.765620 + Penalty 4390.619103 = -301411.146516 nChanged 0 Trying to split cluster 9 (14822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3669.839994 sec): 2 clusters Score: Raw -1139040.741843 + Penalty 2535.421110 = -1136505.320733 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3669.965162 sec): 3 clusters Score: Raw -1130743.047255 + Penalty 5070.842221 = -1125672.205034 nChanged 6373 SP:Iteration 1F (3670.073173 sec): 3 clusters Score: Raw -1134634.852420 + Penalty 5070.842221 = -1129564.010199 nChanged 1057 SP:Iteration 2F (3670.174909 sec): 3 clusters Score: Raw -1135266.394126 + Penalty 5070.842221 = -1130195.551905 nChanged 913 SP:Iteration 3F (3670.372725 sec): 3 clusters Score: Raw -1135833.450157 + Penalty 5070.842221 = -1130762.607936 nChanged 857 SP:Iteration 4F (3670.545618 sec): 3 clusters Score: Raw -1136379.477497 + Penalty 5070.842221 = -1131308.635276 nChanged 791 SP:Iteration 5F (3670.647837 sec): 3 clusters Score: Raw -1136872.619800 + Penalty 5070.842221 = -1131801.777579 nChanged 705 SP:Iteration 6Q (3670.790413 sec): 3 clusters Score: Raw -1137268.213322 + Penalty 5070.842221 = -1132197.371101 nChanged 634 SP:Iteration 7Q (3670.901936 sec): 3 clusters Score: Raw -1137594.112593 + Penalty 5070.842221 = -1132523.270372 nChanged 530 SP:Iteration 8Q (3671.016578 sec): 3 clusters Score: Raw -1137827.552386 + Penalty 5070.842221 = -1132756.710166 nChanged 457 SP:Iteration 9Q (3671.115076 sec): 3 clusters Score: Raw -1138034.566009 + Penalty 5070.842221 = -1132963.723788 nChanged 421 SP:Iteration 10Q (3671.218574 sec): 3 clusters Score: Raw -1138222.444994 + Penalty 5070.842221 = -1133151.602774 nChanged 390 SP:Iteration 11Q (3671.319672 sec): 3 clusters Score: Raw -1138388.098534 + Penalty 5070.842221 = -1133317.256313 nChanged 346 SP:Iteration 12Q (3671.429247 sec): 3 clusters Score: Raw -1138540.172172 + Penalty 5070.842221 = -1133469.329951 nChanged 333 SP:Iteration 13Q (3671.641159 sec): 3 clusters Score: Raw -1138679.755548 + Penalty 5070.842221 = -1133608.913327 nChanged 341 SP:Iteration 14Q (3671.737349 sec): 3 clusters Score: Raw -1138825.731381 + Penalty 5070.842221 = -1133754.889161 nChanged 344 SP:Iteration 15Q (3671.855061 sec): 3 clusters Score: Raw -1138975.113316 + Penalty 5070.842221 = -1133904.271095 nChanged 304 SP:Iteration 16Q (3671.956498 sec): 3 clusters Score: Raw -1139116.549225 + Penalty 5070.842221 = -1134045.707004 nChanged 292 SP:Iteration 17Q (3672.055120 sec): 3 clusters Score: Raw -1139268.890528 + Penalty 5070.842221 = -1134198.048307 nChanged 281 SP:Iteration 18Q (3672.161775 sec): 3 clusters Score: Raw -1139408.001121 + Penalty 5070.842221 = -1134337.158900 nChanged 249 SP:Iteration 19Q (3672.284743 sec): 3 clusters Score: Raw -1139500.771183 + Penalty 5070.842221 = -1134429.928962 nChanged 222 SP:Iteration 20F (3672.388848 sec): 3 clusters Score: Raw -1139567.217882 + Penalty 5070.842221 = -1134496.375662 nChanged 180 SP:Iteration 21Q (3672.508836 sec): 3 clusters Score: Raw -1139613.591288 + Penalty 5070.842221 = -1134542.749067 nChanged 151 SP:Iteration 22Q (3672.600794 sec): 3 clusters Score: Raw -1139650.526556 + Penalty 5070.842221 = -1134579.684335 nChanged 126 SP:Iteration 23Q (3672.701403 sec): 3 clusters Score: Raw -1139679.630452 + Penalty 5070.842221 = -1134608.788231 nChanged 113 SP:Iteration 24Q (3672.889908 sec): 3 clusters Score: Raw -1139702.654180 + Penalty 5070.842221 = -1134631.811959 nChanged 94 SP:Iteration 25Q (3673.084124 sec): 3 clusters Score: Raw -1139725.110443 + Penalty 5070.842221 = -1134654.268222 nChanged 94 SP:Iteration 26Q (3673.235701 sec): 3 clusters Score: Raw -1139746.592634 + Penalty 5070.842221 = -1134675.750413 nChanged 85 SP:Iteration 27Q (3673.335288 sec): 3 clusters Score: Raw -1139761.203806 + Penalty 5070.842221 = -1134690.361585 nChanged 77 SP:Iteration 28Q (3673.449384 sec): 3 clusters Score: Raw -1139773.266436 + Penalty 5070.842221 = -1134702.424215 nChanged 49 SP:Iteration 29Q (3673.627129 sec): 3 clusters Score: Raw -1139781.578352 + Penalty 5070.842221 = -1134710.736131 nChanged 54 SP:Iteration 30Q (3673.797481 sec): 3 clusters Score: Raw -1139790.642311 + Penalty 5070.842221 = -1134719.800090 nChanged 45 SP:Iteration 31Q (3673.978145 sec): 3 clusters Score: Raw -1139797.016372 + Penalty 5070.842221 = -1134726.174151 nChanged 41 SP:Iteration 32Q (3674.068873 sec): 3 clusters Score: Raw -1139803.914246 + Penalty 5070.842221 = -1134733.072025 nChanged 30 SP:Iteration 33Q (3674.166800 sec): 3 clusters Score: Raw -1139808.502558 + Penalty 5070.842221 = -1134737.660338 nChanged 33 SP:Iteration 34Q (3674.401726 sec): 3 clusters Score: Raw -1139812.258456 + Penalty 5070.842221 = -1134741.416235 nChanged 34 SP:Iteration 35Q (3674.561853 sec): 3 clusters Score: Raw -1139816.318655 + Penalty 5070.842221 = -1134745.476434 nChanged 31 SP:Iteration 36Q (3674.739484 sec): 3 clusters Score: Raw -1139819.763920 + Penalty 5070.842221 = -1134748.921699 nChanged 23 SP:Iteration 37Q (3674.844123 sec): 3 clusters Score: Raw -1139822.351338 + Penalty 5070.842221 = -1134751.509117 nChanged 25 SP:Iteration 38Q (3674.936651 sec): 3 clusters Score: Raw -1139826.348447 + Penalty 5070.842221 = -1134755.506226 nChanged 27 SP:Iteration 39Q (3675.044069 sec): 3 clusters Score: Raw -1139829.691273 + Penalty 5070.842221 = -1134758.849052 nChanged 25 SP:Iteration 40F (3675.155899 sec): 3 clusters Score: Raw -1139832.457551 + Penalty 5070.842221 = -1134761.615330 nChanged 24 SP:Iteration 41Q (3675.248955 sec): 3 clusters Score: Raw -1139835.153322 + Penalty 5070.842221 = -1134764.311101 nChanged 19 SP:Iteration 42Q (3675.441742 sec): 3 clusters Score: Raw -1139837.559616 + Penalty 5070.842221 = -1134766.717395 nChanged 22 SP:Iteration 43Q (3675.556829 sec): 3 clusters Score: Raw -1139839.893611 + Penalty 5070.842221 = -1134769.051390 nChanged 17 SP:Iteration 44Q (3675.690299 sec): 3 clusters Score: Raw -1139841.775790 + Penalty 5070.842221 = -1134770.933569 nChanged 16 SP:Iteration 45Q (3675.796693 sec): 3 clusters Score: Raw -1139844.192127 + Penalty 5070.842221 = -1134773.349907 nChanged 16 SP:Iteration 46Q (3675.916493 sec): 3 clusters Score: Raw -1139846.507239 + Penalty 5070.842221 = -1134775.665019 nChanged 14 SP:Iteration 47Q (3676.012189 sec): 3 clusters Score: Raw -1139847.869090 + Penalty 5070.842221 = -1134777.026869 nChanged 14 SP:Iteration 48Q (3676.114447 sec): 3 clusters Score: Raw -1139848.960176 + Penalty 5070.842221 = -1134778.117955 nChanged 8 SP:Iteration 49Q (3676.214913 sec): 3 clusters Score: Raw -1139849.618458 + Penalty 5070.842221 = -1134778.776237 nChanged 6 SP:Iteration 50Q (3676.321131 sec): 3 clusters Score: Raw -1139850.312327 + Penalty 5070.842221 = -1134779.470106 nChanged 4 SP:Iteration 51Q (3676.439419 sec): 3 clusters Score: Raw -1139850.682848 + Penalty 5070.842221 = -1134779.840627 nChanged 3 SP:Iteration 52Q (3676.599497 sec): 3 clusters Score: Raw -1139851.004057 + Penalty 5070.842221 = -1134780.161837 nChanged 4 SP:Iteration 53Q (3676.789033 sec): 3 clusters Score: Raw -1139851.602827 + Penalty 5070.842221 = -1134780.760607 nChanged 5 SP:Iteration 54Q (3676.949397 sec): 3 clusters Score: Raw -1139852.194645 + Penalty 5070.842221 = -1134781.352424 nChanged 6 SP:Iteration 55Q (3677.056884 sec): 3 clusters Score: Raw -1139852.842562 + Penalty 5070.842221 = -1134782.000341 nChanged 8 SP:Iteration 56Q (3677.153747 sec): 3 clusters Score: Raw -1139853.529010 + Penalty 5070.842221 = -1134782.686789 nChanged 7 SP:Iteration 57Q (3677.256128 sec): 3 clusters Score: Raw -1139854.170447 + Penalty 5070.842221 = -1134783.328226 nChanged 7 SP:Iteration 58Q (3677.357357 sec): 3 clusters Score: Raw -1139855.102573 + Penalty 5070.842221 = -1134784.260352 nChanged 7 SP:Iteration 59Q (3677.464997 sec): 3 clusters Score: Raw -1139855.958192 + Penalty 5070.842221 = -1134785.115971 nChanged 8 SP:Iteration 60F (3677.581358 sec): 3 clusters Score: Raw -1139856.727071 + Penalty 5070.842221 = -1134785.884850 nChanged 10 SP:Iteration 61Q (3677.742079 sec): 3 clusters Score: Raw -1139857.574040 + Penalty 5070.842221 = -1134786.731819 nChanged 5 SP:Iteration 62Q (3677.832838 sec): 3 clusters Score: Raw -1139857.974464 + Penalty 5070.842221 = -1134787.132243 nChanged 5 SP:Iteration 63Q (3677.929662 sec): 3 clusters Score: Raw -1139858.388341 + Penalty 5070.842221 = -1134787.546121 nChanged 5 SP:Iteration 64Q (3678.169623 sec): 3 clusters Score: Raw -1139858.714433 + Penalty 5070.842221 = -1134787.872212 nChanged 3 SP:Iteration 65Q (3678.366651 sec): 3 clusters Score: Raw -1139858.918206 + Penalty 5070.842221 = -1134788.075986 nChanged 2 SP:Iteration 66Q (3678.573338 sec): 3 clusters Score: Raw -1139859.051982 + Penalty 5070.842221 = -1134788.209761 nChanged 1 SP:Iteration 67Q (3678.737597 sec): 3 clusters Score: Raw -1139859.113500 + Penalty 5070.842221 = -1134788.271279 nChanged 1 SP:Iteration 68Q (3678.820154 sec): 3 clusters Score: Raw -1139859.161217 + Penalty 5070.842221 = -1134788.318997 nChanged 0 SP:Iteration 69F (3678.905003 sec): 3 clusters Score: Raw -1139859.161217 + Penalty 5070.842221 = -1134788.318997 nChanged 0 Trying to split cluster 10 (5031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3678.975944 sec): 2 clusters Score: Raw -364901.402291 + Penalty 2250.170749 = -362651.231542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3679.049659 sec): 3 clusters Score: Raw -362503.803557 + Penalty 4500.341499 = -358003.462058 nChanged 1926 SP:Iteration 1F (3679.122804 sec): 3 clusters Score: Raw -363815.773151 + Penalty 4500.341499 = -359315.431652 nChanged 492 SP:Iteration 2F (3679.180541 sec): 3 clusters Score: Raw -364444.614609 + Penalty 4500.341499 = -359944.273110 nChanged 495 SP:Iteration 3F (3679.227078 sec): 3 clusters Score: Raw -365242.615226 + Penalty 4500.341499 = -360742.273728 nChanged 478 SP:Iteration 4F (3679.273792 sec): 3 clusters Score: Raw -365982.055968 + Penalty 4500.341499 = -361481.714469 nChanged 389 SP:Iteration 5F (3679.324998 sec): 3 clusters Score: Raw -366466.716437 + Penalty 4500.341499 = -361966.374938 nChanged 276 SP:Iteration 6F (3679.380084 sec): 3 clusters Score: Raw -366739.904731 + Penalty 4500.341499 = -362239.563232 nChanged 181 SP:Iteration 7Q (3679.434394 sec): 3 clusters Score: Raw -366887.509623 + Penalty 4500.341499 = -362387.168124 nChanged 134 SP:Iteration 8Q (3679.488805 sec): 3 clusters Score: Raw -366988.831826 + Penalty 4500.341499 = -362488.490327 nChanged 92 SP:Iteration 9Q (3679.542280 sec): 3 clusters Score: Raw -367056.078858 + Penalty 4500.341499 = -362555.737360 nChanged 70 SP:Iteration 10Q (3679.596038 sec): 3 clusters Score: Raw -367105.091277 + Penalty 4500.341499 = -362604.749778 nChanged 56 SP:Iteration 11Q (3679.648888 sec): 3 clusters Score: Raw -367142.054142 + Penalty 4500.341499 = -362641.712643 nChanged 43 SP:Iteration 12Q (3679.701349 sec): 3 clusters Score: Raw -367165.545978 + Penalty 4500.341499 = -362665.204479 nChanged 33 SP:Iteration 13Q (3679.864597 sec): 3 clusters Score: Raw -367185.643843 + Penalty 4500.341499 = -362685.302345 nChanged 45 SP:Iteration 14Q (3679.975174 sec): 3 clusters Score: Raw -367211.969769 + Penalty 4500.341499 = -362711.628270 nChanged 36 SP:Iteration 15Q (3680.119976 sec): 3 clusters Score: Raw -367238.523602 + Penalty 4500.341499 = -362738.182103 nChanged 42 SP:Iteration 16Q (3680.220385 sec): 3 clusters Score: Raw -367267.728109 + Penalty 4500.341499 = -362767.386611 nChanged 50 SP:Iteration 17Q (3680.294250 sec): 3 clusters Score: Raw -367296.711568 + Penalty 4500.341499 = -362796.370069 nChanged 34 SP:Iteration 18Q (3680.350316 sec): 3 clusters Score: Raw -367317.049851 + Penalty 4500.341499 = -362816.708352 nChanged 28 SP:Iteration 19Q (3680.404386 sec): 3 clusters Score: Raw -367328.568596 + Penalty 4500.341499 = -362828.227097 nChanged 22 SP:Iteration 20F (3680.459739 sec): 3 clusters Score: Raw -367338.146596 + Penalty 4500.341499 = -362837.805098 nChanged 23 SP:Iteration 21Q (3680.513034 sec): 3 clusters Score: Raw -367347.487572 + Penalty 4500.341499 = -362847.146073 nChanged 15 SP:Iteration 22Q (3680.564492 sec): 3 clusters Score: Raw -367353.670339 + Penalty 4500.341499 = -362853.328840 nChanged 13 SP:Iteration 23Q (3680.615855 sec): 3 clusters Score: Raw -367359.949854 + Penalty 4500.341499 = -362859.608355 nChanged 14 SP:Iteration 24Q (3680.769477 sec): 3 clusters Score: Raw -367364.177609 + Penalty 4500.341499 = -362863.836111 nChanged 6 SP:Iteration 25Q (3680.910975 sec): 3 clusters Score: Raw -367365.873535 + Penalty 4500.341499 = -362865.532036 nChanged 4 SP:Iteration 26Q (3681.054693 sec): 3 clusters Score: Raw -367367.279699 + Penalty 4500.341499 = -362866.938200 nChanged 2 SP:Iteration 27Q (3681.168861 sec): 3 clusters Score: Raw -367368.074267 + Penalty 4500.341499 = -362867.732768 nChanged 3 SP:Iteration 28Q (3681.223640 sec): 3 clusters Score: Raw -367369.395729 + Penalty 4500.341499 = -362869.054230 nChanged 3 SP:Iteration 29Q (3681.277587 sec): 3 clusters Score: Raw -367371.101880 + Penalty 4500.341499 = -362870.760381 nChanged 6 SP:Iteration 30Q (3681.331383 sec): 3 clusters Score: Raw -367373.599126 + Penalty 4500.341499 = -362873.257627 nChanged 2 SP:Iteration 31Q (3681.385244 sec): 3 clusters Score: Raw -367374.413594 + Penalty 4500.341499 = -362874.072096 nChanged 3 SP:Iteration 32Q (3681.441476 sec): 3 clusters Score: Raw -367375.425774 + Penalty 4500.341499 = -362875.084276 nChanged 1 SP:Iteration 33Q (3681.497801 sec): 3 clusters Score: Raw -367375.691424 + Penalty 4500.341499 = -362875.349925 nChanged 0 SP:Iteration 34F (3681.549969 sec): 3 clusters Score: Raw -367375.691424 + Penalty 4500.341499 = -362875.349925 nChanged 0 Score: Raw -11811830.288311 + Penalty 34530.724271 = -11777299.564040 Splitting cluster 10 changes total score from -11777961.777496 to -11777299.564040 So it's not getting split. Iteration 139Q (3685.515934 sec): 11 clusters Score: Raw -11809356.601271 + Penalty 31391.567519 = -11777965.033752 nChanged 36 Iteration 140F (3687.627043 sec): 11 clusters Score: Raw -11809359.949734 + Penalty 31391.567519 = -11777968.382215 nChanged 31 Iteration 141Q (3689.155670 sec): 11 clusters Score: Raw -11809362.560253 + Penalty 31391.567519 = -11777970.992734 nChanged 27 Iteration 142Q (3690.515416 sec): 11 clusters Score: Raw -11809365.302983 + Penalty 31391.567519 = -11777973.735464 nChanged 29 Iteration 143Q (3691.836336 sec): 11 clusters Score: Raw -11809367.910023 + Penalty 31391.567519 = -11777976.342505 nChanged 24 Iteration 144Q (3693.196974 sec): 11 clusters Score: Raw -11809370.551374 + Penalty 31391.567519 = -11777978.983855 nChanged 26 Iteration 145Q (3694.587991 sec): 11 clusters Score: Raw -11809373.474362 + Penalty 31391.567519 = -11777981.906843 nChanged 29 Iteration 146Q (3695.951626 sec): 11 clusters Score: Raw -11809376.174784 + Penalty 31391.567519 = -11777984.607265 nChanged 20 Iteration 147Q (3697.311877 sec): 11 clusters Score: Raw -11809377.803093 + Penalty 31391.567519 = -11777986.235574 nChanged 24 Iteration 148Q (3698.659647 sec): 11 clusters Score: Raw -11809379.525914 + Penalty 31391.567519 = -11777987.958395 nChanged 18 Iteration 149Q (3699.993282 sec): 11 clusters Score: Raw -11809380.753531 + Penalty 31391.567519 = -11777989.186013 nChanged 21 Iteration 150Q (3701.412616 sec): 11 clusters Score: Raw -11809382.120168 + Penalty 31391.567519 = -11777990.552650 nChanged 23 Iteration 151Q (3702.745049 sec): 11 clusters Score: Raw -11809384.029534 + Penalty 31391.567519 = -11777992.462015 nChanged 33 Iteration 152Q (3704.110050 sec): 11 clusters Score: Raw -11809386.477658 + Penalty 31391.567519 = -11777994.910140 nChanged 32 Iteration 153Q (3705.433794 sec): 11 clusters Score: Raw -11809388.663929 + Penalty 31391.567519 = -11777997.096410 nChanged 36 Iteration 154Q (3706.759910 sec): 11 clusters Score: Raw -11809390.857396 + Penalty 31391.567519 = -11777999.289877 nChanged 29 Iteration 155Q (3708.114640 sec): 11 clusters Score: Raw -11809392.553803 + Penalty 31391.567519 = -11778000.986284 nChanged 21 Iteration 156Q (3709.416137 sec): 11 clusters Score: Raw -11809393.628356 + Penalty 31391.567519 = -11778002.060837 nChanged 14 Iteration 157Q (3710.674922 sec): 11 clusters Score: Raw -11809394.539040 + Penalty 31391.567519 = -11778002.971521 nChanged 13 Iteration 158Q (3711.947989 sec): 11 clusters Score: Raw -11809395.494641 + Penalty 31391.567519 = -11778003.927122 nChanged 25 Iteration 159Q (3713.235111 sec): 11 clusters Score: Raw -11809397.303399 + Penalty 31391.567519 = -11778005.735880 nChanged 23 Iteration 160F (3714.877455 sec): 11 clusters Score: Raw -11809399.263932 + Penalty 31391.567519 = -11778007.696413 nChanged 33 Iteration 161Q (3716.133811 sec): 11 clusters Score: Raw -11809401.505963 + Penalty 31391.567519 = -11778009.938444 nChanged 28 Iteration 162Q (3717.417746 sec): 11 clusters Score: Raw -11809403.356595 + Penalty 31391.567519 = -11778011.789076 nChanged 21 Iteration 163Q (3718.618901 sec): 11 clusters Score: Raw -11809404.477598 + Penalty 31391.567519 = -11778012.910079 nChanged 13 Iteration 164Q (3719.872309 sec): 11 clusters Score: Raw -11809405.037303 + Penalty 31391.567519 = -11778013.469785 nChanged 18 Iteration 165Q (3721.113551 sec): 11 clusters Score: Raw -11809405.818543 + Penalty 31391.567519 = -11778014.251025 nChanged 15 Iteration 166Q (3722.439866 sec): 11 clusters Score: Raw -11809406.494321 + Penalty 31391.567519 = -11778014.926802 nChanged 17 Iteration 167Q (3723.627268 sec): 11 clusters Score: Raw -11809407.282202 + Penalty 31391.567519 = -11778015.714683 nChanged 18 Iteration 168Q (3724.812131 sec): 11 clusters Score: Raw -11809408.150571 + Penalty 31391.567519 = -11778016.583052 nChanged 24 Iteration 169Q (3726.011092 sec): 11 clusters Score: Raw -11809409.655784 + Penalty 31391.567519 = -11778018.088265 nChanged 23 Iteration 170Q (3727.193068 sec): 11 clusters Score: Raw -11809411.251166 + Penalty 31391.567519 = -11778019.683647 nChanged 19 Iteration 171Q (3728.406460 sec): 11 clusters Score: Raw -11809412.235575 + Penalty 31391.567519 = -11778020.668056 nChanged 21 Iteration 172Q (3729.619066 sec): 11 clusters Score: Raw -11809413.259021 + Penalty 31391.567519 = -11778021.691502 nChanged 8 Iteration 173Q (3730.831551 sec): 11 clusters Score: Raw -11809413.780258 + Penalty 31391.567519 = -11778022.212739 nChanged 7 Iteration 174Q (3732.015302 sec): 11 clusters Score: Raw -11809414.241719 + Penalty 31391.567519 = -11778022.674200 nChanged 7 Iteration 175Q (3733.229150 sec): 11 clusters Score: Raw -11809414.852241 + Penalty 31391.567519 = -11778023.284723 nChanged 6 Iteration 176Q (3734.446408 sec): 11 clusters Score: Raw -11809415.141300 + Penalty 31391.567519 = -11778023.573781 nChanged 5 Iteration 177Q (3735.639983 sec): 11 clusters Score: Raw -11809415.401110 + Penalty 31391.567519 = -11778023.833591 nChanged 4 Iteration 178Q (3736.853049 sec): 11 clusters Score: Raw -11809415.648421 + Penalty 31391.567519 = -11778024.080902 nChanged 3 Writing temp clu file Because OldScore, -11778023.833591, is greater than current (better) Score,-11778024.080902 Compute initial score before splitting: Score: Raw -11809415.648421 + Penalty 31391.567519 = -11778024.080902 Trying to split cluster 1 (15390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3737.059478 sec): 2 clusters Score: Raw -1327342.975364 + Penalty 2545.348932 = -1324797.626433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3737.272799 sec): 3 clusters Score: Raw -1318663.705415 + Penalty 5090.697864 = -1313573.007551 nChanged 6614 SP:Iteration 1F (3737.431265 sec): 3 clusters Score: Raw -1322619.517700 + Penalty 5090.697864 = -1317528.819836 nChanged 1160 SP:Iteration 2F (3737.531970 sec): 3 clusters Score: Raw -1323438.584366 + Penalty 5090.697864 = -1318347.886503 nChanged 1145 SP:Iteration 3F (3737.611139 sec): 3 clusters Score: Raw -1324385.763704 + Penalty 5090.697864 = -1319295.065841 nChanged 1195 SP:Iteration 4F (3737.694386 sec): 3 clusters Score: Raw -1325409.751860 + Penalty 5090.697864 = -1320319.053996 nChanged 1087 SP:Iteration 5F (3737.790894 sec): 3 clusters Score: Raw -1326262.713545 + Penalty 5090.697864 = -1321172.015681 nChanged 866 SP:Iteration 6F (3737.902373 sec): 3 clusters Score: Raw -1326805.653509 + Penalty 5090.697864 = -1321714.955645 nChanged 592 SP:Iteration 7Q (3738.064631 sec): 3 clusters Score: Raw -1327097.243718 + Penalty 5090.697864 = -1322006.545854 nChanged 410 SP:Iteration 8Q (3738.225557 sec): 3 clusters Score: Raw -1327272.359131 + Penalty 5090.697864 = -1322181.661268 nChanged 293 SP:Iteration 9Q (3738.356019 sec): 3 clusters Score: Raw -1327376.840423 + Penalty 5090.697864 = -1322286.142559 nChanged 202 SP:Iteration 10Q (3738.498873 sec): 3 clusters Score: Raw -1327450.062541 + Penalty 5090.697864 = -1322359.364677 nChanged 184 SP:Iteration 11Q (3738.635511 sec): 3 clusters Score: Raw -1327518.532369 + Penalty 5090.697864 = -1322427.834505 nChanged 169 SP:Iteration 12Q (3738.734428 sec): 3 clusters Score: Raw -1327574.864337 + Penalty 5090.697864 = -1322484.166473 nChanged 140 SP:Iteration 13Q (3738.892473 sec): 3 clusters Score: Raw -1327612.698321 + Penalty 5090.697864 = -1322522.000457 nChanged 119 SP:Iteration 14Q (3739.064873 sec): 3 clusters Score: Raw -1327644.739516 + Penalty 5090.697864 = -1322554.041652 nChanged 97 SP:Iteration 15Q (3739.171298 sec): 3 clusters Score: Raw -1327668.098719 + Penalty 5090.697864 = -1322577.400855 nChanged 87 SP:Iteration 16Q (3739.259687 sec): 3 clusters Score: Raw -1327692.447674 + Penalty 5090.697864 = -1322601.749811 nChanged 80 SP:Iteration 17Q (3739.367710 sec): 3 clusters Score: Raw -1327710.544269 + Penalty 5090.697864 = -1322619.846405 nChanged 75 SP:Iteration 18Q (3739.460520 sec): 3 clusters Score: Raw -1327725.131962 + Penalty 5090.697864 = -1322634.434098 nChanged 57 SP:Iteration 19Q (3739.550781 sec): 3 clusters Score: Raw -1327735.784168 + Penalty 5090.697864 = -1322645.086304 nChanged 55 SP:Iteration 20F (3739.658742 sec): 3 clusters Score: Raw -1327744.771618 + Penalty 5090.697864 = -1322654.073754 nChanged 42 SP:Iteration 21Q (3739.806965 sec): 3 clusters Score: Raw -1327749.719626 + Penalty 5090.697864 = -1322659.021762 nChanged 32 SP:Iteration 22Q (3739.936638 sec): 3 clusters Score: Raw -1327753.026483 + Penalty 5090.697864 = -1322662.328619 nChanged 22 SP:Iteration 23Q (3740.087923 sec): 3 clusters Score: Raw -1327755.926387 + Penalty 5090.697864 = -1322665.228523 nChanged 27 SP:Iteration 24Q (3740.174901 sec): 3 clusters Score: Raw -1327759.047872 + Penalty 5090.697864 = -1322668.350009 nChanged 22 SP:Iteration 25Q (3740.260321 sec): 3 clusters Score: Raw -1327761.538891 + Penalty 5090.697864 = -1322670.841028 nChanged 19 SP:Iteration 26Q (3740.356091 sec): 3 clusters Score: Raw -1327763.033058 + Penalty 5090.697864 = -1322672.335194 nChanged 13 SP:Iteration 27Q (3740.471887 sec): 3 clusters Score: Raw -1327765.156318 + Penalty 5090.697864 = -1322674.458454 nChanged 22 SP:Iteration 28Q (3740.553482 sec): 3 clusters Score: Raw -1327768.135549 + Penalty 5090.697864 = -1322677.437686 nChanged 23 SP:Iteration 29Q (3740.635121 sec): 3 clusters Score: Raw -1327771.142486 + Penalty 5090.697864 = -1322680.444622 nChanged 14 SP:Iteration 30Q (3740.732788 sec): 3 clusters Score: Raw -1327772.747808 + Penalty 5090.697864 = -1322682.049945 nChanged 20 SP:Iteration 31Q (3740.826228 sec): 3 clusters Score: Raw -1327775.370808 + Penalty 5090.697864 = -1322684.672944 nChanged 19 SP:Iteration 32Q (3740.920450 sec): 3 clusters Score: Raw -1327778.279611 + Penalty 5090.697864 = -1322687.581747 nChanged 18 SP:Iteration 33Q (3741.016453 sec): 3 clusters Score: Raw -1327780.079088 + Penalty 5090.697864 = -1322689.381225 nChanged 14 SP:Iteration 34Q (3741.111240 sec): 3 clusters Score: Raw -1327781.297286 + Penalty 5090.697864 = -1322690.599422 nChanged 7 SP:Iteration 35Q (3741.198702 sec): 3 clusters Score: Raw -1327782.048229 + Penalty 5090.697864 = -1322691.350365 nChanged 8 SP:Iteration 36Q (3741.355910 sec): 3 clusters Score: Raw -1327782.594909 + Penalty 5090.697864 = -1322691.897045 nChanged 5 SP:Iteration 37Q (3741.525910 sec): 3 clusters Score: Raw -1327783.151937 + Penalty 5090.697864 = -1322692.454074 nChanged 3 SP:Iteration 38Q (3741.745278 sec): 3 clusters Score: Raw -1327783.381496 + Penalty 5090.697864 = -1322692.683632 nChanged 3 SP:Iteration 39Q (3741.904763 sec): 3 clusters Score: Raw -1327783.701913 + Penalty 5090.697864 = -1322693.004049 nChanged 6 SP:Iteration 40F (3742.084473 sec): 3 clusters Score: Raw -1327784.284161 + Penalty 5090.697864 = -1322693.586297 nChanged 3 SP:Iteration 41Q (3742.250515 sec): 3 clusters Score: Raw -1327784.594764 + Penalty 5090.697864 = -1322693.896900 nChanged 3 SP:Iteration 42Q (3742.398976 sec): 3 clusters Score: Raw -1327784.935080 + Penalty 5090.697864 = -1322694.237216 nChanged 7 SP:Iteration 43Q (3742.509686 sec): 3 clusters Score: Raw -1327785.727918 + Penalty 5090.697864 = -1322695.030054 nChanged 8 SP:Iteration 44Q (3742.622504 sec): 3 clusters Score: Raw -1327786.452345 + Penalty 5090.697864 = -1322695.754481 nChanged 8 SP:Iteration 45Q (3742.747578 sec): 3 clusters Score: Raw -1327787.250723 + Penalty 5090.697864 = -1322696.552860 nChanged 5 SP:Iteration 46Q (3742.844252 sec): 3 clusters Score: Raw -1327787.591265 + Penalty 5090.697864 = -1322696.893401 nChanged 3 SP:Iteration 47Q (3743.036133 sec): 3 clusters Score: Raw -1327787.969654 + Penalty 5090.697864 = -1322697.271790 nChanged 2 SP:Iteration 48Q (3743.190724 sec): 3 clusters Score: Raw -1327788.166960 + Penalty 5090.697864 = -1322697.469096 nChanged 3 SP:Iteration 49Q (3743.343129 sec): 3 clusters Score: Raw -1327788.417190 + Penalty 5090.697864 = -1322697.719327 nChanged 3 SP:Iteration 50Q (3743.538157 sec): 3 clusters Score: Raw -1327788.680136 + Penalty 5090.697864 = -1322697.982272 nChanged 0 SP:Iteration 51F (3743.710995 sec): 3 clusters Score: Raw -1327788.680136 + Penalty 5090.697864 = -1322697.982272 nChanged 0 Trying to split cluster 2 (5491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3743.791516 sec): 2 clusters Score: Raw -450071.783171 + Penalty 2273.268536 = -447798.514635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3743.915813 sec): 3 clusters Score: Raw -447440.328476 + Penalty 4546.537072 = -442893.791404 nChanged 2100 SP:Iteration 1F (3743.965076 sec): 3 clusters Score: Raw -448800.802407 + Penalty 4546.537072 = -444254.265335 nChanged 465 SP:Iteration 2F (3744.016145 sec): 3 clusters Score: Raw -449170.449765 + Penalty 4546.537072 = -444623.912693 nChanged 376 SP:Iteration 3F (3744.063904 sec): 3 clusters Score: Raw -449551.123310 + Penalty 4546.537072 = -445004.586238 nChanged 386 SP:Iteration 4F (3744.112765 sec): 3 clusters Score: Raw -449986.015903 + Penalty 4546.537072 = -445439.478831 nChanged 383 SP:Iteration 5F (3744.161317 sec): 3 clusters Score: Raw -450369.345558 + Penalty 4546.537072 = -445822.808485 nChanged 310 SP:Iteration 6F (3744.329160 sec): 3 clusters Score: Raw -450688.899273 + Penalty 4546.537072 = -446142.362201 nChanged 255 SP:Iteration 7Q (3744.459257 sec): 3 clusters Score: Raw -450908.435356 + Penalty 4546.537072 = -446361.898284 nChanged 192 SP:Iteration 8Q (3744.536603 sec): 3 clusters Score: Raw -451080.672005 + Penalty 4546.537072 = -446534.134933 nChanged 164 SP:Iteration 9Q (3744.604445 sec): 3 clusters Score: Raw -451214.669342 + Penalty 4546.537072 = -446668.132270 nChanged 123 SP:Iteration 10Q (3744.655810 sec): 3 clusters Score: Raw -451312.033380 + Penalty 4546.537072 = -446765.496307 nChanged 91 SP:Iteration 11Q (3744.708034 sec): 3 clusters Score: Raw -451373.263889 + Penalty 4546.537072 = -446826.726817 nChanged 63 SP:Iteration 12Q (3744.768695 sec): 3 clusters Score: Raw -451407.963287 + Penalty 4546.537072 = -446861.426215 nChanged 58 SP:Iteration 13Q (3744.834102 sec): 3 clusters Score: Raw -451435.540469 + Penalty 4546.537072 = -446889.003397 nChanged 45 SP:Iteration 14Q (3744.896956 sec): 3 clusters Score: Raw -451458.628531 + Penalty 4546.537072 = -446912.091459 nChanged 44 SP:Iteration 15Q (3745.039054 sec): 3 clusters Score: Raw -451482.710362 + Penalty 4546.537072 = -446936.173290 nChanged 38 SP:Iteration 16Q (3745.187843 sec): 3 clusters Score: Raw -451499.596226 + Penalty 4546.537072 = -446953.059154 nChanged 25 SP:Iteration 17Q (3745.355906 sec): 3 clusters Score: Raw -451509.895208 + Penalty 4546.537072 = -446963.358136 nChanged 30 SP:Iteration 18Q (3745.461428 sec): 3 clusters Score: Raw -451519.195036 + Penalty 4546.537072 = -446972.657963 nChanged 18 SP:Iteration 19Q (3745.518453 sec): 3 clusters Score: Raw -451526.433709 + Penalty 4546.537072 = -446979.896637 nChanged 18 SP:Iteration 20F (3745.575547 sec): 3 clusters Score: Raw -451533.673869 + Penalty 4546.537072 = -446987.136797 nChanged 16 SP:Iteration 21Q (3745.633215 sec): 3 clusters Score: Raw -451540.376567 + Penalty 4546.537072 = -446993.839495 nChanged 11 SP:Iteration 22Q (3745.691002 sec): 3 clusters Score: Raw -451543.732428 + Penalty 4546.537072 = -446997.195356 nChanged 9 SP:Iteration 23Q (3745.775832 sec): 3 clusters Score: Raw -451546.980106 + Penalty 4546.537072 = -447000.443033 nChanged 7 SP:Iteration 24Q (3745.833776 sec): 3 clusters Score: Raw -451549.310329 + Penalty 4546.537072 = -447002.773256 nChanged 7 SP:Iteration 25Q (3745.891648 sec): 3 clusters Score: Raw -451551.221157 + Penalty 4546.537072 = -447004.684085 nChanged 9 SP:Iteration 26Q (3745.948951 sec): 3 clusters Score: Raw -451554.167753 + Penalty 4546.537072 = -447007.630681 nChanged 8 SP:Iteration 27Q (3746.006293 sec): 3 clusters Score: Raw -451556.264560 + Penalty 4546.537072 = -447009.727488 nChanged 10 SP:Iteration 28Q (3746.070381 sec): 3 clusters Score: Raw -451558.735713 + Penalty 4546.537072 = -447012.198641 nChanged 6 SP:Iteration 29Q (3746.127412 sec): 3 clusters Score: Raw -451560.024003 + Penalty 4546.537072 = -447013.486931 nChanged 2 SP:Iteration 30Q (3746.185078 sec): 3 clusters Score: Raw -451560.606943 + Penalty 4546.537072 = -447014.069870 nChanged 0 SP:Iteration 31F (3746.242029 sec): 3 clusters Score: Raw -451560.606943 + Penalty 4546.537072 = -447014.069870 nChanged 0 Trying to split cluster 3 (8614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3746.311976 sec): 2 clusters Score: Raw -727288.989536 + Penalty 2392.142033 = -724896.847502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3746.425138 sec): 3 clusters Score: Raw -722853.176949 + Penalty 4784.284067 = -718068.892883 nChanged 3486 SP:Iteration 1F (3746.485040 sec): 3 clusters Score: Raw -724892.793274 + Penalty 4784.284067 = -720108.509207 nChanged 675 SP:Iteration 2F (3746.545218 sec): 3 clusters Score: Raw -725330.278433 + Penalty 4784.284067 = -720545.994366 nChanged 499 SP:Iteration 3F (3746.629021 sec): 3 clusters Score: Raw -725626.619437 + Penalty 4784.284067 = -720842.335371 nChanged 449 SP:Iteration 4F (3746.710635 sec): 3 clusters Score: Raw -725925.180952 + Penalty 4784.284067 = -721140.896885 nChanged 443 SP:Iteration 5F (3746.779314 sec): 3 clusters Score: Raw -726213.959164 + Penalty 4784.284067 = -721429.675097 nChanged 397 SP:Iteration 6Q (3746.851983 sec): 3 clusters Score: Raw -726461.415063 + Penalty 4784.284067 = -721677.130997 nChanged 358 SP:Iteration 7Q (3746.937753 sec): 3 clusters Score: Raw -726679.805441 + Penalty 4784.284067 = -721895.521374 nChanged 340 SP:Iteration 8Q (3747.016150 sec): 3 clusters Score: Raw -726905.179438 + Penalty 4784.284067 = -722120.895372 nChanged 325 SP:Iteration 9Q (3747.086863 sec): 3 clusters Score: Raw -727155.747138 + Penalty 4784.284067 = -722371.463072 nChanged 345 SP:Iteration 10Q (3747.155664 sec): 3 clusters Score: Raw -727415.733020 + Penalty 4784.284067 = -722631.448954 nChanged 328 SP:Iteration 11Q (3747.226767 sec): 3 clusters Score: Raw -727644.097614 + Penalty 4784.284067 = -722859.813548 nChanged 292 SP:Iteration 12Q (3747.299795 sec): 3 clusters Score: Raw -727805.508424 + Penalty 4784.284067 = -723021.224357 nChanged 221 SP:Iteration 13Q (3747.490421 sec): 3 clusters Score: Raw -727918.742000 + Penalty 4784.284067 = -723134.457934 nChanged 179 SP:Iteration 14Q (3747.633283 sec): 3 clusters Score: Raw -727998.201039 + Penalty 4784.284067 = -723213.916973 nChanged 133 SP:Iteration 15Q (3747.781873 sec): 3 clusters Score: Raw -728053.686971 + Penalty 4784.284067 = -723269.402905 nChanged 114 SP:Iteration 16Q (3747.873214 sec): 3 clusters Score: Raw -728100.284378 + Penalty 4784.284067 = -723316.000311 nChanged 103 SP:Iteration 17Q (3747.938984 sec): 3 clusters Score: Raw -728143.510642 + Penalty 4784.284067 = -723359.226575 nChanged 103 SP:Iteration 18Q (3748.012445 sec): 3 clusters Score: Raw -728182.988268 + Penalty 4784.284067 = -723398.704202 nChanged 91 SP:Iteration 19Q (3748.088113 sec): 3 clusters Score: Raw -728212.718826 + Penalty 4784.284067 = -723428.434759 nChanged 80 SP:Iteration 20F (3748.157752 sec): 3 clusters Score: Raw -728238.684512 + Penalty 4784.284067 = -723454.400445 nChanged 57 SP:Iteration 21Q (3748.229023 sec): 3 clusters Score: Raw -728255.186669 + Penalty 4784.284067 = -723470.902603 nChanged 44 SP:Iteration 22Q (3748.304565 sec): 3 clusters Score: Raw -728264.757624 + Penalty 4784.284067 = -723480.473557 nChanged 33 SP:Iteration 23Q (3748.379806 sec): 3 clusters Score: Raw -728273.468140 + Penalty 4784.284067 = -723489.184073 nChanged 33 SP:Iteration 24Q (3748.456469 sec): 3 clusters Score: Raw -728283.202842 + Penalty 4784.284067 = -723498.918775 nChanged 36 SP:Iteration 25Q (3748.637602 sec): 3 clusters Score: Raw -728291.904331 + Penalty 4784.284067 = -723507.620264 nChanged 27 SP:Iteration 26Q (3748.793329 sec): 3 clusters Score: Raw -728299.732814 + Penalty 4784.284067 = -723515.448747 nChanged 22 SP:Iteration 27Q (3748.860848 sec): 3 clusters Score: Raw -728306.052984 + Penalty 4784.284067 = -723521.768917 nChanged 16 SP:Iteration 28Q (3748.928044 sec): 3 clusters Score: Raw -728309.617795 + Penalty 4784.284067 = -723525.333728 nChanged 13 SP:Iteration 29Q (3748.999255 sec): 3 clusters Score: Raw -728312.459570 + Penalty 4784.284067 = -723528.175503 nChanged 10 SP:Iteration 30Q (3749.105030 sec): 3 clusters Score: Raw -728314.131360 + Penalty 4784.284067 = -723529.847294 nChanged 10 SP:Iteration 31Q (3749.244405 sec): 3 clusters Score: Raw -728316.538897 + Penalty 4784.284067 = -723532.254830 nChanged 12 SP:Iteration 32Q (3749.401891 sec): 3 clusters Score: Raw -728318.353709 + Penalty 4784.284067 = -723534.069643 nChanged 5 SP:Iteration 33Q (3749.547326 sec): 3 clusters Score: Raw -728319.148265 + Penalty 4784.284067 = -723534.864199 nChanged 2 SP:Iteration 34Q (3749.691815 sec): 3 clusters Score: Raw -728319.448806 + Penalty 4784.284067 = -723535.164739 nChanged 2 SP:Iteration 35Q (3749.788167 sec): 3 clusters Score: Raw -728319.728324 + Penalty 4784.284067 = -723535.444257 nChanged 2 SP:Iteration 36Q (3749.914704 sec): 3 clusters Score: Raw -728320.076606 + Penalty 4784.284067 = -723535.792539 nChanged 6 SP:Iteration 37Q (3749.982994 sec): 3 clusters Score: Raw -728321.475051 + Penalty 4784.284067 = -723537.190984 nChanged 10 SP:Iteration 38Q (3750.051626 sec): 3 clusters Score: Raw -728324.505415 + Penalty 4784.284067 = -723540.221349 nChanged 12 SP:Iteration 39Q (3750.119943 sec): 3 clusters Score: Raw -728326.675513 + Penalty 4784.284067 = -723542.391446 nChanged 10 SP:Iteration 40F (3750.192914 sec): 3 clusters Score: Raw -728328.760754 + Penalty 4784.284067 = -723544.476687 nChanged 8 SP:Iteration 41Q (3750.269355 sec): 3 clusters Score: Raw -728330.325467 + Penalty 4784.284067 = -723546.041400 nChanged 10 SP:Iteration 42Q (3750.343485 sec): 3 clusters Score: Raw -728333.109802 + Penalty 4784.284067 = -723548.825735 nChanged 10 SP:Iteration 43Q (3750.416839 sec): 3 clusters Score: Raw -728335.276416 + Penalty 4784.284067 = -723550.992350 nChanged 13 SP:Iteration 44Q (3750.581303 sec): 3 clusters Score: Raw -728337.982141 + Penalty 4784.284067 = -723553.698074 nChanged 14 SP:Iteration 45Q (3750.754037 sec): 3 clusters Score: Raw -728341.206933 + Penalty 4784.284067 = -723556.922867 nChanged 14 SP:Iteration 46Q (3750.888956 sec): 3 clusters Score: Raw -728344.644808 + Penalty 4784.284067 = -723560.360741 nChanged 13 SP:Iteration 47Q (3750.957582 sec): 3 clusters Score: Raw -728347.616648 + Penalty 4784.284067 = -723563.332582 nChanged 12 SP:Iteration 48Q (3751.029985 sec): 3 clusters Score: Raw -728350.643358 + Penalty 4784.284067 = -723566.359291 nChanged 11 SP:Iteration 49Q (3751.103314 sec): 3 clusters Score: Raw -728352.826688 + Penalty 4784.284067 = -723568.542621 nChanged 10 SP:Iteration 50Q (3751.178519 sec): 3 clusters Score: Raw -728355.604379 + Penalty 4784.284067 = -723571.320312 nChanged 13 SP:Iteration 51Q (3751.254309 sec): 3 clusters Score: Raw -728358.883280 + Penalty 4784.284067 = -723574.599213 nChanged 17 SP:Iteration 52Q (3751.326666 sec): 3 clusters Score: Raw -728363.113330 + Penalty 4784.284067 = -723578.829264 nChanged 19 SP:Iteration 53Q (3751.395646 sec): 3 clusters Score: Raw -728366.853266 + Penalty 4784.284067 = -723582.569199 nChanged 14 SP:Iteration 54Q (3751.467747 sec): 3 clusters Score: Raw -728369.744346 + Penalty 4784.284067 = -723585.460279 nChanged 12 SP:Iteration 55Q (3751.541665 sec): 3 clusters Score: Raw -728372.278032 + Penalty 4784.284067 = -723587.993965 nChanged 5 SP:Iteration 56Q (3751.611176 sec): 3 clusters Score: Raw -728373.584338 + Penalty 4784.284067 = -723589.300272 nChanged 7 SP:Iteration 57Q (3751.682092 sec): 3 clusters Score: Raw -728375.076037 + Penalty 4784.284067 = -723590.791971 nChanged 10 SP:Iteration 58Q (3751.768711 sec): 3 clusters Score: Raw -728377.887410 + Penalty 4784.284067 = -723593.603343 nChanged 6 SP:Iteration 59Q (3751.844400 sec): 3 clusters Score: Raw -728379.898582 + Penalty 4784.284067 = -723595.614515 nChanged 4 SP:Iteration 60F (3751.918782 sec): 3 clusters Score: Raw -728380.745780 + Penalty 4784.284067 = -723596.461713 nChanged 5 SP:Iteration 61Q (3751.991509 sec): 3 clusters Score: Raw -728381.847353 + Penalty 4784.284067 = -723597.563287 nChanged 8 SP:Iteration 62Q (3752.063647 sec): 3 clusters Score: Raw -728383.251152 + Penalty 4784.284067 = -723598.967085 nChanged 5 SP:Iteration 63Q (3752.140009 sec): 3 clusters Score: Raw -728384.006099 + Penalty 4784.284067 = -723599.722032 nChanged 5 SP:Iteration 64Q (3752.216074 sec): 3 clusters Score: Raw -728385.182280 + Penalty 4784.284067 = -723600.898214 nChanged 6 SP:Iteration 65Q (3752.289097 sec): 3 clusters Score: Raw -728386.615934 + Penalty 4784.284067 = -723602.331867 nChanged 4 SP:Iteration 66Q (3752.361718 sec): 3 clusters Score: Raw -728387.365678 + Penalty 4784.284067 = -723603.081612 nChanged 6 SP:Iteration 67Q (3752.433279 sec): 3 clusters Score: Raw -728388.509111 + Penalty 4784.284067 = -723604.225044 nChanged 8 SP:Iteration 68Q (3752.502885 sec): 3 clusters Score: Raw -728389.777447 + Penalty 4784.284067 = -723605.493381 nChanged 7 SP:Iteration 69Q (3752.575713 sec): 3 clusters Score: Raw -728390.904877 + Penalty 4784.284067 = -723606.620810 nChanged 8 SP:Iteration 70Q (3752.651708 sec): 3 clusters Score: Raw -728392.602058 + Penalty 4784.284067 = -723608.317991 nChanged 10 SP:Iteration 71Q (3752.727131 sec): 3 clusters Score: Raw -728394.810941 + Penalty 4784.284067 = -723610.526874 nChanged 8 SP:Iteration 72Q (3752.827102 sec): 3 clusters Score: Raw -728396.534676 + Penalty 4784.284067 = -723612.250609 nChanged 6 SP:Iteration 73Q (3752.897575 sec): 3 clusters Score: Raw -728397.917704 + Penalty 4784.284067 = -723613.633637 nChanged 4 SP:Iteration 74Q (3752.975372 sec): 3 clusters Score: Raw -728399.057290 + Penalty 4784.284067 = -723614.773224 nChanged 5 SP:Iteration 75Q (3753.050858 sec): 3 clusters Score: Raw -728400.176484 + Penalty 4784.284067 = -723615.892417 nChanged 4 SP:Iteration 76Q (3753.265073 sec): 3 clusters Score: Raw -728401.086491 + Penalty 4784.284067 = -723616.802425 nChanged 5 SP:Iteration 77Q (3753.402515 sec): 3 clusters Score: Raw -728402.222881 + Penalty 4784.284067 = -723617.938814 nChanged 9 SP:Iteration 78Q (3753.578025 sec): 3 clusters Score: Raw -728404.227267 + Penalty 4784.284067 = -723619.943201 nChanged 4 SP:Iteration 79Q (3753.707412 sec): 3 clusters Score: Raw -728404.714772 + Penalty 4784.284067 = -723620.430706 nChanged 3 SP:Iteration 80F (3753.780650 sec): 3 clusters Score: Raw -728405.482748 + Penalty 4784.284067 = -723621.198681 nChanged 2 SP:Iteration 81Q (3753.851612 sec): 3 clusters Score: Raw -728405.737064 + Penalty 4784.284067 = -723621.452997 nChanged 2 SP:Iteration 82Q (3753.918204 sec): 3 clusters Score: Raw -728406.029978 + Penalty 4784.284067 = -723621.745911 nChanged 0 SP:Iteration 83F (3753.989920 sec): 3 clusters Score: Raw -728406.029978 + Penalty 4784.284067 = -723621.745911 nChanged 0 Trying to split cluster 4 (65067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3754.357492 sec): 2 clusters Score: Raw -5587335.818115 + Penalty 2925.957616 = -5584409.860499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3754.631638 sec): 3 clusters Score: Raw -5546867.798333 + Penalty 5851.915232 = -5541015.883102 nChanged 30100 SP:Iteration 1F (3754.925322 sec): 3 clusters Score: Raw -5563795.814553 + Penalty 5851.915232 = -5557943.899321 nChanged 3025 SP:Iteration 2Q (3755.205416 sec): 3 clusters Score: Raw -5564933.752830 + Penalty 5851.915232 = -5559081.837599 nChanged 3268 SP:Iteration 3F (3755.499316 sec): 3 clusters Score: Raw -5566449.569990 + Penalty 5851.915232 = -5560597.654758 nChanged 3695 SP:Iteration 4F (3755.763538 sec): 3 clusters Score: Raw -5568446.402226 + Penalty 5851.915232 = -5562594.486994 nChanged 4095 SP:Iteration 5F (3756.077705 sec): 3 clusters Score: Raw -5570850.621828 + Penalty 5851.915232 = -5564998.706597 nChanged 4226 SP:Iteration 6F (3756.341109 sec): 3 clusters Score: Raw -5573382.539869 + Penalty 5851.915232 = -5567530.624637 nChanged 4061 SP:Iteration 7F (3756.653804 sec): 3 clusters Score: Raw -5575825.699719 + Penalty 5851.915232 = -5569973.784488 nChanged 3708 SP:Iteration 8F (3756.970306 sec): 3 clusters Score: Raw -5578132.781709 + Penalty 5851.915232 = -5572280.866478 nChanged 3209 SP:Iteration 9Q (3757.247526 sec): 3 clusters Score: Raw -5580115.953844 + Penalty 5851.915232 = -5574264.038612 nChanged 2764 SP:Iteration 10Q (3757.578756 sec): 3 clusters Score: Raw -5581936.516483 + Penalty 5851.915232 = -5576084.601252 nChanged 2358 SP:Iteration 11Q (3757.852695 sec): 3 clusters Score: Raw -5583568.259731 + Penalty 5851.915232 = -5577716.344499 nChanged 1817 SP:Iteration 12Q (3758.176366 sec): 3 clusters Score: Raw -5584915.363276 + Penalty 5851.915232 = -5579063.448044 nChanged 1417 SP:Iteration 13Q (3758.438748 sec): 3 clusters Score: Raw -5586021.190723 + Penalty 5851.915232 = -5580169.275492 nChanged 893 SP:Iteration 14Q (3758.747845 sec): 3 clusters Score: Raw -5586681.534406 + Penalty 5851.915232 = -5580829.619175 nChanged 596 SP:Iteration 15Q (3758.993748 sec): 3 clusters Score: Raw -5587051.037967 + Penalty 5851.915232 = -5581199.122735 nChanged 440 SP:Iteration 16Q (3759.287858 sec): 3 clusters Score: Raw -5587289.914243 + Penalty 5851.915232 = -5581437.999011 nChanged 329 SP:Iteration 17Q (3759.566006 sec): 3 clusters Score: Raw -5587462.749126 + Penalty 5851.915232 = -5581610.833894 nChanged 253 SP:Iteration 18Q (3759.834656 sec): 3 clusters Score: Raw -5587595.408793 + Penalty 5851.915232 = -5581743.493562 nChanged 167 SP:Iteration 19Q (3760.084102 sec): 3 clusters Score: Raw -5587674.166321 + Penalty 5851.915232 = -5581822.251090 nChanged 146 SP:Iteration 20F (3760.350041 sec): 3 clusters Score: Raw -5587738.337343 + Penalty 5851.915232 = -5581886.422111 nChanged 95 SP:Iteration 21Q (3760.626010 sec): 3 clusters Score: Raw -5587786.834720 + Penalty 5851.915232 = -5581934.919488 nChanged 86 SP:Iteration 22Q (3760.879982 sec): 3 clusters Score: Raw -5587822.372799 + Penalty 5851.915232 = -5581970.457567 nChanged 70 SP:Iteration 23Q (3761.099872 sec): 3 clusters Score: Raw -5587856.277526 + Penalty 5851.915232 = -5582004.362294 nChanged 68 SP:Iteration 24Q (3761.363879 sec): 3 clusters Score: Raw -5587887.649280 + Penalty 5851.915232 = -5582035.734048 nChanged 62 SP:Iteration 25Q (3761.640245 sec): 3 clusters Score: Raw -5587912.452730 + Penalty 5851.915232 = -5582060.537498 nChanged 58 SP:Iteration 26Q (3761.869707 sec): 3 clusters Score: Raw -5587937.416196 + Penalty 5851.915232 = -5582085.500964 nChanged 63 SP:Iteration 27Q (3762.100839 sec): 3 clusters Score: Raw -5587962.877205 + Penalty 5851.915232 = -5582110.961973 nChanged 43 SP:Iteration 28Q (3762.384744 sec): 3 clusters Score: Raw -5587983.517277 + Penalty 5851.915232 = -5582131.602045 nChanged 44 SP:Iteration 29Q (3762.645619 sec): 3 clusters Score: Raw -5588003.490217 + Penalty 5851.915232 = -5582151.574985 nChanged 34 SP:Iteration 30Q (3762.908036 sec): 3 clusters Score: Raw -5588016.922211 + Penalty 5851.915232 = -5582165.006979 nChanged 24 SP:Iteration 31Q (3763.276399 sec): 3 clusters Score: Raw -5588028.093455 + Penalty 5851.915232 = -5582176.178223 nChanged 32 SP:Iteration 32Q (3763.545555 sec): 3 clusters Score: Raw -5588040.572468 + Penalty 5851.915232 = -5582188.657236 nChanged 28 SP:Iteration 33Q (3763.796715 sec): 3 clusters Score: Raw -5588052.855390 + Penalty 5851.915232 = -5582200.940159 nChanged 22 SP:Iteration 34Q (3764.066932 sec): 3 clusters Score: Raw -5588061.214564 + Penalty 5851.915232 = -5582209.299333 nChanged 15 SP:Iteration 35Q (3764.299323 sec): 3 clusters Score: Raw -5588065.966279 + Penalty 5851.915232 = -5582214.051047 nChanged 12 SP:Iteration 36Q (3764.551159 sec): 3 clusters Score: Raw -5588070.790904 + Penalty 5851.915232 = -5582218.875672 nChanged 14 SP:Iteration 37Q (3764.766530 sec): 3 clusters Score: Raw -5588076.108996 + Penalty 5851.915232 = -5582224.193764 nChanged 11 SP:Iteration 38Q (3764.995364 sec): 3 clusters Score: Raw -5588080.475905 + Penalty 5851.915232 = -5582228.560673 nChanged 14 SP:Iteration 39Q (3765.255993 sec): 3 clusters Score: Raw -5588085.756549 + Penalty 5851.915232 = -5582233.841317 nChanged 13 SP:Iteration 40F (3765.542995 sec): 3 clusters Score: Raw -5588091.179497 + Penalty 5851.915232 = -5582239.264266 nChanged 10 SP:Iteration 41Q (3765.780458 sec): 3 clusters Score: Raw -5588095.144346 + Penalty 5851.915232 = -5582243.229115 nChanged 8 SP:Iteration 42Q (3766.015593 sec): 3 clusters Score: Raw -5588097.523322 + Penalty 5851.915232 = -5582245.608091 nChanged 7 SP:Iteration 43Q (3766.243194 sec): 3 clusters Score: Raw -5588100.753181 + Penalty 5851.915232 = -5582248.837950 nChanged 12 SP:Iteration 44Q (3766.479411 sec): 3 clusters Score: Raw -5588105.737775 + Penalty 5851.915232 = -5582253.822543 nChanged 17 SP:Iteration 45Q (3766.719825 sec): 3 clusters Score: Raw -5588113.202021 + Penalty 5851.915232 = -5582261.286789 nChanged 18 SP:Iteration 46Q (3766.979729 sec): 3 clusters Score: Raw -5588120.561399 + Penalty 5851.915232 = -5582268.646167 nChanged 15 SP:Iteration 47Q (3767.216044 sec): 3 clusters Score: Raw -5588126.244462 + Penalty 5851.915232 = -5582274.329231 nChanged 12 SP:Iteration 48Q (3767.447410 sec): 3 clusters Score: Raw -5588131.614713 + Penalty 5851.915232 = -5582279.699481 nChanged 13 SP:Iteration 49Q (3767.676635 sec): 3 clusters Score: Raw -5588136.141109 + Penalty 5851.915232 = -5582284.225877 nChanged 13 SP:Iteration 50Q (3767.910356 sec): 3 clusters Score: Raw -5588139.971448 + Penalty 5851.915232 = -5582288.056217 nChanged 7 SP:Iteration 51Q (3768.208032 sec): 3 clusters Score: Raw -5588142.588864 + Penalty 5851.915232 = -5582290.673632 nChanged 6 SP:Iteration 52Q (3768.469070 sec): 3 clusters Score: Raw -5588146.260359 + Penalty 5851.915232 = -5582294.345128 nChanged 10 SP:Iteration 53Q (3768.686227 sec): 3 clusters Score: Raw -5588149.739737 + Penalty 5851.915232 = -5582297.824505 nChanged 5 SP:Iteration 54Q (3768.919099 sec): 3 clusters Score: Raw -5588151.424910 + Penalty 5851.915232 = -5582299.509679 nChanged 10 SP:Iteration 55Q (3769.174305 sec): 3 clusters Score: Raw -5588155.061185 + Penalty 5851.915232 = -5582303.145953 nChanged 9 SP:Iteration 56Q (3769.409631 sec): 3 clusters Score: Raw -5588158.163439 + Penalty 5851.915232 = -5582306.248207 nChanged 8 SP:Iteration 57Q (3769.645976 sec): 3 clusters Score: Raw -5588160.093672 + Penalty 5851.915232 = -5582308.178440 nChanged 10 SP:Iteration 58Q (3769.904577 sec): 3 clusters Score: Raw -5588164.855383 + Penalty 5851.915232 = -5582312.940151 nChanged 8 SP:Iteration 59Q (3770.140690 sec): 3 clusters Score: Raw -5588167.406040 + Penalty 5851.915232 = -5582315.490808 nChanged 7 SP:Iteration 60F (3770.426062 sec): 3 clusters Score: Raw -5588171.365693 + Penalty 5851.915232 = -5582319.450461 nChanged 9 SP:Iteration 61Q (3770.627508 sec): 3 clusters Score: Raw -5588175.685189 + Penalty 5851.915232 = -5582323.769957 nChanged 9 SP:Iteration 62Q (3770.934958 sec): 3 clusters Score: Raw -5588178.476514 + Penalty 5851.915232 = -5582326.561282 nChanged 2 SP:Iteration 63Q (3771.140506 sec): 3 clusters Score: Raw -5588179.331050 + Penalty 5851.915232 = -5582327.415818 nChanged 4 SP:Iteration 64Q (3771.362256 sec): 3 clusters Score: Raw -5588180.784245 + Penalty 5851.915232 = -5582328.869014 nChanged 2 SP:Iteration 65Q (3771.625634 sec): 3 clusters Score: Raw -5588181.241511 + Penalty 5851.915232 = -5582329.326279 nChanged 3 SP:Iteration 66Q (3771.897217 sec): 3 clusters Score: Raw -5588182.092002 + Penalty 5851.915232 = -5582330.176770 nChanged 1 SP:Iteration 67Q (3772.126360 sec): 3 clusters Score: Raw -5588182.502327 + Penalty 5851.915232 = -5582330.587095 nChanged 1 SP:Iteration 68Q (3772.354103 sec): 3 clusters Score: Raw -5588182.838657 + Penalty 5851.915232 = -5582330.923426 nChanged 3 SP:Iteration 69Q (3772.619992 sec): 3 clusters Score: Raw -5588184.033999 + Penalty 5851.915232 = -5582332.118767 nChanged 1 SP:Iteration 70Q (3772.900922 sec): 3 clusters Score: Raw -5588184.537550 + Penalty 5851.915232 = -5582332.622318 nChanged 1 SP:Iteration 71Q (3773.154714 sec): 3 clusters Score: Raw -5588184.827079 + Penalty 5851.915232 = -5582332.911848 nChanged 2 SP:Iteration 72Q (3773.379270 sec): 3 clusters Score: Raw -5588185.463659 + Penalty 5851.915232 = -5582333.548427 nChanged 1 SP:Iteration 73Q (3773.679993 sec): 3 clusters Score: Raw -5588185.621902 + Penalty 5851.915232 = -5582333.706670 nChanged 1 SP:Iteration 74Q (3773.933093 sec): 3 clusters Score: Raw -5588185.957917 + Penalty 5851.915232 = -5582334.042685 nChanged 0 SP:Iteration 75F (3774.191503 sec): 3 clusters Score: Raw -5588185.957917 + Penalty 5851.915232 = -5582334.042685 nChanged 0 Trying to split cluster 5 (4030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3774.270199 sec): 2 clusters Score: Raw -252062.468734 + Penalty 2191.601717 = -249870.867017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3774.328466 sec): 3 clusters Score: Raw -250364.739770 + Penalty 4383.203434 = -245981.536336 nChanged 1499 SP:Iteration 1F (3774.386837 sec): 3 clusters Score: Raw -252222.540270 + Penalty 4383.203434 = -247839.336836 nChanged 554 SP:Iteration 2F (3774.443395 sec): 3 clusters Score: Raw -253288.494788 + Penalty 4383.203434 = -248905.291354 nChanged 401 SP:Iteration 3F (3774.487652 sec): 3 clusters Score: Raw -253924.711861 + Penalty 4383.203434 = -249541.508428 nChanged 251 SP:Iteration 4F (3774.531478 sec): 3 clusters Score: Raw -254285.029180 + Penalty 4383.203434 = -249901.825746 nChanged 154 SP:Iteration 5Q (3774.651383 sec): 3 clusters Score: Raw -254491.217181 + Penalty 4383.203434 = -250108.013747 nChanged 96 SP:Iteration 6Q (3774.758128 sec): 3 clusters Score: Raw -254594.292498 + Penalty 4383.203434 = -250211.089064 nChanged 90 SP:Iteration 7Q (3774.895074 sec): 3 clusters Score: Raw -254657.660873 + Penalty 4383.203434 = -250274.457440 nChanged 65 SP:Iteration 8Q (3775.020399 sec): 3 clusters Score: Raw -254698.898598 + Penalty 4383.203434 = -250315.695164 nChanged 35 SP:Iteration 9Q (3775.093958 sec): 3 clusters Score: Raw -254719.165193 + Penalty 4383.203434 = -250335.961759 nChanged 27 SP:Iteration 10Q (3775.139721 sec): 3 clusters Score: Raw -254739.487305 + Penalty 4383.203434 = -250356.283871 nChanged 25 SP:Iteration 11Q (3775.189713 sec): 3 clusters Score: Raw -254752.308270 + Penalty 4383.203434 = -250369.104836 nChanged 14 SP:Iteration 12Q (3775.234048 sec): 3 clusters Score: Raw -254759.737441 + Penalty 4383.203434 = -250376.534007 nChanged 21 SP:Iteration 13Q (3775.276429 sec): 3 clusters Score: Raw -254771.264151 + Penalty 4383.203434 = -250388.060717 nChanged 21 SP:Iteration 14Q (3775.318813 sec): 3 clusters Score: Raw -254780.683017 + Penalty 4383.203434 = -250397.479583 nChanged 11 SP:Iteration 15Q (3775.361222 sec): 3 clusters Score: Raw -254787.122444 + Penalty 4383.203434 = -250403.919010 nChanged 9 SP:Iteration 16Q (3775.403493 sec): 3 clusters Score: Raw -254790.369216 + Penalty 4383.203434 = -250407.165782 nChanged 7 SP:Iteration 17Q (3775.445225 sec): 3 clusters Score: Raw -254792.780683 + Penalty 4383.203434 = -250409.577249 nChanged 9 SP:Iteration 18Q (3775.486857 sec): 3 clusters Score: Raw -254796.971036 + Penalty 4383.203434 = -250413.767602 nChanged 9 SP:Iteration 19Q (3775.528478 sec): 3 clusters Score: Raw -254799.590651 + Penalty 4383.203434 = -250416.387217 nChanged 10 SP:Iteration 20F (3775.570629 sec): 3 clusters Score: Raw -254803.006127 + Penalty 4383.203434 = -250419.802693 nChanged 12 SP:Iteration 21Q (3775.612060 sec): 3 clusters Score: Raw -254806.932873 + Penalty 4383.203434 = -250423.729439 nChanged 10 SP:Iteration 22Q (3775.653677 sec): 3 clusters Score: Raw -254810.750243 + Penalty 4383.203434 = -250427.546809 nChanged 7 SP:Iteration 23Q (3775.695261 sec): 3 clusters Score: Raw -254813.328226 + Penalty 4383.203434 = -250430.124792 nChanged 4 SP:Iteration 24Q (3775.736398 sec): 3 clusters Score: Raw -254814.387038 + Penalty 4383.203434 = -250431.183604 nChanged 0 SP:Iteration 25F (3775.778483 sec): 3 clusters Score: Raw -254814.387038 + Penalty 4383.203434 = -250431.183604 nChanged 0 Score: Raw -11812167.706163 + Penalty 34530.724271 = -11777636.981892 Splitting cluster 5 changes total score from -11778024.080902 to -11777636.981892 So it's not getting split. Trying to split cluster 6 (10609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3777.943688 sec): 2 clusters Score: Raw -820787.465057 + Penalty 2447.136906 = -818340.328151 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3778.034594 sec): 3 clusters Score: Raw -815026.324470 + Penalty 4894.273812 = -810132.050659 nChanged 4453 SP:Iteration 1F (3778.094028 sec): 3 clusters Score: Raw -817736.616622 + Penalty 4894.273812 = -812842.342810 nChanged 821 SP:Iteration 2F (3778.158019 sec): 3 clusters Score: Raw -818254.659667 + Penalty 4894.273812 = -813360.385855 nChanged 679 SP:Iteration 3F (3778.237037 sec): 3 clusters Score: Raw -818665.035983 + Penalty 4894.273812 = -813770.762171 nChanged 590 SP:Iteration 4F (3778.312447 sec): 3 clusters Score: Raw -819011.063741 + Penalty 4894.273812 = -814116.789930 nChanged 508 SP:Iteration 5Q (3778.381274 sec): 3 clusters Score: Raw -819305.776436 + Penalty 4894.273812 = -814411.502624 nChanged 463 SP:Iteration 6Q (3778.513797 sec): 3 clusters Score: Raw -819598.476830 + Penalty 4894.273812 = -814704.203019 nChanged 452 SP:Iteration 7Q (3778.667392 sec): 3 clusters Score: Raw -819844.300358 + Penalty 4894.273812 = -814950.026547 nChanged 365 SP:Iteration 8Q (3778.814616 sec): 3 clusters Score: Raw -820024.932263 + Penalty 4894.273812 = -815130.658452 nChanged 303 SP:Iteration 9Q (3778.979365 sec): 3 clusters Score: Raw -820169.197981 + Penalty 4894.273812 = -815274.924170 nChanged 252 SP:Iteration 10Q (3779.146111 sec): 3 clusters Score: Raw -820290.848605 + Penalty 4894.273812 = -815396.574793 nChanged 240 SP:Iteration 11Q (3779.240683 sec): 3 clusters Score: Raw -820398.691790 + Penalty 4894.273812 = -815504.417978 nChanged 219 SP:Iteration 12Q (3779.318690 sec): 3 clusters Score: Raw -820498.211547 + Penalty 4894.273812 = -815603.937736 nChanged 194 SP:Iteration 13Q (3779.392255 sec): 3 clusters Score: Raw -820597.416747 + Penalty 4894.273812 = -815703.142935 nChanged 169 SP:Iteration 14Q (3779.466486 sec): 3 clusters Score: Raw -820675.990129 + Penalty 4894.273812 = -815781.716317 nChanged 161 SP:Iteration 15Q (3779.546742 sec): 3 clusters Score: Raw -820737.232535 + Penalty 4894.273812 = -815842.958724 nChanged 133 SP:Iteration 16Q (3779.628058 sec): 3 clusters Score: Raw -820800.512988 + Penalty 4894.273812 = -815906.239177 nChanged 142 SP:Iteration 17Q (3779.712871 sec): 3 clusters Score: Raw -820871.833345 + Penalty 4894.273812 = -815977.559534 nChanged 138 SP:Iteration 18Q (3779.796884 sec): 3 clusters Score: Raw -820941.943038 + Penalty 4894.273812 = -816047.669227 nChanged 143 SP:Iteration 19Q (3779.880346 sec): 3 clusters Score: Raw -821028.191190 + Penalty 4894.273812 = -816133.917378 nChanged 138 SP:Iteration 20F (3779.957250 sec): 3 clusters Score: Raw -821134.083355 + Penalty 4894.273812 = -816239.809544 nChanged 133 SP:Iteration 21Q (3780.035896 sec): 3 clusters Score: Raw -821247.021944 + Penalty 4894.273812 = -816352.748132 nChanged 153 SP:Iteration 22Q (3780.117432 sec): 3 clusters Score: Raw -821383.905684 + Penalty 4894.273812 = -816489.631872 nChanged 155 SP:Iteration 23Q (3780.203250 sec): 3 clusters Score: Raw -821528.900849 + Penalty 4894.273812 = -816634.627037 nChanged 137 SP:Iteration 24Q (3780.281464 sec): 3 clusters Score: Raw -821661.454991 + Penalty 4894.273812 = -816767.181179 nChanged 151 SP:Iteration 25Q (3780.349078 sec): 3 clusters Score: Raw -821796.263250 + Penalty 4894.273812 = -816901.989439 nChanged 127 SP:Iteration 26Q (3780.431093 sec): 3 clusters Score: Raw -821890.612677 + Penalty 4894.273812 = -816996.338866 nChanged 107 SP:Iteration 27Q (3780.515925 sec): 3 clusters Score: Raw -821955.123332 + Penalty 4894.273812 = -817060.849521 nChanged 105 SP:Iteration 28Q (3780.595453 sec): 3 clusters Score: Raw -822025.171250 + Penalty 4894.273812 = -817130.897439 nChanged 95 SP:Iteration 29Q (3780.673576 sec): 3 clusters Score: Raw -822075.148041 + Penalty 4894.273812 = -817180.874229 nChanged 75 SP:Iteration 30Q (3780.748134 sec): 3 clusters Score: Raw -822118.625140 + Penalty 4894.273812 = -817224.351329 nChanged 73 SP:Iteration 31Q (3780.823869 sec): 3 clusters Score: Raw -822153.692756 + Penalty 4894.273812 = -817259.418944 nChanged 57 SP:Iteration 32Q (3780.901843 sec): 3 clusters Score: Raw -822176.590789 + Penalty 4894.273812 = -817282.316978 nChanged 43 SP:Iteration 33Q (3780.985874 sec): 3 clusters Score: Raw -822196.923449 + Penalty 4894.273812 = -817302.649638 nChanged 43 SP:Iteration 34Q (3781.069662 sec): 3 clusters Score: Raw -822217.122963 + Penalty 4894.273812 = -817322.849151 nChanged 43 SP:Iteration 35Q (3781.141631 sec): 3 clusters Score: Raw -822235.644104 + Penalty 4894.273812 = -817341.370292 nChanged 35 SP:Iteration 36Q (3781.216272 sec): 3 clusters Score: Raw -822248.364690 + Penalty 4894.273812 = -817354.090878 nChanged 29 SP:Iteration 37Q (3781.293839 sec): 3 clusters Score: Raw -822256.924601 + Penalty 4894.273812 = -817362.650789 nChanged 18 SP:Iteration 38Q (3781.379232 sec): 3 clusters Score: Raw -822262.652330 + Penalty 4894.273812 = -817368.378518 nChanged 21 SP:Iteration 39Q (3781.559783 sec): 3 clusters Score: Raw -822271.186163 + Penalty 4894.273812 = -817376.912352 nChanged 17 SP:Iteration 40F (3781.688095 sec): 3 clusters Score: Raw -822278.210188 + Penalty 4894.273812 = -817383.936377 nChanged 22 SP:Iteration 41Q (3781.848956 sec): 3 clusters Score: Raw -822285.664079 + Penalty 4894.273812 = -817391.390268 nChanged 17 SP:Iteration 42Q (3781.919214 sec): 3 clusters Score: Raw -822291.326932 + Penalty 4894.273812 = -817397.053120 nChanged 22 SP:Iteration 43Q (3781.988954 sec): 3 clusters Score: Raw -822299.429303 + Penalty 4894.273812 = -817405.155491 nChanged 19 SP:Iteration 44Q (3782.086265 sec): 3 clusters Score: Raw -822307.025398 + Penalty 4894.273812 = -817412.751586 nChanged 17 SP:Iteration 45Q (3782.162868 sec): 3 clusters Score: Raw -822312.211127 + Penalty 4894.273812 = -817417.937315 nChanged 15 SP:Iteration 46Q (3782.237693 sec): 3 clusters Score: Raw -822317.056546 + Penalty 4894.273812 = -817422.782735 nChanged 11 SP:Iteration 47Q (3782.390628 sec): 3 clusters Score: Raw -822319.675887 + Penalty 4894.273812 = -817425.402076 nChanged 6 SP:Iteration 48Q (3782.466388 sec): 3 clusters Score: Raw -822321.184754 + Penalty 4894.273812 = -817426.910942 nChanged 5 SP:Iteration 49Q (3782.539015 sec): 3 clusters Score: Raw -822322.328700 + Penalty 4894.273812 = -817428.054889 nChanged 2 SP:Iteration 50Q (3782.615245 sec): 3 clusters Score: Raw -822322.722626 + Penalty 4894.273812 = -817428.448814 nChanged 0 SP:Iteration 51F (3782.700091 sec): 3 clusters Score: Raw -822322.722626 + Penalty 4894.273812 = -817428.448814 nChanged 0 Trying to split cluster 7 (12698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3782.786567 sec): 2 clusters Score: Raw -1099589.740861 + Penalty 2494.588742 = -1097095.152119 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3782.904323 sec): 3 clusters Score: Raw -1092668.301927 + Penalty 4989.177484 = -1087679.124444 nChanged 5384 SP:Iteration 1F (3783.015290 sec): 3 clusters Score: Raw -1095994.250104 + Penalty 4989.177484 = -1091005.072620 nChanged 1150 SP:Iteration 2F (3783.097264 sec): 3 clusters Score: Raw -1096876.195776 + Penalty 4989.177484 = -1091887.018293 nChanged 975 SP:Iteration 3F (3783.193242 sec): 3 clusters Score: Raw -1097706.474514 + Penalty 4989.177484 = -1092717.297031 nChanged 875 SP:Iteration 4F (3783.285066 sec): 3 clusters Score: Raw -1098380.399874 + Penalty 4989.177484 = -1093391.222390 nChanged 699 SP:Iteration 5F (3783.375719 sec): 3 clusters Score: Raw -1098896.400858 + Penalty 4989.177484 = -1093907.223375 nChanged 611 SP:Iteration 6Q (3783.490163 sec): 3 clusters Score: Raw -1099272.720087 + Penalty 4989.177484 = -1094283.542603 nChanged 465 SP:Iteration 7Q (3783.572118 sec): 3 clusters Score: Raw -1099526.955105 + Penalty 4989.177484 = -1094537.777621 nChanged 402 SP:Iteration 8Q (3783.657538 sec): 3 clusters Score: Raw -1099710.261866 + Penalty 4989.177484 = -1094721.084382 nChanged 296 SP:Iteration 9Q (3783.757514 sec): 3 clusters Score: Raw -1099825.832477 + Penalty 4989.177484 = -1094836.654993 nChanged 217 SP:Iteration 10Q (3783.850863 sec): 3 clusters Score: Raw -1099905.497168 + Penalty 4989.177484 = -1094916.319685 nChanged 165 SP:Iteration 11Q (3783.937847 sec): 3 clusters Score: Raw -1099960.828982 + Penalty 4989.177484 = -1094971.651499 nChanged 149 SP:Iteration 12Q (3784.024350 sec): 3 clusters Score: Raw -1100005.851365 + Penalty 4989.177484 = -1095016.673881 nChanged 144 SP:Iteration 13Q (3784.124661 sec): 3 clusters Score: Raw -1100046.753666 + Penalty 4989.177484 = -1095057.576182 nChanged 113 SP:Iteration 14Q (3784.216729 sec): 3 clusters Score: Raw -1100078.275552 + Penalty 4989.177484 = -1095089.098068 nChanged 114 SP:Iteration 15Q (3784.304337 sec): 3 clusters Score: Raw -1100105.501607 + Penalty 4989.177484 = -1095116.324123 nChanged 98 SP:Iteration 16Q (3784.490106 sec): 3 clusters Score: Raw -1100130.721089 + Penalty 4989.177484 = -1095141.543606 nChanged 92 SP:Iteration 17Q (3784.697110 sec): 3 clusters Score: Raw -1100151.676736 + Penalty 4989.177484 = -1095162.499252 nChanged 80 SP:Iteration 18Q (3784.779966 sec): 3 clusters Score: Raw -1100169.144362 + Penalty 4989.177484 = -1095179.966878 nChanged 69 SP:Iteration 19Q (3784.907233 sec): 3 clusters Score: Raw -1100183.338217 + Penalty 4989.177484 = -1095194.160734 nChanged 69 SP:Iteration 20F (3785.032028 sec): 3 clusters Score: Raw -1100197.236535 + Penalty 4989.177484 = -1095208.059051 nChanged 57 SP:Iteration 21Q (3785.117318 sec): 3 clusters Score: Raw -1100211.037552 + Penalty 4989.177484 = -1095221.860069 nChanged 65 SP:Iteration 22Q (3785.190411 sec): 3 clusters Score: Raw -1100224.977655 + Penalty 4989.177484 = -1095235.800171 nChanged 62 SP:Iteration 23Q (3785.294577 sec): 3 clusters Score: Raw -1100239.606892 + Penalty 4989.177484 = -1095250.429409 nChanged 58 SP:Iteration 24Q (3785.387903 sec): 3 clusters Score: Raw -1100253.432310 + Penalty 4989.177484 = -1095264.254826 nChanged 63 SP:Iteration 25Q (3785.477050 sec): 3 clusters Score: Raw -1100267.890617 + Penalty 4989.177484 = -1095278.713133 nChanged 55 SP:Iteration 26Q (3785.559493 sec): 3 clusters Score: Raw -1100279.870062 + Penalty 4989.177484 = -1095290.692578 nChanged 52 SP:Iteration 27Q (3785.653682 sec): 3 clusters Score: Raw -1100289.894743 + Penalty 4989.177484 = -1095300.717259 nChanged 46 SP:Iteration 28Q (3785.746874 sec): 3 clusters Score: Raw -1100297.772450 + Penalty 4989.177484 = -1095308.594966 nChanged 34 SP:Iteration 29Q (3785.839737 sec): 3 clusters Score: Raw -1100304.538207 + Penalty 4989.177484 = -1095315.360723 nChanged 34 SP:Iteration 30Q (3785.932167 sec): 3 clusters Score: Raw -1100310.530306 + Penalty 4989.177484 = -1095321.352822 nChanged 34 SP:Iteration 31Q (3786.024626 sec): 3 clusters Score: Raw -1100316.703933 + Penalty 4989.177484 = -1095327.526449 nChanged 40 SP:Iteration 32Q (3786.111098 sec): 3 clusters Score: Raw -1100323.084078 + Penalty 4989.177484 = -1095333.906595 nChanged 31 SP:Iteration 33Q (3786.193558 sec): 3 clusters Score: Raw -1100330.202140 + Penalty 4989.177484 = -1095341.024657 nChanged 46 SP:Iteration 34Q (3786.289887 sec): 3 clusters Score: Raw -1100338.732154 + Penalty 4989.177484 = -1095349.554670 nChanged 50 SP:Iteration 35Q (3786.382696 sec): 3 clusters Score: Raw -1100350.548284 + Penalty 4989.177484 = -1095361.370800 nChanged 53 SP:Iteration 36Q (3786.471464 sec): 3 clusters Score: Raw -1100363.257778 + Penalty 4989.177484 = -1095374.080294 nChanged 51 SP:Iteration 37Q (3786.563179 sec): 3 clusters Score: Raw -1100373.103664 + Penalty 4989.177484 = -1095383.926181 nChanged 39 SP:Iteration 38Q (3786.677116 sec): 3 clusters Score: Raw -1100382.379206 + Penalty 4989.177484 = -1095393.201722 nChanged 44 SP:Iteration 39Q (3786.758362 sec): 3 clusters Score: Raw -1100391.055400 + Penalty 4989.177484 = -1095401.877917 nChanged 45 SP:Iteration 40F (3786.842051 sec): 3 clusters Score: Raw -1100399.651537 + Penalty 4989.177484 = -1095410.474053 nChanged 34 SP:Iteration 41Q (3786.942132 sec): 3 clusters Score: Raw -1100406.307012 + Penalty 4989.177484 = -1095417.129528 nChanged 33 SP:Iteration 42Q (3787.031569 sec): 3 clusters Score: Raw -1100413.488406 + Penalty 4989.177484 = -1095424.310923 nChanged 36 SP:Iteration 43Q (3787.119767 sec): 3 clusters Score: Raw -1100420.388493 + Penalty 4989.177484 = -1095431.211009 nChanged 36 SP:Iteration 44Q (3787.206479 sec): 3 clusters Score: Raw -1100428.417584 + Penalty 4989.177484 = -1095439.240101 nChanged 37 SP:Iteration 45Q (3787.304375 sec): 3 clusters Score: Raw -1100436.059510 + Penalty 4989.177484 = -1095446.882026 nChanged 29 SP:Iteration 46Q (3787.396676 sec): 3 clusters Score: Raw -1100440.174864 + Penalty 4989.177484 = -1095450.997380 nChanged 22 SP:Iteration 47Q (3787.609821 sec): 3 clusters Score: Raw -1100443.618545 + Penalty 4989.177484 = -1095454.441062 nChanged 13 SP:Iteration 48Q (3787.831178 sec): 3 clusters Score: Raw -1100446.149644 + Penalty 4989.177484 = -1095456.972161 nChanged 13 SP:Iteration 49Q (3787.916003 sec): 3 clusters Score: Raw -1100448.359575 + Penalty 4989.177484 = -1095459.182091 nChanged 18 SP:Iteration 50Q (3788.023920 sec): 3 clusters Score: Raw -1100451.025044 + Penalty 4989.177484 = -1095461.847560 nChanged 12 SP:Iteration 51Q (3788.110464 sec): 3 clusters Score: Raw -1100452.549841 + Penalty 4989.177484 = -1095463.372357 nChanged 13 SP:Iteration 52Q (3788.264321 sec): 3 clusters Score: Raw -1100454.473011 + Penalty 4989.177484 = -1095465.295527 nChanged 13 SP:Iteration 53Q (3788.445024 sec): 3 clusters Score: Raw -1100455.976211 + Penalty 4989.177484 = -1095466.798727 nChanged 10 SP:Iteration 54Q (3788.536427 sec): 3 clusters Score: Raw -1100457.450740 + Penalty 4989.177484 = -1095468.273256 nChanged 8 SP:Iteration 55Q (3788.633777 sec): 3 clusters Score: Raw -1100458.576182 + Penalty 4989.177484 = -1095469.398699 nChanged 6 SP:Iteration 56Q (3788.726483 sec): 3 clusters Score: Raw -1100459.160881 + Penalty 4989.177484 = -1095469.983398 nChanged 2 SP:Iteration 57Q (3788.815353 sec): 3 clusters Score: Raw -1100459.425669 + Penalty 4989.177484 = -1095470.248185 nChanged 3 SP:Iteration 58Q (3788.909387 sec): 3 clusters Score: Raw -1100459.705346 + Penalty 4989.177484 = -1095470.527862 nChanged 2 SP:Iteration 59Q (3789.023146 sec): 3 clusters Score: Raw -1100459.912857 + Penalty 4989.177484 = -1095470.735374 nChanged 1 SP:Iteration 60F (3789.104112 sec): 3 clusters Score: Raw -1100459.989388 + Penalty 4989.177484 = -1095470.811904 nChanged 2 SP:Iteration 61Q (3789.189442 sec): 3 clusters Score: Raw -1100460.092837 + Penalty 4989.177484 = -1095470.915354 nChanged 0 SP:Iteration 62F (3789.289262 sec): 3 clusters Score: Raw -1100460.092837 + Penalty 4989.177484 = -1095470.915354 nChanged 0 Trying to split cluster 8 (4100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3789.347655 sec): 2 clusters Score: Raw -305310.691951 + Penalty 2196.147955 = -303114.543996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3789.408756 sec): 3 clusters Score: Raw -303521.344354 + Penalty 4392.295909 = -299129.048444 nChanged 1465 SP:Iteration 1F (3789.463707 sec): 3 clusters Score: Raw -304652.060047 + Penalty 4392.295909 = -300259.764137 nChanged 386 SP:Iteration 2F (3789.507369 sec): 3 clusters Score: Raw -305054.536810 + Penalty 4392.295909 = -300662.240900 nChanged 302 SP:Iteration 3F (3789.550669 sec): 3 clusters Score: Raw -305351.815021 + Penalty 4392.295909 = -300959.519112 nChanged 248 SP:Iteration 4F (3789.593929 sec): 3 clusters Score: Raw -305597.104640 + Penalty 4392.295909 = -301204.808731 nChanged 203 SP:Iteration 5Q (3789.643652 sec): 3 clusters Score: Raw -305779.563650 + Penalty 4392.295909 = -301387.267741 nChanged 160 SP:Iteration 6Q (3789.695178 sec): 3 clusters Score: Raw -305935.313838 + Penalty 4392.295909 = -301543.017929 nChanged 161 SP:Iteration 7Q (3789.746729 sec): 3 clusters Score: Raw -306089.789550 + Penalty 4392.295909 = -301697.493640 nChanged 166 SP:Iteration 8Q (3789.796769 sec): 3 clusters Score: Raw -306246.756770 + Penalty 4392.295909 = -301854.460861 nChanged 128 SP:Iteration 9Q (3789.843484 sec): 3 clusters Score: Raw -306354.369721 + Penalty 4392.295909 = -301962.073811 nChanged 99 SP:Iteration 10Q (3789.889893 sec): 3 clusters Score: Raw -306431.857422 + Penalty 4392.295909 = -302039.561513 nChanged 82 SP:Iteration 11Q (3789.936491 sec): 3 clusters Score: Raw -306503.230985 + Penalty 4392.295909 = -302110.935076 nChanged 63 SP:Iteration 12Q (3789.986185 sec): 3 clusters Score: Raw -306545.963494 + Penalty 4392.295909 = -302153.667584 nChanged 45 SP:Iteration 13Q (3790.137471 sec): 3 clusters Score: Raw -306579.514861 + Penalty 4392.295909 = -302187.218951 nChanged 49 SP:Iteration 14Q (3790.229001 sec): 3 clusters Score: Raw -306611.237615 + Penalty 4392.295909 = -302218.941705 nChanged 40 SP:Iteration 15Q (3790.357612 sec): 3 clusters Score: Raw -306638.323276 + Penalty 4392.295909 = -302246.027366 nChanged 38 SP:Iteration 16Q (3790.485850 sec): 3 clusters Score: Raw -306656.246352 + Penalty 4392.295909 = -302263.950443 nChanged 28 SP:Iteration 17Q (3790.557389 sec): 3 clusters Score: Raw -306668.713372 + Penalty 4392.295909 = -302276.417462 nChanged 21 SP:Iteration 18Q (3790.605418 sec): 3 clusters Score: Raw -306679.378857 + Penalty 4392.295909 = -302287.082947 nChanged 20 SP:Iteration 19Q (3790.653753 sec): 3 clusters Score: Raw -306689.565024 + Penalty 4392.295909 = -302297.269114 nChanged 15 SP:Iteration 20F (3790.777311 sec): 3 clusters Score: Raw -306697.628445 + Penalty 4392.295909 = -302305.332536 nChanged 19 SP:Iteration 21Q (3790.910416 sec): 3 clusters Score: Raw -306705.231041 + Penalty 4392.295909 = -302312.935132 nChanged 10 SP:Iteration 22Q (3791.011764 sec): 3 clusters Score: Raw -306710.726403 + Penalty 4392.295909 = -302318.430494 nChanged 6 SP:Iteration 23Q (3791.137775 sec): 3 clusters Score: Raw -306713.264500 + Penalty 4392.295909 = -302320.968591 nChanged 4 SP:Iteration 24Q (3791.249214 sec): 3 clusters Score: Raw -306715.034904 + Penalty 4392.295909 = -302322.738995 nChanged 8 SP:Iteration 25Q (3791.368985 sec): 3 clusters Score: Raw -306719.188817 + Penalty 4392.295909 = -302326.892908 nChanged 6 SP:Iteration 26Q (3791.436215 sec): 3 clusters Score: Raw -306721.106670 + Penalty 4392.295909 = -302328.810760 nChanged 3 SP:Iteration 27Q (3791.483850 sec): 3 clusters Score: Raw -306722.225441 + Penalty 4392.295909 = -302329.929531 nChanged 2 SP:Iteration 28Q (3791.531477 sec): 3 clusters Score: Raw -306722.672756 + Penalty 4392.295909 = -302330.376846 nChanged 0 SP:Iteration 29F (3791.581287 sec): 3 clusters Score: Raw -306722.672756 + Penalty 4392.295909 = -302330.376846 nChanged 0 Trying to split cluster 9 (14809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3791.671432 sec): 2 clusters Score: Raw -1138080.895090 + Penalty 2535.189461 = -1135545.705629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3791.874110 sec): 3 clusters Score: Raw -1129774.254145 + Penalty 5070.378922 = -1124703.875223 nChanged 6397 SP:Iteration 1F (3791.958143 sec): 3 clusters Score: Raw -1133815.335996 + Penalty 5070.378922 = -1128744.957074 nChanged 1322 SP:Iteration 2F (3792.064028 sec): 3 clusters Score: Raw -1135127.365489 + Penalty 5070.378922 = -1130056.986567 nChanged 1349 SP:Iteration 3F (3792.171372 sec): 3 clusters Score: Raw -1136578.756252 + Penalty 5070.378922 = -1131508.377330 nChanged 1251 SP:Iteration 4F (3792.276637 sec): 3 clusters Score: Raw -1137621.391439 + Penalty 5070.378922 = -1132551.012516 nChanged 950 SP:Iteration 5F (3792.387528 sec): 3 clusters Score: Raw -1138197.857356 + Penalty 5070.378922 = -1133127.478433 nChanged 653 SP:Iteration 6Q (3792.496690 sec): 3 clusters Score: Raw -1138486.155727 + Penalty 5070.378922 = -1133415.776804 nChanged 459 SP:Iteration 7Q (3792.616548 sec): 3 clusters Score: Raw -1138638.972815 + Penalty 5070.378922 = -1133568.593892 nChanged 295 SP:Iteration 8Q (3792.708987 sec): 3 clusters Score: Raw -1138718.043531 + Penalty 5070.378922 = -1133647.664608 nChanged 204 SP:Iteration 9Q (3792.811158 sec): 3 clusters Score: Raw -1138769.738716 + Penalty 5070.378922 = -1133699.359793 nChanged 166 SP:Iteration 10Q (3792.996298 sec): 3 clusters Score: Raw -1138809.619522 + Penalty 5070.378922 = -1133739.240600 nChanged 124 SP:Iteration 11Q (3793.161326 sec): 3 clusters Score: Raw -1138832.292348 + Penalty 5070.378922 = -1133761.913426 nChanged 91 SP:Iteration 12Q (3793.311630 sec): 3 clusters Score: Raw -1138847.837820 + Penalty 5070.378922 = -1133777.458898 nChanged 86 SP:Iteration 13Q (3793.546692 sec): 3 clusters Score: Raw -1138862.412909 + Penalty 5070.378922 = -1133792.033987 nChanged 73 SP:Iteration 14Q (3793.705610 sec): 3 clusters Score: Raw -1138873.955422 + Penalty 5070.378922 = -1133803.576500 nChanged 65 SP:Iteration 15Q (3793.832505 sec): 3 clusters Score: Raw -1138883.837790 + Penalty 5070.378922 = -1133813.458868 nChanged 56 SP:Iteration 16Q (3793.943257 sec): 3 clusters Score: Raw -1138892.136093 + Penalty 5070.378922 = -1133821.757171 nChanged 51 SP:Iteration 17Q (3794.043046 sec): 3 clusters Score: Raw -1138898.203213 + Penalty 5070.378922 = -1133827.824291 nChanged 43 SP:Iteration 18Q (3794.146560 sec): 3 clusters Score: Raw -1138903.488296 + Penalty 5070.378922 = -1133833.109374 nChanged 40 SP:Iteration 19Q (3794.246612 sec): 3 clusters Score: Raw -1138908.821912 + Penalty 5070.378922 = -1133838.442990 nChanged 31 SP:Iteration 20F (3794.421233 sec): 3 clusters Score: Raw -1138914.377844 + Penalty 5070.378922 = -1133843.998921 nChanged 31 SP:Iteration 21Q (3794.582374 sec): 3 clusters Score: Raw -1138918.655299 + Penalty 5070.378922 = -1133848.276377 nChanged 30 SP:Iteration 22Q (3794.714961 sec): 3 clusters Score: Raw -1138922.311027 + Penalty 5070.378922 = -1133851.932105 nChanged 33 SP:Iteration 23Q (3794.814150 sec): 3 clusters Score: Raw -1138925.901037 + Penalty 5070.378922 = -1133855.522115 nChanged 25 SP:Iteration 24Q (3794.918987 sec): 3 clusters Score: Raw -1138928.759411 + Penalty 5070.378922 = -1133858.380489 nChanged 27 SP:Iteration 25Q (3795.020755 sec): 3 clusters Score: Raw -1138932.280305 + Penalty 5070.378922 = -1133861.901383 nChanged 30 SP:Iteration 26Q (3795.122841 sec): 3 clusters Score: Raw -1138935.846879 + Penalty 5070.378922 = -1133865.467957 nChanged 28 SP:Iteration 27Q (3795.223441 sec): 3 clusters Score: Raw -1138939.172218 + Penalty 5070.378922 = -1133868.793296 nChanged 24 SP:Iteration 28Q (3795.328111 sec): 3 clusters Score: Raw -1138941.518365 + Penalty 5070.378922 = -1133871.139443 nChanged 21 SP:Iteration 29Q (3795.452237 sec): 3 clusters Score: Raw -1138943.599219 + Penalty 5070.378922 = -1133873.220297 nChanged 12 SP:Iteration 30Q (3795.583545 sec): 3 clusters Score: Raw -1138944.721570 + Penalty 5070.378922 = -1133874.342648 nChanged 6 SP:Iteration 31Q (3795.796764 sec): 3 clusters Score: Raw -1138945.401177 + Penalty 5070.378922 = -1133875.022255 nChanged 9 SP:Iteration 32Q (3795.934422 sec): 3 clusters Score: Raw -1138946.503683 + Penalty 5070.378922 = -1133876.124761 nChanged 10 SP:Iteration 33Q (3796.113225 sec): 3 clusters Score: Raw -1138947.792674 + Penalty 5070.378922 = -1133877.413751 nChanged 17 SP:Iteration 34Q (3796.257908 sec): 3 clusters Score: Raw -1138949.828237 + Penalty 5070.378922 = -1133879.449315 nChanged 24 SP:Iteration 35Q (3796.368167 sec): 3 clusters Score: Raw -1138953.138957 + Penalty 5070.378922 = -1133882.760034 nChanged 23 SP:Iteration 36Q (3796.504881 sec): 3 clusters Score: Raw -1138956.584859 + Penalty 5070.378922 = -1133886.205937 nChanged 28 SP:Iteration 37Q (3796.714998 sec): 3 clusters Score: Raw -1138959.921098 + Penalty 5070.378922 = -1133889.542176 nChanged 24 SP:Iteration 38Q (3796.865739 sec): 3 clusters Score: Raw -1138963.547055 + Penalty 5070.378922 = -1133893.168133 nChanged 34 SP:Iteration 39Q (3797.056453 sec): 3 clusters Score: Raw -1138967.788118 + Penalty 5070.378922 = -1133897.409196 nChanged 32 SP:Iteration 40F (3797.150262 sec): 3 clusters Score: Raw -1138971.865444 + Penalty 5070.378922 = -1133901.486521 nChanged 28 SP:Iteration 41Q (3797.248275 sec): 3 clusters Score: Raw -1138974.734178 + Penalty 5070.378922 = -1133904.355255 nChanged 27 SP:Iteration 42Q (3797.356111 sec): 3 clusters Score: Raw -1138977.947824 + Penalty 5070.378922 = -1133907.568902 nChanged 22 SP:Iteration 43Q (3797.471524 sec): 3 clusters Score: Raw -1138980.442708 + Penalty 5070.378922 = -1133910.063786 nChanged 24 SP:Iteration 44Q (3797.684726 sec): 3 clusters Score: Raw -1138983.438352 + Penalty 5070.378922 = -1133913.059430 nChanged 21 SP:Iteration 45Q (3797.877065 sec): 3 clusters Score: Raw -1138986.001791 + Penalty 5070.378922 = -1133915.622869 nChanged 29 SP:Iteration 46Q (3797.981243 sec): 3 clusters Score: Raw -1138989.959521 + Penalty 5070.378922 = -1133919.580599 nChanged 30 SP:Iteration 47Q (3798.185135 sec): 3 clusters Score: Raw -1138994.109984 + Penalty 5070.378922 = -1133923.731062 nChanged 33 SP:Iteration 48Q (3798.297421 sec): 3 clusters Score: Raw -1138998.761859 + Penalty 5070.378922 = -1133928.382937 nChanged 34 SP:Iteration 49Q (3798.502697 sec): 3 clusters Score: Raw -1139003.766977 + Penalty 5070.378922 = -1133933.388055 nChanged 38 SP:Iteration 50Q (3798.638571 sec): 3 clusters Score: Raw -1139009.739627 + Penalty 5070.378922 = -1133939.360704 nChanged 40 SP:Iteration 51Q (3798.729044 sec): 3 clusters Score: Raw -1139016.180689 + Penalty 5070.378922 = -1133945.801767 nChanged 41 SP:Iteration 52Q (3798.826449 sec): 3 clusters Score: Raw -1139022.025553 + Penalty 5070.378922 = -1133951.646631 nChanged 44 SP:Iteration 53Q (3798.957706 sec): 3 clusters Score: Raw -1139028.385566 + Penalty 5070.378922 = -1133958.006644 nChanged 43 SP:Iteration 54Q (3799.048432 sec): 3 clusters Score: Raw -1139033.990861 + Penalty 5070.378922 = -1133963.611939 nChanged 43 SP:Iteration 55Q (3799.153038 sec): 3 clusters Score: Raw -1139041.002431 + Penalty 5070.378922 = -1133970.623509 nChanged 47 SP:Iteration 56Q (3799.278208 sec): 3 clusters Score: Raw -1139049.141623 + Penalty 5070.378922 = -1133978.762701 nChanged 60 SP:Iteration 57Q (3799.370642 sec): 3 clusters Score: Raw -1139059.327759 + Penalty 5070.378922 = -1133988.948837 nChanged 55 SP:Iteration 58Q (3799.481335 sec): 3 clusters Score: Raw -1139068.421675 + Penalty 5070.378922 = -1133998.042753 nChanged 52 SP:Iteration 59Q (3799.649221 sec): 3 clusters Score: Raw -1139079.598008 + Penalty 5070.378922 = -1134009.219086 nChanged 73 SP:Iteration 60F (3799.764811 sec): 3 clusters Score: Raw -1139094.344524 + Penalty 5070.378922 = -1134023.965602 nChanged 69 SP:Iteration 61Q (3799.865047 sec): 3 clusters Score: Raw -1139106.930192 + Penalty 5070.378922 = -1134036.551270 nChanged 67 SP:Iteration 62Q (3799.967322 sec): 3 clusters Score: Raw -1139118.419901 + Penalty 5070.378922 = -1134048.040979 nChanged 62 SP:Iteration 63Q (3800.073573 sec): 3 clusters Score: Raw -1139128.162458 + Penalty 5070.378922 = -1134057.783536 nChanged 60 SP:Iteration 64Q (3800.192575 sec): 3 clusters Score: Raw -1139138.479031 + Penalty 5070.378922 = -1134068.100109 nChanged 59 SP:Iteration 65Q (3800.297651 sec): 3 clusters Score: Raw -1139148.568368 + Penalty 5070.378922 = -1134078.189446 nChanged 54 SP:Iteration 66Q (3800.417995 sec): 3 clusters Score: Raw -1139157.958651 + Penalty 5070.378922 = -1134087.579729 nChanged 54 SP:Iteration 67Q (3800.509021 sec): 3 clusters Score: Raw -1139167.749062 + Penalty 5070.378922 = -1134097.370139 nChanged 49 SP:Iteration 68Q (3800.609013 sec): 3 clusters Score: Raw -1139176.371703 + Penalty 5070.378922 = -1134105.992781 nChanged 55 SP:Iteration 69Q (3800.710586 sec): 3 clusters Score: Raw -1139185.726311 + Penalty 5070.378922 = -1134115.347389 nChanged 49 SP:Iteration 70Q (3800.816182 sec): 3 clusters Score: Raw -1139194.171707 + Penalty 5070.378922 = -1134123.792784 nChanged 55 SP:Iteration 71Q (3800.935517 sec): 3 clusters Score: Raw -1139204.390163 + Penalty 5070.378922 = -1134134.011241 nChanged 64 SP:Iteration 72Q (3801.039446 sec): 3 clusters Score: Raw -1139217.050781 + Penalty 5070.378922 = -1134146.671858 nChanged 55 SP:Iteration 73Q (3801.160168 sec): 3 clusters Score: Raw -1139228.333020 + Penalty 5070.378922 = -1134157.954098 nChanged 54 SP:Iteration 74Q (3801.250741 sec): 3 clusters Score: Raw -1139240.202451 + Penalty 5070.378922 = -1134169.823529 nChanged 48 SP:Iteration 75Q (3801.486589 sec): 3 clusters Score: Raw -1139248.529856 + Penalty 5070.378922 = -1134178.150934 nChanged 47 SP:Iteration 76Q (3801.702338 sec): 3 clusters Score: Raw -1139255.639382 + Penalty 5070.378922 = -1134185.260460 nChanged 35 SP:Iteration 77Q (3801.806800 sec): 3 clusters Score: Raw -1139261.208443 + Penalty 5070.378922 = -1134190.829521 nChanged 33 SP:Iteration 78Q (3801.928659 sec): 3 clusters Score: Raw -1139266.665579 + Penalty 5070.378922 = -1134196.286656 nChanged 34 SP:Iteration 79Q (3802.027709 sec): 3 clusters Score: Raw -1139272.179467 + Penalty 5070.378922 = -1134201.800544 nChanged 35 SP:Iteration 80F (3802.183534 sec): 3 clusters Score: Raw -1139278.255688 + Penalty 5070.378922 = -1134207.876766 nChanged 40 SP:Iteration 81Q (3802.269310 sec): 3 clusters Score: Raw -1139285.983482 + Penalty 5070.378922 = -1134215.604559 nChanged 44 SP:Iteration 82Q (3802.349050 sec): 3 clusters Score: Raw -1139294.207155 + Penalty 5070.378922 = -1134223.828233 nChanged 47 SP:Iteration 83Q (3802.461342 sec): 3 clusters Score: Raw -1139303.120065 + Penalty 5070.378922 = -1134232.741142 nChanged 45 SP:Iteration 84Q (3802.681359 sec): 3 clusters Score: Raw -1139311.601805 + Penalty 5070.378922 = -1134241.222882 nChanged 40 SP:Iteration 85Q (3802.741589 sec): 3 clusters Score: Raw -1139319.183018 + Penalty 5070.378922 = -1134248.804096 nChanged 48 SP:Iteration 86Q (3802.844632 sec): 3 clusters Score: Raw -1139326.845310 + Penalty 5070.378922 = -1134256.466388 nChanged 35 SP:Iteration 87Q (3802.957323 sec): 3 clusters Score: Raw -1139331.797617 + Penalty 5070.378922 = -1134261.418695 nChanged 24 SP:Iteration 88Q (3803.135737 sec): 3 clusters Score: Raw -1139335.036688 + Penalty 5070.378922 = -1134264.657766 nChanged 20 SP:Iteration 89Q (3803.298695 sec): 3 clusters Score: Raw -1139338.232556 + Penalty 5070.378922 = -1134267.853634 nChanged 20 SP:Iteration 90Q (3803.442728 sec): 3 clusters Score: Raw -1139341.420809 + Penalty 5070.378922 = -1134271.041887 nChanged 15 SP:Iteration 91Q (3803.559161 sec): 3 clusters Score: Raw -1139343.769633 + Penalty 5070.378922 = -1134273.390711 nChanged 14 SP:Iteration 92Q (3803.651985 sec): 3 clusters Score: Raw -1139346.083589 + Penalty 5070.378922 = -1134275.704667 nChanged 18 SP:Iteration 93Q (3803.758252 sec): 3 clusters Score: Raw -1139348.219142 + Penalty 5070.378922 = -1134277.840219 nChanged 6 SP:Iteration 94Q (3803.874023 sec): 3 clusters Score: Raw -1139349.180370 + Penalty 5070.378922 = -1134278.801448 nChanged 5 SP:Iteration 95Q (3803.969611 sec): 3 clusters Score: Raw -1139350.169142 + Penalty 5070.378922 = -1134279.790220 nChanged 8 SP:Iteration 96Q (3804.066923 sec): 3 clusters Score: Raw -1139351.079919 + Penalty 5070.378922 = -1134280.700997 nChanged 3 SP:Iteration 97Q (3804.173037 sec): 3 clusters Score: Raw -1139351.466558 + Penalty 5070.378922 = -1134281.087635 nChanged 3 SP:Iteration 98Q (3804.293649 sec): 3 clusters Score: Raw -1139351.768535 + Penalty 5070.378922 = -1134281.389612 nChanged 1 SP:Iteration 99Q (3804.396469 sec): 3 clusters Score: Raw -1139351.836596 + Penalty 5070.378922 = -1134281.457674 nChanged 0 SP:Iteration 100F (3804.514246 sec): 3 clusters Score: Raw -1139351.836596 + Penalty 5070.378922 = -1134281.457674 nChanged 0 Trying to split cluster 10 (5094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3804.571390 sec): 2 clusters Score: Raw -370051.251644 + Penalty 2253.456125 = -367797.795519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3804.666464 sec): 3 clusters Score: Raw -367637.463716 + Penalty 4506.912250 = -363130.551466 nChanged 1962 SP:Iteration 1F (3804.713066 sec): 3 clusters Score: Raw -369261.316508 + Penalty 4506.912250 = -364754.404258 nChanged 569 SP:Iteration 2F (3804.760028 sec): 3 clusters Score: Raw -370116.499998 + Penalty 4506.912250 = -365609.587748 nChanged 481 SP:Iteration 3F (3804.898344 sec): 3 clusters Score: Raw -370916.602253 + Penalty 4506.912250 = -366409.690003 nChanged 409 SP:Iteration 4F (3805.034879 sec): 3 clusters Score: Raw -371541.149045 + Penalty 4506.912250 = -367034.236795 nChanged 337 SP:Iteration 5F (3805.157645 sec): 3 clusters Score: Raw -371961.876042 + Penalty 4506.912250 = -367454.963792 nChanged 249 SP:Iteration 6Q (3805.295284 sec): 3 clusters Score: Raw -372213.781863 + Penalty 4506.912250 = -367706.869612 nChanged 175 SP:Iteration 7Q (3805.408433 sec): 3 clusters Score: Raw -372350.073296 + Penalty 4506.912250 = -367843.161046 nChanged 117 SP:Iteration 8Q (3805.540132 sec): 3 clusters Score: Raw -372420.332179 + Penalty 4506.912250 = -367913.419929 nChanged 79 SP:Iteration 9Q (3805.586915 sec): 3 clusters Score: Raw -372464.347651 + Penalty 4506.912250 = -367957.435401 nChanged 48 SP:Iteration 10Q (3805.636220 sec): 3 clusters Score: Raw -372490.917979 + Penalty 4506.912250 = -367984.005729 nChanged 29 SP:Iteration 11Q (3805.690308 sec): 3 clusters Score: Raw -372502.168282 + Penalty 4506.912250 = -367995.256032 nChanged 16 SP:Iteration 12Q (3805.743953 sec): 3 clusters Score: Raw -372507.287777 + Penalty 4506.912250 = -368000.375527 nChanged 12 SP:Iteration 13Q (3805.798944 sec): 3 clusters Score: Raw -372511.129098 + Penalty 4506.912250 = -368004.216848 nChanged 9 SP:Iteration 14Q (3805.936217 sec): 3 clusters Score: Raw -372513.677749 + Penalty 4506.912250 = -368006.765499 nChanged 2 SP:Iteration 15Q (3805.985076 sec): 3 clusters Score: Raw -372514.426125 + Penalty 4506.912250 = -368007.513874 nChanged 3 SP:Iteration 16Q (3806.038362 sec): 3 clusters Score: Raw -372515.879321 + Penalty 4506.912250 = -368008.967071 nChanged 8 SP:Iteration 17Q (3806.100429 sec): 3 clusters Score: Raw -372518.760662 + Penalty 4506.912250 = -368011.848412 nChanged 7 SP:Iteration 18Q (3806.166705 sec): 3 clusters Score: Raw -372520.427904 + Penalty 4506.912250 = -368013.515654 nChanged 3 SP:Iteration 19Q (3806.224813 sec): 3 clusters Score: Raw -372522.022877 + Penalty 4506.912250 = -368015.110627 nChanged 2 SP:Iteration 20F (3806.283868 sec): 3 clusters Score: Raw -372522.459433 + Penalty 4506.912250 = -368015.547183 nChanged 1 SP:Iteration 21Q (3806.335789 sec): 3 clusters Score: Raw -372523.003863 + Penalty 4506.912250 = -368016.091613 nChanged 1 SP:Iteration 22Q (3806.386765 sec): 3 clusters Score: Raw -372523.801811 + Penalty 4506.912250 = -368016.889561 nChanged 0 SP:Iteration 23F (3806.438262 sec): 3 clusters Score: Raw -372523.801811 + Penalty 4506.912250 = -368016.889561 nChanged 0 Score: Raw -11811888.338026 + Penalty 34530.724271 = -11777357.613755 Splitting cluster 10 changes total score from -11778024.080902 to -11777357.613755 So it's not getting split. Iteration 179Q (3810.392948 sec): 11 clusters Score: Raw -11809415.789627 + Penalty 31391.567519 = -11778024.222108 nChanged 2 Iteration 180F (3812.530143 sec): 11 clusters Score: Raw -11809415.912739 + Penalty 31391.567519 = -11778024.345220 nChanged 2 Iteration 181Q (3814.076908 sec): 11 clusters Score: Raw -11809415.988407 + Penalty 31391.567519 = -11778024.420888 nChanged 0 Iteration 182F (3815.993998 sec): 11 clusters Score: Raw -11809415.988407 + Penalty 31391.567519 = -11778024.420888 nChanged 0 Compute initial score before splitting: Score: Raw -11809415.988407 + Penalty 31391.567519 = -11778024.420888 Trying to split cluster 1 (15390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3816.148583 sec): 2 clusters Score: Raw -1327342.975364 + Penalty 2545.348932 = -1324797.626433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3816.276228 sec): 3 clusters Score: Raw -1318629.955952 + Penalty 5090.697864 = -1313539.258088 nChanged 6707 SP:Iteration 1F (3816.426465 sec): 3 clusters Score: Raw -1322281.178987 + Penalty 5090.697864 = -1317190.481123 nChanged 942 SP:Iteration 2F (3816.625732 sec): 3 clusters Score: Raw -1322702.575012 + Penalty 5090.697864 = -1317611.877149 nChanged 796 SP:Iteration 3F (3816.764081 sec): 3 clusters Score: Raw -1323077.464011 + Penalty 5090.697864 = -1317986.766147 nChanged 735 SP:Iteration 4Q (3816.930941 sec): 3 clusters Score: Raw -1323435.336104 + Penalty 5090.697864 = -1318344.638240 nChanged 656 SP:Iteration 5Q (3817.087020 sec): 3 clusters Score: Raw -1323767.639456 + Penalty 5090.697864 = -1318676.941593 nChanged 648 SP:Iteration 6Q (3817.178515 sec): 3 clusters Score: Raw -1324076.145584 + Penalty 5090.697864 = -1318985.447720 nChanged 575 SP:Iteration 7Q (3817.276879 sec): 3 clusters Score: Raw -1324330.634008 + Penalty 5090.697864 = -1319239.936144 nChanged 571 SP:Iteration 8Q (3817.384431 sec): 3 clusters Score: Raw -1324579.915431 + Penalty 5090.697864 = -1319489.217567 nChanged 541 SP:Iteration 9Q (3817.498005 sec): 3 clusters Score: Raw -1324809.238039 + Penalty 5090.697864 = -1319718.540175 nChanged 492 SP:Iteration 10Q (3817.592489 sec): 3 clusters Score: Raw -1325012.367465 + Penalty 5090.697864 = -1319921.669601 nChanged 456 SP:Iteration 11Q (3817.693117 sec): 3 clusters Score: Raw -1325178.303070 + Penalty 5090.697864 = -1320087.605206 nChanged 392 SP:Iteration 12Q (3817.796334 sec): 3 clusters Score: Raw -1325332.874868 + Penalty 5090.697864 = -1320242.177005 nChanged 355 SP:Iteration 13Q (3817.903003 sec): 3 clusters Score: Raw -1325465.514983 + Penalty 5090.697864 = -1320374.817119 nChanged 330 SP:Iteration 14Q (3818.021708 sec): 3 clusters Score: Raw -1325587.614860 + Penalty 5090.697864 = -1320496.916996 nChanged 333 SP:Iteration 15Q (3818.127851 sec): 3 clusters Score: Raw -1325719.443201 + Penalty 5090.697864 = -1320628.745337 nChanged 340 SP:Iteration 16Q (3818.244509 sec): 3 clusters Score: Raw -1325845.232393 + Penalty 5090.697864 = -1320754.534529 nChanged 306 SP:Iteration 17Q (3818.331851 sec): 3 clusters Score: Raw -1325953.260130 + Penalty 5090.697864 = -1320862.562266 nChanged 277 SP:Iteration 18Q (3818.430929 sec): 3 clusters Score: Raw -1326056.265255 + Penalty 5090.697864 = -1320965.567391 nChanged 281 SP:Iteration 19Q (3818.530630 sec): 3 clusters Score: Raw -1326163.760381 + Penalty 5090.697864 = -1321073.062517 nChanged 297 SP:Iteration 20F (3818.633246 sec): 3 clusters Score: Raw -1326284.100688 + Penalty 5090.697864 = -1321193.402824 nChanged 302 SP:Iteration 21Q (3818.751567 sec): 3 clusters Score: Raw -1326413.634617 + Penalty 5090.697864 = -1321322.936753 nChanged 286 SP:Iteration 22Q (3818.853152 sec): 3 clusters Score: Raw -1326530.885065 + Penalty 5090.697864 = -1321440.187201 nChanged 277 SP:Iteration 23Q (3818.969948 sec): 3 clusters Score: Raw -1326644.681990 + Penalty 5090.697864 = -1321553.984126 nChanged 281 SP:Iteration 24Q (3819.060104 sec): 3 clusters Score: Raw -1326759.038348 + Penalty 5090.697864 = -1321668.340484 nChanged 248 SP:Iteration 25Q (3819.156373 sec): 3 clusters Score: Raw -1326869.911834 + Penalty 5090.697864 = -1321779.213971 nChanged 249 SP:Iteration 26Q (3819.260911 sec): 3 clusters Score: Raw -1326990.348567 + Penalty 5090.697864 = -1321899.650703 nChanged 225 SP:Iteration 27Q (3819.373093 sec): 3 clusters Score: Raw -1327099.219530 + Penalty 5090.697864 = -1322008.521666 nChanged 211 SP:Iteration 28Q (3819.458770 sec): 3 clusters Score: Raw -1327206.094795 + Penalty 5090.697864 = -1322115.396932 nChanged 199 SP:Iteration 29Q (3819.553457 sec): 3 clusters Score: Raw -1327307.757598 + Penalty 5090.697864 = -1322217.059734 nChanged 200 SP:Iteration 30Q (3819.670646 sec): 3 clusters Score: Raw -1327397.110759 + Penalty 5090.697864 = -1322306.412895 nChanged 138 SP:Iteration 31Q (3819.758419 sec): 3 clusters Score: Raw -1327453.522306 + Penalty 5090.697864 = -1322362.824443 nChanged 125 SP:Iteration 32Q (3819.849620 sec): 3 clusters Score: Raw -1327503.231680 + Penalty 5090.697864 = -1322412.533816 nChanged 102 SP:Iteration 33Q (3820.061990 sec): 3 clusters Score: Raw -1327540.862960 + Penalty 5090.697864 = -1322450.165096 nChanged 75 SP:Iteration 34Q (3820.238958 sec): 3 clusters Score: Raw -1327572.356525 + Penalty 5090.697864 = -1322481.658662 nChanged 78 SP:Iteration 35Q (3820.317019 sec): 3 clusters Score: Raw -1327605.411253 + Penalty 5090.697864 = -1322514.713389 nChanged 87 SP:Iteration 36Q (3820.446203 sec): 3 clusters Score: Raw -1327635.586531 + Penalty 5090.697864 = -1322544.888667 nChanged 61 SP:Iteration 37Q (3820.515648 sec): 3 clusters Score: Raw -1327652.501145 + Penalty 5090.697864 = -1322561.803282 nChanged 38 SP:Iteration 38Q (3820.584597 sec): 3 clusters Score: Raw -1327664.925645 + Penalty 5090.697864 = -1322574.227781 nChanged 35 SP:Iteration 39Q (3820.674710 sec): 3 clusters Score: Raw -1327675.602664 + Penalty 5090.697864 = -1322584.904800 nChanged 36 SP:Iteration 40F (3820.770320 sec): 3 clusters Score: Raw -1327686.742332 + Penalty 5090.697864 = -1322596.044468 nChanged 33 SP:Iteration 41Q (3820.860230 sec): 3 clusters Score: Raw -1327696.028019 + Penalty 5090.697864 = -1322605.330155 nChanged 32 SP:Iteration 42Q (3820.946996 sec): 3 clusters Score: Raw -1327706.492023 + Penalty 5090.697864 = -1322615.794159 nChanged 34 SP:Iteration 43Q (3821.033466 sec): 3 clusters Score: Raw -1327714.261265 + Penalty 5090.697864 = -1322623.563401 nChanged 20 SP:Iteration 44Q (3821.120205 sec): 3 clusters Score: Raw -1327718.687849 + Penalty 5090.697864 = -1322627.989985 nChanged 15 SP:Iteration 45Q (3821.207195 sec): 3 clusters Score: Raw -1327722.266603 + Penalty 5090.697864 = -1322631.568740 nChanged 19 SP:Iteration 46Q (3821.293729 sec): 3 clusters Score: Raw -1327727.624201 + Penalty 5090.697864 = -1322636.926338 nChanged 23 SP:Iteration 47Q (3821.380025 sec): 3 clusters Score: Raw -1327732.808944 + Penalty 5090.697864 = -1322642.111080 nChanged 13 SP:Iteration 48Q (3821.466182 sec): 3 clusters Score: Raw -1327735.635021 + Penalty 5090.697864 = -1322644.937157 nChanged 8 SP:Iteration 49Q (3821.552279 sec): 3 clusters Score: Raw -1327737.047955 + Penalty 5090.697864 = -1322646.350091 nChanged 5 SP:Iteration 50Q (3821.638204 sec): 3 clusters Score: Raw -1327738.049867 + Penalty 5090.697864 = -1322647.352004 nChanged 3 SP:Iteration 51Q (3821.724434 sec): 3 clusters Score: Raw -1327738.853710 + Penalty 5090.697864 = -1322648.155847 nChanged 5 SP:Iteration 52Q (3821.810500 sec): 3 clusters Score: Raw -1327740.373212 + Penalty 5090.697864 = -1322649.675348 nChanged 10 SP:Iteration 53Q (3821.896866 sec): 3 clusters Score: Raw -1327744.140573 + Penalty 5090.697864 = -1322653.442709 nChanged 15 SP:Iteration 54Q (3821.982924 sec): 3 clusters Score: Raw -1327747.261262 + Penalty 5090.697864 = -1322656.563398 nChanged 7 SP:Iteration 55Q (3822.074387 sec): 3 clusters Score: Raw -1327749.164239 + Penalty 5090.697864 = -1322658.466376 nChanged 6 SP:Iteration 56Q (3822.160389 sec): 3 clusters Score: Raw -1327750.806752 + Penalty 5090.697864 = -1322660.108889 nChanged 5 SP:Iteration 57Q (3822.246609 sec): 3 clusters Score: Raw -1327752.020113 + Penalty 5090.697864 = -1322661.322249 nChanged 8 SP:Iteration 58Q (3822.333755 sec): 3 clusters Score: Raw -1327753.394563 + Penalty 5090.697864 = -1322662.696699 nChanged 8 SP:Iteration 59Q (3822.425074 sec): 3 clusters Score: Raw -1327754.927022 + Penalty 5090.697864 = -1322664.229158 nChanged 5 SP:Iteration 60F (3822.529338 sec): 3 clusters Score: Raw -1327756.213468 + Penalty 5090.697864 = -1322665.515605 nChanged 5 SP:Iteration 61Q (3822.609099 sec): 3 clusters Score: Raw -1327757.317182 + Penalty 5090.697864 = -1322666.619318 nChanged 3 SP:Iteration 62Q (3822.752898 sec): 3 clusters Score: Raw -1327757.958409 + Penalty 5090.697864 = -1322667.260546 nChanged 3 SP:Iteration 63Q (3822.843766 sec): 3 clusters Score: Raw -1327758.814005 + Penalty 5090.697864 = -1322668.116141 nChanged 1 SP:Iteration 64Q (3823.007897 sec): 3 clusters Score: Raw -1327758.972195 + Penalty 5090.697864 = -1322668.274331 nChanged 0 SP:Iteration 65F (3823.141333 sec): 3 clusters Score: Raw -1327758.972195 + Penalty 5090.697864 = -1322668.274331 nChanged 0 Trying to split cluster 2 (5491 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3823.208389 sec): 2 clusters Score: Raw -450071.783171 + Penalty 2273.268536 = -447798.514635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3823.279891 sec): 3 clusters Score: Raw -447480.998363 + Penalty 4546.537072 = -442934.461291 nChanged 2133 SP:Iteration 1F (3823.336203 sec): 3 clusters Score: Raw -448980.257417 + Penalty 4546.537072 = -444433.720345 nChanged 572 SP:Iteration 2F (3823.386635 sec): 3 clusters Score: Raw -449657.137908 + Penalty 4546.537072 = -445110.600836 nChanged 495 SP:Iteration 3F (3823.436995 sec): 3 clusters Score: Raw -450210.504076 + Penalty 4546.537072 = -445663.967004 nChanged 381 SP:Iteration 4F (3823.492858 sec): 3 clusters Score: Raw -450575.214533 + Penalty 4546.537072 = -446028.677460 nChanged 238 SP:Iteration 5Q (3823.551356 sec): 3 clusters Score: Raw -450792.493705 + Penalty 4546.537072 = -446245.956633 nChanged 192 SP:Iteration 6Q (3823.608754 sec): 3 clusters Score: Raw -450971.484082 + Penalty 4546.537072 = -446424.947010 nChanged 164 SP:Iteration 7Q (3823.662515 sec): 3 clusters Score: Raw -451136.020617 + Penalty 4546.537072 = -446589.483545 nChanged 131 SP:Iteration 8Q (3823.715876 sec): 3 clusters Score: Raw -451260.673431 + Penalty 4546.537072 = -446714.136359 nChanged 114 SP:Iteration 9Q (3823.769613 sec): 3 clusters Score: Raw -451344.089080 + Penalty 4546.537072 = -446797.552008 nChanged 80 SP:Iteration 10Q (3823.823525 sec): 3 clusters Score: Raw -451387.487994 + Penalty 4546.537072 = -446840.950921 nChanged 55 SP:Iteration 11Q (3823.877234 sec): 3 clusters Score: Raw -451412.845791 + Penalty 4546.537072 = -446866.308719 nChanged 44 SP:Iteration 12Q (3823.930941 sec): 3 clusters Score: Raw -451431.799144 + Penalty 4546.537072 = -446885.262072 nChanged 29 SP:Iteration 13Q (3823.984835 sec): 3 clusters Score: Raw -451441.778293 + Penalty 4546.537072 = -446895.241221 nChanged 16 SP:Iteration 14Q (3824.038498 sec): 3 clusters Score: Raw -451446.456872 + Penalty 4546.537072 = -446899.919799 nChanged 10 SP:Iteration 15Q (3824.093209 sec): 3 clusters Score: Raw -451448.888607 + Penalty 4546.537072 = -446902.351534 nChanged 7 SP:Iteration 16Q (3824.148213 sec): 3 clusters Score: Raw -451450.501365 + Penalty 4546.537072 = -446903.964293 nChanged 4 SP:Iteration 17Q (3824.203548 sec): 3 clusters Score: Raw -451451.534705 + Penalty 4546.537072 = -446904.997633 nChanged 2 SP:Iteration 18Q (3824.258824 sec): 3 clusters Score: Raw -451452.296438 + Penalty 4546.537072 = -446905.759366 nChanged 2 SP:Iteration 19Q (3824.314029 sec): 3 clusters Score: Raw -451453.169495 + Penalty 4546.537072 = -446906.632423 nChanged 4 SP:Iteration 20F (3824.378041 sec): 3 clusters Score: Raw -451454.321298 + Penalty 4546.537072 = -446907.784226 nChanged 4 SP:Iteration 21Q (3824.433355 sec): 3 clusters Score: Raw -451455.514946 + Penalty 4546.537072 = -446908.977874 nChanged 3 SP:Iteration 22Q (3824.488513 sec): 3 clusters Score: Raw -451456.273269 + Penalty 4546.537072 = -446909.736197 nChanged 2 SP:Iteration 23Q (3824.543555 sec): 3 clusters Score: Raw -451456.829235 + Penalty 4546.537072 = -446910.292163 nChanged 2 SP:Iteration 24Q (3824.598466 sec): 3 clusters Score: Raw -451457.319495 + Penalty 4546.537072 = -446910.782423 nChanged 2 SP:Iteration 25Q (3824.653395 sec): 3 clusters Score: Raw -451457.675033 + Penalty 4546.537072 = -446911.137961 nChanged 1 SP:Iteration 26Q (3824.707081 sec): 3 clusters Score: Raw -451457.835808 + Penalty 4546.537072 = -446911.298736 nChanged 0 SP:Iteration 27F (3824.761083 sec): 3 clusters Score: Raw -451457.835808 + Penalty 4546.537072 = -446911.298736 nChanged 0 Trying to split cluster 3 (8614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3824.884423 sec): 2 clusters Score: Raw -727288.989536 + Penalty 2392.142033 = -724896.847502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3825.060120 sec): 3 clusters Score: Raw -722730.017333 + Penalty 4784.284067 = -717945.733266 nChanged 3496 SP:Iteration 1F (3825.176010 sec): 3 clusters Score: Raw -724712.688019 + Penalty 4784.284067 = -719928.403952 nChanged 697 SP:Iteration 2F (3825.232627 sec): 3 clusters Score: Raw -725160.953058 + Penalty 4784.284067 = -720376.668991 nChanged 583 SP:Iteration 3F (3825.287364 sec): 3 clusters Score: Raw -725615.008397 + Penalty 4784.284067 = -720830.724330 nChanged 564 SP:Iteration 4F (3825.342306 sec): 3 clusters Score: Raw -726120.894573 + Penalty 4784.284067 = -721336.610506 nChanged 610 SP:Iteration 5F (3825.418391 sec): 3 clusters Score: Raw -726704.083971 + Penalty 4784.284067 = -721919.799905 nChanged 556 SP:Iteration 6F (3825.497575 sec): 3 clusters Score: Raw -727175.151214 + Penalty 4784.284067 = -722390.867147 nChanged 440 SP:Iteration 7F (3825.575682 sec): 3 clusters Score: Raw -727538.398735 + Penalty 4784.284067 = -722754.114669 nChanged 348 SP:Iteration 8Q (3825.646496 sec): 3 clusters Score: Raw -727774.522603 + Penalty 4784.284067 = -722990.238537 nChanged 297 SP:Iteration 9Q (3825.709979 sec): 3 clusters Score: Raw -727962.550754 + Penalty 4784.284067 = -723178.266688 nChanged 223 SP:Iteration 10Q (3825.776801 sec): 3 clusters Score: Raw -728086.465563 + Penalty 4784.284067 = -723302.181496 nChanged 156 SP:Iteration 11Q (3825.850330 sec): 3 clusters Score: Raw -728159.571475 + Penalty 4784.284067 = -723375.287408 nChanged 131 SP:Iteration 12Q (3825.923138 sec): 3 clusters Score: Raw -728214.570358 + Penalty 4784.284067 = -723430.286291 nChanged 105 SP:Iteration 13Q (3825.995636 sec): 3 clusters Score: Raw -728261.344527 + Penalty 4784.284067 = -723477.060460 nChanged 99 SP:Iteration 14Q (3826.066942 sec): 3 clusters Score: Raw -728301.069078 + Penalty 4784.284067 = -723516.785012 nChanged 76 SP:Iteration 15Q (3826.137195 sec): 3 clusters Score: Raw -728328.299366 + Penalty 4784.284067 = -723544.015299 nChanged 72 SP:Iteration 16Q (3826.207517 sec): 3 clusters Score: Raw -728348.653457 + Penalty 4784.284067 = -723564.369390 nChanged 53 SP:Iteration 17Q (3826.387007 sec): 3 clusters Score: Raw -728362.770945 + Penalty 4784.284067 = -723578.486879 nChanged 44 SP:Iteration 18Q (3826.534090 sec): 3 clusters Score: Raw -728373.843592 + Penalty 4784.284067 = -723589.559526 nChanged 27 SP:Iteration 19Q (3826.615098 sec): 3 clusters Score: Raw -728378.518848 + Penalty 4784.284067 = -723594.234781 nChanged 15 SP:Iteration 20F (3826.692803 sec): 3 clusters Score: Raw -728381.917878 + Penalty 4784.284067 = -723597.633811 nChanged 18 SP:Iteration 21Q (3826.764855 sec): 3 clusters Score: Raw -728385.666464 + Penalty 4784.284067 = -723601.382397 nChanged 11 SP:Iteration 22Q (3826.932351 sec): 3 clusters Score: Raw -728387.641947 + Penalty 4784.284067 = -723603.357880 nChanged 8 SP:Iteration 23Q (3827.067100 sec): 3 clusters Score: Raw -728389.806123 + Penalty 4784.284067 = -723605.522057 nChanged 8 SP:Iteration 24Q (3827.135184 sec): 3 clusters Score: Raw -728391.633461 + Penalty 4784.284067 = -723607.349394 nChanged 7 SP:Iteration 25Q (3827.210144 sec): 3 clusters Score: Raw -728392.542070 + Penalty 4784.284067 = -723608.258003 nChanged 0 SP:Iteration 26F (3827.373430 sec): 3 clusters Score: Raw -728392.542070 + Penalty 4784.284067 = -723608.258003 nChanged 0 Trying to split cluster 4 (65067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3827.682476 sec): 2 clusters Score: Raw -5587335.818115 + Penalty 2925.957616 = -5584409.860499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3828.090536 sec): 3 clusters Score: Raw -5546547.994294 + Penalty 5851.915232 = -5540696.079062 nChanged 30184 SP:Iteration 1F (3828.404165 sec): 3 clusters Score: Raw -5563600.898826 + Penalty 5851.915232 = -5557748.983595 nChanged 2850 SP:Iteration 2Q (3828.738834 sec): 3 clusters Score: Raw -5564530.718476 + Penalty 5851.915232 = -5558678.803245 nChanged 2813 SP:Iteration 3Q (3829.014978 sec): 3 clusters Score: Raw -5565539.767412 + Penalty 5851.915232 = -5559687.852180 nChanged 2940 SP:Iteration 4Q (3829.339130 sec): 3 clusters Score: Raw -5566737.138549 + Penalty 5851.915232 = -5560885.223317 nChanged 3074 SP:Iteration 5Q (3829.673653 sec): 3 clusters Score: Raw -5568204.888902 + Penalty 5851.915232 = -5562352.973671 nChanged 3399 SP:Iteration 6F (3829.940467 sec): 3 clusters Score: Raw -5569893.636677 + Penalty 5851.915232 = -5564041.721445 nChanged 3492 SP:Iteration 7F (3830.258464 sec): 3 clusters Score: Raw -5571737.831622 + Penalty 5851.915232 = -5565885.916391 nChanged 3638 SP:Iteration 8F (3830.522885 sec): 3 clusters Score: Raw -5573620.258449 + Penalty 5851.915232 = -5567768.343217 nChanged 3420 SP:Iteration 9F (3830.842927 sec): 3 clusters Score: Raw -5575399.118284 + Penalty 5851.915232 = -5569547.203052 nChanged 3181 SP:Iteration 10Q (3831.119852 sec): 3 clusters Score: Raw -5577083.760528 + Penalty 5851.915232 = -5571231.845296 nChanged 2910 SP:Iteration 11Q (3831.425924 sec): 3 clusters Score: Raw -5578717.276027 + Penalty 5851.915232 = -5572865.360796 nChanged 2589 SP:Iteration 12Q (3831.700624 sec): 3 clusters Score: Raw -5580276.767925 + Penalty 5851.915232 = -5574424.852693 nChanged 2301 SP:Iteration 13Q (3832.001875 sec): 3 clusters Score: Raw -5581705.873621 + Penalty 5851.915232 = -5575853.958390 nChanged 1962 SP:Iteration 14Q (3832.272071 sec): 3 clusters Score: Raw -5582873.412952 + Penalty 5851.915232 = -5577021.497721 nChanged 1694 SP:Iteration 15Q (3832.567149 sec): 3 clusters Score: Raw -5583829.738686 + Penalty 5851.915232 = -5577977.823454 nChanged 1419 SP:Iteration 16Q (3832.834122 sec): 3 clusters Score: Raw -5584596.834400 + Penalty 5851.915232 = -5578744.919168 nChanged 1250 SP:Iteration 17Q (3833.100002 sec): 3 clusters Score: Raw -5585232.652964 + Penalty 5851.915232 = -5579380.737732 nChanged 1061 SP:Iteration 18Q (3833.376724 sec): 3 clusters Score: Raw -5585755.146800 + Penalty 5851.915232 = -5579903.231569 nChanged 926 SP:Iteration 19Q (3833.639683 sec): 3 clusters Score: Raw -5586196.708126 + Penalty 5851.915232 = -5580344.792894 nChanged 761 SP:Iteration 20F (3833.889659 sec): 3 clusters Score: Raw -5586554.968847 + Penalty 5851.915232 = -5580703.053616 nChanged 666 SP:Iteration 21Q (3834.195925 sec): 3 clusters Score: Raw -5586870.801476 + Penalty 5851.915232 = -5581018.886244 nChanged 585 SP:Iteration 22Q (3834.462062 sec): 3 clusters Score: Raw -5587172.333430 + Penalty 5851.915232 = -5581320.418198 nChanged 540 SP:Iteration 23Q (3834.751480 sec): 3 clusters Score: Raw -5587507.038978 + Penalty 5851.915232 = -5581655.123747 nChanged 499 SP:Iteration 24Q (3835.030464 sec): 3 clusters Score: Raw -5587846.716241 + Penalty 5851.915232 = -5581994.801010 nChanged 466 SP:Iteration 25Q (3835.275615 sec): 3 clusters Score: Raw -5588167.653467 + Penalty 5851.915232 = -5582315.738235 nChanged 458 SP:Iteration 26Q (3835.575266 sec): 3 clusters Score: Raw -5588461.559684 + Penalty 5851.915232 = -5582609.644452 nChanged 390 SP:Iteration 27Q (3835.817306 sec): 3 clusters Score: Raw -5588687.637603 + Penalty 5851.915232 = -5582835.722371 nChanged 299 SP:Iteration 28Q (3836.053625 sec): 3 clusters Score: Raw -5588827.969351 + Penalty 5851.915232 = -5582976.054119 nChanged 239 SP:Iteration 29Q (3836.348778 sec): 3 clusters Score: Raw -5588924.178778 + Penalty 5851.915232 = -5583072.263546 nChanged 192 SP:Iteration 30Q (3836.648071 sec): 3 clusters Score: Raw -5588985.597416 + Penalty 5851.915232 = -5583133.682184 nChanged 156 SP:Iteration 31Q (3836.897433 sec): 3 clusters Score: Raw -5589028.705808 + Penalty 5851.915232 = -5583176.790576 nChanged 129 SP:Iteration 32Q (3837.121052 sec): 3 clusters Score: Raw -5589060.479040 + Penalty 5851.915232 = -5583208.563808 nChanged 92 SP:Iteration 33Q (3837.355411 sec): 3 clusters Score: Raw -5589078.480327 + Penalty 5851.915232 = -5583226.565096 nChanged 62 SP:Iteration 34Q (3837.620857 sec): 3 clusters Score: Raw -5589089.767163 + Penalty 5851.915232 = -5583237.851931 nChanged 64 SP:Iteration 35Q (3837.869051 sec): 3 clusters Score: Raw -5589101.851205 + Penalty 5851.915232 = -5583249.935973 nChanged 69 SP:Iteration 36Q (3838.098408 sec): 3 clusters Score: Raw -5589113.129356 + Penalty 5851.915232 = -5583261.214124 nChanged 55 SP:Iteration 37Q (3838.336475 sec): 3 clusters Score: Raw -5589122.645762 + Penalty 5851.915232 = -5583270.730531 nChanged 56 SP:Iteration 38Q (3838.601234 sec): 3 clusters Score: Raw -5589132.411879 + Penalty 5851.915232 = -5583280.496648 nChanged 49 SP:Iteration 39Q (3838.852818 sec): 3 clusters Score: Raw -5589140.524184 + Penalty 5851.915232 = -5583288.608952 nChanged 48 SP:Iteration 40F (3839.100633 sec): 3 clusters Score: Raw -5589148.386408 + Penalty 5851.915232 = -5583296.471177 nChanged 32 SP:Iteration 41Q (3839.309064 sec): 3 clusters Score: Raw -5589153.366285 + Penalty 5851.915232 = -5583301.451053 nChanged 33 SP:Iteration 42Q (3839.572001 sec): 3 clusters Score: Raw -5589157.472932 + Penalty 5851.915232 = -5583305.557700 nChanged 23 SP:Iteration 43Q (3839.844967 sec): 3 clusters Score: Raw -5589159.893669 + Penalty 5851.915232 = -5583307.978438 nChanged 16 SP:Iteration 44Q (3840.128255 sec): 3 clusters Score: Raw -5589161.718004 + Penalty 5851.915232 = -5583309.802772 nChanged 11 SP:Iteration 45Q (3840.416008 sec): 3 clusters Score: Raw -5589162.863985 + Penalty 5851.915232 = -5583310.948753 nChanged 13 SP:Iteration 46Q (3840.625466 sec): 3 clusters Score: Raw -5589164.016323 + Penalty 5851.915232 = -5583312.101092 nChanged 6 SP:Iteration 47Q (3840.859468 sec): 3 clusters Score: Raw -5589164.547595 + Penalty 5851.915232 = -5583312.632363 nChanged 5 SP:Iteration 48Q (3841.108870 sec): 3 clusters Score: Raw -5589165.049763 + Penalty 5851.915232 = -5583313.134532 nChanged 6 SP:Iteration 49Q (3841.335974 sec): 3 clusters Score: Raw -5589165.547481 + Penalty 5851.915232 = -5583313.632250 nChanged 7 SP:Iteration 50Q (3841.570553 sec): 3 clusters Score: Raw -5589166.072939 + Penalty 5851.915232 = -5583314.157707 nChanged 4 SP:Iteration 51Q (3841.831453 sec): 3 clusters Score: Raw -5589166.393094 + Penalty 5851.915232 = -5583314.477862 nChanged 2 SP:Iteration 52Q (3842.074570 sec): 3 clusters Score: Raw -5589166.553531 + Penalty 5851.915232 = -5583314.638300 nChanged 3 SP:Iteration 53Q (3842.305150 sec): 3 clusters Score: Raw -5589166.760561 + Penalty 5851.915232 = -5583314.845330 nChanged 2 SP:Iteration 54Q (3842.540791 sec): 3 clusters Score: Raw -5589166.938217 + Penalty 5851.915232 = -5583315.022985 nChanged 3 SP:Iteration 55Q (3842.800396 sec): 3 clusters Score: Raw -5589167.145289 + Penalty 5851.915232 = -5583315.230058 nChanged 1 SP:Iteration 56Q (3843.040285 sec): 3 clusters Score: Raw -5589167.262268 + Penalty 5851.915232 = -5583315.347036 nChanged 3 SP:Iteration 57Q (3843.279525 sec): 3 clusters Score: Raw -5589167.501613 + Penalty 5851.915232 = -5583315.586381 nChanged 2 SP:Iteration 58Q (3843.513331 sec): 3 clusters Score: Raw -5589167.661395 + Penalty 5851.915232 = -5583315.746164 nChanged 2 SP:Iteration 59Q (3843.810325 sec): 3 clusters Score: Raw -5589167.763322 + Penalty 5851.915232 = -5583315.848090 nChanged 1 SP:Iteration 60F (3844.062908 sec): 3 clusters Score: Raw -5589167.850824 + Penalty 5851.915232 = -5583315.935592 nChanged 1 SP:Iteration 61Q (3844.289761 sec): 3 clusters Score: Raw -5589167.934689 + Penalty 5851.915232 = -5583316.019457 nChanged 4 SP:Iteration 62Q (3844.563075 sec): 3 clusters Score: Raw -5589168.238252 + Penalty 5851.915232 = -5583316.323020 nChanged 3 SP:Iteration 63Q (3844.800237 sec): 3 clusters Score: Raw -5589168.467956 + Penalty 5851.915232 = -5583316.552724 nChanged 1 SP:Iteration 64Q (3845.058748 sec): 3 clusters Score: Raw -5589168.592201 + Penalty 5851.915232 = -5583316.676969 nChanged 0 SP:Iteration 65F (3845.346929 sec): 3 clusters Score: Raw -5589168.592201 + Penalty 5851.915232 = -5583316.676969 nChanged 0 Trying to split cluster 5 (4029 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3845.416487 sec): 2 clusters Score: Raw -251992.516539 + Penalty 2191.536200 = -249800.980339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3845.457170 sec): 3 clusters Score: Raw -250476.892658 + Penalty 4383.072400 = -246093.820257 nChanged 1535 SP:Iteration 1F (3845.507716 sec): 3 clusters Score: Raw -252322.575924 + Penalty 4383.072400 = -247939.503524 nChanged 467 SP:Iteration 2F (3845.558006 sec): 3 clusters Score: Raw -253013.983491 + Penalty 4383.072400 = -248630.911091 nChanged 311 SP:Iteration 3F (3845.601908 sec): 3 clusters Score: Raw -253338.218447 + Penalty 4383.072400 = -248955.146046 nChanged 172 SP:Iteration 4Q (3845.654292 sec): 3 clusters Score: Raw -253491.778520 + Penalty 4383.072400 = -249108.706120 nChanged 118 SP:Iteration 5Q (3845.694293 sec): 3 clusters Score: Raw -253593.878047 + Penalty 4383.072400 = -249210.805646 nChanged 88 SP:Iteration 6Q (3845.734320 sec): 3 clusters Score: Raw -253664.202149 + Penalty 4383.072400 = -249281.129749 nChanged 68 SP:Iteration 7Q (3845.774455 sec): 3 clusters Score: Raw -253707.770105 + Penalty 4383.072400 = -249324.697704 nChanged 61 SP:Iteration 8Q (3845.815538 sec): 3 clusters Score: Raw -253755.119759 + Penalty 4383.072400 = -249372.047359 nChanged 53 SP:Iteration 9Q (3845.856716 sec): 3 clusters Score: Raw -253795.412151 + Penalty 4383.072400 = -249412.339751 nChanged 46 SP:Iteration 10Q (3845.897506 sec): 3 clusters Score: Raw -253832.630023 + Penalty 4383.072400 = -249449.557623 nChanged 47 SP:Iteration 11Q (3845.938478 sec): 3 clusters Score: Raw -253878.291895 + Penalty 4383.072400 = -249495.219495 nChanged 46 SP:Iteration 12Q (3845.979252 sec): 3 clusters Score: Raw -253918.660977 + Penalty 4383.072400 = -249535.588577 nChanged 56 SP:Iteration 13Q (3846.020027 sec): 3 clusters Score: Raw -253958.780766 + Penalty 4383.072400 = -249575.708366 nChanged 54 SP:Iteration 14Q (3846.060669 sec): 3 clusters Score: Raw -253991.434649 + Penalty 4383.072400 = -249608.362248 nChanged 40 SP:Iteration 15Q (3846.101256 sec): 3 clusters Score: Raw -254017.842146 + Penalty 4383.072400 = -249634.769745 nChanged 39 SP:Iteration 16Q (3846.141841 sec): 3 clusters Score: Raw -254034.490973 + Penalty 4383.072400 = -249651.418573 nChanged 28 SP:Iteration 17Q (3846.182434 sec): 3 clusters Score: Raw -254045.419725 + Penalty 4383.072400 = -249662.347325 nChanged 30 SP:Iteration 18Q (3846.223091 sec): 3 clusters Score: Raw -254057.646757 + Penalty 4383.072400 = -249674.574357 nChanged 30 SP:Iteration 19Q (3846.263817 sec): 3 clusters Score: Raw -254077.450165 + Penalty 4383.072400 = -249694.377765 nChanged 35 SP:Iteration 20F (3846.304784 sec): 3 clusters Score: Raw -254098.925634 + Penalty 4383.072400 = -249715.853234 nChanged 35 SP:Iteration 21Q (3846.345888 sec): 3 clusters Score: Raw -254124.817647 + Penalty 4383.072400 = -249741.745247 nChanged 39 SP:Iteration 22Q (3846.386775 sec): 3 clusters Score: Raw -254151.505232 + Penalty 4383.072400 = -249768.432831 nChanged 37 SP:Iteration 23Q (3846.427707 sec): 3 clusters Score: Raw -254175.776562 + Penalty 4383.072400 = -249792.704162 nChanged 40 SP:Iteration 24Q (3846.468886 sec): 3 clusters Score: Raw -254203.889121 + Penalty 4383.072400 = -249820.816721 nChanged 50 SP:Iteration 25Q (3846.509837 sec): 3 clusters Score: Raw -254231.485013 + Penalty 4383.072400 = -249848.412613 nChanged 35 SP:Iteration 26Q (3846.617540 sec): 3 clusters Score: Raw -254254.204484 + Penalty 4383.072400 = -249871.132084 nChanged 26 SP:Iteration 27Q (3846.740510 sec): 3 clusters Score: Raw -254275.001967 + Penalty 4383.072400 = -249891.929567 nChanged 32 SP:Iteration 28Q (3846.881106 sec): 3 clusters Score: Raw -254295.912883 + Penalty 4383.072400 = -249912.840483 nChanged 27 SP:Iteration 29Q (3846.974295 sec): 3 clusters Score: Raw -254322.261497 + Penalty 4383.072400 = -249939.189097 nChanged 27 SP:Iteration 30Q (3847.097075 sec): 3 clusters Score: Raw -254346.658909 + Penalty 4383.072400 = -249963.586509 nChanged 21 SP:Iteration 31Q (3847.192530 sec): 3 clusters Score: Raw -254358.879651 + Penalty 4383.072400 = -249975.807251 nChanged 14 SP:Iteration 32Q (3847.233686 sec): 3 clusters Score: Raw -254368.361419 + Penalty 4383.072400 = -249985.289019 nChanged 13 SP:Iteration 33Q (3847.320860 sec): 3 clusters Score: Raw -254382.281246 + Penalty 4383.072400 = -249999.208846 nChanged 19 SP:Iteration 34Q (3847.371302 sec): 3 clusters Score: Raw -254391.893312 + Penalty 4383.072400 = -250008.820912 nChanged 18 SP:Iteration 35Q (3847.421062 sec): 3 clusters Score: Raw -254402.289957 + Penalty 4383.072400 = -250019.217557 nChanged 14 SP:Iteration 36Q (3847.468231 sec): 3 clusters Score: Raw -254411.088229 + Penalty 4383.072400 = -250028.015829 nChanged 15 SP:Iteration 37Q (3847.510574 sec): 3 clusters Score: Raw -254418.849599 + Penalty 4383.072400 = -250035.777198 nChanged 10 SP:Iteration 38Q (3847.552860 sec): 3 clusters Score: Raw -254423.619503 + Penalty 4383.072400 = -250040.547103 nChanged 8 SP:Iteration 39Q (3847.598662 sec): 3 clusters Score: Raw -254430.974322 + Penalty 4383.072400 = -250047.901922 nChanged 8 SP:Iteration 40F (3847.647883 sec): 3 clusters Score: Raw -254438.477874 + Penalty 4383.072400 = -250055.405474 nChanged 9 SP:Iteration 41Q (3847.697614 sec): 3 clusters Score: Raw -254446.066462 + Penalty 4383.072400 = -250062.994062 nChanged 7 SP:Iteration 42Q (3847.746513 sec): 3 clusters Score: Raw -254450.666845 + Penalty 4383.072400 = -250067.594445 nChanged 4 SP:Iteration 43Q (3847.791547 sec): 3 clusters Score: Raw -254451.524603 + Penalty 4383.072400 = -250068.452203 nChanged 2 SP:Iteration 44Q (3847.836846 sec): 3 clusters Score: Raw -254451.980848 + Penalty 4383.072400 = -250068.908448 nChanged 0 SP:Iteration 45F (3847.882613 sec): 3 clusters Score: Raw -254451.980848 + Penalty 4383.072400 = -250068.908448 nChanged 0 Score: Raw -11811875.452716 + Penalty 34530.724271 = -11777344.728445 Splitting cluster 5 changes total score from -11778024.420888 to -11777344.728445 So it's not getting split. Trying to split cluster 6 (10608 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3850.237058 sec): 2 clusters Score: Raw -820705.833572 + Penalty 2447.112020 = -818258.721552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3850.410245 sec): 3 clusters Score: Raw -815031.891657 + Penalty 4894.224040 = -810137.667617 nChanged 4460 SP:Iteration 1F (3850.468799 sec): 3 clusters Score: Raw -817766.158009 + Penalty 4894.224040 = -812871.933969 nChanged 859 SP:Iteration 2F (3850.545373 sec): 3 clusters Score: Raw -818391.067614 + Penalty 4894.224040 = -813496.843574 nChanged 729 SP:Iteration 3F (3850.630982 sec): 3 clusters Score: Raw -818909.567780 + Penalty 4894.224040 = -814015.343740 nChanged 648 SP:Iteration 4F (3850.707822 sec): 3 clusters Score: Raw -819344.697052 + Penalty 4894.224040 = -814450.473012 nChanged 548 SP:Iteration 5F (3850.783076 sec): 3 clusters Score: Raw -819681.258980 + Penalty 4894.224040 = -814787.034940 nChanged 439 SP:Iteration 6Q (3850.862478 sec): 3 clusters Score: Raw -819933.255816 + Penalty 4894.224040 = -815039.031776 nChanged 394 SP:Iteration 7Q (3850.944335 sec): 3 clusters Score: Raw -820154.409877 + Penalty 4894.224040 = -815260.185836 nChanged 345 SP:Iteration 8Q (3851.131045 sec): 3 clusters Score: Raw -820320.436559 + Penalty 4894.224040 = -815426.212519 nChanged 290 SP:Iteration 9Q (3851.274960 sec): 3 clusters Score: Raw -820457.673538 + Penalty 4894.224040 = -815563.449498 nChanged 266 SP:Iteration 10Q (3851.456572 sec): 3 clusters Score: Raw -820592.194789 + Penalty 4894.224040 = -815697.970749 nChanged 225 SP:Iteration 11Q (3851.592138 sec): 3 clusters Score: Raw -820700.511363 + Penalty 4894.224040 = -815806.287323 nChanged 185 SP:Iteration 12Q (3851.672761 sec): 3 clusters Score: Raw -820775.902431 + Penalty 4894.224040 = -815881.678390 nChanged 157 SP:Iteration 13Q (3851.744116 sec): 3 clusters Score: Raw -820841.007082 + Penalty 4894.224040 = -815946.783042 nChanged 133 SP:Iteration 14Q (3851.818570 sec): 3 clusters Score: Raw -820891.306354 + Penalty 4894.224040 = -815997.082314 nChanged 119 SP:Iteration 15Q (3851.902118 sec): 3 clusters Score: Raw -820945.722794 + Penalty 4894.224040 = -816051.498754 nChanged 123 SP:Iteration 16Q (3851.994106 sec): 3 clusters Score: Raw -821001.822290 + Penalty 4894.224040 = -816107.598250 nChanged 99 SP:Iteration 17Q (3852.086210 sec): 3 clusters Score: Raw -821040.925610 + Penalty 4894.224040 = -816146.701570 nChanged 98 SP:Iteration 18Q (3852.158795 sec): 3 clusters Score: Raw -821079.244613 + Penalty 4894.224040 = -816185.020573 nChanged 98 SP:Iteration 19Q (3852.238623 sec): 3 clusters Score: Raw -821116.460242 + Penalty 4894.224040 = -816222.236202 nChanged 97 SP:Iteration 20F (3852.320704 sec): 3 clusters Score: Raw -821159.090946 + Penalty 4894.224040 = -816264.866906 nChanged 109 SP:Iteration 21Q (3852.402677 sec): 3 clusters Score: Raw -821203.369550 + Penalty 4894.224040 = -816309.145510 nChanged 108 SP:Iteration 22Q (3852.484570 sec): 3 clusters Score: Raw -821245.989391 + Penalty 4894.224040 = -816351.765351 nChanged 102 SP:Iteration 23Q (3852.561287 sec): 3 clusters Score: Raw -821286.031538 + Penalty 4894.224040 = -816391.807498 nChanged 92 SP:Iteration 24Q (3852.640062 sec): 3 clusters Score: Raw -821323.052164 + Penalty 4894.224040 = -816428.828124 nChanged 96 SP:Iteration 25Q (3852.830095 sec): 3 clusters Score: Raw -821355.845075 + Penalty 4894.224040 = -816461.621035 nChanged 97 SP:Iteration 26Q (3852.978768 sec): 3 clusters Score: Raw -821394.997764 + Penalty 4894.224040 = -816500.773724 nChanged 100 SP:Iteration 27Q (3853.144002 sec): 3 clusters Score: Raw -821433.299523 + Penalty 4894.224040 = -816539.075483 nChanged 89 SP:Iteration 28Q (3853.289892 sec): 3 clusters Score: Raw -821476.744491 + Penalty 4894.224040 = -816582.520451 nChanged 92 SP:Iteration 29Q (3853.447778 sec): 3 clusters Score: Raw -821520.777929 + Penalty 4894.224040 = -816626.553889 nChanged 101 SP:Iteration 30Q (3853.582076 sec): 3 clusters Score: Raw -821570.537929 + Penalty 4894.224040 = -816676.313888 nChanged 101 SP:Iteration 31Q (3853.664114 sec): 3 clusters Score: Raw -821616.616390 + Penalty 4894.224040 = -816722.392349 nChanged 86 SP:Iteration 32Q (3853.742006 sec): 3 clusters Score: Raw -821646.095014 + Penalty 4894.224040 = -816751.870974 nChanged 77 SP:Iteration 33Q (3853.815877 sec): 3 clusters Score: Raw -821668.057353 + Penalty 4894.224040 = -816773.833313 nChanged 64 SP:Iteration 34Q (3853.974180 sec): 3 clusters Score: Raw -821690.460124 + Penalty 4894.224040 = -816796.236084 nChanged 68 SP:Iteration 35Q (3854.103184 sec): 3 clusters Score: Raw -821713.277515 + Penalty 4894.224040 = -816819.053475 nChanged 62 SP:Iteration 36Q (3854.175218 sec): 3 clusters Score: Raw -821730.009602 + Penalty 4894.224040 = -816835.785562 nChanged 41 SP:Iteration 37Q (3854.263199 sec): 3 clusters Score: Raw -821739.992659 + Penalty 4894.224040 = -816845.768619 nChanged 26 SP:Iteration 38Q (3854.338327 sec): 3 clusters Score: Raw -821747.078706 + Penalty 4894.224040 = -816852.854666 nChanged 25 SP:Iteration 39Q (3854.422035 sec): 3 clusters Score: Raw -821752.999786 + Penalty 4894.224040 = -816858.775746 nChanged 27 SP:Iteration 40F (3854.602883 sec): 3 clusters Score: Raw -821760.575157 + Penalty 4894.224040 = -816866.351117 nChanged 31 SP:Iteration 41Q (3854.784494 sec): 3 clusters Score: Raw -821770.668722 + Penalty 4894.224040 = -816876.444682 nChanged 25 SP:Iteration 42Q (3854.882090 sec): 3 clusters Score: Raw -821777.768638 + Penalty 4894.224040 = -816883.544598 nChanged 30 SP:Iteration 43Q (3854.956013 sec): 3 clusters Score: Raw -821785.231223 + Penalty 4894.224040 = -816891.007183 nChanged 27 SP:Iteration 44Q (3855.038389 sec): 3 clusters Score: Raw -821793.272786 + Penalty 4894.224040 = -816899.048746 nChanged 26 SP:Iteration 45Q (3855.120044 sec): 3 clusters Score: Raw -821799.014129 + Penalty 4894.224040 = -816904.790089 nChanged 17 SP:Iteration 46Q (3855.204149 sec): 3 clusters Score: Raw -821802.882350 + Penalty 4894.224040 = -816908.658310 nChanged 17 SP:Iteration 47Q (3855.294799 sec): 3 clusters Score: Raw -821806.307287 + Penalty 4894.224040 = -816912.083246 nChanged 14 SP:Iteration 48Q (3855.378258 sec): 3 clusters Score: Raw -821809.174257 + Penalty 4894.224040 = -816914.950217 nChanged 17 SP:Iteration 49Q (3855.451338 sec): 3 clusters Score: Raw -821814.144775 + Penalty 4894.224040 = -816919.920735 nChanged 23 SP:Iteration 50Q (3855.541600 sec): 3 clusters Score: Raw -821821.547477 + Penalty 4894.224040 = -816927.323437 nChanged 29 SP:Iteration 51Q (3855.631845 sec): 3 clusters Score: Raw -821829.623782 + Penalty 4894.224040 = -816935.399742 nChanged 24 SP:Iteration 52Q (3855.710222 sec): 3 clusters Score: Raw -821834.334677 + Penalty 4894.224040 = -816940.110637 nChanged 19 SP:Iteration 53Q (3855.788936 sec): 3 clusters Score: Raw -821839.247199 + Penalty 4894.224040 = -816945.023159 nChanged 19 SP:Iteration 54Q (3855.872365 sec): 3 clusters Score: Raw -821843.704132 + Penalty 4894.224040 = -816949.480091 nChanged 11 SP:Iteration 55Q (3855.961120 sec): 3 clusters Score: Raw -821847.362143 + Penalty 4894.224040 = -816953.138103 nChanged 15 SP:Iteration 56Q (3856.044669 sec): 3 clusters Score: Raw -821851.576279 + Penalty 4894.224040 = -816957.352239 nChanged 12 SP:Iteration 57Q (3856.114499 sec): 3 clusters Score: Raw -821854.414142 + Penalty 4894.224040 = -816960.190102 nChanged 8 SP:Iteration 58Q (3856.204596 sec): 3 clusters Score: Raw -821857.140798 + Penalty 4894.224040 = -816962.916758 nChanged 8 SP:Iteration 59Q (3856.295525 sec): 3 clusters Score: Raw -821859.657842 + Penalty 4894.224040 = -816965.433802 nChanged 10 SP:Iteration 60F (3856.376666 sec): 3 clusters Score: Raw -821862.302963 + Penalty 4894.224040 = -816968.078923 nChanged 9 SP:Iteration 61Q (3856.532572 sec): 3 clusters Score: Raw -821864.426273 + Penalty 4894.224040 = -816970.202233 nChanged 8 SP:Iteration 62Q (3856.620425 sec): 3 clusters Score: Raw -821866.105684 + Penalty 4894.224040 = -816971.881643 nChanged 7 SP:Iteration 63Q (3856.699783 sec): 3 clusters Score: Raw -821867.727513 + Penalty 4894.224040 = -816973.503473 nChanged 6 SP:Iteration 64Q (3856.784128 sec): 3 clusters Score: Raw -821869.012303 + Penalty 4894.224040 = -816974.788263 nChanged 2 SP:Iteration 65Q (3856.863435 sec): 3 clusters Score: Raw -821869.362736 + Penalty 4894.224040 = -816975.138696 nChanged 0 SP:Iteration 66F (3856.942961 sec): 3 clusters Score: Raw -821869.362736 + Penalty 4894.224040 = -816975.138696 nChanged 0 Trying to split cluster 7 (12696 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3857.026379 sec): 2 clusters Score: Raw -1099432.107837 + Penalty 2494.547157 = -1096937.560680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3857.164002 sec): 3 clusters Score: Raw -1092416.645546 + Penalty 4989.094314 = -1087427.551231 nChanged 5395 SP:Iteration 1F (3857.251988 sec): 3 clusters Score: Raw -1095560.255011 + Penalty 4989.094314 = -1090571.160696 nChanged 956 SP:Iteration 2F (3857.447540 sec): 3 clusters Score: Raw -1096203.694583 + Penalty 4989.094314 = -1091214.600268 nChanged 918 SP:Iteration 3F (3857.603265 sec): 3 clusters Score: Raw -1096912.885663 + Penalty 4989.094314 = -1091923.791349 nChanged 926 SP:Iteration 4F (3857.697277 sec): 3 clusters Score: Raw -1097712.407822 + Penalty 4989.094314 = -1092723.313507 nChanged 849 SP:Iteration 5F (3857.829182 sec): 3 clusters Score: Raw -1098431.948783 + Penalty 4989.094314 = -1093442.854469 nChanged 714 SP:Iteration 6F (3857.908525 sec): 3 clusters Score: Raw -1098999.315970 + Penalty 4989.094314 = -1094010.221655 nChanged 601 SP:Iteration 7Q (3857.989417 sec): 3 clusters Score: Raw -1099421.490237 + Penalty 4989.094314 = -1094432.395922 nChanged 494 SP:Iteration 8Q (3858.095703 sec): 3 clusters Score: Raw -1099713.777511 + Penalty 4989.094314 = -1094724.683196 nChanged 357 SP:Iteration 9Q (3858.184786 sec): 3 clusters Score: Raw -1099903.322920 + Penalty 4989.094314 = -1094914.228605 nChanged 296 SP:Iteration 10Q (3858.274831 sec): 3 clusters Score: Raw -1100036.954454 + Penalty 4989.094314 = -1095047.860139 nChanged 225 SP:Iteration 11Q (3858.448380 sec): 3 clusters Score: Raw -1100117.594603 + Penalty 4989.094314 = -1095128.500288 nChanged 171 SP:Iteration 12Q (3858.607556 sec): 3 clusters Score: Raw -1100182.328549 + Penalty 4989.094314 = -1095193.234235 nChanged 142 SP:Iteration 13Q (3858.765698 sec): 3 clusters Score: Raw -1100231.453533 + Penalty 4989.094314 = -1095242.359218 nChanged 118 SP:Iteration 14Q (3858.880087 sec): 3 clusters Score: Raw -1100265.640042 + Penalty 4989.094314 = -1095276.545728 nChanged 94 SP:Iteration 15Q (3859.009902 sec): 3 clusters Score: Raw -1100288.341505 + Penalty 4989.094314 = -1095299.247191 nChanged 75 SP:Iteration 16Q (3859.097114 sec): 3 clusters Score: Raw -1100305.399307 + Penalty 4989.094314 = -1095316.304993 nChanged 62 SP:Iteration 17Q (3859.207356 sec): 3 clusters Score: Raw -1100316.208159 + Penalty 4989.094314 = -1095327.113844 nChanged 36 SP:Iteration 18Q (3859.294545 sec): 3 clusters Score: Raw -1100323.608015 + Penalty 4989.094314 = -1095334.513701 nChanged 27 SP:Iteration 19Q (3859.378750 sec): 3 clusters Score: Raw -1100328.195324 + Penalty 4989.094314 = -1095339.101009 nChanged 27 SP:Iteration 20F (3859.479326 sec): 3 clusters Score: Raw -1100332.403023 + Penalty 4989.094314 = -1095343.308709 nChanged 16 SP:Iteration 21Q (3859.570398 sec): 3 clusters Score: Raw -1100334.601699 + Penalty 4989.094314 = -1095345.507384 nChanged 10 SP:Iteration 22Q (3859.658865 sec): 3 clusters Score: Raw -1100335.891194 + Penalty 4989.094314 = -1095346.796879 nChanged 7 SP:Iteration 23Q (3859.744969 sec): 3 clusters Score: Raw -1100336.668242 + Penalty 4989.094314 = -1095347.573927 nChanged 8 SP:Iteration 24Q (3859.842188 sec): 3 clusters Score: Raw -1100337.606704 + Penalty 4989.094314 = -1095348.512390 nChanged 6 SP:Iteration 25Q (3859.935214 sec): 3 clusters Score: Raw -1100338.527246 + Penalty 4989.094314 = -1095349.432931 nChanged 6 SP:Iteration 26Q (3860.027301 sec): 3 clusters Score: Raw -1100339.381640 + Penalty 4989.094314 = -1095350.287325 nChanged 4 SP:Iteration 27Q (3860.122526 sec): 3 clusters Score: Raw -1100339.884222 + Penalty 4989.094314 = -1095350.789907 nChanged 2 SP:Iteration 28Q (3860.218464 sec): 3 clusters Score: Raw -1100340.044259 + Penalty 4989.094314 = -1095350.949944 nChanged 1 SP:Iteration 29Q (3860.302856 sec): 3 clusters Score: Raw -1100340.205716 + Penalty 4989.094314 = -1095351.111401 nChanged 0 SP:Iteration 30F (3860.388009 sec): 3 clusters Score: Raw -1100340.205716 + Penalty 4989.094314 = -1095351.111401 nChanged 0 Trying to split cluster 8 (4100 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3860.456881 sec): 2 clusters Score: Raw -305310.691951 + Penalty 2196.147955 = -303114.543996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3860.594492 sec): 3 clusters Score: Raw -303464.832560 + Penalty 4392.295909 = -299072.536651 nChanged 1477 SP:Iteration 1F (3860.756636 sec): 3 clusters Score: Raw -304563.981153 + Penalty 4392.295909 = -300171.685243 nChanged 409 SP:Iteration 2F (3860.879981 sec): 3 clusters Score: Raw -304996.627273 + Penalty 4392.295909 = -300604.331364 nChanged 307 SP:Iteration 3F (3861.010512 sec): 3 clusters Score: Raw -305461.979535 + Penalty 4392.295909 = -301069.683626 nChanged 306 SP:Iteration 4F (3861.112137 sec): 3 clusters Score: Raw -305880.854086 + Penalty 4392.295909 = -301488.558176 nChanged 247 SP:Iteration 5F (3861.163526 sec): 3 clusters Score: Raw -306149.681221 + Penalty 4392.295909 = -301757.385312 nChanged 190 SP:Iteration 6Q (3861.214909 sec): 3 clusters Score: Raw -306327.934096 + Penalty 4392.295909 = -301935.638187 nChanged 133 SP:Iteration 7Q (3861.261956 sec): 3 clusters Score: Raw -306427.025720 + Penalty 4392.295909 = -302034.729810 nChanged 95 SP:Iteration 8Q (3861.307562 sec): 3 clusters Score: Raw -306502.753572 + Penalty 4392.295909 = -302110.457663 nChanged 81 SP:Iteration 9Q (3861.353691 sec): 3 clusters Score: Raw -306557.217043 + Penalty 4392.295909 = -302164.921134 nChanged 55 SP:Iteration 10Q (3861.411683 sec): 3 clusters Score: Raw -306589.055440 + Penalty 4392.295909 = -302196.759531 nChanged 35 SP:Iteration 11Q (3861.468799 sec): 3 clusters Score: Raw -306605.892375 + Penalty 4392.295909 = -302213.596465 nChanged 30 SP:Iteration 12Q (3861.525639 sec): 3 clusters Score: Raw -306623.131678 + Penalty 4392.295909 = -302230.835769 nChanged 33 SP:Iteration 13Q (3861.575637 sec): 3 clusters Score: Raw -306638.785768 + Penalty 4392.295909 = -302246.489859 nChanged 21 SP:Iteration 14Q (3861.619902 sec): 3 clusters Score: Raw -306648.189789 + Penalty 4392.295909 = -302255.893880 nChanged 18 SP:Iteration 15Q (3861.664332 sec): 3 clusters Score: Raw -306656.642327 + Penalty 4392.295909 = -302264.346417 nChanged 16 SP:Iteration 16Q (3861.708495 sec): 3 clusters Score: Raw -306664.530091 + Penalty 4392.295909 = -302272.234181 nChanged 12 SP:Iteration 17Q (3861.753730 sec): 3 clusters Score: Raw -306670.864644 + Penalty 4392.295909 = -302278.568735 nChanged 13 SP:Iteration 18Q (3861.804732 sec): 3 clusters Score: Raw -306676.671056 + Penalty 4392.295909 = -302284.375146 nChanged 11 SP:Iteration 19Q (3861.855781 sec): 3 clusters Score: Raw -306682.369566 + Penalty 4392.295909 = -302290.073657 nChanged 10 SP:Iteration 20F (3861.903332 sec): 3 clusters Score: Raw -306686.675775 + Penalty 4392.295909 = -302294.379866 nChanged 4 SP:Iteration 21Q (3861.947685 sec): 3 clusters Score: Raw -306688.096946 + Penalty 4392.295909 = -302295.801037 nChanged 1 SP:Iteration 22Q (3861.991996 sec): 3 clusters Score: Raw -306688.384292 + Penalty 4392.295909 = -302296.088382 nChanged 0 SP:Iteration 23F (3862.036706 sec): 3 clusters Score: Raw -306688.384292 + Penalty 4392.295909 = -302296.088382 nChanged 0 Trying to split cluster 9 (14813 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3862.131123 sec): 2 clusters Score: Raw -1138388.368890 + Penalty 2535.260759 = -1135853.108131 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3862.234715 sec): 3 clusters Score: Raw -1129943.883976 + Penalty 5070.521519 = -1124873.362457 nChanged 6422 SP:Iteration 1F (3862.317146 sec): 3 clusters Score: Raw -1133540.503241 + Penalty 5070.521519 = -1128469.981722 nChanged 987 SP:Iteration 2F (3862.434082 sec): 3 clusters Score: Raw -1134031.249009 + Penalty 5070.521519 = -1128960.727490 nChanged 843 SP:Iteration 3F (3862.534749 sec): 3 clusters Score: Raw -1134486.046059 + Penalty 5070.521519 = -1129415.524540 nChanged 826 SP:Iteration 4F (3862.635389 sec): 3 clusters Score: Raw -1134999.809130 + Penalty 5070.521519 = -1129929.287611 nChanged 853 SP:Iteration 5F (3862.735525 sec): 3 clusters Score: Raw -1135572.817956 + Penalty 5070.521519 = -1130502.296437 nChanged 858 SP:Iteration 6F (3862.950577 sec): 3 clusters Score: Raw -1136189.792798 + Penalty 5070.521519 = -1131119.271279 nChanged 855 SP:Iteration 7F (3863.112684 sec): 3 clusters Score: Raw -1136842.937335 + Penalty 5070.521519 = -1131772.415816 nChanged 821 SP:Iteration 8F (3863.206438 sec): 3 clusters Score: Raw -1137406.009572 + Penalty 5070.521519 = -1132335.488053 nChanged 653 SP:Iteration 9Q (3863.302104 sec): 3 clusters Score: Raw -1137773.312037 + Penalty 5070.521519 = -1132702.790518 nChanged 534 SP:Iteration 10Q (3863.453096 sec): 3 clusters Score: Raw -1138008.325755 + Penalty 5070.521519 = -1132937.804236 nChanged 380 SP:Iteration 11Q (3863.551785 sec): 3 clusters Score: Raw -1138163.317324 + Penalty 5070.521519 = -1133092.795805 nChanged 291 SP:Iteration 12Q (3863.642637 sec): 3 clusters Score: Raw -1138262.240759 + Penalty 5070.521519 = -1133191.719240 nChanged 202 SP:Iteration 13Q (3863.775711 sec): 3 clusters Score: Raw -1138323.281776 + Penalty 5070.521519 = -1133252.760257 nChanged 170 SP:Iteration 14Q (3863.883781 sec): 3 clusters Score: Raw -1138366.838285 + Penalty 5070.521519 = -1133296.316766 nChanged 139 SP:Iteration 15Q (3864.001834 sec): 3 clusters Score: Raw -1138403.126262 + Penalty 5070.521519 = -1133332.604743 nChanged 136 SP:Iteration 16Q (3864.093019 sec): 3 clusters Score: Raw -1138446.604121 + Penalty 5070.521519 = -1133376.082602 nChanged 129 SP:Iteration 17Q (3864.195652 sec): 3 clusters Score: Raw -1138494.593892 + Penalty 5070.521519 = -1133424.072373 nChanged 148 SP:Iteration 18Q (3864.297788 sec): 3 clusters Score: Raw -1138543.697596 + Penalty 5070.521519 = -1133473.176077 nChanged 141 SP:Iteration 19Q (3864.405135 sec): 3 clusters Score: Raw -1138581.879397 + Penalty 5070.521519 = -1133511.357878 nChanged 136 SP:Iteration 20F (3864.524142 sec): 3 clusters Score: Raw -1138617.155903 + Penalty 5070.521519 = -1133546.634384 nChanged 132 SP:Iteration 21Q (3864.616586 sec): 3 clusters Score: Raw -1138645.288071 + Penalty 5070.521519 = -1133574.766552 nChanged 130 SP:Iteration 22Q (3864.720696 sec): 3 clusters Score: Raw -1138674.747301 + Penalty 5070.521519 = -1133604.225782 nChanged 123 SP:Iteration 23Q (3864.845849 sec): 3 clusters Score: Raw -1138704.448793 + Penalty 5070.521519 = -1133633.927274 nChanged 118 SP:Iteration 24Q (3864.939078 sec): 3 clusters Score: Raw -1138729.572390 + Penalty 5070.521519 = -1133659.050871 nChanged 109 SP:Iteration 25Q (3865.037475 sec): 3 clusters Score: Raw -1138750.745674 + Penalty 5070.521519 = -1133680.224155 nChanged 111 SP:Iteration 26Q (3865.148733 sec): 3 clusters Score: Raw -1138771.762346 + Penalty 5070.521519 = -1133701.240827 nChanged 94 SP:Iteration 27Q (3865.265157 sec): 3 clusters Score: Raw -1138790.100275 + Penalty 5070.521519 = -1133719.578756 nChanged 88 SP:Iteration 28Q (3865.354822 sec): 3 clusters Score: Raw -1138807.601134 + Penalty 5070.521519 = -1133737.079615 nChanged 79 SP:Iteration 29Q (3865.459673 sec): 3 clusters Score: Raw -1138822.474815 + Penalty 5070.521519 = -1133751.953296 nChanged 74 SP:Iteration 30Q (3865.586062 sec): 3 clusters Score: Raw -1138836.307079 + Penalty 5070.521519 = -1133765.785560 nChanged 70 SP:Iteration 31Q (3865.677225 sec): 3 clusters Score: Raw -1138849.910177 + Penalty 5070.521519 = -1133779.388658 nChanged 85 SP:Iteration 32Q (3865.792234 sec): 3 clusters Score: Raw -1138864.389834 + Penalty 5070.521519 = -1133793.868315 nChanged 90 SP:Iteration 33Q (3865.909544 sec): 3 clusters Score: Raw -1138883.981096 + Penalty 5070.521519 = -1133813.459577 nChanged 90 SP:Iteration 34Q (3866.013635 sec): 3 clusters Score: Raw -1138905.859211 + Penalty 5070.521519 = -1133835.337692 nChanged 123 SP:Iteration 35Q (3866.118471 sec): 3 clusters Score: Raw -1138931.761411 + Penalty 5070.521519 = -1133861.239892 nChanged 124 SP:Iteration 36Q (3866.236964 sec): 3 clusters Score: Raw -1138959.751594 + Penalty 5070.521519 = -1133889.230075 nChanged 127 SP:Iteration 37Q (3866.460622 sec): 3 clusters Score: Raw -1138990.181792 + Penalty 5070.521519 = -1133919.660273 nChanged 145 SP:Iteration 38Q (3866.611553 sec): 3 clusters Score: Raw -1139028.615355 + Penalty 5070.521519 = -1133958.093836 nChanged 159 SP:Iteration 39Q (3866.756411 sec): 3 clusters Score: Raw -1139075.798489 + Penalty 5070.521519 = -1134005.276970 nChanged 172 SP:Iteration 40F (3866.847800 sec): 3 clusters Score: Raw -1139123.156170 + Penalty 5070.521519 = -1134052.634651 nChanged 161 SP:Iteration 41Q (3866.946889 sec): 3 clusters Score: Raw -1139168.229862 + Penalty 5070.521519 = -1134097.708343 nChanged 160 SP:Iteration 42Q (3867.042998 sec): 3 clusters Score: Raw -1139207.150747 + Penalty 5070.521519 = -1134136.629228 nChanged 146 SP:Iteration 43Q (3867.179414 sec): 3 clusters Score: Raw -1139249.045038 + Penalty 5070.521519 = -1134178.523519 nChanged 160 SP:Iteration 44Q (3867.266747 sec): 3 clusters Score: Raw -1139292.580805 + Penalty 5070.521519 = -1134222.059286 nChanged 149 SP:Iteration 45Q (3867.367261 sec): 3 clusters Score: Raw -1139327.788883 + Penalty 5070.521519 = -1134257.267364 nChanged 128 SP:Iteration 46Q (3867.491955 sec): 3 clusters Score: Raw -1139356.981335 + Penalty 5070.521519 = -1134286.459816 nChanged 117 SP:Iteration 47Q (3867.583063 sec): 3 clusters Score: Raw -1139386.029607 + Penalty 5070.521519 = -1134315.508088 nChanged 115 SP:Iteration 48Q (3867.677279 sec): 3 clusters Score: Raw -1139415.902268 + Penalty 5070.521519 = -1134345.380749 nChanged 119 SP:Iteration 49Q (3867.784008 sec): 3 clusters Score: Raw -1139444.550955 + Penalty 5070.521519 = -1134374.029436 nChanged 118 SP:Iteration 50Q (3867.906188 sec): 3 clusters Score: Raw -1139473.025956 + Penalty 5070.521519 = -1134402.504437 nChanged 126 SP:Iteration 51Q (3868.006467 sec): 3 clusters Score: Raw -1139502.541669 + Penalty 5070.521519 = -1134432.020150 nChanged 116 SP:Iteration 52Q (3868.205164 sec): 3 clusters Score: Raw -1139532.806549 + Penalty 5070.521519 = -1134462.285030 nChanged 100 SP:Iteration 53Q (3868.296697 sec): 3 clusters Score: Raw -1139559.413552 + Penalty 5070.521519 = -1134488.892033 nChanged 108 SP:Iteration 54Q (3868.392375 sec): 3 clusters Score: Raw -1139589.001773 + Penalty 5070.521519 = -1134518.480254 nChanged 93 SP:Iteration 55Q (3868.532452 sec): 3 clusters Score: Raw -1139611.976692 + Penalty 5070.521519 = -1134541.455173 nChanged 95 SP:Iteration 56Q (3868.624382 sec): 3 clusters Score: Raw -1139633.887068 + Penalty 5070.521519 = -1134563.365549 nChanged 74 SP:Iteration 57Q (3868.721734 sec): 3 clusters Score: Raw -1139649.436891 + Penalty 5070.521519 = -1134578.915372 nChanged 63 SP:Iteration 58Q (3868.847374 sec): 3 clusters Score: Raw -1139662.928644 + Penalty 5070.521519 = -1134592.407125 nChanged 54 SP:Iteration 59Q (3868.936047 sec): 3 clusters Score: Raw -1139674.216571 + Penalty 5070.521519 = -1134603.695052 nChanged 51 SP:Iteration 60F (3869.038080 sec): 3 clusters Score: Raw -1139685.031651 + Penalty 5070.521519 = -1134614.510132 nChanged 56 SP:Iteration 61Q (3869.157966 sec): 3 clusters Score: Raw -1139698.286173 + Penalty 5070.521519 = -1134627.764654 nChanged 70 SP:Iteration 62Q (3869.249168 sec): 3 clusters Score: Raw -1139714.655865 + Penalty 5070.521519 = -1134644.134346 nChanged 51 SP:Iteration 63Q (3869.341608 sec): 3 clusters Score: Raw -1139724.826447 + Penalty 5070.521519 = -1134654.304928 nChanged 35 SP:Iteration 64Q (3869.443967 sec): 3 clusters Score: Raw -1139732.817532 + Penalty 5070.521519 = -1134662.296013 nChanged 41 SP:Iteration 65Q (3869.566009 sec): 3 clusters Score: Raw -1139742.386190 + Penalty 5070.521519 = -1134671.864671 nChanged 47 SP:Iteration 66Q (3869.663077 sec): 3 clusters Score: Raw -1139752.624829 + Penalty 5070.521519 = -1134682.103310 nChanged 41 SP:Iteration 67Q (3869.889024 sec): 3 clusters Score: Raw -1139762.429284 + Penalty 5070.521519 = -1134691.907765 nChanged 47 SP:Iteration 68Q (3870.076207 sec): 3 clusters Score: Raw -1139774.994596 + Penalty 5070.521519 = -1134704.473077 nChanged 46 SP:Iteration 69Q (3870.194788 sec): 3 clusters Score: Raw -1139785.939784 + Penalty 5070.521519 = -1134715.418265 nChanged 50 SP:Iteration 70Q (3870.330649 sec): 3 clusters Score: Raw -1139798.919073 + Penalty 5070.521519 = -1134728.397554 nChanged 35 SP:Iteration 71Q (3870.431363 sec): 3 clusters Score: Raw -1139804.818892 + Penalty 5070.521519 = -1134734.297373 nChanged 29 SP:Iteration 72Q (3870.556470 sec): 3 clusters Score: Raw -1139810.497760 + Penalty 5070.521519 = -1134739.976241 nChanged 22 SP:Iteration 73Q (3870.643023 sec): 3 clusters Score: Raw -1139815.213800 + Penalty 5070.521519 = -1134744.692281 nChanged 22 SP:Iteration 74Q (3870.738644 sec): 3 clusters Score: Raw -1139819.026376 + Penalty 5070.521519 = -1134748.504857 nChanged 18 SP:Iteration 75Q (3870.836659 sec): 3 clusters Score: Raw -1139822.211072 + Penalty 5070.521519 = -1134751.689553 nChanged 21 SP:Iteration 76Q (3870.937142 sec): 3 clusters Score: Raw -1139825.836745 + Penalty 5070.521519 = -1134755.315226 nChanged 16 SP:Iteration 77Q (3871.046312 sec): 3 clusters Score: Raw -1139827.661813 + Penalty 5070.521519 = -1134757.140294 nChanged 8 SP:Iteration 78Q (3871.144191 sec): 3 clusters Score: Raw -1139829.217832 + Penalty 5070.521519 = -1134758.696313 nChanged 15 SP:Iteration 79Q (3871.241227 sec): 3 clusters Score: Raw -1139831.275486 + Penalty 5070.521519 = -1134760.753967 nChanged 10 SP:Iteration 80F (3871.340911 sec): 3 clusters Score: Raw -1139832.417287 + Penalty 5070.521519 = -1134761.895768 nChanged 4 SP:Iteration 81Q (3871.443450 sec): 3 clusters Score: Raw -1139832.898911 + Penalty 5070.521519 = -1134762.377392 nChanged 3 SP:Iteration 82Q (3871.555581 sec): 3 clusters Score: Raw -1139833.146088 + Penalty 5070.521519 = -1134762.624569 nChanged 3 SP:Iteration 83Q (3871.658266 sec): 3 clusters Score: Raw -1139833.415579 + Penalty 5070.521519 = -1134762.894060 nChanged 4 SP:Iteration 84Q (3871.773098 sec): 3 clusters Score: Raw -1139834.026158 + Penalty 5070.521519 = -1134763.504639 nChanged 8 SP:Iteration 85Q (3871.859921 sec): 3 clusters Score: Raw -1139835.188308 + Penalty 5070.521519 = -1134764.666789 nChanged 5 SP:Iteration 86Q (3871.954185 sec): 3 clusters Score: Raw -1139835.758169 + Penalty 5070.521519 = -1134765.236650 nChanged 4 SP:Iteration 87Q (3872.059207 sec): 3 clusters Score: Raw -1139836.138849 + Penalty 5070.521519 = -1134765.617330 nChanged 2 SP:Iteration 88Q (3872.175410 sec): 3 clusters Score: Raw -1139836.395197 + Penalty 5070.521519 = -1134765.873678 nChanged 2 SP:Iteration 89Q (3872.277609 sec): 3 clusters Score: Raw -1139836.650908 + Penalty 5070.521519 = -1134766.129389 nChanged 1 SP:Iteration 90Q (3872.392054 sec): 3 clusters Score: Raw -1139836.783768 + Penalty 5070.521519 = -1134766.262249 nChanged 2 SP:Iteration 91Q (3872.479170 sec): 3 clusters Score: Raw -1139837.071190 + Penalty 5070.521519 = -1134766.549671 nChanged 1 SP:Iteration 92Q (3872.574779 sec): 3 clusters Score: Raw -1139837.177407 + Penalty 5070.521519 = -1134766.655888 nChanged 3 SP:Iteration 93Q (3872.677396 sec): 3 clusters Score: Raw -1139837.376842 + Penalty 5070.521519 = -1134766.855323 nChanged 1 SP:Iteration 94Q (3872.786948 sec): 3 clusters Score: Raw -1139837.680327 + Penalty 5070.521519 = -1134767.158808 nChanged 2 SP:Iteration 95Q (3872.952241 sec): 3 clusters Score: Raw -1139837.947720 + Penalty 5070.521519 = -1134767.426201 nChanged 3 SP:Iteration 96Q (3873.053017 sec): 3 clusters Score: Raw -1139838.440964 + Penalty 5070.521519 = -1134767.919445 nChanged 7 SP:Iteration 97Q (3873.165434 sec): 3 clusters Score: Raw -1139839.660498 + Penalty 5070.521519 = -1134769.138979 nChanged 8 SP:Iteration 98Q (3873.261453 sec): 3 clusters Score: Raw -1139841.344689 + Penalty 5070.521519 = -1134770.823170 nChanged 9 SP:Iteration 99Q (3873.480836 sec): 3 clusters Score: Raw -1139843.293355 + Penalty 5070.521519 = -1134772.771836 nChanged 12 SP:Iteration 100F (3873.664115 sec): 3 clusters Score: Raw -1139845.965343 + Penalty 5070.521519 = -1134775.443824 nChanged 12 SP:Iteration 101Q (3873.757885 sec): 3 clusters Score: Raw -1139848.010798 + Penalty 5070.521519 = -1134777.489279 nChanged 8 SP:Iteration 102Q (3873.891151 sec): 3 clusters Score: Raw -1139849.212927 + Penalty 5070.521519 = -1134778.691408 nChanged 7 SP:Iteration 103Q (3873.976171 sec): 3 clusters Score: Raw -1139850.574693 + Penalty 5070.521519 = -1134780.053174 nChanged 8 SP:Iteration 104Q (3874.072052 sec): 3 clusters Score: Raw -1139851.896667 + Penalty 5070.521519 = -1134781.375148 nChanged 7 SP:Iteration 105Q (3874.176739 sec): 3 clusters Score: Raw -1139852.693661 + Penalty 5070.521519 = -1134782.172142 nChanged 6 SP:Iteration 106Q (3874.347386 sec): 3 clusters Score: Raw -1139853.467385 + Penalty 5070.521519 = -1134782.945866 nChanged 6 SP:Iteration 107Q (3874.436215 sec): 3 clusters Score: Raw -1139854.105298 + Penalty 5070.521519 = -1134783.583779 nChanged 2 SP:Iteration 108Q (3874.531710 sec): 3 clusters Score: Raw -1139854.517373 + Penalty 5070.521519 = -1134783.995854 nChanged 3 SP:Iteration 109Q (3874.643653 sec): 3 clusters Score: Raw -1139855.055493 + Penalty 5070.521519 = -1134784.533974 nChanged 2 SP:Iteration 110Q (3874.741574 sec): 3 clusters Score: Raw -1139855.642793 + Penalty 5070.521519 = -1134785.121274 nChanged 5 SP:Iteration 111Q (3874.838661 sec): 3 clusters Score: Raw -1139856.588215 + Penalty 5070.521519 = -1134786.066696 nChanged 7 SP:Iteration 112Q (3874.934229 sec): 3 clusters Score: Raw -1139857.465376 + Penalty 5070.521519 = -1134786.943857 nChanged 5 SP:Iteration 113Q (3875.035023 sec): 3 clusters Score: Raw -1139858.149810 + Penalty 5070.521519 = -1134787.628291 nChanged 3 SP:Iteration 114Q (3875.148597 sec): 3 clusters Score: Raw -1139859.116815 + Penalty 5070.521519 = -1134788.595296 nChanged 8 SP:Iteration 115Q (3875.248829 sec): 3 clusters Score: Raw -1139860.836604 + Penalty 5070.521519 = -1134790.315085 nChanged 13 SP:Iteration 116Q (3875.363758 sec): 3 clusters Score: Raw -1139863.555576 + Penalty 5070.521519 = -1134793.034057 nChanged 11 SP:Iteration 117Q (3875.451179 sec): 3 clusters Score: Raw -1139865.252113 + Penalty 5070.521519 = -1134794.730594 nChanged 7 SP:Iteration 118Q (3875.544110 sec): 3 clusters Score: Raw -1139866.375675 + Penalty 5070.521519 = -1134795.854156 nChanged 4 SP:Iteration 119Q (3875.648279 sec): 3 clusters Score: Raw -1139867.031378 + Penalty 5070.521519 = -1134796.509859 nChanged 4 SP:Iteration 120F (3875.767775 sec): 3 clusters Score: Raw -1139867.595992 + Penalty 5070.521519 = -1134797.074473 nChanged 1 SP:Iteration 121Q (3875.866579 sec): 3 clusters Score: Raw -1139867.756208 + Penalty 5070.521519 = -1134797.234689 nChanged 1 SP:Iteration 122Q (3875.981032 sec): 3 clusters Score: Raw -1139867.942770 + Penalty 5070.521519 = -1134797.421252 nChanged 1 SP:Iteration 123Q (3876.068334 sec): 3 clusters Score: Raw -1139868.234175 + Penalty 5070.521519 = -1134797.712657 nChanged 1 SP:Iteration 124Q (3876.163044 sec): 3 clusters Score: Raw -1139868.310267 + Penalty 5070.521519 = -1134797.788748 nChanged 0 SP:Iteration 125F (3876.271573 sec): 3 clusters Score: Raw -1139868.310267 + Penalty 5070.521519 = -1134797.788748 nChanged 0 Trying to split cluster 10 (5094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3876.349972 sec): 2 clusters Score: Raw -370051.251644 + Penalty 2253.456125 = -367797.795519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3876.421801 sec): 3 clusters Score: Raw -367622.400055 + Penalty 4506.912250 = -363115.487805 nChanged 1940 SP:Iteration 1F (3876.492157 sec): 3 clusters Score: Raw -368827.807266 + Penalty 4506.912250 = -364320.895016 nChanged 464 SP:Iteration 2F (3876.640637 sec): 3 clusters Score: Raw -369228.083185 + Penalty 4506.912250 = -364721.170935 nChanged 356 SP:Iteration 3F (3876.809464 sec): 3 clusters Score: Raw -369553.761136 + Penalty 4506.912250 = -365046.848886 nChanged 312 SP:Iteration 4F (3876.926839 sec): 3 clusters Score: Raw -369895.501352 + Penalty 4506.912250 = -365388.589102 nChanged 324 SP:Iteration 5F (3877.083290 sec): 3 clusters Score: Raw -370294.185172 + Penalty 4506.912250 = -365787.272922 nChanged 344 SP:Iteration 6F (3877.153700 sec): 3 clusters Score: Raw -370711.813038 + Penalty 4506.912250 = -366204.900788 nChanged 282 SP:Iteration 7F (3877.205042 sec): 3 clusters Score: Raw -371042.007031 + Penalty 4506.912250 = -366535.094781 nChanged 200 SP:Iteration 8Q (3877.259870 sec): 3 clusters Score: Raw -371226.881887 + Penalty 4506.912250 = -366719.969637 nChanged 156 SP:Iteration 9Q (3877.317795 sec): 3 clusters Score: Raw -371335.130256 + Penalty 4506.912250 = -366828.218006 nChanged 109 SP:Iteration 10Q (3877.375636 sec): 3 clusters Score: Raw -371417.637801 + Penalty 4506.912250 = -366910.725551 nChanged 91 SP:Iteration 11Q (3877.429529 sec): 3 clusters Score: Raw -371486.710670 + Penalty 4506.912250 = -366979.798420 nChanged 79 SP:Iteration 12Q (3877.481347 sec): 3 clusters Score: Raw -371530.622368 + Penalty 4506.912250 = -367023.710118 nChanged 74 SP:Iteration 13Q (3877.533219 sec): 3 clusters Score: Raw -371574.915083 + Penalty 4506.912250 = -367068.002833 nChanged 49 SP:Iteration 14Q (3877.670095 sec): 3 clusters Score: Raw -371598.887769 + Penalty 4506.912250 = -367091.975519 nChanged 46 SP:Iteration 15Q (3877.759001 sec): 3 clusters Score: Raw -371619.124129 + Penalty 4506.912250 = -367112.211878 nChanged 29 SP:Iteration 16Q (3877.810862 sec): 3 clusters Score: Raw -371634.002131 + Penalty 4506.912250 = -367127.089881 nChanged 33 SP:Iteration 17Q (3877.863782 sec): 3 clusters Score: Raw -371650.635401 + Penalty 4506.912250 = -367143.723151 nChanged 26 SP:Iteration 18Q (3877.925469 sec): 3 clusters Score: Raw -371664.236770 + Penalty 4506.912250 = -367157.324520 nChanged 27 SP:Iteration 19Q (3877.993077 sec): 3 clusters Score: Raw -371676.313929 + Penalty 4506.912250 = -367169.401679 nChanged 16 SP:Iteration 20F (3878.044766 sec): 3 clusters Score: Raw -371681.226215 + Penalty 4506.912250 = -367174.313965 nChanged 16 SP:Iteration 21Q (3878.095445 sec): 3 clusters Score: Raw -371686.666008 + Penalty 4506.912250 = -367179.753757 nChanged 14 SP:Iteration 22Q (3878.145665 sec): 3 clusters Score: Raw -371693.090358 + Penalty 4506.912250 = -367186.178108 nChanged 18 SP:Iteration 23Q (3878.193686 sec): 3 clusters Score: Raw -371700.929623 + Penalty 4506.912250 = -367194.017373 nChanged 18 SP:Iteration 24Q (3878.241822 sec): 3 clusters Score: Raw -371712.476103 + Penalty 4506.912250 = -367205.563853 nChanged 26 SP:Iteration 25Q (3878.290006 sec): 3 clusters Score: Raw -371728.244764 + Penalty 4506.912250 = -367221.332514 nChanged 37 SP:Iteration 26Q (3878.340772 sec): 3 clusters Score: Raw -371752.005418 + Penalty 4506.912250 = -367245.093168 nChanged 34 SP:Iteration 27Q (3878.399551 sec): 3 clusters Score: Raw -371767.866502 + Penalty 4506.912250 = -367260.954252 nChanged 37 SP:Iteration 28Q (3878.456606 sec): 3 clusters Score: Raw -371796.685372 + Penalty 4506.912250 = -367289.773122 nChanged 40 SP:Iteration 29Q (3878.512238 sec): 3 clusters Score: Raw -371823.171471 + Penalty 4506.912250 = -367316.259221 nChanged 38 SP:Iteration 30Q (3878.567153 sec): 3 clusters Score: Raw -371853.043265 + Penalty 4506.912250 = -367346.131014 nChanged 38 SP:Iteration 31Q (3878.620727 sec): 3 clusters Score: Raw -371883.868385 + Penalty 4506.912250 = -367376.956135 nChanged 46 SP:Iteration 32Q (3878.673882 sec): 3 clusters Score: Raw -371916.044258 + Penalty 4506.912250 = -367409.132008 nChanged 35 SP:Iteration 33Q (3878.809081 sec): 3 clusters Score: Raw -371933.316374 + Penalty 4506.912250 = -367426.404123 nChanged 32 SP:Iteration 34Q (3878.951260 sec): 3 clusters Score: Raw -371961.341388 + Penalty 4506.912250 = -367454.429138 nChanged 39 SP:Iteration 35Q (3879.084404 sec): 3 clusters Score: Raw -371999.598089 + Penalty 4506.912250 = -367492.685839 nChanged 49 SP:Iteration 36Q (3879.220214 sec): 3 clusters Score: Raw -372038.501833 + Penalty 4506.912250 = -367531.589582 nChanged 47 SP:Iteration 37Q (3879.325511 sec): 3 clusters Score: Raw -372067.647062 + Penalty 4506.912250 = -367560.734812 nChanged 37 SP:Iteration 38Q (3879.376824 sec): 3 clusters Score: Raw -372108.771693 + Penalty 4506.912250 = -367601.859443 nChanged 33 SP:Iteration 39Q (3879.427993 sec): 3 clusters Score: Raw -372158.595910 + Penalty 4506.912250 = -367651.683659 nChanged 51 SP:Iteration 40F (3879.480047 sec): 3 clusters Score: Raw -372236.048199 + Penalty 4506.912250 = -367729.135949 nChanged 50 SP:Iteration 41Q (3879.530304 sec): 3 clusters Score: Raw -372309.004368 + Penalty 4506.912250 = -367802.092118 nChanged 53 SP:Iteration 42Q (3879.580364 sec): 3 clusters Score: Raw -372373.365939 + Penalty 4506.912250 = -367866.453689 nChanged 51 SP:Iteration 43Q (3879.631061 sec): 3 clusters Score: Raw -372452.257054 + Penalty 4506.912250 = -367945.344804 nChanged 69 SP:Iteration 44Q (3879.683683 sec): 3 clusters Score: Raw -372506.830818 + Penalty 4506.912250 = -367999.918568 nChanged 42 SP:Iteration 45Q (3879.736156 sec): 3 clusters Score: Raw -372537.933521 + Penalty 4506.912250 = -368031.021271 nChanged 35 SP:Iteration 46Q (3879.788328 sec): 3 clusters Score: Raw -372560.199185 + Penalty 4506.912250 = -368053.286935 nChanged 16 SP:Iteration 47Q (3879.839733 sec): 3 clusters Score: Raw -372570.776988 + Penalty 4506.912250 = -368063.864738 nChanged 21 SP:Iteration 48Q (3879.891140 sec): 3 clusters Score: Raw -372582.828946 + Penalty 4506.912250 = -368075.916695 nChanged 19 SP:Iteration 49Q (3879.943547 sec): 3 clusters Score: Raw -372593.098061 + Penalty 4506.912250 = -368086.185811 nChanged 26 SP:Iteration 50Q (3879.996791 sec): 3 clusters Score: Raw -372606.649409 + Penalty 4506.912250 = -368099.737159 nChanged 15 SP:Iteration 51Q (3880.059226 sec): 3 clusters Score: Raw -372618.114487 + Penalty 4506.912250 = -368111.202237 nChanged 14 SP:Iteration 52Q (3880.110963 sec): 3 clusters Score: Raw -372624.938748 + Penalty 4506.912250 = -368118.026498 nChanged 12 SP:Iteration 53Q (3880.193639 sec): 3 clusters Score: Raw -372630.079219 + Penalty 4506.912250 = -368123.166969 nChanged 10 SP:Iteration 54Q (3880.294689 sec): 3 clusters Score: Raw -372634.468495 + Penalty 4506.912250 = -368127.556245 nChanged 7 SP:Iteration 55Q (3880.426608 sec): 3 clusters Score: Raw -372636.426706 + Penalty 4506.912250 = -368129.514456 nChanged 1 SP:Iteration 56Q (3880.501915 sec): 3 clusters Score: Raw -372636.803447 + Penalty 4506.912250 = -368129.891197 nChanged 1 SP:Iteration 57Q (3880.551731 sec): 3 clusters Score: Raw -372637.241002 + Penalty 4506.912250 = -368130.328752 nChanged 1 SP:Iteration 58Q (3880.606970 sec): 3 clusters Score: Raw -372638.168318 + Penalty 4506.912250 = -368131.256068 nChanged 1 SP:Iteration 59Q (3880.660579 sec): 3 clusters Score: Raw -372638.399014 + Penalty 4506.912250 = -368131.486764 nChanged 1 SP:Iteration 60F (3880.716217 sec): 3 clusters Score: Raw -372639.573163 + Penalty 4506.912250 = -368132.660913 nChanged 1 SP:Iteration 61Q (3880.770460 sec): 3 clusters Score: Raw -372640.541337 + Penalty 4506.912250 = -368133.629086 nChanged 1 SP:Iteration 62Q (3880.831894 sec): 3 clusters Score: Raw -372641.442644 + Penalty 4506.912250 = -368134.530394 nChanged 4 SP:Iteration 63Q (3880.885006 sec): 3 clusters Score: Raw -372642.571992 + Penalty 4506.912250 = -368135.659742 nChanged 3 SP:Iteration 64Q (3880.934956 sec): 3 clusters Score: Raw -372644.094124 + Penalty 4506.912250 = -368137.181874 nChanged 3 SP:Iteration 65Q (3881.079707 sec): 3 clusters Score: Raw -372645.462907 + Penalty 4506.912250 = -368138.550657 nChanged 1 SP:Iteration 66Q (3881.226614 sec): 3 clusters Score: Raw -372645.629671 + Penalty 4506.912250 = -368138.717420 nChanged 1 SP:Iteration 67Q (3881.348243 sec): 3 clusters Score: Raw -372646.007519 + Penalty 4506.912250 = -368139.095269 nChanged 1 SP:Iteration 68Q (3881.470512 sec): 3 clusters Score: Raw -372646.550011 + Penalty 4506.912250 = -368139.637761 nChanged 1 SP:Iteration 69Q (3881.588263 sec): 3 clusters Score: Raw -372647.245130 + Penalty 4506.912250 = -368140.332880 nChanged 1 SP:Iteration 70Q (3881.639016 sec): 3 clusters Score: Raw -372647.365329 + Penalty 4506.912250 = -368140.453079 nChanged 2 SP:Iteration 71Q (3881.689780 sec): 3 clusters Score: Raw -372648.189830 + Penalty 4506.912250 = -368141.277580 nChanged 1 SP:Iteration 72Q (3881.740748 sec): 3 clusters Score: Raw -372649.077673 + Penalty 4506.912250 = -368142.165423 nChanged 6 SP:Iteration 73Q (3881.793875 sec): 3 clusters Score: Raw -372651.460360 + Penalty 4506.912250 = -368144.548110 nChanged 3 SP:Iteration 74Q (3881.847056 sec): 3 clusters Score: Raw -372653.730450 + Penalty 4506.912250 = -368146.818200 nChanged 2 SP:Iteration 75Q (3881.900230 sec): 3 clusters Score: Raw -372654.604509 + Penalty 4506.912250 = -368147.692259 nChanged 0 SP:Iteration 76F (3881.954082 sec): 3 clusters Score: Raw -372654.604509 + Penalty 4506.912250 = -368147.692259 nChanged 0 Score: Raw -11812019.341272 + Penalty 34530.724271 = -11777488.617001 Splitting cluster 10 changes total score from -11778024.420888 to -11777488.617001 So it's not getting split. Time taken for this iteration:626.790627 seconds. 6->11 Clusters: Score -11778024.420888, best is -11780071.406710 Starting from 7 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 7 initial classes randomly. Deleting Class 3 (22128 points): Lose 2417.835055 but Gain 3139.156752 Iteration 0F (3885.672194 sec): 6 clusters Score: Raw -11212371.895944 + Penalty 15695.783759 = -11196676.112185 nChanged 118776 Iteration 1F (3886.866893 sec): 6 clusters Score: Raw -11535672.702800 + Penalty 15695.783759 = -11519976.919041 nChanged 43655 Iteration 2F (3888.134449 sec): 6 clusters Score: Raw -11647886.034019 + Penalty 15695.783759 = -11632190.250260 nChanged 27894 Iteration 3F (3889.273046 sec): 6 clusters Score: Raw -11685690.742370 + Penalty 15695.783759 = -11669994.958611 nChanged 19907 Iteration 4F (3890.268104 sec): 6 clusters Score: Raw -11709146.830566 + Penalty 15695.783759 = -11693451.046806 nChanged 13534 Iteration 5F (3891.319897 sec): 6 clusters Score: Raw -11722995.758415 + Penalty 15695.783759 = -11707299.974656 nChanged 9612 Iteration 6F (3892.307111 sec): 6 clusters Score: Raw -11732027.183523 + Penalty 15695.783759 = -11716331.399763 nChanged 7136 Iteration 7Q (3893.211810 sec): 6 clusters Score: Raw -11738055.687229 + Penalty 15695.783759 = -11722359.903470 nChanged 5669 Iteration 8Q (3894.062940 sec): 6 clusters Score: Raw -11742370.762785 + Penalty 15695.783759 = -11726674.979026 nChanged 4813 Iteration 9Q (3894.973920 sec): 6 clusters Score: Raw -11745360.040239 + Penalty 15695.783759 = -11729664.256480 nChanged 3985 Iteration 10Q (3895.836566 sec): 6 clusters Score: Raw -11747512.609564 + Penalty 15695.783759 = -11731816.825804 nChanged 3482 Iteration 11Q (3896.682608 sec): 6 clusters Score: Raw -11749080.223018 + Penalty 15695.783759 = -11733384.439258 nChanged 2862 Iteration 12Q (3897.507077 sec): 6 clusters Score: Raw -11750156.952710 + Penalty 15695.783759 = -11734461.168951 nChanged 2363 Iteration 13Q (3898.395041 sec): 6 clusters Score: Raw -11750903.854166 + Penalty 15695.783759 = -11735208.070407 nChanged 1919 Iteration 14Q (3899.239739 sec): 6 clusters Score: Raw -11751439.568639 + Penalty 15695.783759 = -11735743.784880 nChanged 1613 Iteration 15Q (3900.138839 sec): 6 clusters Score: Raw -11751819.064999 + Penalty 15695.783759 = -11736123.281240 nChanged 1341 Iteration 16Q (3900.977757 sec): 6 clusters Score: Raw -11752094.925046 + Penalty 15695.783759 = -11736399.141287 nChanged 1151 Iteration 17Q (3901.806872 sec): 6 clusters Score: Raw -11752396.365871 + Penalty 15695.783759 = -11736700.582111 nChanged 1088 Iteration 18Q (3902.643853 sec): 6 clusters Score: Raw -11752644.269494 + Penalty 15695.783759 = -11736948.485734 nChanged 961 Iteration 19Q (3903.467249 sec): 6 clusters Score: Raw -11752836.036482 + Penalty 15695.783759 = -11737140.252723 nChanged 858 Writing temp clu file Because OldScore, -11736948.485734, is greater than current (better) Score,-11737140.252723 Compute initial score before splitting: Score: Raw -11752836.036482 + Penalty 15695.783759 = -11737140.252723 Trying to split cluster 1 (15677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3903.728064 sec): 2 clusters Score: Raw -1208257.899391 + Penalty 2550.226787 = -1205707.672604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3903.899690 sec): 3 clusters Score: Raw -1199543.041176 + Penalty 5100.453573 = -1194442.587603 nChanged 6804 SP:Iteration 1F (3904.011414 sec): 3 clusters Score: Raw -1204303.587063 + Penalty 5100.453573 = -1199203.133490 nChanged 1650 SP:Iteration 2F (3904.111552 sec): 3 clusters Score: Raw -1206683.782868 + Penalty 5100.453573 = -1201583.329295 nChanged 1800 SP:Iteration 3F (3904.213596 sec): 3 clusters Score: Raw -1209214.561654 + Penalty 5100.453573 = -1204114.108081 nChanged 1553 SP:Iteration 4F (3904.324623 sec): 3 clusters Score: Raw -1211155.032830 + Penalty 5100.453573 = -1206054.579257 nChanged 1061 SP:Iteration 5F (3904.440879 sec): 3 clusters Score: Raw -1212423.136600 + Penalty 5100.453573 = -1207322.683027 nChanged 745 SP:Iteration 6Q (3904.536331 sec): 3 clusters Score: Raw -1213347.196333 + Penalty 5100.453573 = -1208246.742760 nChanged 610 SP:Iteration 7Q (3904.647959 sec): 3 clusters Score: Raw -1214094.784852 + Penalty 5100.453573 = -1208994.331279 nChanged 491 SP:Iteration 8Q (3904.768530 sec): 3 clusters Score: Raw -1214499.901253 + Penalty 5100.453573 = -1209399.447680 nChanged 399 SP:Iteration 9Q (3904.863627 sec): 3 clusters Score: Raw -1214745.852693 + Penalty 5100.453573 = -1209645.399120 nChanged 289 SP:Iteration 10Q (3904.964329 sec): 3 clusters Score: Raw -1214874.984492 + Penalty 5100.453573 = -1209774.530919 nChanged 235 SP:Iteration 11Q (3905.063754 sec): 3 clusters Score: Raw -1214976.440449 + Penalty 5100.453573 = -1209875.986876 nChanged 217 SP:Iteration 12Q (3905.162231 sec): 3 clusters Score: Raw -1215081.807295 + Penalty 5100.453573 = -1209981.353722 nChanged 199 SP:Iteration 13Q (3905.260789 sec): 3 clusters Score: Raw -1215205.551921 + Penalty 5100.453573 = -1210105.098348 nChanged 245 SP:Iteration 14Q (3905.356965 sec): 3 clusters Score: Raw -1215444.983550 + Penalty 5100.453573 = -1210344.529977 nChanged 271 SP:Iteration 15Q (3905.452412 sec): 3 clusters Score: Raw -1215702.279261 + Penalty 5100.453573 = -1210601.825688 nChanged 278 SP:Iteration 16Q (3905.546816 sec): 3 clusters Score: Raw -1215864.847281 + Penalty 5100.453573 = -1210764.393708 nChanged 233 SP:Iteration 17Q (3905.638506 sec): 3 clusters Score: Raw -1215964.691084 + Penalty 5100.453573 = -1210864.237511 nChanged 198 SP:Iteration 18Q (3905.724299 sec): 3 clusters Score: Raw -1216031.275518 + Penalty 5100.453573 = -1210930.821944 nChanged 173 SP:Iteration 19Q (3905.807120 sec): 3 clusters Score: Raw -1216079.114139 + Penalty 5100.453573 = -1210978.660566 nChanged 129 SP:Iteration 20F (3905.898705 sec): 3 clusters Score: Raw -1216114.078846 + Penalty 5100.453573 = -1211013.625273 nChanged 125 SP:Iteration 21Q (3905.993873 sec): 3 clusters Score: Raw -1216149.064727 + Penalty 5100.453573 = -1211048.611154 nChanged 123 SP:Iteration 22Q (3906.089142 sec): 3 clusters Score: Raw -1216179.233714 + Penalty 5100.453573 = -1211078.780141 nChanged 93 SP:Iteration 23Q (3906.254153 sec): 3 clusters Score: Raw -1216198.831658 + Penalty 5100.453573 = -1211098.378085 nChanged 80 SP:Iteration 24Q (3906.398605 sec): 3 clusters Score: Raw -1216213.014084 + Penalty 5100.453573 = -1211112.560511 nChanged 68 SP:Iteration 25Q (3906.506773 sec): 3 clusters Score: Raw -1216226.143705 + Penalty 5100.453573 = -1211125.690131 nChanged 60 SP:Iteration 26Q (3906.660596 sec): 3 clusters Score: Raw -1216238.473014 + Penalty 5100.453573 = -1211138.019441 nChanged 55 SP:Iteration 27Q (3906.764806 sec): 3 clusters Score: Raw -1216248.307251 + Penalty 5100.453573 = -1211147.853678 nChanged 53 SP:Iteration 28Q (3906.975374 sec): 3 clusters Score: Raw -1216258.215949 + Penalty 5100.453573 = -1211157.762376 nChanged 43 SP:Iteration 29Q (3907.048804 sec): 3 clusters Score: Raw -1216265.987159 + Penalty 5100.453573 = -1211165.533586 nChanged 40 SP:Iteration 30Q (3907.120946 sec): 3 clusters Score: Raw -1216272.988872 + Penalty 5100.453573 = -1211172.535299 nChanged 29 SP:Iteration 31Q (3907.225251 sec): 3 clusters Score: Raw -1216277.305861 + Penalty 5100.453573 = -1211176.852287 nChanged 32 SP:Iteration 32Q (3907.345850 sec): 3 clusters Score: Raw -1216281.764090 + Penalty 5100.453573 = -1211181.310517 nChanged 31 SP:Iteration 33Q (3907.449256 sec): 3 clusters Score: Raw -1216286.401769 + Penalty 5100.453573 = -1211185.948196 nChanged 35 SP:Iteration 34Q (3907.568945 sec): 3 clusters Score: Raw -1216291.436479 + Penalty 5100.453573 = -1211190.982906 nChanged 25 SP:Iteration 35Q (3907.655786 sec): 3 clusters Score: Raw -1216295.229873 + Penalty 5100.453573 = -1211194.776300 nChanged 18 SP:Iteration 36Q (3907.751454 sec): 3 clusters Score: Raw -1216297.708501 + Penalty 5100.453573 = -1211197.254928 nChanged 24 SP:Iteration 37Q (3907.848716 sec): 3 clusters Score: Raw -1216300.669547 + Penalty 5100.453573 = -1211200.215974 nChanged 18 SP:Iteration 38Q (3908.032004 sec): 3 clusters Score: Raw -1216302.667399 + Penalty 5100.453573 = -1211202.213826 nChanged 12 SP:Iteration 39Q (3908.175678 sec): 3 clusters Score: Raw -1216303.759459 + Penalty 5100.453573 = -1211203.305886 nChanged 11 SP:Iteration 40F (3908.347581 sec): 3 clusters Score: Raw -1216304.948990 + Penalty 5100.453573 = -1211204.495417 nChanged 7 SP:Iteration 41Q (3908.441537 sec): 3 clusters Score: Raw -1216305.478310 + Penalty 5100.453573 = -1211205.024737 nChanged 1 SP:Iteration 42Q (3908.536728 sec): 3 clusters Score: Raw -1216305.564856 + Penalty 5100.453573 = -1211205.111283 nChanged 2 SP:Iteration 43Q (3908.658021 sec): 3 clusters Score: Raw -1216305.772307 + Penalty 5100.453573 = -1211205.318733 nChanged 1 SP:Iteration 44Q (3908.748073 sec): 3 clusters Score: Raw -1216305.828185 + Penalty 5100.453573 = -1211205.374612 nChanged 0 SP:Iteration 45F (3908.842965 sec): 3 clusters Score: Raw -1216305.828185 + Penalty 5100.453573 = -1211205.374612 nChanged 0 Score: Raw -11760958.307303 + Penalty 18834.940511 = -11742123.366792 Splitting cluster 1 changes total score from -11737140.252723 to -11742123.366792 So it's getting split into cluster 3. Trying to split cluster 2 (25284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3910.241360 sec): 2 clusters Score: Raw -1964553.235841 + Penalty 2676.412745 = -1961876.823096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3910.494064 sec): 3 clusters Score: Raw -1949573.846039 + Penalty 5352.825490 = -1944221.020550 nChanged 11269 SP:Iteration 1F (3910.681654 sec): 3 clusters Score: Raw -1956281.222924 + Penalty 5352.825490 = -1950928.397435 nChanged 1747 SP:Iteration 2F (3910.822369 sec): 3 clusters Score: Raw -1957541.745364 + Penalty 5352.825490 = -1952188.919874 nChanged 1827 SP:Iteration 3F (3911.048227 sec): 3 clusters Score: Raw -1959170.987884 + Penalty 5352.825490 = -1953818.162395 nChanged 1985 SP:Iteration 4F (3911.234845 sec): 3 clusters Score: Raw -1961096.848216 + Penalty 5352.825490 = -1955744.022726 nChanged 1908 SP:Iteration 5F (3911.406591 sec): 3 clusters Score: Raw -1962749.471157 + Penalty 5352.825490 = -1957396.645668 nChanged 1714 SP:Iteration 6F (3911.575693 sec): 3 clusters Score: Raw -1963946.053606 + Penalty 5352.825490 = -1958593.228116 nChanged 1279 SP:Iteration 7F (3911.798415 sec): 3 clusters Score: Raw -1964657.802898 + Penalty 5352.825490 = -1959304.977408 nChanged 976 SP:Iteration 8Q (3911.954287 sec): 3 clusters Score: Raw -1965079.653013 + Penalty 5352.825490 = -1959726.827524 nChanged 715 SP:Iteration 9Q (3912.113307 sec): 3 clusters Score: Raw -1965324.780555 + Penalty 5352.825490 = -1959971.955065 nChanged 528 SP:Iteration 10Q (3912.280319 sec): 3 clusters Score: Raw -1965461.305366 + Penalty 5352.825490 = -1960108.479876 nChanged 353 SP:Iteration 11Q (3912.425641 sec): 3 clusters Score: Raw -1965540.907976 + Penalty 5352.825490 = -1960188.082486 nChanged 311 SP:Iteration 12Q (3912.551284 sec): 3 clusters Score: Raw -1965602.520738 + Penalty 5352.825490 = -1960249.695249 nChanged 279 SP:Iteration 13Q (3912.731068 sec): 3 clusters Score: Raw -1965659.380758 + Penalty 5352.825490 = -1960306.555269 nChanged 255 SP:Iteration 14Q (3912.968363 sec): 3 clusters Score: Raw -1965718.348702 + Penalty 5352.825490 = -1960365.523212 nChanged 271 SP:Iteration 15Q (3913.153388 sec): 3 clusters Score: Raw -1965779.506304 + Penalty 5352.825490 = -1960426.680814 nChanged 260 SP:Iteration 16Q (3913.337398 sec): 3 clusters Score: Raw -1965833.020161 + Penalty 5352.825490 = -1960480.194671 nChanged 251 SP:Iteration 17Q (3913.492126 sec): 3 clusters Score: Raw -1965885.799627 + Penalty 5352.825490 = -1960532.974137 nChanged 248 SP:Iteration 18Q (3913.664372 sec): 3 clusters Score: Raw -1965941.153781 + Penalty 5352.825490 = -1960588.328292 nChanged 267 SP:Iteration 19Q (3913.810873 sec): 3 clusters Score: Raw -1966005.327223 + Penalty 5352.825490 = -1960652.501734 nChanged 264 SP:Iteration 20F (3914.012592 sec): 3 clusters Score: Raw -1966066.007034 + Penalty 5352.825490 = -1960713.181544 nChanged 294 SP:Iteration 21Q (3914.166026 sec): 3 clusters Score: Raw -1966134.247293 + Penalty 5352.825490 = -1960781.421803 nChanged 291 SP:Iteration 22Q (3914.338571 sec): 3 clusters Score: Raw -1966201.289563 + Penalty 5352.825490 = -1960848.464074 nChanged 259 SP:Iteration 23Q (3914.474669 sec): 3 clusters Score: Raw -1966260.322905 + Penalty 5352.825490 = -1960907.497416 nChanged 269 SP:Iteration 24Q (3914.722317 sec): 3 clusters Score: Raw -1966325.270726 + Penalty 5352.825490 = -1960972.445237 nChanged 268 SP:Iteration 25Q (3914.882090 sec): 3 clusters Score: Raw -1966403.889025 + Penalty 5352.825490 = -1961051.063536 nChanged 277 SP:Iteration 26Q (3915.057902 sec): 3 clusters Score: Raw -1966496.177464 + Penalty 5352.825490 = -1961143.351974 nChanged 288 SP:Iteration 27Q (3915.205856 sec): 3 clusters Score: Raw -1966584.451389 + Penalty 5352.825490 = -1961231.625899 nChanged 275 SP:Iteration 28Q (3915.387773 sec): 3 clusters Score: Raw -1966670.465625 + Penalty 5352.825490 = -1961317.640136 nChanged 268 SP:Iteration 29Q (3915.532047 sec): 3 clusters Score: Raw -1966757.270699 + Penalty 5352.825490 = -1961404.445210 nChanged 268 SP:Iteration 30Q (3915.701879 sec): 3 clusters Score: Raw -1966849.251813 + Penalty 5352.825490 = -1961496.426323 nChanged 235 SP:Iteration 31Q (3915.925078 sec): 3 clusters Score: Raw -1966919.234861 + Penalty 5352.825490 = -1961566.409371 nChanged 212 SP:Iteration 32Q (3916.054526 sec): 3 clusters Score: Raw -1966977.624699 + Penalty 5352.825490 = -1961624.799210 nChanged 195 SP:Iteration 33Q (3916.205509 sec): 3 clusters Score: Raw -1967029.096291 + Penalty 5352.825490 = -1961676.270801 nChanged 176 SP:Iteration 34Q (3916.396959 sec): 3 clusters Score: Raw -1967071.644343 + Penalty 5352.825490 = -1961718.818853 nChanged 149 SP:Iteration 35Q (3916.613523 sec): 3 clusters Score: Raw -1967106.046769 + Penalty 5352.825490 = -1961753.221280 nChanged 143 SP:Iteration 36Q (3916.803450 sec): 3 clusters Score: Raw -1967138.704757 + Penalty 5352.825490 = -1961785.879267 nChanged 127 SP:Iteration 37Q (3916.954388 sec): 3 clusters Score: Raw -1967167.935378 + Penalty 5352.825490 = -1961815.109888 nChanged 101 SP:Iteration 38Q (3917.123128 sec): 3 clusters Score: Raw -1967187.209785 + Penalty 5352.825490 = -1961834.384295 nChanged 90 SP:Iteration 39Q (3917.269778 sec): 3 clusters Score: Raw -1967201.312022 + Penalty 5352.825490 = -1961848.486532 nChanged 64 SP:Iteration 40F (3917.450111 sec): 3 clusters Score: Raw -1967210.189417 + Penalty 5352.825490 = -1961857.363927 nChanged 57 SP:Iteration 41Q (3917.588355 sec): 3 clusters Score: Raw -1967218.968367 + Penalty 5352.825490 = -1961866.142878 nChanged 50 SP:Iteration 42Q (3917.759849 sec): 3 clusters Score: Raw -1967226.689081 + Penalty 5352.825490 = -1961873.863592 nChanged 52 SP:Iteration 43Q (3917.905700 sec): 3 clusters Score: Raw -1967234.162347 + Penalty 5352.825490 = -1961881.336858 nChanged 38 SP:Iteration 44Q (3918.055255 sec): 3 clusters Score: Raw -1967238.832580 + Penalty 5352.825490 = -1961886.007090 nChanged 38 SP:Iteration 45Q (3918.229026 sec): 3 clusters Score: Raw -1967243.717346 + Penalty 5352.825490 = -1961890.891856 nChanged 30 SP:Iteration 46Q (3918.372506 sec): 3 clusters Score: Raw -1967247.838642 + Penalty 5352.825490 = -1961895.013152 nChanged 31 SP:Iteration 47Q (3918.538398 sec): 3 clusters Score: Raw -1967251.791734 + Penalty 5352.825490 = -1961898.966244 nChanged 19 SP:Iteration 48Q (3918.670161 sec): 3 clusters Score: Raw -1967254.414078 + Penalty 5352.825490 = -1961901.588589 nChanged 24 SP:Iteration 49Q (3918.847029 sec): 3 clusters Score: Raw -1967257.273224 + Penalty 5352.825490 = -1961904.447734 nChanged 19 SP:Iteration 50Q (3918.993288 sec): 3 clusters Score: Raw -1967260.274106 + Penalty 5352.825490 = -1961907.448616 nChanged 21 SP:Iteration 51Q (3919.133840 sec): 3 clusters Score: Raw -1967262.486611 + Penalty 5352.825490 = -1961909.661121 nChanged 15 SP:Iteration 52Q (3919.377710 sec): 3 clusters Score: Raw -1967263.960867 + Penalty 5352.825490 = -1961911.135378 nChanged 10 SP:Iteration 53Q (3919.502904 sec): 3 clusters Score: Raw -1967264.791848 + Penalty 5352.825490 = -1961911.966358 nChanged 8 SP:Iteration 54Q (3919.754618 sec): 3 clusters Score: Raw -1967265.728673 + Penalty 5352.825490 = -1961912.903184 nChanged 6 SP:Iteration 55Q (3919.958377 sec): 3 clusters Score: Raw -1967266.403417 + Penalty 5352.825490 = -1961913.577927 nChanged 5 SP:Iteration 56Q (3920.156088 sec): 3 clusters Score: Raw -1967266.972287 + Penalty 5352.825490 = -1961914.146798 nChanged 7 SP:Iteration 57Q (3920.294332 sec): 3 clusters Score: Raw -1967267.849432 + Penalty 5352.825490 = -1961915.023942 nChanged 9 SP:Iteration 58Q (3920.437050 sec): 3 clusters Score: Raw -1967268.648499 + Penalty 5352.825490 = -1961915.823009 nChanged 13 SP:Iteration 59Q (3920.617984 sec): 3 clusters Score: Raw -1967270.095377 + Penalty 5352.825490 = -1961917.269887 nChanged 11 SP:Iteration 60F (3920.768144 sec): 3 clusters Score: Raw -1967271.417090 + Penalty 5352.825490 = -1961918.591600 nChanged 9 SP:Iteration 61Q (3920.910080 sec): 3 clusters Score: Raw -1967272.496274 + Penalty 5352.825490 = -1961919.670784 nChanged 14 SP:Iteration 62Q (3921.074116 sec): 3 clusters Score: Raw -1967273.736996 + Penalty 5352.825490 = -1961920.911506 nChanged 10 SP:Iteration 63Q (3921.209432 sec): 3 clusters Score: Raw -1967275.311572 + Penalty 5352.825490 = -1961922.486082 nChanged 14 SP:Iteration 64Q (3921.358318 sec): 3 clusters Score: Raw -1967276.492009 + Penalty 5352.825490 = -1961923.666519 nChanged 14 SP:Iteration 65Q (3921.515486 sec): 3 clusters Score: Raw -1967277.960943 + Penalty 5352.825490 = -1961925.135453 nChanged 10 SP:Iteration 66Q (3921.737495 sec): 3 clusters Score: Raw -1967279.417210 + Penalty 5352.825490 = -1961926.591720 nChanged 20 SP:Iteration 67Q (3921.949468 sec): 3 clusters Score: Raw -1967281.801332 + Penalty 5352.825490 = -1961928.975842 nChanged 22 SP:Iteration 68Q (3922.167460 sec): 3 clusters Score: Raw -1967284.047801 + Penalty 5352.825490 = -1961931.222311 nChanged 23 SP:Iteration 69Q (3922.282074 sec): 3 clusters Score: Raw -1967287.469409 + Penalty 5352.825490 = -1961934.643919 nChanged 21 SP:Iteration 70Q (3922.457426 sec): 3 clusters Score: Raw -1967290.758475 + Penalty 5352.825490 = -1961937.932985 nChanged 31 SP:Iteration 71Q (3922.676904 sec): 3 clusters Score: Raw -1967295.130724 + Penalty 5352.825490 = -1961942.305235 nChanged 26 SP:Iteration 72Q (3922.838414 sec): 3 clusters Score: Raw -1967298.934418 + Penalty 5352.825490 = -1961946.108928 nChanged 24 SP:Iteration 73Q (3923.008965 sec): 3 clusters Score: Raw -1967302.225121 + Penalty 5352.825490 = -1961949.399631 nChanged 21 SP:Iteration 74Q (3923.153672 sec): 3 clusters Score: Raw -1967305.282309 + Penalty 5352.825490 = -1961952.456819 nChanged 22 SP:Iteration 75Q (3923.304060 sec): 3 clusters Score: Raw -1967307.939868 + Penalty 5352.825490 = -1961955.114378 nChanged 19 SP:Iteration 76Q (3923.474780 sec): 3 clusters Score: Raw -1967310.363162 + Penalty 5352.825490 = -1961957.537672 nChanged 13 SP:Iteration 77Q (3923.616929 sec): 3 clusters Score: Raw -1967311.776985 + Penalty 5352.825490 = -1961958.951495 nChanged 10 SP:Iteration 78Q (3923.781127 sec): 3 clusters Score: Raw -1967312.940723 + Penalty 5352.825490 = -1961960.115233 nChanged 11 SP:Iteration 79Q (3923.917151 sec): 3 clusters Score: Raw -1967314.364579 + Penalty 5352.825490 = -1961961.539089 nChanged 10 SP:Iteration 80F (3924.067094 sec): 3 clusters Score: Raw -1967315.471498 + Penalty 5352.825490 = -1961962.646009 nChanged 7 SP:Iteration 81Q (3924.228199 sec): 3 clusters Score: Raw -1967316.182335 + Penalty 5352.825490 = -1961963.356845 nChanged 5 SP:Iteration 82Q (3924.393283 sec): 3 clusters Score: Raw -1967316.575720 + Penalty 5352.825490 = -1961963.750230 nChanged 3 SP:Iteration 83Q (3924.561464 sec): 3 clusters Score: Raw -1967316.827735 + Penalty 5352.825490 = -1961964.002246 nChanged 4 SP:Iteration 84Q (3924.706561 sec): 3 clusters Score: Raw -1967317.012200 + Penalty 5352.825490 = -1961964.186710 nChanged 2 SP:Iteration 85Q (3924.886384 sec): 3 clusters Score: Raw -1967317.176070 + Penalty 5352.825490 = -1961964.350580 nChanged 2 SP:Iteration 86Q (3925.019163 sec): 3 clusters Score: Raw -1967317.319991 + Penalty 5352.825490 = -1961964.494501 nChanged 0 SP:Iteration 87F (3925.193135 sec): 3 clusters Score: Raw -1967317.319991 + Penalty 5352.825490 = -1961964.494501 nChanged 0 Score: Raw -11763722.391452 + Penalty 21974.097263 = -11741748.294189 Splitting cluster 2 changes total score from -11737140.252723 to -11741748.294189 So it's getting split into cluster 7. Trying to split cluster 4 (69705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3927.094466 sec): 2 clusters Score: Raw -5990805.731491 + Penalty 2944.135215 = -5987861.596276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3927.455763 sec): 3 clusters Score: Raw -5946983.404508 + Penalty 5888.270430 = -5941095.134078 nChanged 32558 SP:Iteration 1F (3927.761235 sec): 3 clusters Score: Raw -5966314.373203 + Penalty 5888.270430 = -5960426.102772 nChanged 3967 SP:Iteration 2F (3928.065836 sec): 3 clusters Score: Raw -5968697.060088 + Penalty 5888.270430 = -5962808.789658 nChanged 4747 SP:Iteration 3F (3928.407016 sec): 3 clusters Score: Raw -5972281.592812 + Penalty 5888.270430 = -5966393.322382 nChanged 5515 SP:Iteration 4F (3928.670194 sec): 3 clusters Score: Raw -5976858.025448 + Penalty 5888.270430 = -5970969.755018 nChanged 5769 SP:Iteration 5F (3928.923093 sec): 3 clusters Score: Raw -5981558.383215 + Penalty 5888.270430 = -5975670.112785 nChanged 5253 SP:Iteration 6F (3929.230270 sec): 3 clusters Score: Raw -5985528.625877 + Penalty 5888.270430 = -5979640.355447 nChanged 4266 SP:Iteration 7F (3929.520760 sec): 3 clusters Score: Raw -5988518.883980 + Penalty 5888.270430 = -5982630.613550 nChanged 3350 SP:Iteration 8Q (3929.846791 sec): 3 clusters Score: Raw -5990712.265541 + Penalty 5888.270430 = -5984823.995111 nChanged 2731 SP:Iteration 9Q (3930.169284 sec): 3 clusters Score: Raw -5992467.881263 + Penalty 5888.270430 = -5986579.610833 nChanged 2200 SP:Iteration 10Q (3930.482586 sec): 3 clusters Score: Raw -5993783.643197 + Penalty 5888.270430 = -5987895.372767 nChanged 1731 SP:Iteration 11Q (3930.760433 sec): 3 clusters Score: Raw -5994694.027436 + Penalty 5888.270430 = -5988805.757005 nChanged 1359 SP:Iteration 12Q (3931.147510 sec): 3 clusters Score: Raw -5995321.490799 + Penalty 5888.270430 = -5989433.220369 nChanged 1087 SP:Iteration 13Q (3931.446183 sec): 3 clusters Score: Raw -5995755.353812 + Penalty 5888.270430 = -5989867.083381 nChanged 874 SP:Iteration 14Q (3931.773221 sec): 3 clusters Score: Raw -5996061.721228 + Penalty 5888.270430 = -5990173.450798 nChanged 721 SP:Iteration 15Q (3932.168406 sec): 3 clusters Score: Raw -5996277.370288 + Penalty 5888.270430 = -5990389.099857 nChanged 585 SP:Iteration 16Q (3932.463355 sec): 3 clusters Score: Raw -5996428.969040 + Penalty 5888.270430 = -5990540.698610 nChanged 531 SP:Iteration 17Q (3932.785351 sec): 3 clusters Score: Raw -5996549.817421 + Penalty 5888.270430 = -5990661.546990 nChanged 461 SP:Iteration 18Q (3933.106964 sec): 3 clusters Score: Raw -5996647.833491 + Penalty 5888.270430 = -5990759.563061 nChanged 437 SP:Iteration 19Q (3933.374752 sec): 3 clusters Score: Raw -5996734.620819 + Penalty 5888.270430 = -5990846.350389 nChanged 406 SP:Iteration 20F (3933.679019 sec): 3 clusters Score: Raw -5996824.467174 + Penalty 5888.270430 = -5990936.196744 nChanged 407 SP:Iteration 21Q (3933.997899 sec): 3 clusters Score: Raw -5996912.673728 + Penalty 5888.270430 = -5991024.403298 nChanged 381 SP:Iteration 22Q (3934.350905 sec): 3 clusters Score: Raw -5996994.649520 + Penalty 5888.270430 = -5991106.379090 nChanged 362 SP:Iteration 23Q (3934.578928 sec): 3 clusters Score: Raw -5997063.715459 + Penalty 5888.270430 = -5991175.445028 nChanged 296 SP:Iteration 24Q (3934.838291 sec): 3 clusters Score: Raw -5997115.152547 + Penalty 5888.270430 = -5991226.882117 nChanged 253 SP:Iteration 25Q (3935.097164 sec): 3 clusters Score: Raw -5997160.327432 + Penalty 5888.270430 = -5991272.057002 nChanged 250 SP:Iteration 26Q (3935.354218 sec): 3 clusters Score: Raw -5997203.398752 + Penalty 5888.270430 = -5991315.128321 nChanged 257 SP:Iteration 27Q (3935.615859 sec): 3 clusters Score: Raw -5997243.808615 + Penalty 5888.270430 = -5991355.538185 nChanged 221 SP:Iteration 28Q (3935.981727 sec): 3 clusters Score: Raw -5997274.562202 + Penalty 5888.270430 = -5991386.291771 nChanged 183 SP:Iteration 29Q (3936.267690 sec): 3 clusters Score: Raw -5997302.298897 + Penalty 5888.270430 = -5991414.028467 nChanged 163 SP:Iteration 30Q (3936.541982 sec): 3 clusters Score: Raw -5997324.072890 + Penalty 5888.270430 = -5991435.802459 nChanged 139 SP:Iteration 31Q (3936.783729 sec): 3 clusters Score: Raw -5997340.861791 + Penalty 5888.270430 = -5991452.591361 nChanged 128 SP:Iteration 32Q (3937.061843 sec): 3 clusters Score: Raw -5997356.722456 + Penalty 5888.270430 = -5991468.452025 nChanged 113 SP:Iteration 33Q (3937.316926 sec): 3 clusters Score: Raw -5997372.982300 + Penalty 5888.270430 = -5991484.711870 nChanged 128 SP:Iteration 34Q (3937.599401 sec): 3 clusters Score: Raw -5997390.376463 + Penalty 5888.270430 = -5991502.106033 nChanged 136 SP:Iteration 35Q (3937.897149 sec): 3 clusters Score: Raw -5997407.590786 + Penalty 5888.270430 = -5991519.320355 nChanged 134 SP:Iteration 36Q (3938.242152 sec): 3 clusters Score: Raw -5997427.272601 + Penalty 5888.270430 = -5991539.002170 nChanged 160 SP:Iteration 37Q (3938.545647 sec): 3 clusters Score: Raw -5997451.507904 + Penalty 5888.270430 = -5991563.237474 nChanged 165 SP:Iteration 38Q (3938.807684 sec): 3 clusters Score: Raw -5997475.395841 + Penalty 5888.270430 = -5991587.125411 nChanged 169 SP:Iteration 39Q (3939.162630 sec): 3 clusters Score: Raw -5997501.582188 + Penalty 5888.270430 = -5991613.311758 nChanged 167 SP:Iteration 40F (3939.505115 sec): 3 clusters Score: Raw -5997526.934445 + Penalty 5888.270430 = -5991638.664015 nChanged 170 SP:Iteration 41Q (3939.833326 sec): 3 clusters Score: Raw -5997553.167027 + Penalty 5888.270430 = -5991664.896596 nChanged 174 SP:Iteration 42Q (3940.163522 sec): 3 clusters Score: Raw -5997580.537867 + Penalty 5888.270430 = -5991692.267436 nChanged 169 SP:Iteration 43Q (3940.451123 sec): 3 clusters Score: Raw -5997606.210315 + Penalty 5888.270430 = -5991717.939884 nChanged 155 SP:Iteration 44Q (3940.783145 sec): 3 clusters Score: Raw -5997629.130130 + Penalty 5888.270430 = -5991740.859700 nChanged 124 SP:Iteration 45Q (3941.034449 sec): 3 clusters Score: Raw -5997648.049374 + Penalty 5888.270430 = -5991759.778944 nChanged 136 SP:Iteration 46Q (3941.318818 sec): 3 clusters Score: Raw -5997666.982930 + Penalty 5888.270430 = -5991778.712500 nChanged 127 SP:Iteration 47Q (3941.633098 sec): 3 clusters Score: Raw -5997685.009057 + Penalty 5888.270430 = -5991796.738627 nChanged 109 SP:Iteration 48Q (3941.934679 sec): 3 clusters Score: Raw -5997699.542775 + Penalty 5888.270430 = -5991811.272345 nChanged 107 SP:Iteration 49Q (3942.245950 sec): 3 clusters Score: Raw -5997719.227410 + Penalty 5888.270430 = -5991830.956980 nChanged 114 SP:Iteration 50Q (3942.522193 sec): 3 clusters Score: Raw -5997740.560602 + Penalty 5888.270430 = -5991852.290171 nChanged 101 SP:Iteration 51Q (3942.834381 sec): 3 clusters Score: Raw -5997754.307258 + Penalty 5888.270430 = -5991866.036828 nChanged 95 SP:Iteration 52Q (3943.087000 sec): 3 clusters Score: Raw -5997766.432108 + Penalty 5888.270430 = -5991878.161677 nChanged 90 SP:Iteration 53Q (3943.392904 sec): 3 clusters Score: Raw -5997778.307209 + Penalty 5888.270430 = -5991890.036779 nChanged 83 SP:Iteration 54Q (3943.682240 sec): 3 clusters Score: Raw -5997786.956070 + Penalty 5888.270430 = -5991898.685640 nChanged 65 SP:Iteration 55Q (3943.976706 sec): 3 clusters Score: Raw -5997793.640198 + Penalty 5888.270430 = -5991905.369768 nChanged 68 SP:Iteration 56Q (3944.257449 sec): 3 clusters Score: Raw -5997803.070562 + Penalty 5888.270430 = -5991914.800132 nChanged 91 SP:Iteration 57Q (3944.509193 sec): 3 clusters Score: Raw -5997815.316594 + Penalty 5888.270430 = -5991927.046164 nChanged 87 SP:Iteration 58Q (3944.762288 sec): 3 clusters Score: Raw -5997825.619186 + Penalty 5888.270430 = -5991937.348755 nChanged 74 SP:Iteration 59Q (3945.039493 sec): 3 clusters Score: Raw -5997832.002340 + Penalty 5888.270430 = -5991943.731910 nChanged 57 SP:Iteration 60F (3945.316606 sec): 3 clusters Score: Raw -5997837.329024 + Penalty 5888.270430 = -5991949.058594 nChanged 56 SP:Iteration 61Q (3945.569072 sec): 3 clusters Score: Raw -5997843.446352 + Penalty 5888.270430 = -5991955.175921 nChanged 61 SP:Iteration 62Q (3945.824585 sec): 3 clusters Score: Raw -5997849.041945 + Penalty 5888.270430 = -5991960.771515 nChanged 54 SP:Iteration 63Q (3946.074114 sec): 3 clusters Score: Raw -5997854.372242 + Penalty 5888.270430 = -5991966.101812 nChanged 44 SP:Iteration 64Q (3946.352724 sec): 3 clusters Score: Raw -5997857.695973 + Penalty 5888.270430 = -5991969.425542 nChanged 32 SP:Iteration 65Q (3946.606297 sec): 3 clusters Score: Raw -5997860.842540 + Penalty 5888.270430 = -5991972.572110 nChanged 34 SP:Iteration 66Q (3946.885323 sec): 3 clusters Score: Raw -5997863.969033 + Penalty 5888.270430 = -5991975.698602 nChanged 27 SP:Iteration 67Q (3947.164638 sec): 3 clusters Score: Raw -5997866.658490 + Penalty 5888.270430 = -5991978.388059 nChanged 26 SP:Iteration 68Q (3947.430961 sec): 3 clusters Score: Raw -5997868.839983 + Penalty 5888.270430 = -5991980.569553 nChanged 27 SP:Iteration 69Q (3947.716265 sec): 3 clusters Score: Raw -5997871.434061 + Penalty 5888.270430 = -5991983.163631 nChanged 26 SP:Iteration 70Q (3947.986322 sec): 3 clusters Score: Raw -5997873.239285 + Penalty 5888.270430 = -5991984.968855 nChanged 17 SP:Iteration 71Q (3948.240309 sec): 3 clusters Score: Raw -5997874.823260 + Penalty 5888.270430 = -5991986.552829 nChanged 22 SP:Iteration 72Q (3948.491057 sec): 3 clusters Score: Raw -5997876.575955 + Penalty 5888.270430 = -5991988.305524 nChanged 23 SP:Iteration 73Q (3948.742228 sec): 3 clusters Score: Raw -5997878.383827 + Penalty 5888.270430 = -5991990.113397 nChanged 26 SP:Iteration 74Q (3949.015497 sec): 3 clusters Score: Raw -5997880.195662 + Penalty 5888.270430 = -5991991.925232 nChanged 20 SP:Iteration 75Q (3949.266327 sec): 3 clusters Score: Raw -5997881.908039 + Penalty 5888.270430 = -5991993.637608 nChanged 23 SP:Iteration 76Q (3949.545760 sec): 3 clusters Score: Raw -5997883.581732 + Penalty 5888.270430 = -5991995.311302 nChanged 21 SP:Iteration 77Q (3949.789731 sec): 3 clusters Score: Raw -5997885.087944 + Penalty 5888.270430 = -5991996.817514 nChanged 20 SP:Iteration 78Q (3950.065972 sec): 3 clusters Score: Raw -5997886.310795 + Penalty 5888.270430 = -5991998.040364 nChanged 20 SP:Iteration 79Q (3950.317354 sec): 3 clusters Score: Raw -5997887.941780 + Penalty 5888.270430 = -5991999.671350 nChanged 14 SP:Iteration 80F (3950.620602 sec): 3 clusters Score: Raw -5997889.120675 + Penalty 5888.270430 = -5992000.850244 nChanged 14 SP:Iteration 81Q (3950.874010 sec): 3 clusters Score: Raw -5997889.843537 + Penalty 5888.270430 = -5992001.573107 nChanged 16 SP:Iteration 82Q (3951.125278 sec): 3 clusters Score: Raw -5997891.028177 + Penalty 5888.270430 = -5992002.757747 nChanged 19 SP:Iteration 83Q (3951.377105 sec): 3 clusters Score: Raw -5997892.475173 + Penalty 5888.270430 = -5992004.204742 nChanged 20 SP:Iteration 84Q (3951.653457 sec): 3 clusters Score: Raw -5997894.314727 + Penalty 5888.270430 = -5992006.044296 nChanged 24 SP:Iteration 85Q (3951.903231 sec): 3 clusters Score: Raw -5997896.300488 + Penalty 5888.270430 = -5992008.030057 nChanged 22 SP:Iteration 86Q (3952.181757 sec): 3 clusters Score: Raw -5997898.498150 + Penalty 5888.270430 = -5992010.227719 nChanged 24 SP:Iteration 87Q (3952.433064 sec): 3 clusters Score: Raw -5997900.717505 + Penalty 5888.270430 = -5992012.447075 nChanged 29 SP:Iteration 88Q (3952.712225 sec): 3 clusters Score: Raw -5997903.559957 + Penalty 5888.270430 = -5992015.289527 nChanged 26 SP:Iteration 89Q (3952.963160 sec): 3 clusters Score: Raw -5997906.129891 + Penalty 5888.270430 = -5992017.859461 nChanged 35 SP:Iteration 90Q (3953.238224 sec): 3 clusters Score: Raw -5997909.960258 + Penalty 5888.270430 = -5992021.689827 nChanged 33 SP:Iteration 91Q (3953.489028 sec): 3 clusters Score: Raw -5997912.968937 + Penalty 5888.270430 = -5992024.698507 nChanged 34 SP:Iteration 92Q (3953.765287 sec): 3 clusters Score: Raw -5997917.061692 + Penalty 5888.270430 = -5992028.791262 nChanged 45 SP:Iteration 93Q (3954.019834 sec): 3 clusters Score: Raw -5997921.361636 + Penalty 5888.270430 = -5992033.091206 nChanged 39 SP:Iteration 94Q (3954.295097 sec): 3 clusters Score: Raw -5997925.260441 + Penalty 5888.270430 = -5992036.990011 nChanged 46 SP:Iteration 95Q (3954.547023 sec): 3 clusters Score: Raw -5997929.635493 + Penalty 5888.270430 = -5992041.365063 nChanged 40 SP:Iteration 96Q (3954.846842 sec): 3 clusters Score: Raw -5997932.255195 + Penalty 5888.270430 = -5992043.984765 nChanged 20 SP:Iteration 97Q (3955.089675 sec): 3 clusters Score: Raw -5997933.768462 + Penalty 5888.270430 = -5992045.498032 nChanged 13 SP:Iteration 98Q (3955.394898 sec): 3 clusters Score: Raw -5997935.163730 + Penalty 5888.270430 = -5992046.893300 nChanged 17 SP:Iteration 99Q (3955.674572 sec): 3 clusters Score: Raw -5997936.821950 + Penalty 5888.270430 = -5992048.551520 nChanged 11 SP:Iteration 100F (3955.997257 sec): 3 clusters Score: Raw -5997937.922915 + Penalty 5888.270430 = -5992049.652485 nChanged 12 SP:Iteration 101Q (3956.235984 sec): 3 clusters Score: Raw -5997939.005973 + Penalty 5888.270430 = -5992050.735543 nChanged 16 SP:Iteration 102Q (3956.571838 sec): 3 clusters Score: Raw -5997940.789866 + Penalty 5888.270430 = -5992052.519436 nChanged 20 SP:Iteration 103Q (3956.902480 sec): 3 clusters Score: Raw -5997942.359949 + Penalty 5888.270430 = -5992054.089519 nChanged 28 SP:Iteration 104Q (3957.222255 sec): 3 clusters Score: Raw -5997944.380344 + Penalty 5888.270430 = -5992056.109914 nChanged 23 SP:Iteration 105Q (3957.550197 sec): 3 clusters Score: Raw -5997946.532993 + Penalty 5888.270430 = -5992058.262562 nChanged 22 SP:Iteration 106Q (3957.851842 sec): 3 clusters Score: Raw -5997948.537798 + Penalty 5888.270430 = -5992060.267367 nChanged 25 SP:Iteration 107Q (3958.156247 sec): 3 clusters Score: Raw -5997950.497421 + Penalty 5888.270430 = -5992062.226990 nChanged 17 SP:Iteration 108Q (3958.463074 sec): 3 clusters Score: Raw -5997951.482079 + Penalty 5888.270430 = -5992063.211649 nChanged 16 SP:Iteration 109Q (3958.698382 sec): 3 clusters Score: Raw -5997952.740974 + Penalty 5888.270430 = -5992064.470544 nChanged 14 SP:Iteration 110Q (3958.995962 sec): 3 clusters Score: Raw -5997953.820693 + Penalty 5888.270430 = -5992065.550263 nChanged 17 SP:Iteration 111Q (3959.324166 sec): 3 clusters Score: Raw -5997954.723580 + Penalty 5888.270430 = -5992066.453149 nChanged 6 SP:Iteration 112Q (3959.548481 sec): 3 clusters Score: Raw -5997955.218716 + Penalty 5888.270430 = -5992066.948285 nChanged 3 SP:Iteration 113Q (3959.839671 sec): 3 clusters Score: Raw -5997955.402922 + Penalty 5888.270430 = -5992067.132492 nChanged 3 SP:Iteration 114Q (3960.087908 sec): 3 clusters Score: Raw -5997955.535114 + Penalty 5888.270430 = -5992067.264684 nChanged 2 SP:Iteration 115Q (3960.338160 sec): 3 clusters Score: Raw -5997955.644142 + Penalty 5888.270430 = -5992067.373712 nChanged 1 SP:Iteration 116Q (3960.586243 sec): 3 clusters Score: Raw -5997955.704255 + Penalty 5888.270430 = -5992067.433825 nChanged 1 SP:Iteration 117Q (3960.859473 sec): 3 clusters Score: Raw -5997955.735923 + Penalty 5888.270430 = -5992067.465493 nChanged 0 SP:Iteration 118F (3961.134916 sec): 3 clusters Score: Raw -5997955.735923 + Penalty 5888.270430 = -5992067.465493 nChanged 0 Score: Raw -11770872.395884 + Penalty 25113.254015 = -11745759.141869 Splitting cluster 4 changes total score from -11737140.252723 to -11745759.141869 So it's getting split into cluster 8. Trying to split cluster 5 (25250 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3962.821712 sec): 2 clusters Score: Raw -2136897.477333 + Penalty 2676.057499 = -2134221.419835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3962.986548 sec): 3 clusters Score: Raw -2121999.186264 + Penalty 5352.114998 = -2116647.071266 nChanged 11302 SP:Iteration 1F (3963.114832 sec): 3 clusters Score: Raw -2128553.795882 + Penalty 5352.114998 = -2123201.680885 nChanged 1827 SP:Iteration 2F (3963.225237 sec): 3 clusters Score: Raw -2129945.676971 + Penalty 5352.114998 = -2124593.561973 nChanged 2098 SP:Iteration 3F (3963.347442 sec): 3 clusters Score: Raw -2132175.543120 + Penalty 5352.114998 = -2126823.428122 nChanged 2486 SP:Iteration 4F (3963.449070 sec): 3 clusters Score: Raw -2135094.585464 + Penalty 5352.114998 = -2129742.470466 nChanged 2471 SP:Iteration 5F (3963.601123 sec): 3 clusters Score: Raw -2137700.684967 + Penalty 5352.114998 = -2132348.569970 nChanged 1981 SP:Iteration 6F (3963.736741 sec): 3 clusters Score: Raw -2139476.942806 + Penalty 5352.114998 = -2134124.827809 nChanged 1397 SP:Iteration 7F (3963.956789 sec): 3 clusters Score: Raw -2140470.752436 + Penalty 5352.114998 = -2135118.637439 nChanged 931 SP:Iteration 8Q (3964.104888 sec): 3 clusters Score: Raw -2141033.312610 + Penalty 5352.114998 = -2135681.197613 nChanged 693 SP:Iteration 9Q (3964.241334 sec): 3 clusters Score: Raw -2141394.940939 + Penalty 5352.114998 = -2136042.825942 nChanged 548 SP:Iteration 10Q (3964.487768 sec): 3 clusters Score: Raw -2141659.774612 + Penalty 5352.114998 = -2136307.659614 nChanged 450 SP:Iteration 11Q (3964.710031 sec): 3 clusters Score: Raw -2141876.015231 + Penalty 5352.114998 = -2136523.900234 nChanged 395 SP:Iteration 12Q (3964.846820 sec): 3 clusters Score: Raw -2142079.513089 + Penalty 5352.114998 = -2136727.398092 nChanged 337 SP:Iteration 13Q (3965.005482 sec): 3 clusters Score: Raw -2142285.723739 + Penalty 5352.114998 = -2136933.608742 nChanged 349 SP:Iteration 14Q (3965.166108 sec): 3 clusters Score: Raw -2142533.086967 + Penalty 5352.114998 = -2137180.971970 nChanged 320 SP:Iteration 15Q (3965.316031 sec): 3 clusters Score: Raw -2142752.514209 + Penalty 5352.114998 = -2137400.399211 nChanged 296 SP:Iteration 16Q (3965.450639 sec): 3 clusters Score: Raw -2142930.414100 + Penalty 5352.114998 = -2137578.299103 nChanged 223 SP:Iteration 17Q (3965.608872 sec): 3 clusters Score: Raw -2143036.856316 + Penalty 5352.114998 = -2137684.741319 nChanged 182 SP:Iteration 18Q (3965.745405 sec): 3 clusters Score: Raw -2143108.291740 + Penalty 5352.114998 = -2137756.176742 nChanged 150 SP:Iteration 19Q (3965.874617 sec): 3 clusters Score: Raw -2143145.537401 + Penalty 5352.114998 = -2137793.422404 nChanged 99 SP:Iteration 20F (3966.033849 sec): 3 clusters Score: Raw -2143165.226289 + Penalty 5352.114998 = -2137813.111292 nChanged 86 SP:Iteration 21Q (3966.168036 sec): 3 clusters Score: Raw -2143181.972594 + Penalty 5352.114998 = -2137829.857597 nChanged 68 SP:Iteration 22Q (3966.374334 sec): 3 clusters Score: Raw -2143194.240867 + Penalty 5352.114998 = -2137842.125870 nChanged 53 SP:Iteration 23Q (3966.527384 sec): 3 clusters Score: Raw -2143203.895795 + Penalty 5352.114998 = -2137851.780798 nChanged 44 SP:Iteration 24Q (3966.667606 sec): 3 clusters Score: Raw -2143214.455102 + Penalty 5352.114998 = -2137862.340104 nChanged 40 SP:Iteration 25Q (3966.819945 sec): 3 clusters Score: Raw -2143221.525588 + Penalty 5352.114998 = -2137869.410590 nChanged 39 SP:Iteration 26Q (3966.955113 sec): 3 clusters Score: Raw -2143227.953146 + Penalty 5352.114998 = -2137875.838149 nChanged 37 SP:Iteration 27Q (3967.084023 sec): 3 clusters Score: Raw -2143232.451029 + Penalty 5352.114998 = -2137880.336032 nChanged 15 SP:Iteration 28Q (3967.237988 sec): 3 clusters Score: Raw -2143234.324818 + Penalty 5352.114998 = -2137882.209820 nChanged 13 SP:Iteration 29Q (3967.372473 sec): 3 clusters Score: Raw -2143235.794410 + Penalty 5352.114998 = -2137883.679413 nChanged 15 SP:Iteration 30Q (3967.524514 sec): 3 clusters Score: Raw -2143237.617210 + Penalty 5352.114998 = -2137885.502212 nChanged 14 SP:Iteration 31Q (3967.686848 sec): 3 clusters Score: Raw -2143239.228116 + Penalty 5352.114998 = -2137887.113118 nChanged 13 SP:Iteration 32Q (3967.800760 sec): 3 clusters Score: Raw -2143240.800959 + Penalty 5352.114998 = -2137888.685962 nChanged 8 SP:Iteration 33Q (3967.967614 sec): 3 clusters Score: Raw -2143241.954000 + Penalty 5352.114998 = -2137889.839002 nChanged 8 SP:Iteration 34Q (3968.096323 sec): 3 clusters Score: Raw -2143242.990606 + Penalty 5352.114998 = -2137890.875609 nChanged 14 SP:Iteration 35Q (3968.212684 sec): 3 clusters Score: Raw -2143244.679018 + Penalty 5352.114998 = -2137892.564021 nChanged 10 SP:Iteration 36Q (3968.384792 sec): 3 clusters Score: Raw -2143246.282748 + Penalty 5352.114998 = -2137894.167750 nChanged 13 SP:Iteration 37Q (3968.536357 sec): 3 clusters Score: Raw -2143247.678747 + Penalty 5352.114998 = -2137895.563749 nChanged 9 SP:Iteration 38Q (3968.769959 sec): 3 clusters Score: Raw -2143248.870381 + Penalty 5352.114998 = -2137896.755384 nChanged 8 SP:Iteration 39Q (3968.939702 sec): 3 clusters Score: Raw -2143249.983738 + Penalty 5352.114998 = -2137897.868740 nChanged 12 SP:Iteration 40F (3969.089699 sec): 3 clusters Score: Raw -2143251.381275 + Penalty 5352.114998 = -2137899.266277 nChanged 13 SP:Iteration 41Q (3969.262922 sec): 3 clusters Score: Raw -2143252.912857 + Penalty 5352.114998 = -2137900.797860 nChanged 10 SP:Iteration 42Q (3969.404630 sec): 3 clusters Score: Raw -2143254.002313 + Penalty 5352.114998 = -2137901.887315 nChanged 7 SP:Iteration 43Q (3969.540621 sec): 3 clusters Score: Raw -2143254.830236 + Penalty 5352.114998 = -2137902.715238 nChanged 7 SP:Iteration 44Q (3969.753772 sec): 3 clusters Score: Raw -2143255.655591 + Penalty 5352.114998 = -2137903.540594 nChanged 4 SP:Iteration 45Q (3969.902909 sec): 3 clusters Score: Raw -2143256.063806 + Penalty 5352.114998 = -2137903.948809 nChanged 3 SP:Iteration 46Q (3970.074890 sec): 3 clusters Score: Raw -2143256.381556 + Penalty 5352.114998 = -2137904.266559 nChanged 2 SP:Iteration 47Q (3970.213316 sec): 3 clusters Score: Raw -2143256.635758 + Penalty 5352.114998 = -2137904.520761 nChanged 4 SP:Iteration 48Q (3970.370476 sec): 3 clusters Score: Raw -2143257.503914 + Penalty 5352.114998 = -2137905.388917 nChanged 2 SP:Iteration 49Q (3970.506267 sec): 3 clusters Score: Raw -2143257.632008 + Penalty 5352.114998 = -2137905.517011 nChanged 2 SP:Iteration 50Q (3970.664403 sec): 3 clusters Score: Raw -2143257.999365 + Penalty 5352.114998 = -2137905.884368 nChanged 2 SP:Iteration 51Q (3970.801125 sec): 3 clusters Score: Raw -2143258.145521 + Penalty 5352.114998 = -2137906.030524 nChanged 1 SP:Iteration 52Q (3970.910854 sec): 3 clusters Score: Raw -2143258.170247 + Penalty 5352.114998 = -2137906.055249 nChanged 0 SP:Iteration 53F (3971.087589 sec): 3 clusters Score: Raw -2143258.170247 + Penalty 5352.114998 = -2137906.055249 nChanged 0 Score: Raw -11777233.088797 + Penalty 28252.410767 = -11748980.678030 Splitting cluster 5 changes total score from -11737140.252723 to -11748980.678030 So it's getting split into cluster 9. Trying to split cluster 6 (9979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3973.003328 sec): 2 clusters Score: Raw -654372.950275 + Penalty 2430.974875 = -651941.975400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3973.091646 sec): 3 clusters Score: Raw -649338.138032 + Penalty 4861.949751 = -644476.188281 nChanged 4223 SP:Iteration 1F (3973.193323 sec): 3 clusters Score: Raw -654486.881067 + Penalty 4861.949751 = -649624.931316 nChanged 1525 SP:Iteration 2F (3973.267752 sec): 3 clusters Score: Raw -657928.596923 + Penalty 4861.949751 = -653066.647173 nChanged 1134 SP:Iteration 3F (3973.326813 sec): 3 clusters Score: Raw -659567.461559 + Penalty 4861.949751 = -654705.511809 nChanged 628 SP:Iteration 4F (3973.398630 sec): 3 clusters Score: Raw -660325.997896 + Penalty 4861.949751 = -655464.048146 nChanged 410 SP:Iteration 5Q (3973.481063 sec): 3 clusters Score: Raw -660764.736431 + Penalty 4861.949751 = -655902.786681 nChanged 312 SP:Iteration 6Q (3973.559368 sec): 3 clusters Score: Raw -661046.389649 + Penalty 4861.949751 = -656184.439899 nChanged 241 SP:Iteration 7Q (3973.639139 sec): 3 clusters Score: Raw -661224.387018 + Penalty 4861.949751 = -656362.437268 nChanged 165 SP:Iteration 8Q (3973.746001 sec): 3 clusters Score: Raw -661307.869862 + Penalty 4861.949751 = -656445.920111 nChanged 100 SP:Iteration 9Q (3973.832698 sec): 3 clusters Score: Raw -661346.472965 + Penalty 4861.949751 = -656484.523214 nChanged 87 SP:Iteration 10Q (3973.892388 sec): 3 clusters Score: Raw -661374.426765 + Penalty 4861.949751 = -656512.477014 nChanged 64 SP:Iteration 11Q (3973.952683 sec): 3 clusters Score: Raw -661392.870564 + Penalty 4861.949751 = -656530.920813 nChanged 44 SP:Iteration 12Q (3974.141675 sec): 3 clusters Score: Raw -661406.171868 + Penalty 4861.949751 = -656544.222118 nChanged 40 SP:Iteration 13Q (3974.287182 sec): 3 clusters Score: Raw -661419.966400 + Penalty 4861.949751 = -656558.016650 nChanged 39 SP:Iteration 14Q (3974.450850 sec): 3 clusters Score: Raw -661437.249419 + Penalty 4861.949751 = -656575.299668 nChanged 35 SP:Iteration 15Q (3974.568560 sec): 3 clusters Score: Raw -661448.177812 + Penalty 4861.949751 = -656586.228061 nChanged 34 SP:Iteration 16Q (3974.716436 sec): 3 clusters Score: Raw -661459.536207 + Penalty 4861.949751 = -656597.586456 nChanged 29 SP:Iteration 17Q (3974.779681 sec): 3 clusters Score: Raw -661466.257074 + Penalty 4861.949751 = -656604.307323 nChanged 24 SP:Iteration 18Q (3974.845522 sec): 3 clusters Score: Raw -661470.926165 + Penalty 4861.949751 = -656608.976415 nChanged 23 SP:Iteration 19Q (3974.912598 sec): 3 clusters Score: Raw -661476.865483 + Penalty 4861.949751 = -656614.915733 nChanged 24 SP:Iteration 20F (3974.999336 sec): 3 clusters Score: Raw -661483.522403 + Penalty 4861.949751 = -656621.572653 nChanged 18 SP:Iteration 21Q (3975.081317 sec): 3 clusters Score: Raw -661490.086468 + Penalty 4861.949751 = -656628.136718 nChanged 21 SP:Iteration 22Q (3975.153026 sec): 3 clusters Score: Raw -661494.214791 + Penalty 4861.949751 = -656632.265041 nChanged 12 SP:Iteration 23Q (3975.224513 sec): 3 clusters Score: Raw -661497.068355 + Penalty 4861.949751 = -656635.118604 nChanged 7 SP:Iteration 24Q (3975.344057 sec): 3 clusters Score: Raw -661498.079560 + Penalty 4861.949751 = -656636.129810 nChanged 7 SP:Iteration 25Q (3975.415280 sec): 3 clusters Score: Raw -661499.051654 + Penalty 4861.949751 = -656637.101904 nChanged 6 SP:Iteration 26Q (3975.486511 sec): 3 clusters Score: Raw -661500.064925 + Penalty 4861.949751 = -656638.115174 nChanged 6 SP:Iteration 27Q (3975.558445 sec): 3 clusters Score: Raw -661501.427418 + Penalty 4861.949751 = -656639.477668 nChanged 6 SP:Iteration 28Q (3975.629897 sec): 3 clusters Score: Raw -661502.458236 + Penalty 4861.949751 = -656640.508485 nChanged 9 SP:Iteration 29Q (3975.706058 sec): 3 clusters Score: Raw -661503.648375 + Penalty 4861.949751 = -656641.698625 nChanged 3 SP:Iteration 30Q (3975.780818 sec): 3 clusters Score: Raw -661504.021852 + Penalty 4861.949751 = -656642.072101 nChanged 2 SP:Iteration 31Q (3975.852804 sec): 3 clusters Score: Raw -661504.360659 + Penalty 4861.949751 = -656642.410908 nChanged 2 SP:Iteration 32Q (3975.930575 sec): 3 clusters Score: Raw -661504.594812 + Penalty 4861.949751 = -656642.645062 nChanged 2 SP:Iteration 33Q (3976.008993 sec): 3 clusters Score: Raw -661504.976921 + Penalty 4861.949751 = -656643.027171 nChanged 4 SP:Iteration 34Q (3976.087753 sec): 3 clusters Score: Raw -661506.166189 + Penalty 4861.949751 = -656644.216439 nChanged 7 SP:Iteration 35Q (3976.166874 sec): 3 clusters Score: Raw -661507.538025 + Penalty 4861.949751 = -656645.588274 nChanged 4 SP:Iteration 36Q (3976.240710 sec): 3 clusters Score: Raw -661507.905427 + Penalty 4861.949751 = -656645.955677 nChanged 3 SP:Iteration 37Q (3976.314258 sec): 3 clusters Score: Raw -661508.267032 + Penalty 4861.949751 = -656646.317282 nChanged 1 SP:Iteration 38Q (3976.388338 sec): 3 clusters Score: Raw -661508.430836 + Penalty 4861.949751 = -656646.481085 nChanged 3 SP:Iteration 39Q (3976.468344 sec): 3 clusters Score: Raw -661508.826170 + Penalty 4861.949751 = -656646.876420 nChanged 1 SP:Iteration 40F (3976.550870 sec): 3 clusters Score: Raw -661508.908269 + Penalty 4861.949751 = -656646.958518 nChanged 0 Score: Raw -11784369.046790 + Penalty 31391.567519 = -11752977.479271 Splitting cluster 6 changes total score from -11737140.252723 to -11752977.479271 So it's getting split into cluster 10. Iteration 20F (3980.955342 sec): 11 clusters Score: Raw -11792797.751660 + Penalty 31391.567519 = -11761406.184141 nChanged 9327 Iteration 21F (3983.097336 sec): 11 clusters Score: Raw -11797781.695124 + Penalty 31391.567519 = -11766390.127605 nChanged 4648 Iteration 22Q (3984.515362 sec): 11 clusters Score: Raw -11799787.098902 + Penalty 31391.567519 = -11768395.531383 nChanged 3202 Iteration 23Q (3985.979223 sec): 11 clusters Score: Raw -11800941.256194 + Penalty 31391.567519 = -11769549.688675 nChanged 2486 Iteration 24Q (3987.297776 sec): 11 clusters Score: Raw -11801778.109063 + Penalty 31391.567519 = -11770386.541545 nChanged 2108 Iteration 25Q (3988.640180 sec): 11 clusters Score: Raw -11802398.792680 + Penalty 31391.567519 = -11771007.225161 nChanged 1871 Iteration 26Q (3990.102111 sec): 11 clusters Score: Raw -11802959.139643 + Penalty 31391.567519 = -11771567.572124 nChanged 1725 Iteration 27Q (3991.432184 sec): 11 clusters Score: Raw -11803427.001967 + Penalty 31391.567519 = -11772035.434449 nChanged 1581 Iteration 28Q (3992.731377 sec): 11 clusters Score: Raw -11803792.112307 + Penalty 31391.567519 = -11772400.544788 nChanged 1410 Iteration 29Q (3994.062391 sec): 11 clusters Score: Raw -11804099.601241 + Penalty 31391.567519 = -11772708.033722 nChanged 1243 Iteration 30Q (3995.339155 sec): 11 clusters Score: Raw -11804351.220540 + Penalty 31391.567519 = -11772959.653021 nChanged 1137 Iteration 31Q (3996.602552 sec): 11 clusters Score: Raw -11804570.634343 + Penalty 31391.567519 = -11773179.066824 nChanged 1043 Iteration 32Q (3997.831552 sec): 11 clusters Score: Raw -11804786.862074 + Penalty 31391.567519 = -11773395.294556 nChanged 931 Iteration 33Q (3999.060152 sec): 11 clusters Score: Raw -11804943.570814 + Penalty 31391.567519 = -11773552.003296 nChanged 799 Iteration 34Q (4000.297968 sec): 11 clusters Score: Raw -11805085.662505 + Penalty 31391.567519 = -11773694.094986 nChanged 729 Iteration 35Q (4001.523089 sec): 11 clusters Score: Raw -11805206.472968 + Penalty 31391.567519 = -11773814.905450 nChanged 736 Iteration 36Q (4002.747510 sec): 11 clusters Score: Raw -11805326.930731 + Penalty 31391.567519 = -11773935.363212 nChanged 669 Iteration 37Q (4003.976883 sec): 11 clusters Score: Raw -11805442.713778 + Penalty 31391.567519 = -11774051.146259 nChanged 653 Iteration 38Q (4005.199665 sec): 11 clusters Score: Raw -11805549.391523 + Penalty 31391.567519 = -11774157.824004 nChanged 615 Iteration 39Q (4006.423910 sec): 11 clusters Score: Raw -11805635.593097 + Penalty 31391.567519 = -11774244.025578 nChanged 546 Iteration 40F (4008.134981 sec): 11 clusters Score: Raw -11805882.216405 + Penalty 31391.567519 = -11774490.648886 nChanged 567 Iteration 41Q (4009.406295 sec): 11 clusters Score: Raw -11806118.939668 + Penalty 31391.567519 = -11774727.372149 nChanged 609 Iteration 42Q (4010.634060 sec): 11 clusters Score: Raw -11806317.677328 + Penalty 31391.567519 = -11774926.109809 nChanged 585 Iteration 43Q (4011.858348 sec): 11 clusters Score: Raw -11806477.728620 + Penalty 31391.567519 = -11775086.161102 nChanged 561 Iteration 44Q (4013.052573 sec): 11 clusters Score: Raw -11806599.380041 + Penalty 31391.567519 = -11775207.812522 nChanged 527 Iteration 45Q (4014.338725 sec): 11 clusters Score: Raw -11806703.294114 + Penalty 31391.567519 = -11775311.726596 nChanged 502 Iteration 46Q (4015.648053 sec): 11 clusters Score: Raw -11806783.181901 + Penalty 31391.567519 = -11775391.614382 nChanged 486 Iteration 47Q (4016.989158 sec): 11 clusters Score: Raw -11806850.137275 + Penalty 31391.567519 = -11775458.569756 nChanged 452 Iteration 48Q (4018.435206 sec): 11 clusters Score: Raw -11806909.318826 + Penalty 31391.567519 = -11775517.751307 nChanged 414 Iteration 49Q (4019.864030 sec): 11 clusters Score: Raw -11806960.880722 + Penalty 31391.567519 = -11775569.313203 nChanged 384 Iteration 50Q (4021.217421 sec): 11 clusters Score: Raw -11807004.712394 + Penalty 31391.567519 = -11775613.144875 nChanged 326 Iteration 51Q (4022.493051 sec): 11 clusters Score: Raw -11807041.001224 + Penalty 31391.567519 = -11775649.433706 nChanged 321 Iteration 52Q (4023.869238 sec): 11 clusters Score: Raw -11807073.148408 + Penalty 31391.567519 = -11775681.580889 nChanged 306 Iteration 53Q (4025.131263 sec): 11 clusters Score: Raw -11807097.314660 + Penalty 31391.567519 = -11775705.747141 nChanged 283 Iteration 54Q (4026.378642 sec): 11 clusters Score: Raw -11807120.286593 + Penalty 31391.567519 = -11775728.719074 nChanged 249 Iteration 55Q (4027.613430 sec): 11 clusters Score: Raw -11807139.852125 + Penalty 31391.567519 = -11775748.284606 nChanged 232 Iteration 56Q (4028.804429 sec): 11 clusters Score: Raw -11807155.994559 + Penalty 31391.567519 = -11775764.427040 nChanged 199 Iteration 57Q (4030.026783 sec): 11 clusters Score: Raw -11807171.527355 + Penalty 31391.567519 = -11775779.959836 nChanged 207 Iteration 58Q (4031.363338 sec): 11 clusters Score: Raw -11807187.129360 + Penalty 31391.567519 = -11775795.561841 nChanged 188 Writing temp clu file Because OldScore, -11775779.959836, is greater than current (better) Score,-11775795.561841 Compute initial score before splitting: Score: Raw -11807187.129360 + Penalty 31391.567519 = -11775795.561841 Trying to split cluster 1 (5431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4031.523639 sec): 2 clusters Score: Raw -394815.785933 + Penalty 2270.367939 = -392545.417994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4031.680427 sec): 3 clusters Score: Raw -392262.005217 + Penalty 4540.735879 = -387721.269339 nChanged 2041 SP:Iteration 1F (4031.798219 sec): 3 clusters Score: Raw -393776.987389 + Penalty 4540.735879 = -389236.251511 nChanged 536 SP:Iteration 2F (4031.909961 sec): 3 clusters Score: Raw -394481.872043 + Penalty 4540.735879 = -389941.136164 nChanged 463 SP:Iteration 3F (4032.025912 sec): 3 clusters Score: Raw -395186.776531 + Penalty 4540.735879 = -390646.040652 nChanged 439 SP:Iteration 4F (4032.081954 sec): 3 clusters Score: Raw -395802.774572 + Penalty 4540.735879 = -391262.038693 nChanged 367 SP:Iteration 5F (4032.209043 sec): 3 clusters Score: Raw -396317.286161 + Penalty 4540.735879 = -391776.550283 nChanged 307 SP:Iteration 6F (4032.270660 sec): 3 clusters Score: Raw -396659.716454 + Penalty 4540.735879 = -392118.980576 nChanged 238 SP:Iteration 7Q (4032.321322 sec): 3 clusters Score: Raw -396889.249392 + Penalty 4540.735879 = -392348.513513 nChanged 172 SP:Iteration 8Q (4032.360008 sec): 3 clusters Score: Raw -397019.632517 + Penalty 4540.735879 = -392478.896638 nChanged 106 SP:Iteration 9Q (4032.398620 sec): 3 clusters Score: Raw -397088.302010 + Penalty 4540.735879 = -392547.566132 nChanged 81 SP:Iteration 10Q (4032.436988 sec): 3 clusters Score: Raw -397142.025789 + Penalty 4540.735879 = -392601.289911 nChanged 61 SP:Iteration 11Q (4032.489598 sec): 3 clusters Score: Raw -397176.562735 + Penalty 4540.735879 = -392635.826856 nChanged 56 SP:Iteration 12Q (4032.544047 sec): 3 clusters Score: Raw -397200.304936 + Penalty 4540.735879 = -392659.569057 nChanged 46 SP:Iteration 13Q (4032.598405 sec): 3 clusters Score: Raw -397219.241317 + Penalty 4540.735879 = -392678.505438 nChanged 26 SP:Iteration 14Q (4032.646081 sec): 3 clusters Score: Raw -397229.761659 + Penalty 4540.735879 = -392689.025781 nChanged 20 SP:Iteration 15Q (4032.685310 sec): 3 clusters Score: Raw -397236.612773 + Penalty 4540.735879 = -392695.876894 nChanged 18 SP:Iteration 16Q (4032.724256 sec): 3 clusters Score: Raw -397242.849130 + Penalty 4540.735879 = -392702.113252 nChanged 13 SP:Iteration 17Q (4032.763221 sec): 3 clusters Score: Raw -397247.472041 + Penalty 4540.735879 = -392706.736162 nChanged 12 SP:Iteration 18Q (4032.812855 sec): 3 clusters Score: Raw -397254.349478 + Penalty 4540.735879 = -392713.613599 nChanged 14 SP:Iteration 19Q (4032.865446 sec): 3 clusters Score: Raw -397262.533208 + Penalty 4540.735879 = -392721.797330 nChanged 18 SP:Iteration 20F (4032.984164 sec): 3 clusters Score: Raw -397269.493410 + Penalty 4540.735879 = -392728.757532 nChanged 10 SP:Iteration 21Q (4033.114117 sec): 3 clusters Score: Raw -397273.907641 + Penalty 4540.735879 = -392733.171763 nChanged 17 SP:Iteration 22Q (4033.200091 sec): 3 clusters Score: Raw -397281.110589 + Penalty 4540.735879 = -392740.374711 nChanged 17 SP:Iteration 23Q (4033.311768 sec): 3 clusters Score: Raw -397288.286684 + Penalty 4540.735879 = -392747.550806 nChanged 15 SP:Iteration 24Q (4033.419648 sec): 3 clusters Score: Raw -397295.821468 + Penalty 4540.735879 = -392755.085589 nChanged 8 SP:Iteration 25Q (4033.468484 sec): 3 clusters Score: Raw -397298.175302 + Penalty 4540.735879 = -392757.439423 nChanged 6 SP:Iteration 26Q (4033.518694 sec): 3 clusters Score: Raw -397300.625457 + Penalty 4540.735879 = -392759.889578 nChanged 3 SP:Iteration 27Q (4033.564452 sec): 3 clusters Score: Raw -397301.506209 + Penalty 4540.735879 = -392760.770331 nChanged 1 SP:Iteration 28Q (4033.605736 sec): 3 clusters Score: Raw -397302.327484 + Penalty 4540.735879 = -392761.591605 nChanged 2 SP:Iteration 29Q (4033.647147 sec): 3 clusters Score: Raw -397303.007668 + Penalty 4540.735879 = -392762.271790 nChanged 2 SP:Iteration 30Q (4033.688231 sec): 3 clusters Score: Raw -397303.239288 + Penalty 4540.735879 = -392762.503409 nChanged 0 SP:Iteration 31F (4033.740343 sec): 3 clusters Score: Raw -397303.239288 + Penalty 4540.735879 = -392762.503409 nChanged 0 Score: Raw -11809685.261685 + Penalty 34530.724271 = -11775154.537415 Splitting cluster 1 changes total score from -11775795.561841 to -11775154.537415 So it's not getting split. Trying to split cluster 2 (17709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4035.903837 sec): 2 clusters Score: Raw -1360528.571589 + Penalty 2582.402662 = -1357946.168927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4036.030243 sec): 3 clusters Score: Raw -1350477.164518 + Penalty 5164.805323 = -1345312.359195 nChanged 7718 SP:Iteration 1F (4036.159283 sec): 3 clusters Score: Raw -1355009.928651 + Penalty 5164.805323 = -1349845.123328 nChanged 1403 SP:Iteration 2F (4036.264513 sec): 3 clusters Score: Raw -1356112.777857 + Penalty 5164.805323 = -1350947.972534 nChanged 1377 SP:Iteration 3F (4036.379166 sec): 3 clusters Score: Raw -1357316.898235 + Penalty 5164.805323 = -1352152.092912 nChanged 1401 SP:Iteration 4F (4036.470624 sec): 3 clusters Score: Raw -1358628.639582 + Penalty 5164.805323 = -1353463.834259 nChanged 1341 SP:Iteration 5F (4036.568556 sec): 3 clusters Score: Raw -1359961.804640 + Penalty 5164.805323 = -1354796.999316 nChanged 1196 SP:Iteration 6F (4036.674872 sec): 3 clusters Score: Raw -1360959.214879 + Penalty 5164.805323 = -1355794.409556 nChanged 936 SP:Iteration 7F (4036.792333 sec): 3 clusters Score: Raw -1361589.023333 + Penalty 5164.805323 = -1356424.218009 nChanged 647 SP:Iteration 8Q (4036.894107 sec): 3 clusters Score: Raw -1361923.591563 + Penalty 5164.805323 = -1356758.786240 nChanged 453 SP:Iteration 9Q (4037.016263 sec): 3 clusters Score: Raw -1362104.748147 + Penalty 5164.805323 = -1356939.942824 nChanged 368 SP:Iteration 10Q (4037.110557 sec): 3 clusters Score: Raw -1362231.242967 + Penalty 5164.805323 = -1357066.437643 nChanged 275 SP:Iteration 11Q (4037.208770 sec): 3 clusters Score: Raw -1362315.713005 + Penalty 5164.805323 = -1357150.907682 nChanged 227 SP:Iteration 12Q (4037.313959 sec): 3 clusters Score: Raw -1362381.374622 + Penalty 5164.805323 = -1357216.569299 nChanged 205 SP:Iteration 13Q (4037.428957 sec): 3 clusters Score: Raw -1362444.132865 + Penalty 5164.805323 = -1357279.327542 nChanged 179 SP:Iteration 14Q (4037.535926 sec): 3 clusters Score: Raw -1362496.165130 + Penalty 5164.805323 = -1357331.359807 nChanged 192 SP:Iteration 15Q (4037.635590 sec): 3 clusters Score: Raw -1362551.957273 + Penalty 5164.805323 = -1357387.151949 nChanged 169 SP:Iteration 16Q (4037.835666 sec): 3 clusters Score: Raw -1362598.098511 + Penalty 5164.805323 = -1357433.293187 nChanged 156 SP:Iteration 17Q (4038.073102 sec): 3 clusters Score: Raw -1362635.305464 + Penalty 5164.805323 = -1357470.500141 nChanged 132 SP:Iteration 18Q (4038.196664 sec): 3 clusters Score: Raw -1362668.422092 + Penalty 5164.805323 = -1357503.616768 nChanged 136 SP:Iteration 19Q (4038.338818 sec): 3 clusters Score: Raw -1362702.830501 + Penalty 5164.805323 = -1357538.025178 nChanged 136 SP:Iteration 20F (4038.484460 sec): 3 clusters Score: Raw -1362736.164032 + Penalty 5164.805323 = -1357571.358708 nChanged 134 SP:Iteration 21Q (4038.575903 sec): 3 clusters Score: Raw -1362768.352739 + Penalty 5164.805323 = -1357603.547416 nChanged 125 SP:Iteration 22Q (4038.667262 sec): 3 clusters Score: Raw -1362798.675224 + Penalty 5164.805323 = -1357633.869901 nChanged 125 SP:Iteration 23Q (4038.784228 sec): 3 clusters Score: Raw -1362835.762892 + Penalty 5164.805323 = -1357670.957568 nChanged 128 SP:Iteration 24Q (4038.882671 sec): 3 clusters Score: Raw -1362873.990114 + Penalty 5164.805323 = -1357709.184791 nChanged 147 SP:Iteration 25Q (4038.981637 sec): 3 clusters Score: Raw -1362915.334619 + Penalty 5164.805323 = -1357750.529296 nChanged 145 SP:Iteration 26Q (4039.080237 sec): 3 clusters Score: Raw -1362956.474687 + Penalty 5164.805323 = -1357791.669364 nChanged 133 SP:Iteration 27Q (4039.181482 sec): 3 clusters Score: Raw -1362992.312654 + Penalty 5164.805323 = -1357827.507331 nChanged 120 SP:Iteration 28Q (4039.293910 sec): 3 clusters Score: Raw -1363024.483663 + Penalty 5164.805323 = -1357859.678340 nChanged 117 SP:Iteration 29Q (4039.398102 sec): 3 clusters Score: Raw -1363050.268411 + Penalty 5164.805323 = -1357885.463087 nChanged 112 SP:Iteration 30Q (4039.495967 sec): 3 clusters Score: Raw -1363073.724351 + Penalty 5164.805323 = -1357908.919027 nChanged 112 SP:Iteration 31Q (4039.593446 sec): 3 clusters Score: Raw -1363102.527472 + Penalty 5164.805323 = -1357937.722148 nChanged 120 SP:Iteration 32Q (4039.693829 sec): 3 clusters Score: Raw -1363129.865024 + Penalty 5164.805323 = -1357965.059701 nChanged 106 SP:Iteration 33Q (4039.805622 sec): 3 clusters Score: Raw -1363153.507341 + Penalty 5164.805323 = -1357988.702017 nChanged 80 SP:Iteration 34Q (4039.909057 sec): 3 clusters Score: Raw -1363172.369924 + Penalty 5164.805323 = -1358007.564601 nChanged 86 SP:Iteration 35Q (4040.005938 sec): 3 clusters Score: Raw -1363189.447442 + Penalty 5164.805323 = -1358024.642119 nChanged 61 SP:Iteration 36Q (4040.102606 sec): 3 clusters Score: Raw -1363201.595777 + Penalty 5164.805323 = -1358036.790454 nChanged 55 SP:Iteration 37Q (4040.200741 sec): 3 clusters Score: Raw -1363211.505146 + Penalty 5164.805323 = -1358046.699823 nChanged 48 SP:Iteration 38Q (4040.312136 sec): 3 clusters Score: Raw -1363220.883029 + Penalty 5164.805323 = -1358056.077706 nChanged 53 SP:Iteration 39Q (4040.414983 sec): 3 clusters Score: Raw -1363229.985619 + Penalty 5164.805323 = -1358065.180296 nChanged 42 SP:Iteration 40F (4040.512565 sec): 3 clusters Score: Raw -1363236.573018 + Penalty 5164.805323 = -1358071.767695 nChanged 41 SP:Iteration 41Q (4040.610052 sec): 3 clusters Score: Raw -1363243.757210 + Penalty 5164.805323 = -1358078.951886 nChanged 46 SP:Iteration 42Q (4040.706557 sec): 3 clusters Score: Raw -1363253.592770 + Penalty 5164.805323 = -1358088.787446 nChanged 55 SP:Iteration 43Q (4040.819052 sec): 3 clusters Score: Raw -1363265.503204 + Penalty 5164.805323 = -1358100.697881 nChanged 56 SP:Iteration 44Q (4040.922140 sec): 3 clusters Score: Raw -1363276.966158 + Penalty 5164.805323 = -1358112.160834 nChanged 48 SP:Iteration 45Q (4041.018899 sec): 3 clusters Score: Raw -1363285.281851 + Penalty 5164.805323 = -1358120.476528 nChanged 51 SP:Iteration 46Q (4041.120230 sec): 3 clusters Score: Raw -1363295.260361 + Penalty 5164.805323 = -1358130.455038 nChanged 44 SP:Iteration 47Q (4041.323783 sec): 3 clusters Score: Raw -1363303.520083 + Penalty 5164.805323 = -1358138.714760 nChanged 44 SP:Iteration 48Q (4041.484629 sec): 3 clusters Score: Raw -1363310.971786 + Penalty 5164.805323 = -1358146.166462 nChanged 39 SP:Iteration 49Q (4041.568672 sec): 3 clusters Score: Raw -1363318.828786 + Penalty 5164.805323 = -1358154.023463 nChanged 38 SP:Iteration 50Q (4041.663489 sec): 3 clusters Score: Raw -1363325.777595 + Penalty 5164.805323 = -1358160.972271 nChanged 33 SP:Iteration 51Q (4041.777079 sec): 3 clusters Score: Raw -1363331.034609 + Penalty 5164.805323 = -1358166.229286 nChanged 24 SP:Iteration 52Q (4041.892085 sec): 3 clusters Score: Raw -1363334.256241 + Penalty 5164.805323 = -1358169.450918 nChanged 25 SP:Iteration 53Q (4041.985439 sec): 3 clusters Score: Raw -1363338.564455 + Penalty 5164.805323 = -1358173.759132 nChanged 28 SP:Iteration 54Q (4042.100271 sec): 3 clusters Score: Raw -1363344.452339 + Penalty 5164.805323 = -1358179.647016 nChanged 27 SP:Iteration 55Q (4042.195173 sec): 3 clusters Score: Raw -1363348.520617 + Penalty 5164.805323 = -1358183.715294 nChanged 17 SP:Iteration 56Q (4042.290312 sec): 3 clusters Score: Raw -1363350.830416 + Penalty 5164.805323 = -1358186.025092 nChanged 10 SP:Iteration 57Q (4042.404871 sec): 3 clusters Score: Raw -1363352.414503 + Penalty 5164.805323 = -1358187.609180 nChanged 11 SP:Iteration 58Q (4042.500459 sec): 3 clusters Score: Raw -1363353.687547 + Penalty 5164.805323 = -1358188.882224 nChanged 4 SP:Iteration 59Q (4042.615529 sec): 3 clusters Score: Raw -1363354.153862 + Penalty 5164.805323 = -1358189.348538 nChanged 4 SP:Iteration 60F (4042.710700 sec): 3 clusters Score: Raw -1363354.647715 + Penalty 5164.805323 = -1358189.842392 nChanged 5 SP:Iteration 61Q (4042.804965 sec): 3 clusters Score: Raw -1363355.058973 + Penalty 5164.805323 = -1358190.253650 nChanged 3 SP:Iteration 62Q (4042.919801 sec): 3 clusters Score: Raw -1363355.266920 + Penalty 5164.805323 = -1358190.461597 nChanged 1 SP:Iteration 63Q (4043.060723 sec): 3 clusters Score: Raw -1363355.336824 + Penalty 5164.805323 = -1358190.531500 nChanged 2 SP:Iteration 64Q (4043.165953 sec): 3 clusters Score: Raw -1363355.781052 + Penalty 5164.805323 = -1358190.975729 nChanged 3 SP:Iteration 65Q (4043.249358 sec): 3 clusters Score: Raw -1363355.995446 + Penalty 5164.805323 = -1358191.190122 nChanged 2 SP:Iteration 66Q (4043.350601 sec): 3 clusters Score: Raw -1363356.184691 + Penalty 5164.805323 = -1358191.379368 nChanged 3 SP:Iteration 67Q (4043.464870 sec): 3 clusters Score: Raw -1363356.509274 + Penalty 5164.805323 = -1358191.703951 nChanged 4 SP:Iteration 68Q (4043.561093 sec): 3 clusters Score: Raw -1363357.000775 + Penalty 5164.805323 = -1358192.195452 nChanged 2 SP:Iteration 69Q (4043.653731 sec): 3 clusters Score: Raw -1363357.343244 + Penalty 5164.805323 = -1358192.537920 nChanged 3 SP:Iteration 70Q (4043.762372 sec): 3 clusters Score: Raw -1363357.773321 + Penalty 5164.805323 = -1358192.967998 nChanged 3 SP:Iteration 71Q (4043.864778 sec): 3 clusters Score: Raw -1363358.214440 + Penalty 5164.805323 = -1358193.409117 nChanged 3 SP:Iteration 72Q (4043.959436 sec): 3 clusters Score: Raw -1363358.605410 + Penalty 5164.805323 = -1358193.800086 nChanged 7 SP:Iteration 73Q (4044.055143 sec): 3 clusters Score: Raw -1363359.706727 + Penalty 5164.805323 = -1358194.901403 nChanged 9 SP:Iteration 74Q (4044.153582 sec): 3 clusters Score: Raw -1363361.281784 + Penalty 5164.805323 = -1358196.476461 nChanged 10 SP:Iteration 75Q (4044.263162 sec): 3 clusters Score: Raw -1363362.361583 + Penalty 5164.805323 = -1358197.556260 nChanged 7 SP:Iteration 76Q (4044.367471 sec): 3 clusters Score: Raw -1363363.452268 + Penalty 5164.805323 = -1358198.646945 nChanged 9 SP:Iteration 77Q (4044.463231 sec): 3 clusters Score: Raw -1363364.349052 + Penalty 5164.805323 = -1358199.543729 nChanged 6 SP:Iteration 78Q (4044.666621 sec): 3 clusters Score: Raw -1363365.387322 + Penalty 5164.805323 = -1358200.581999 nChanged 8 SP:Iteration 79Q (4044.853643 sec): 3 clusters Score: Raw -1363366.431749 + Penalty 5164.805323 = -1358201.626426 nChanged 8 SP:Iteration 80F (4044.995907 sec): 3 clusters Score: Raw -1363367.879891 + Penalty 5164.805323 = -1358203.074567 nChanged 8 SP:Iteration 81Q (4045.097359 sec): 3 clusters Score: Raw -1363369.318947 + Penalty 5164.805323 = -1358204.513623 nChanged 8 SP:Iteration 82Q (4045.192526 sec): 3 clusters Score: Raw -1363370.789476 + Penalty 5164.805323 = -1358205.984152 nChanged 11 SP:Iteration 83Q (4045.304604 sec): 3 clusters Score: Raw -1363372.361060 + Penalty 5164.805323 = -1358207.555737 nChanged 8 SP:Iteration 84Q (4045.414839 sec): 3 clusters Score: Raw -1363373.408657 + Penalty 5164.805323 = -1358208.603334 nChanged 5 SP:Iteration 85Q (4045.509704 sec): 3 clusters Score: Raw -1363374.232724 + Penalty 5164.805323 = -1358209.427401 nChanged 8 SP:Iteration 86Q (4045.603032 sec): 3 clusters Score: Raw -1363375.279580 + Penalty 5164.805323 = -1358210.474257 nChanged 13 SP:Iteration 87Q (4045.700217 sec): 3 clusters Score: Raw -1363376.982336 + Penalty 5164.805323 = -1358212.177013 nChanged 5 SP:Iteration 88Q (4045.810356 sec): 3 clusters Score: Raw -1363377.477746 + Penalty 5164.805323 = -1358212.672423 nChanged 3 SP:Iteration 89Q (4045.911721 sec): 3 clusters Score: Raw -1363377.763207 + Penalty 5164.805323 = -1358212.957883 nChanged 2 SP:Iteration 90Q (4046.007307 sec): 3 clusters Score: Raw -1363377.927357 + Penalty 5164.805323 = -1358213.122034 nChanged 0 SP:Iteration 91F (4046.165397 sec): 3 clusters Score: Raw -1363377.927357 + Penalty 5164.805323 = -1358213.122034 nChanged 0 Score: Raw -11810047.164098 + Penalty 34530.724271 = -11775516.439827 Splitting cluster 2 changes total score from -11775795.561841 to -11775516.439827 So it's not getting split. Trying to split cluster 3 (8008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4048.438730 sec): 2 clusters Score: Raw -671239.177302 + Penalty 2372.883829 = -668866.293473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4048.517841 sec): 3 clusters Score: Raw -667075.706038 + Penalty 4745.767657 = -662329.938380 nChanged 3248 SP:Iteration 1F (4048.636156 sec): 3 clusters Score: Raw -668956.900883 + Penalty 4745.767657 = -664211.133226 nChanged 627 SP:Iteration 2F (4048.689716 sec): 3 clusters Score: Raw -669360.435896 + Penalty 4745.767657 = -664614.668238 nChanged 494 SP:Iteration 3F (4048.742743 sec): 3 clusters Score: Raw -669688.633141 + Penalty 4745.767657 = -664942.865483 nChanged 431 SP:Iteration 4F (4048.795667 sec): 3 clusters Score: Raw -669977.347076 + Penalty 4745.767657 = -665231.579419 nChanged 411 SP:Iteration 5F (4048.852005 sec): 3 clusters Score: Raw -670277.473618 + Penalty 4745.767657 = -665531.705961 nChanged 398 SP:Iteration 6Q (4048.917218 sec): 3 clusters Score: Raw -670588.134261 + Penalty 4745.767657 = -665842.366603 nChanged 396 SP:Iteration 7Q (4048.986203 sec): 3 clusters Score: Raw -670896.470676 + Penalty 4745.767657 = -666150.703018 nChanged 371 SP:Iteration 8Q (4049.052761 sec): 3 clusters Score: Raw -671155.950546 + Penalty 4745.767657 = -666410.182889 nChanged 317 SP:Iteration 9Q (4049.109241 sec): 3 clusters Score: Raw -671357.188179 + Penalty 4745.767657 = -666611.420521 nChanged 248 SP:Iteration 10Q (4049.166129 sec): 3 clusters Score: Raw -671495.020203 + Penalty 4745.767657 = -666749.252545 nChanged 192 SP:Iteration 11Q (4049.223652 sec): 3 clusters Score: Raw -671597.660314 + Penalty 4745.767657 = -666851.892656 nChanged 178 SP:Iteration 12Q (4049.282388 sec): 3 clusters Score: Raw -671678.008093 + Penalty 4745.767657 = -666932.240436 nChanged 118 SP:Iteration 13Q (4049.340934 sec): 3 clusters Score: Raw -671720.533615 + Penalty 4745.767657 = -666974.765958 nChanged 86 SP:Iteration 14Q (4049.468424 sec): 3 clusters Score: Raw -671755.981584 + Penalty 4745.767657 = -667010.213927 nChanged 81 SP:Iteration 15Q (4049.595912 sec): 3 clusters Score: Raw -671791.338075 + Penalty 4745.767657 = -667045.570418 nChanged 80 SP:Iteration 16Q (4049.716480 sec): 3 clusters Score: Raw -671833.560089 + Penalty 4745.767657 = -667087.792431 nChanged 91 SP:Iteration 17Q (4049.779225 sec): 3 clusters Score: Raw -671880.554421 + Penalty 4745.767657 = -667134.786763 nChanged 83 SP:Iteration 18Q (4049.841254 sec): 3 clusters Score: Raw -671913.005279 + Penalty 4745.767657 = -667167.237621 nChanged 73 SP:Iteration 19Q (4049.902591 sec): 3 clusters Score: Raw -671939.331476 + Penalty 4745.767657 = -667193.563819 nChanged 68 SP:Iteration 20F (4049.965780 sec): 3 clusters Score: Raw -671963.455490 + Penalty 4745.767657 = -667217.687833 nChanged 64 SP:Iteration 21Q (4050.030956 sec): 3 clusters Score: Raw -671982.779778 + Penalty 4745.767657 = -667237.012121 nChanged 47 SP:Iteration 22Q (4050.098390 sec): 3 clusters Score: Raw -671996.906014 + Penalty 4745.767657 = -667251.138356 nChanged 54 SP:Iteration 23Q (4050.167642 sec): 3 clusters Score: Raw -672012.905008 + Penalty 4745.767657 = -667267.137350 nChanged 53 SP:Iteration 24Q (4050.233699 sec): 3 clusters Score: Raw -672027.563293 + Penalty 4745.767657 = -667281.795635 nChanged 35 SP:Iteration 25Q (4050.299332 sec): 3 clusters Score: Raw -672034.486386 + Penalty 4745.767657 = -667288.718729 nChanged 36 SP:Iteration 26Q (4050.375660 sec): 3 clusters Score: Raw -672043.071274 + Penalty 4745.767657 = -667297.303617 nChanged 33 SP:Iteration 27Q (4050.450642 sec): 3 clusters Score: Raw -672052.231270 + Penalty 4745.767657 = -667306.463612 nChanged 37 SP:Iteration 28Q (4050.511197 sec): 3 clusters Score: Raw -672061.915869 + Penalty 4745.767657 = -667316.148211 nChanged 36 SP:Iteration 29Q (4050.571920 sec): 3 clusters Score: Raw -672069.926879 + Penalty 4745.767657 = -667324.159222 nChanged 21 SP:Iteration 30Q (4050.639616 sec): 3 clusters Score: Raw -672074.944985 + Penalty 4745.767657 = -667329.177328 nChanged 17 SP:Iteration 31Q (4050.708090 sec): 3 clusters Score: Raw -672078.807832 + Penalty 4745.767657 = -667333.040174 nChanged 15 SP:Iteration 32Q (4050.772387 sec): 3 clusters Score: Raw -672082.095693 + Penalty 4745.767657 = -667336.328035 nChanged 12 SP:Iteration 33Q (4050.835528 sec): 3 clusters Score: Raw -672085.648639 + Penalty 4745.767657 = -667339.880981 nChanged 15 SP:Iteration 34Q (4050.901112 sec): 3 clusters Score: Raw -672088.988562 + Penalty 4745.767657 = -667343.220904 nChanged 14 SP:Iteration 35Q (4050.967974 sec): 3 clusters Score: Raw -672092.901431 + Penalty 4745.767657 = -667347.133773 nChanged 21 SP:Iteration 36Q (4051.034511 sec): 3 clusters Score: Raw -672098.444808 + Penalty 4745.767657 = -667352.677150 nChanged 14 SP:Iteration 37Q (4051.101346 sec): 3 clusters Score: Raw -672103.138929 + Penalty 4745.767657 = -667357.371271 nChanged 17 SP:Iteration 38Q (4051.167976 sec): 3 clusters Score: Raw -672107.435979 + Penalty 4745.767657 = -667361.668321 nChanged 21 SP:Iteration 39Q (4051.235159 sec): 3 clusters Score: Raw -672112.788571 + Penalty 4745.767657 = -667367.020914 nChanged 18 SP:Iteration 40F (4051.301341 sec): 3 clusters Score: Raw -672116.824637 + Penalty 4745.767657 = -667371.056980 nChanged 21 SP:Iteration 41Q (4051.367054 sec): 3 clusters Score: Raw -672122.392029 + Penalty 4745.767657 = -667376.624372 nChanged 32 SP:Iteration 42Q (4051.435207 sec): 3 clusters Score: Raw -672130.827576 + Penalty 4745.767657 = -667385.059918 nChanged 31 SP:Iteration 43Q (4051.509571 sec): 3 clusters Score: Raw -672138.857172 + Penalty 4745.767657 = -667393.089514 nChanged 34 SP:Iteration 44Q (4051.581818 sec): 3 clusters Score: Raw -672148.055347 + Penalty 4745.767657 = -667402.287690 nChanged 29 SP:Iteration 45Q (4051.642985 sec): 3 clusters Score: Raw -672156.104981 + Penalty 4745.767657 = -667410.337323 nChanged 26 SP:Iteration 46Q (4051.819924 sec): 3 clusters Score: Raw -672162.072080 + Penalty 4745.767657 = -667416.304423 nChanged 23 SP:Iteration 47Q (4051.922144 sec): 3 clusters Score: Raw -672167.162363 + Penalty 4745.767657 = -667421.394706 nChanged 15 SP:Iteration 48Q (4052.115950 sec): 3 clusters Score: Raw -672171.021767 + Penalty 4745.767657 = -667425.254110 nChanged 22 SP:Iteration 49Q (4052.220649 sec): 3 clusters Score: Raw -672177.223754 + Penalty 4745.767657 = -667431.456097 nChanged 22 SP:Iteration 50Q (4052.304651 sec): 3 clusters Score: Raw -672183.549574 + Penalty 4745.767657 = -667437.781916 nChanged 18 SP:Iteration 51Q (4052.369240 sec): 3 clusters Score: Raw -672186.924039 + Penalty 4745.767657 = -667441.156381 nChanged 9 SP:Iteration 52Q (4052.424898 sec): 3 clusters Score: Raw -672188.241708 + Penalty 4745.767657 = -667442.474050 nChanged 6 SP:Iteration 53Q (4052.485679 sec): 3 clusters Score: Raw -672189.197299 + Penalty 4745.767657 = -667443.429641 nChanged 4 SP:Iteration 54Q (4052.557683 sec): 3 clusters Score: Raw -672189.716019 + Penalty 4745.767657 = -667443.948361 nChanged 2 SP:Iteration 55Q (4052.628434 sec): 3 clusters Score: Raw -672190.032898 + Penalty 4745.767657 = -667444.265241 nChanged 1 SP:Iteration 56Q (4052.697130 sec): 3 clusters Score: Raw -672190.209596 + Penalty 4745.767657 = -667444.441939 nChanged 1 SP:Iteration 57Q (4052.764615 sec): 3 clusters Score: Raw -672190.425537 + Penalty 4745.767657 = -667444.657879 nChanged 3 SP:Iteration 58Q (4052.829184 sec): 3 clusters Score: Raw -672191.216954 + Penalty 4745.767657 = -667445.449297 nChanged 1 SP:Iteration 59Q (4052.893043 sec): 3 clusters Score: Raw -672191.524955 + Penalty 4745.767657 = -667445.757297 nChanged 2 SP:Iteration 60F (4052.958841 sec): 3 clusters Score: Raw -672192.156641 + Penalty 4745.767657 = -667446.388984 nChanged 5 SP:Iteration 61Q (4053.026175 sec): 3 clusters Score: Raw -672193.220415 + Penalty 4745.767657 = -667447.452758 nChanged 5 SP:Iteration 62Q (4053.092927 sec): 3 clusters Score: Raw -672194.057030 + Penalty 4745.767657 = -667448.289373 nChanged 8 SP:Iteration 63Q (4053.161021 sec): 3 clusters Score: Raw -672196.101083 + Penalty 4745.767657 = -667450.333426 nChanged 10 SP:Iteration 64Q (4053.236525 sec): 3 clusters Score: Raw -672198.429889 + Penalty 4745.767657 = -667452.662231 nChanged 11 SP:Iteration 65Q (4053.310581 sec): 3 clusters Score: Raw -672201.572100 + Penalty 4745.767657 = -667455.804443 nChanged 14 SP:Iteration 66Q (4053.373903 sec): 3 clusters Score: Raw -672206.123843 + Penalty 4745.767657 = -667460.356186 nChanged 12 SP:Iteration 67Q (4053.438129 sec): 3 clusters Score: Raw -672209.022177 + Penalty 4745.767657 = -667463.254519 nChanged 14 SP:Iteration 68Q (4053.509052 sec): 3 clusters Score: Raw -672212.184489 + Penalty 4745.767657 = -667466.416832 nChanged 13 SP:Iteration 69Q (4053.579817 sec): 3 clusters Score: Raw -672214.761146 + Penalty 4745.767657 = -667468.993489 nChanged 7 SP:Iteration 70Q (4053.646621 sec): 3 clusters Score: Raw -672216.357832 + Penalty 4745.767657 = -667470.590174 nChanged 5 SP:Iteration 71Q (4053.713213 sec): 3 clusters Score: Raw -672217.172741 + Penalty 4745.767657 = -667471.405083 nChanged 3 SP:Iteration 72Q (4053.782775 sec): 3 clusters Score: Raw -672217.441464 + Penalty 4745.767657 = -667471.673807 nChanged 3 SP:Iteration 73Q (4053.853446 sec): 3 clusters Score: Raw -672217.787315 + Penalty 4745.767657 = -667472.019657 nChanged 4 SP:Iteration 74Q (4053.923085 sec): 3 clusters Score: Raw -672218.306432 + Penalty 4745.767657 = -667472.538775 nChanged 6 SP:Iteration 75Q (4053.992578 sec): 3 clusters Score: Raw -672219.132658 + Penalty 4745.767657 = -667473.365000 nChanged 3 SP:Iteration 76Q (4054.061628 sec): 3 clusters Score: Raw -672219.913071 + Penalty 4745.767657 = -667474.145413 nChanged 4 SP:Iteration 77Q (4054.130062 sec): 3 clusters Score: Raw -672220.912154 + Penalty 4745.767657 = -667475.144497 nChanged 5 SP:Iteration 78Q (4054.316343 sec): 3 clusters Score: Raw -672221.782018 + Penalty 4745.767657 = -667476.014361 nChanged 6 SP:Iteration 79Q (4054.464983 sec): 3 clusters Score: Raw -672223.009223 + Penalty 4745.767657 = -667477.241566 nChanged 10 SP:Iteration 80F (4054.626302 sec): 3 clusters Score: Raw -672224.777204 + Penalty 4745.767657 = -667479.009546 nChanged 8 SP:Iteration 81Q (4054.777800 sec): 3 clusters Score: Raw -672226.113793 + Penalty 4745.767657 = -667480.346136 nChanged 6 SP:Iteration 82Q (4054.839428 sec): 3 clusters Score: Raw -672227.576431 + Penalty 4745.767657 = -667481.808773 nChanged 7 SP:Iteration 83Q (4054.898481 sec): 3 clusters Score: Raw -672229.009173 + Penalty 4745.767657 = -667483.241516 nChanged 7 SP:Iteration 84Q (4055.005236 sec): 3 clusters Score: Raw -672230.142624 + Penalty 4745.767657 = -667484.374966 nChanged 6 SP:Iteration 85Q (4055.112296 sec): 3 clusters Score: Raw -672232.046369 + Penalty 4745.767657 = -667486.278711 nChanged 13 SP:Iteration 86Q (4055.205331 sec): 3 clusters Score: Raw -672235.509048 + Penalty 4745.767657 = -667489.741390 nChanged 11 SP:Iteration 87Q (4055.264290 sec): 3 clusters Score: Raw -672238.402756 + Penalty 4745.767657 = -667492.635099 nChanged 11 SP:Iteration 88Q (4055.406109 sec): 3 clusters Score: Raw -672240.725422 + Penalty 4745.767657 = -667494.957765 nChanged 15 SP:Iteration 89Q (4055.573208 sec): 3 clusters Score: Raw -672243.894822 + Penalty 4745.767657 = -667498.127164 nChanged 14 SP:Iteration 90Q (4055.713699 sec): 3 clusters Score: Raw -672247.147746 + Penalty 4745.767657 = -667501.380089 nChanged 13 SP:Iteration 91Q (4055.855023 sec): 3 clusters Score: Raw -672250.537590 + Penalty 4745.767657 = -667504.769932 nChanged 17 SP:Iteration 92Q (4055.926592 sec): 3 clusters Score: Raw -672254.339359 + Penalty 4745.767657 = -667508.571701 nChanged 17 SP:Iteration 93Q (4055.990940 sec): 3 clusters Score: Raw -672258.661092 + Penalty 4745.767657 = -667512.893434 nChanged 18 SP:Iteration 94Q (4056.053121 sec): 3 clusters Score: Raw -672263.241653 + Penalty 4745.767657 = -667517.473995 nChanged 14 SP:Iteration 95Q (4056.120450 sec): 3 clusters Score: Raw -672266.756598 + Penalty 4745.767657 = -667520.988940 nChanged 15 SP:Iteration 96Q (4056.191262 sec): 3 clusters Score: Raw -672270.579384 + Penalty 4745.767657 = -667524.811726 nChanged 18 SP:Iteration 97Q (4056.261261 sec): 3 clusters Score: Raw -672274.033939 + Penalty 4745.767657 = -667528.266281 nChanged 19 SP:Iteration 98Q (4056.330761 sec): 3 clusters Score: Raw -672278.782931 + Penalty 4745.767657 = -667533.015274 nChanged 18 SP:Iteration 99Q (4056.399669 sec): 3 clusters Score: Raw -672283.587730 + Penalty 4745.767657 = -667537.820072 nChanged 22 SP:Iteration 100F (4056.468928 sec): 3 clusters Score: Raw -672289.217791 + Penalty 4745.767657 = -667543.450134 nChanged 19 SP:Iteration 101Q (4056.537881 sec): 3 clusters Score: Raw -672293.931988 + Penalty 4745.767657 = -667548.164330 nChanged 19 SP:Iteration 102Q (4056.607299 sec): 3 clusters Score: Raw -672298.316177 + Penalty 4745.767657 = -667552.548520 nChanged 17 SP:Iteration 103Q (4056.676351 sec): 3 clusters Score: Raw -672301.778526 + Penalty 4745.767657 = -667556.010869 nChanged 21 SP:Iteration 104Q (4056.744992 sec): 3 clusters Score: Raw -672306.756515 + Penalty 4745.767657 = -667560.988858 nChanged 23 SP:Iteration 105Q (4056.814182 sec): 3 clusters Score: Raw -672311.743619 + Penalty 4745.767657 = -667565.975961 nChanged 18 SP:Iteration 106Q (4056.885884 sec): 3 clusters Score: Raw -672315.411787 + Penalty 4745.767657 = -667569.644130 nChanged 20 SP:Iteration 107Q (4056.978440 sec): 3 clusters Score: Raw -672321.397783 + Penalty 4745.767657 = -667575.630125 nChanged 25 SP:Iteration 108Q (4057.055443 sec): 3 clusters Score: Raw -672328.814075 + Penalty 4745.767657 = -667583.046418 nChanged 29 SP:Iteration 109Q (4057.223073 sec): 3 clusters Score: Raw -672338.475727 + Penalty 4745.767657 = -667592.708070 nChanged 37 SP:Iteration 110Q (4057.397285 sec): 3 clusters Score: Raw -672349.668484 + Penalty 4745.767657 = -667603.900826 nChanged 36 SP:Iteration 111Q (4057.567899 sec): 3 clusters Score: Raw -672358.043282 + Penalty 4745.767657 = -667612.275625 nChanged 28 SP:Iteration 112Q (4057.671651 sec): 3 clusters Score: Raw -672367.103603 + Penalty 4745.767657 = -667621.335946 nChanged 34 SP:Iteration 113Q (4057.788078 sec): 3 clusters Score: Raw -672375.923834 + Penalty 4745.767657 = -667630.156176 nChanged 34 SP:Iteration 114Q (4057.867192 sec): 3 clusters Score: Raw -672384.704801 + Penalty 4745.767657 = -667638.937144 nChanged 28 SP:Iteration 115Q (4057.928798 sec): 3 clusters Score: Raw -672392.520496 + Penalty 4745.767657 = -667646.752838 nChanged 20 SP:Iteration 116Q (4057.989298 sec): 3 clusters Score: Raw -672396.986231 + Penalty 4745.767657 = -667651.218573 nChanged 17 SP:Iteration 117Q (4058.059686 sec): 3 clusters Score: Raw -672400.882690 + Penalty 4745.767657 = -667655.115032 nChanged 12 SP:Iteration 118Q (4058.131188 sec): 3 clusters Score: Raw -672403.272192 + Penalty 4745.767657 = -667657.504535 nChanged 12 SP:Iteration 119Q (4058.194916 sec): 3 clusters Score: Raw -672405.783712 + Penalty 4745.767657 = -667660.016055 nChanged 14 SP:Iteration 120F (4058.258961 sec): 3 clusters Score: Raw -672409.015738 + Penalty 4745.767657 = -667663.248081 nChanged 13 SP:Iteration 121Q (4058.326027 sec): 3 clusters Score: Raw -672412.619570 + Penalty 4745.767657 = -667666.851913 nChanged 13 SP:Iteration 122Q (4058.397411 sec): 3 clusters Score: Raw -672415.210066 + Penalty 4745.767657 = -667669.442409 nChanged 10 SP:Iteration 123Q (4058.467957 sec): 3 clusters Score: Raw -672417.121983 + Penalty 4745.767657 = -667671.354325 nChanged 11 SP:Iteration 124Q (4058.537370 sec): 3 clusters Score: Raw -672418.942108 + Penalty 4745.767657 = -667673.174450 nChanged 11 SP:Iteration 125Q (4058.606619 sec): 3 clusters Score: Raw -672421.818018 + Penalty 4745.767657 = -667676.050360 nChanged 10 SP:Iteration 126Q (4058.675967 sec): 3 clusters Score: Raw -672423.407713 + Penalty 4745.767657 = -667677.640056 nChanged 8 SP:Iteration 127Q (4058.745370 sec): 3 clusters Score: Raw -672424.934295 + Penalty 4745.767657 = -667679.166638 nChanged 7 SP:Iteration 128Q (4058.814502 sec): 3 clusters Score: Raw -672426.488922 + Penalty 4745.767657 = -667680.721265 nChanged 7 SP:Iteration 129Q (4058.883759 sec): 3 clusters Score: Raw -672427.639988 + Penalty 4745.767657 = -667681.872330 nChanged 8 SP:Iteration 130Q (4058.955612 sec): 3 clusters Score: Raw -672429.454660 + Penalty 4745.767657 = -667683.687003 nChanged 9 SP:Iteration 131Q (4059.035720 sec): 3 clusters Score: Raw -672431.335411 + Penalty 4745.767657 = -667685.567753 nChanged 4 SP:Iteration 132Q (4059.112233 sec): 3 clusters Score: Raw -672432.019515 + Penalty 4745.767657 = -667686.251857 nChanged 7 SP:Iteration 133Q (4059.175551 sec): 3 clusters Score: Raw -672433.058520 + Penalty 4745.767657 = -667687.290863 nChanged 4 SP:Iteration 134Q (4059.240360 sec): 3 clusters Score: Raw -672433.774792 + Penalty 4745.767657 = -667688.007135 nChanged 3 SP:Iteration 135Q (4059.311889 sec): 3 clusters Score: Raw -672434.260976 + Penalty 4745.767657 = -667688.493318 nChanged 6 SP:Iteration 136Q (4059.383181 sec): 3 clusters Score: Raw -672435.331263 + Penalty 4745.767657 = -667689.563605 nChanged 3 SP:Iteration 137Q (4059.448197 sec): 3 clusters Score: Raw -672435.751891 + Penalty 4745.767657 = -667689.984234 nChanged 3 SP:Iteration 138Q (4059.513899 sec): 3 clusters Score: Raw -672436.417597 + Penalty 4745.767657 = -667690.649939 nChanged 5 SP:Iteration 139Q (4059.585184 sec): 3 clusters Score: Raw -672437.805823 + Penalty 4745.767657 = -667692.038165 nChanged 3 SP:Iteration 140F (4059.773533 sec): 3 clusters Score: Raw -672438.128597 + Penalty 4745.767657 = -667692.360940 nChanged 0 Trying to split cluster 4 (13526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4059.846877 sec): 2 clusters Score: Raw -1175770.914490 + Penalty 2511.265426 = -1173259.649063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4060.061741 sec): 3 clusters Score: Raw -1168297.700399 + Penalty 5022.530852 = -1163275.169547 nChanged 5739 SP:Iteration 1F (4060.173613 sec): 3 clusters Score: Raw -1171698.732905 + Penalty 5022.530852 = -1166676.202053 nChanged 963 SP:Iteration 2F (4060.264492 sec): 3 clusters Score: Raw -1172249.057889 + Penalty 5022.530852 = -1167226.527037 nChanged 789 SP:Iteration 3F (4060.368885 sec): 3 clusters Score: Raw -1172748.153252 + Penalty 5022.530852 = -1167725.622400 nChanged 775 SP:Iteration 4F (4060.464138 sec): 3 clusters Score: Raw -1173232.139002 + Penalty 5022.530852 = -1168209.608149 nChanged 745 SP:Iteration 5F (4060.552112 sec): 3 clusters Score: Raw -1173700.087670 + Penalty 5022.530852 = -1168677.556818 nChanged 671 SP:Iteration 6Q (4060.659533 sec): 3 clusters Score: Raw -1174152.808039 + Penalty 5022.530852 = -1169130.277187 nChanged 683 SP:Iteration 7F (4060.755274 sec): 3 clusters Score: Raw -1174609.704903 + Penalty 5022.530852 = -1169587.174051 nChanged 622 SP:Iteration 8Q (4060.851262 sec): 3 clusters Score: Raw -1175027.235515 + Penalty 5022.530852 = -1170004.704663 nChanged 500 SP:Iteration 9Q (4060.948436 sec): 3 clusters Score: Raw -1175326.496759 + Penalty 5022.530852 = -1170303.965907 nChanged 444 SP:Iteration 10Q (4061.060253 sec): 3 clusters Score: Raw -1175566.183928 + Penalty 5022.530852 = -1170543.653076 nChanged 351 SP:Iteration 11Q (4061.155074 sec): 3 clusters Score: Raw -1175732.585362 + Penalty 5022.530852 = -1170710.054510 nChanged 304 SP:Iteration 12Q (4061.268994 sec): 3 clusters Score: Raw -1175846.992474 + Penalty 5022.530852 = -1170824.461621 nChanged 225 SP:Iteration 13Q (4061.364238 sec): 3 clusters Score: Raw -1175933.700575 + Penalty 5022.530852 = -1170911.169723 nChanged 199 SP:Iteration 14Q (4061.459223 sec): 3 clusters Score: Raw -1175997.936356 + Penalty 5022.530852 = -1170975.405504 nChanged 151 SP:Iteration 15Q (4061.572528 sec): 3 clusters Score: Raw -1176041.634514 + Penalty 5022.530852 = -1171019.103662 nChanged 127 SP:Iteration 16Q (4061.665992 sec): 3 clusters Score: Raw -1176069.915708 + Penalty 5022.530852 = -1171047.384856 nChanged 113 SP:Iteration 17Q (4061.779559 sec): 3 clusters Score: Raw -1176096.318189 + Penalty 5022.530852 = -1171073.787337 nChanged 101 SP:Iteration 18Q (4061.874744 sec): 3 clusters Score: Raw -1176120.820874 + Penalty 5022.530852 = -1171098.290022 nChanged 102 SP:Iteration 19Q (4061.968018 sec): 3 clusters Score: Raw -1176146.184134 + Penalty 5022.530852 = -1171123.653282 nChanged 106 SP:Iteration 20F (4062.072682 sec): 3 clusters Score: Raw -1176168.927862 + Penalty 5022.530852 = -1171146.397010 nChanged 93 SP:Iteration 21Q (4062.241561 sec): 3 clusters Score: Raw -1176191.543112 + Penalty 5022.530852 = -1171169.012260 nChanged 88 SP:Iteration 22Q (4062.355688 sec): 3 clusters Score: Raw -1176205.625514 + Penalty 5022.530852 = -1171183.094662 nChanged 57 SP:Iteration 23Q (4062.458179 sec): 3 clusters Score: Raw -1176215.147001 + Penalty 5022.530852 = -1171192.616149 nChanged 47 SP:Iteration 24Q (4062.571670 sec): 3 clusters Score: Raw -1176223.292511 + Penalty 5022.530852 = -1171200.761659 nChanged 32 SP:Iteration 25Q (4062.660565 sec): 3 clusters Score: Raw -1176229.291044 + Penalty 5022.530852 = -1171206.760192 nChanged 47 SP:Iteration 26Q (4062.753502 sec): 3 clusters Score: Raw -1176237.618226 + Penalty 5022.530852 = -1171215.087374 nChanged 38 SP:Iteration 27Q (4062.851457 sec): 3 clusters Score: Raw -1176243.499796 + Penalty 5022.530852 = -1171220.968943 nChanged 26 SP:Iteration 28Q (4063.050306 sec): 3 clusters Score: Raw -1176247.483860 + Penalty 5022.530852 = -1171224.953007 nChanged 26 SP:Iteration 29Q (4063.246378 sec): 3 clusters Score: Raw -1176251.357416 + Penalty 5022.530852 = -1171228.826564 nChanged 27 SP:Iteration 30Q (4063.395805 sec): 3 clusters Score: Raw -1176257.610571 + Penalty 5022.530852 = -1171235.079719 nChanged 29 SP:Iteration 31Q (4063.534545 sec): 3 clusters Score: Raw -1176261.432498 + Penalty 5022.530852 = -1171238.901646 nChanged 30 SP:Iteration 32Q (4063.629398 sec): 3 clusters Score: Raw -1176266.012226 + Penalty 5022.530852 = -1171243.481373 nChanged 30 SP:Iteration 33Q (4063.748603 sec): 3 clusters Score: Raw -1176270.046414 + Penalty 5022.530852 = -1171247.515562 nChanged 18 SP:Iteration 34Q (4063.837553 sec): 3 clusters Score: Raw -1176272.956862 + Penalty 5022.530852 = -1171250.426010 nChanged 19 SP:Iteration 35Q (4063.928731 sec): 3 clusters Score: Raw -1176276.426555 + Penalty 5022.530852 = -1171253.895703 nChanged 19 SP:Iteration 36Q (4064.025184 sec): 3 clusters Score: Raw -1176279.781153 + Penalty 5022.530852 = -1171257.250301 nChanged 19 SP:Iteration 37Q (4064.135347 sec): 3 clusters Score: Raw -1176282.653272 + Penalty 5022.530852 = -1171260.122420 nChanged 20 SP:Iteration 38Q (4064.233460 sec): 3 clusters Score: Raw -1176285.879251 + Penalty 5022.530852 = -1171263.348399 nChanged 22 SP:Iteration 39Q (4064.327527 sec): 3 clusters Score: Raw -1176290.379139 + Penalty 5022.530852 = -1171267.848287 nChanged 20 SP:Iteration 40F (4064.422699 sec): 3 clusters Score: Raw -1176292.697935 + Penalty 5022.530852 = -1171270.167083 nChanged 11 SP:Iteration 41Q (4064.533439 sec): 3 clusters Score: Raw -1176294.738899 + Penalty 5022.530852 = -1171272.208047 nChanged 14 SP:Iteration 42Q (4064.628954 sec): 3 clusters Score: Raw -1176296.552081 + Penalty 5022.530852 = -1171274.021229 nChanged 12 SP:Iteration 43Q (4064.744302 sec): 3 clusters Score: Raw -1176298.548047 + Penalty 5022.530852 = -1171276.017195 nChanged 11 SP:Iteration 44Q (4064.837773 sec): 3 clusters Score: Raw -1176300.352581 + Penalty 5022.530852 = -1171277.821729 nChanged 14 SP:Iteration 45Q (4064.933633 sec): 3 clusters Score: Raw -1176302.396733 + Penalty 5022.530852 = -1171279.865881 nChanged 21 SP:Iteration 46Q (4065.048154 sec): 3 clusters Score: Raw -1176304.894350 + Penalty 5022.530852 = -1171282.363498 nChanged 14 SP:Iteration 47Q (4065.134507 sec): 3 clusters Score: Raw -1176306.962724 + Penalty 5022.530852 = -1171284.431872 nChanged 12 SP:Iteration 48Q (4065.251273 sec): 3 clusters Score: Raw -1176308.956349 + Penalty 5022.530852 = -1171286.425496 nChanged 12 SP:Iteration 49Q (4065.361786 sec): 3 clusters Score: Raw -1176310.939451 + Penalty 5022.530852 = -1171288.408599 nChanged 13 SP:Iteration 50Q (4065.438150 sec): 3 clusters Score: Raw -1176311.960867 + Penalty 5022.530852 = -1171289.430015 nChanged 5 SP:Iteration 51Q (4065.525285 sec): 3 clusters Score: Raw -1176312.403883 + Penalty 5022.530852 = -1171289.873031 nChanged 6 SP:Iteration 52Q (4065.621098 sec): 3 clusters Score: Raw -1176312.831199 + Penalty 5022.530852 = -1171290.300347 nChanged 5 SP:Iteration 53Q (4065.828535 sec): 3 clusters Score: Raw -1176313.322143 + Penalty 5022.530852 = -1171290.791291 nChanged 6 SP:Iteration 54Q (4065.905983 sec): 3 clusters Score: Raw -1176313.932066 + Penalty 5022.530852 = -1171291.401214 nChanged 3 SP:Iteration 55Q (4065.996364 sec): 3 clusters Score: Raw -1176314.379910 + Penalty 5022.530852 = -1171291.849058 nChanged 0 SP:Iteration 56F (4066.080422 sec): 3 clusters Score: Raw -1176314.379910 + Penalty 5022.530852 = -1171291.849058 nChanged 0 Trying to split cluster 5 (14065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4066.155963 sec): 2 clusters Score: Raw -1218091.882597 + Penalty 2521.581406 = -1215570.301191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4066.283968 sec): 3 clusters Score: Raw -1210252.247453 + Penalty 5043.162813 = -1205209.084640 nChanged 5993 SP:Iteration 1F (4066.432896 sec): 3 clusters Score: Raw -1213574.766015 + Penalty 5043.162813 = -1208531.603202 nChanged 1059 SP:Iteration 2F (4066.630895 sec): 3 clusters Score: Raw -1214258.603312 + Penalty 5043.162813 = -1209215.440499 nChanged 1000 SP:Iteration 3F (4066.707735 sec): 3 clusters Score: Raw -1215079.079128 + Penalty 5043.162813 = -1210035.916315 nChanged 1043 SP:Iteration 4F (4066.783189 sec): 3 clusters Score: Raw -1215992.814175 + Penalty 5043.162813 = -1210949.651362 nChanged 1017 SP:Iteration 5F (4066.896642 sec): 3 clusters Score: Raw -1216825.062600 + Penalty 5043.162813 = -1211781.899787 nChanged 844 SP:Iteration 6F (4066.967074 sec): 3 clusters Score: Raw -1217411.944870 + Penalty 5043.162813 = -1212368.782057 nChanged 649 SP:Iteration 7Q (4067.039067 sec): 3 clusters Score: Raw -1217815.637524 + Penalty 5043.162813 = -1212772.474712 nChanged 521 SP:Iteration 8Q (4067.129178 sec): 3 clusters Score: Raw -1218052.862967 + Penalty 5043.162813 = -1213009.700154 nChanged 340 SP:Iteration 9Q (4067.216464 sec): 3 clusters Score: Raw -1218185.225438 + Penalty 5043.162813 = -1213142.062625 nChanged 254 SP:Iteration 10Q (4067.302440 sec): 3 clusters Score: Raw -1218261.315446 + Penalty 5043.162813 = -1213218.152633 nChanged 195 SP:Iteration 11Q (4067.388780 sec): 3 clusters Score: Raw -1218311.601240 + Penalty 5043.162813 = -1213268.438428 nChanged 153 SP:Iteration 12Q (4067.474560 sec): 3 clusters Score: Raw -1218347.285233 + Penalty 5043.162813 = -1213304.122421 nChanged 124 SP:Iteration 13Q (4067.564478 sec): 3 clusters Score: Raw -1218371.867175 + Penalty 5043.162813 = -1213328.704362 nChanged 92 SP:Iteration 14Q (4067.661504 sec): 3 clusters Score: Raw -1218392.255476 + Penalty 5043.162813 = -1213349.092664 nChanged 77 SP:Iteration 15Q (4067.746973 sec): 3 clusters Score: Raw -1218407.483010 + Penalty 5043.162813 = -1213364.320197 nChanged 68 SP:Iteration 16Q (4067.826654 sec): 3 clusters Score: Raw -1218419.328681 + Penalty 5043.162813 = -1213376.165868 nChanged 59 SP:Iteration 17Q (4067.924029 sec): 3 clusters Score: Raw -1218429.539413 + Penalty 5043.162813 = -1213386.376601 nChanged 62 SP:Iteration 18Q (4068.014175 sec): 3 clusters Score: Raw -1218441.825269 + Penalty 5043.162813 = -1213398.662457 nChanged 72 SP:Iteration 19Q (4068.091139 sec): 3 clusters Score: Raw -1218458.597803 + Penalty 5043.162813 = -1213415.434990 nChanged 69 SP:Iteration 20F (4068.180590 sec): 3 clusters Score: Raw -1218471.257546 + Penalty 5043.162813 = -1213428.094733 nChanged 69 SP:Iteration 21Q (4068.273002 sec): 3 clusters Score: Raw -1218482.299975 + Penalty 5043.162813 = -1213439.137162 nChanged 46 SP:Iteration 22Q (4068.359107 sec): 3 clusters Score: Raw -1218488.618012 + Penalty 5043.162813 = -1213445.455199 nChanged 35 SP:Iteration 23Q (4068.445369 sec): 3 clusters Score: Raw -1218495.536517 + Penalty 5043.162813 = -1213452.373705 nChanged 48 SP:Iteration 24Q (4068.534521 sec): 3 clusters Score: Raw -1218504.226743 + Penalty 5043.162813 = -1213461.063931 nChanged 52 SP:Iteration 25Q (4068.625391 sec): 3 clusters Score: Raw -1218513.224067 + Penalty 5043.162813 = -1213470.061254 nChanged 49 SP:Iteration 26Q (4068.708902 sec): 3 clusters Score: Raw -1218521.388434 + Penalty 5043.162813 = -1213478.225621 nChanged 54 SP:Iteration 27Q (4068.801046 sec): 3 clusters Score: Raw -1218528.533783 + Penalty 5043.162813 = -1213485.370970 nChanged 44 SP:Iteration 28Q (4068.901561 sec): 3 clusters Score: Raw -1218534.777501 + Penalty 5043.162813 = -1213491.614689 nChanged 28 SP:Iteration 29Q (4068.986450 sec): 3 clusters Score: Raw -1218538.194598 + Penalty 5043.162813 = -1213495.031786 nChanged 29 SP:Iteration 30Q (4069.065111 sec): 3 clusters Score: Raw -1218541.763958 + Penalty 5043.162813 = -1213498.601145 nChanged 26 SP:Iteration 31Q (4069.163470 sec): 3 clusters Score: Raw -1218544.913590 + Penalty 5043.162813 = -1213501.750777 nChanged 23 SP:Iteration 32Q (4069.353651 sec): 3 clusters Score: Raw -1218547.629569 + Penalty 5043.162813 = -1213504.466756 nChanged 23 SP:Iteration 33Q (4069.507292 sec): 3 clusters Score: Raw -1218550.246528 + Penalty 5043.162813 = -1213507.083716 nChanged 19 SP:Iteration 34Q (4069.618378 sec): 3 clusters Score: Raw -1218552.408094 + Penalty 5043.162813 = -1213509.245281 nChanged 16 SP:Iteration 35Q (4069.702472 sec): 3 clusters Score: Raw -1218554.260332 + Penalty 5043.162813 = -1213511.097520 nChanged 15 SP:Iteration 36Q (4069.773509 sec): 3 clusters Score: Raw -1218555.738229 + Penalty 5043.162813 = -1213512.575417 nChanged 12 SP:Iteration 37Q (4069.877521 sec): 3 clusters Score: Raw -1218557.419835 + Penalty 5043.162813 = -1213514.257022 nChanged 13 SP:Iteration 38Q (4069.968229 sec): 3 clusters Score: Raw -1218559.006951 + Penalty 5043.162813 = -1213515.844138 nChanged 11 SP:Iteration 39Q (4070.043377 sec): 3 clusters Score: Raw -1218559.979746 + Penalty 5043.162813 = -1213516.816933 nChanged 6 SP:Iteration 40F (4070.130264 sec): 3 clusters Score: Raw -1218560.620530 + Penalty 5043.162813 = -1213517.457717 nChanged 9 SP:Iteration 41Q (4070.221990 sec): 3 clusters Score: Raw -1218561.200197 + Penalty 5043.162813 = -1213518.037384 nChanged 7 SP:Iteration 42Q (4070.309334 sec): 3 clusters Score: Raw -1218561.729107 + Penalty 5043.162813 = -1213518.566294 nChanged 3 SP:Iteration 43Q (4070.394856 sec): 3 clusters Score: Raw -1218561.993384 + Penalty 5043.162813 = -1213518.830572 nChanged 3 SP:Iteration 44Q (4070.482128 sec): 3 clusters Score: Raw -1218562.336492 + Penalty 5043.162813 = -1213519.173680 nChanged 5 SP:Iteration 45Q (4070.573708 sec): 3 clusters Score: Raw -1218562.911671 + Penalty 5043.162813 = -1213519.748859 nChanged 6 SP:Iteration 46Q (4070.658075 sec): 3 clusters Score: Raw -1218563.360317 + Penalty 5043.162813 = -1213520.197504 nChanged 4 SP:Iteration 47Q (4070.736020 sec): 3 clusters Score: Raw -1218563.684026 + Penalty 5043.162813 = -1213520.521213 nChanged 5 SP:Iteration 48Q (4070.834623 sec): 3 clusters Score: Raw -1218564.089466 + Penalty 5043.162813 = -1213520.926653 nChanged 2 SP:Iteration 49Q (4070.933233 sec): 3 clusters Score: Raw -1218564.323498 + Penalty 5043.162813 = -1213521.160685 nChanged 1 SP:Iteration 50Q (4071.013962 sec): 3 clusters Score: Raw -1218564.401068 + Penalty 5043.162813 = -1213521.238256 nChanged 2 SP:Iteration 51Q (4071.101954 sec): 3 clusters Score: Raw -1218564.486312 + Penalty 5043.162813 = -1213521.323500 nChanged 2 SP:Iteration 52Q (4071.190006 sec): 3 clusters Score: Raw -1218564.606368 + Penalty 5043.162813 = -1213521.443555 nChanged 2 SP:Iteration 53Q (4071.276343 sec): 3 clusters Score: Raw -1218564.723508 + Penalty 5043.162813 = -1213521.560695 nChanged 1 SP:Iteration 54Q (4071.362005 sec): 3 clusters Score: Raw -1218564.797213 + Penalty 5043.162813 = -1213521.634401 nChanged 0 SP:Iteration 55F (4071.448227 sec): 3 clusters Score: Raw -1218564.797213 + Penalty 5043.162813 = -1213521.634401 nChanged 0 Trying to split cluster 6 (3972 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4071.505553 sec): 2 clusters Score: Raw -247654.962369 + Penalty 2187.774607 = -245467.187762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4071.556755 sec): 3 clusters Score: Raw -246038.180878 + Penalty 4375.549213 = -241662.631664 nChanged 1503 SP:Iteration 1F (4071.606740 sec): 3 clusters Score: Raw -247869.788401 + Penalty 4375.549213 = -243494.239188 nChanged 528 SP:Iteration 2F (4071.649990 sec): 3 clusters Score: Raw -248871.765464 + Penalty 4375.549213 = -244496.216250 nChanged 352 SP:Iteration 3F (4071.689888 sec): 3 clusters Score: Raw -249398.336692 + Penalty 4375.549213 = -245022.787479 nChanged 230 SP:Iteration 4F (4071.729850 sec): 3 clusters Score: Raw -249651.453585 + Penalty 4375.549213 = -245275.904372 nChanged 149 SP:Iteration 5Q (4071.849635 sec): 3 clusters Score: Raw -249807.838063 + Penalty 4375.549213 = -245432.288850 nChanged 94 SP:Iteration 6Q (4071.961651 sec): 3 clusters Score: Raw -249900.377368 + Penalty 4375.549213 = -245524.828155 nChanged 64 SP:Iteration 7Q (4072.069005 sec): 3 clusters Score: Raw -249973.903709 + Penalty 4375.549213 = -245598.354496 nChanged 50 SP:Iteration 8Q (4072.183761 sec): 3 clusters Score: Raw -250026.697992 + Penalty 4375.549213 = -245651.148779 nChanged 41 SP:Iteration 9Q (4072.292611 sec): 3 clusters Score: Raw -250055.870593 + Penalty 4375.549213 = -245680.321380 nChanged 37 SP:Iteration 10Q (4072.355607 sec): 3 clusters Score: Raw -250075.805323 + Penalty 4375.549213 = -245700.256110 nChanged 27 SP:Iteration 11Q (4072.396463 sec): 3 clusters Score: Raw -250085.757685 + Penalty 4375.549213 = -245710.208472 nChanged 10 SP:Iteration 12Q (4072.437670 sec): 3 clusters Score: Raw -250089.113978 + Penalty 4375.549213 = -245713.564765 nChanged 6 SP:Iteration 13Q (4072.482566 sec): 3 clusters Score: Raw -250091.671389 + Penalty 4375.549213 = -245716.122176 nChanged 14 SP:Iteration 14Q (4072.531444 sec): 3 clusters Score: Raw -250099.699428 + Penalty 4375.549213 = -245724.150215 nChanged 16 SP:Iteration 15Q (4072.577676 sec): 3 clusters Score: Raw -250108.392237 + Penalty 4375.549213 = -245732.843024 nChanged 14 SP:Iteration 16Q (4072.680346 sec): 3 clusters Score: Raw -250113.386965 + Penalty 4375.549213 = -245737.837752 nChanged 10 SP:Iteration 17Q (4072.725717 sec): 3 clusters Score: Raw -250117.164149 + Penalty 4375.549213 = -245741.614936 nChanged 7 SP:Iteration 18Q (4072.771044 sec): 3 clusters Score: Raw -250119.014478 + Penalty 4375.549213 = -245743.465265 nChanged 5 SP:Iteration 19Q (4072.815159 sec): 3 clusters Score: Raw -250120.337777 + Penalty 4375.549213 = -245744.788564 nChanged 1 SP:Iteration 20F (4072.858435 sec): 3 clusters Score: Raw -250120.758414 + Penalty 4375.549213 = -245745.209201 nChanged 3 SP:Iteration 21Q (4072.901136 sec): 3 clusters Score: Raw -250121.386114 + Penalty 4375.549213 = -245745.836901 nChanged 5 SP:Iteration 22Q (4072.944206 sec): 3 clusters Score: Raw -250122.725133 + Penalty 4375.549213 = -245747.175919 nChanged 7 SP:Iteration 23Q (4072.992563 sec): 3 clusters Score: Raw -250125.061605 + Penalty 4375.549213 = -245749.512392 nChanged 2 SP:Iteration 24Q (4073.041043 sec): 3 clusters Score: Raw -250126.047786 + Penalty 4375.549213 = -245750.498573 nChanged 0 SP:Iteration 25F (4073.089673 sec): 3 clusters Score: Raw -250126.047786 + Penalty 4375.549213 = -245750.498573 nChanged 0 Score: Raw -11809668.893748 + Penalty 34530.724271 = -11775138.169477 Splitting cluster 6 changes total score from -11775795.561841 to -11775138.169477 So it's not getting split. Trying to split cluster 7 (8296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4075.303512 sec): 2 clusters Score: Raw -646913.946676 + Penalty 2382.211590 = -644531.735086 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4075.380523 sec): 3 clusters Score: Raw -642594.343528 + Penalty 4764.423180 = -637829.920348 nChanged 3341 SP:Iteration 1F (4075.458255 sec): 3 clusters Score: Raw -644687.921075 + Penalty 4764.423180 = -639923.497895 nChanged 712 SP:Iteration 2F (4075.521775 sec): 3 clusters Score: Raw -645377.413781 + Penalty 4764.423180 = -640612.990601 nChanged 710 SP:Iteration 3F (4075.584640 sec): 3 clusters Score: Raw -646151.708352 + Penalty 4764.423180 = -641387.285172 nChanged 707 SP:Iteration 4F (4075.649666 sec): 3 clusters Score: Raw -646923.425374 + Penalty 4764.423180 = -642159.002194 nChanged 555 SP:Iteration 5F (4075.717583 sec): 3 clusters Score: Raw -647523.259285 + Penalty 4764.423180 = -642758.836105 nChanged 447 SP:Iteration 6F (4075.799226 sec): 3 clusters Score: Raw -647915.288772 + Penalty 4764.423180 = -643150.865592 nChanged 293 SP:Iteration 7Q (4076.018536 sec): 3 clusters Score: Raw -648118.477065 + Penalty 4764.423180 = -643354.053885 nChanged 209 SP:Iteration 8Q (4076.156471 sec): 3 clusters Score: Raw -648256.177026 + Penalty 4764.423180 = -643491.753846 nChanged 202 SP:Iteration 9Q (4076.297957 sec): 3 clusters Score: Raw -648373.410623 + Penalty 4764.423180 = -643608.987443 nChanged 141 SP:Iteration 10Q (4076.416507 sec): 3 clusters Score: Raw -648433.115410 + Penalty 4764.423180 = -643668.692230 nChanged 106 SP:Iteration 11Q (4076.476699 sec): 3 clusters Score: Raw -648470.054107 + Penalty 4764.423180 = -643705.630927 nChanged 65 SP:Iteration 12Q (4076.548167 sec): 3 clusters Score: Raw -648491.539548 + Penalty 4764.423180 = -643727.116368 nChanged 39 SP:Iteration 13Q (4076.622232 sec): 3 clusters Score: Raw -648503.207827 + Penalty 4764.423180 = -643738.784647 nChanged 39 SP:Iteration 14Q (4076.696459 sec): 3 clusters Score: Raw -648512.960322 + Penalty 4764.423180 = -643748.537142 nChanged 26 SP:Iteration 15Q (4076.764083 sec): 3 clusters Score: Raw -648519.567172 + Penalty 4764.423180 = -643755.143992 nChanged 33 SP:Iteration 16Q (4076.828251 sec): 3 clusters Score: Raw -648528.111296 + Penalty 4764.423180 = -643763.688116 nChanged 31 SP:Iteration 17Q (4076.909624 sec): 3 clusters Score: Raw -648536.190148 + Penalty 4764.423180 = -643771.766968 nChanged 25 SP:Iteration 18Q (4076.987324 sec): 3 clusters Score: Raw -648542.181711 + Penalty 4764.423180 = -643777.758531 nChanged 22 SP:Iteration 19Q (4077.046739 sec): 3 clusters Score: Raw -648547.787543 + Penalty 4764.423180 = -643783.364364 nChanged 17 SP:Iteration 20F (4077.107566 sec): 3 clusters Score: Raw -648551.791254 + Penalty 4764.423180 = -643787.368074 nChanged 14 SP:Iteration 21Q (4077.179743 sec): 3 clusters Score: Raw -648555.627760 + Penalty 4764.423180 = -643791.204580 nChanged 16 SP:Iteration 22Q (4077.251626 sec): 3 clusters Score: Raw -648559.425370 + Penalty 4764.423180 = -643795.002190 nChanged 20 SP:Iteration 23Q (4077.314038 sec): 3 clusters Score: Raw -648564.876179 + Penalty 4764.423180 = -643800.452999 nChanged 17 SP:Iteration 24Q (4077.376665 sec): 3 clusters Score: Raw -648569.275146 + Penalty 4764.423180 = -643804.851966 nChanged 15 SP:Iteration 25Q (4077.445240 sec): 3 clusters Score: Raw -648574.420892 + Penalty 4764.423180 = -643809.997712 nChanged 12 SP:Iteration 26Q (4077.525008 sec): 3 clusters Score: Raw -648577.488031 + Penalty 4764.423180 = -643813.064852 nChanged 17 SP:Iteration 27Q (4077.592101 sec): 3 clusters Score: Raw -648582.044231 + Penalty 4764.423180 = -643817.621051 nChanged 27 SP:Iteration 28Q (4077.658954 sec): 3 clusters Score: Raw -648589.521475 + Penalty 4764.423180 = -643825.098295 nChanged 31 SP:Iteration 29Q (4077.726016 sec): 3 clusters Score: Raw -648600.680537 + Penalty 4764.423180 = -643836.257357 nChanged 43 SP:Iteration 30Q (4077.792830 sec): 3 clusters Score: Raw -648615.199841 + Penalty 4764.423180 = -643850.776662 nChanged 42 SP:Iteration 31Q (4077.859837 sec): 3 clusters Score: Raw -648630.006854 + Penalty 4764.423180 = -643865.583674 nChanged 30 SP:Iteration 32Q (4077.927295 sec): 3 clusters Score: Raw -648637.295506 + Penalty 4764.423180 = -643872.872326 nChanged 25 SP:Iteration 33Q (4077.994093 sec): 3 clusters Score: Raw -648642.954340 + Penalty 4764.423180 = -643878.531160 nChanged 20 SP:Iteration 34Q (4078.060532 sec): 3 clusters Score: Raw -648647.813123 + Penalty 4764.423180 = -643883.389943 nChanged 19 SP:Iteration 35Q (4078.127571 sec): 3 clusters Score: Raw -648652.222846 + Penalty 4764.423180 = -643887.799666 nChanged 14 SP:Iteration 36Q (4078.194543 sec): 3 clusters Score: Raw -648656.485052 + Penalty 4764.423180 = -643892.061872 nChanged 22 SP:Iteration 37Q (4078.262027 sec): 3 clusters Score: Raw -648662.149959 + Penalty 4764.423180 = -643897.726779 nChanged 17 SP:Iteration 38Q (4078.329559 sec): 3 clusters Score: Raw -648667.021396 + Penalty 4764.423180 = -643902.598216 nChanged 20 SP:Iteration 39Q (4078.457583 sec): 3 clusters Score: Raw -648671.868252 + Penalty 4764.423180 = -643907.445072 nChanged 22 SP:Iteration 40F (4078.614271 sec): 3 clusters Score: Raw -648677.313487 + Penalty 4764.423180 = -643912.890307 nChanged 21 SP:Iteration 41Q (4078.764457 sec): 3 clusters Score: Raw -648683.139918 + Penalty 4764.423180 = -643918.716738 nChanged 31 SP:Iteration 42Q (4078.911698 sec): 3 clusters Score: Raw -648692.752376 + Penalty 4764.423180 = -643928.329196 nChanged 36 SP:Iteration 43Q (4078.990134 sec): 3 clusters Score: Raw -648702.048534 + Penalty 4764.423180 = -643937.625354 nChanged 24 SP:Iteration 44Q (4079.054308 sec): 3 clusters Score: Raw -648707.895359 + Penalty 4764.423180 = -643943.472179 nChanged 22 SP:Iteration 45Q (4079.120349 sec): 3 clusters Score: Raw -648713.598246 + Penalty 4764.423180 = -643949.175066 nChanged 25 SP:Iteration 46Q (4079.192733 sec): 3 clusters Score: Raw -648721.013096 + Penalty 4764.423180 = -643956.589916 nChanged 20 SP:Iteration 47Q (4079.263996 sec): 3 clusters Score: Raw -648725.232695 + Penalty 4764.423180 = -643960.809515 nChanged 10 SP:Iteration 48Q (4079.332279 sec): 3 clusters Score: Raw -648727.361717 + Penalty 4764.423180 = -643962.938537 nChanged 11 SP:Iteration 49Q (4079.401067 sec): 3 clusters Score: Raw -648729.049211 + Penalty 4764.423180 = -643964.626031 nChanged 10 SP:Iteration 50Q (4079.470610 sec): 3 clusters Score: Raw -648731.934224 + Penalty 4764.423180 = -643967.511044 nChanged 8 SP:Iteration 51Q (4079.539983 sec): 3 clusters Score: Raw -648733.735276 + Penalty 4764.423180 = -643969.312096 nChanged 6 SP:Iteration 52Q (4079.613044 sec): 3 clusters Score: Raw -648734.755369 + Penalty 4764.423180 = -643970.332189 nChanged 3 SP:Iteration 53Q (4079.693481 sec): 3 clusters Score: Raw -648735.573818 + Penalty 4764.423180 = -643971.150638 nChanged 3 SP:Iteration 54Q (4079.775007 sec): 3 clusters Score: Raw -648735.998458 + Penalty 4764.423180 = -643971.575279 nChanged 0 SP:Iteration 55F (4079.878829 sec): 3 clusters Score: Raw -648735.998458 + Penalty 4764.423180 = -643971.575279 nChanged 0 Trying to split cluster 8 (65101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4080.230277 sec): 2 clusters Score: Raw -5589875.569639 + Penalty 2926.095530 = -5586949.474109 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4080.526667 sec): 3 clusters Score: Raw -5549112.089780 + Penalty 5852.191060 = -5543259.898720 nChanged 30291 SP:Iteration 1F (4080.820945 sec): 3 clusters Score: Raw -5566520.105553 + Penalty 5852.191060 = -5560667.914493 nChanged 2893 SP:Iteration 2Q (4081.211194 sec): 3 clusters Score: Raw -5567619.148892 + Penalty 5852.191060 = -5561766.957832 nChanged 3153 SP:Iteration 3Q (4081.486688 sec): 3 clusters Score: Raw -5569018.611665 + Penalty 5852.191060 = -5563166.420605 nChanged 3436 SP:Iteration 4F (4081.805905 sec): 3 clusters Score: Raw -5570771.642074 + Penalty 5852.191060 = -5564919.451014 nChanged 3656 SP:Iteration 5F (4082.128575 sec): 3 clusters Score: Raw -5572651.292799 + Penalty 5852.191060 = -5566799.101739 nChanged 3686 SP:Iteration 6F (4082.471700 sec): 3 clusters Score: Raw -5574444.682529 + Penalty 5852.191060 = -5568592.491470 nChanged 3350 SP:Iteration 7F (4082.757855 sec): 3 clusters Score: Raw -5575947.107412 + Penalty 5852.191060 = -5570094.916352 nChanged 2958 SP:Iteration 8Q (4083.148306 sec): 3 clusters Score: Raw -5577121.035816 + Penalty 5852.191060 = -5571268.844756 nChanged 2581 SP:Iteration 9Q (4083.438581 sec): 3 clusters Score: Raw -5578039.097184 + Penalty 5852.191060 = -5572186.906125 nChanged 2231 SP:Iteration 10Q (4083.794837 sec): 3 clusters Score: Raw -5578757.655986 + Penalty 5852.191060 = -5572905.464926 nChanged 1943 SP:Iteration 11Q (4084.125253 sec): 3 clusters Score: Raw -5579357.267948 + Penalty 5852.191060 = -5573505.076888 nChanged 1637 SP:Iteration 12Q (4084.473680 sec): 3 clusters Score: Raw -5579844.506668 + Penalty 5852.191060 = -5573992.315609 nChanged 1467 SP:Iteration 13Q (4084.774406 sec): 3 clusters Score: Raw -5580317.715202 + Penalty 5852.191060 = -5574465.524142 nChanged 1519 SP:Iteration 14Q (4085.103892 sec): 3 clusters Score: Raw -5580897.980305 + Penalty 5852.191060 = -5575045.789245 nChanged 1604 SP:Iteration 15Q (4085.381641 sec): 3 clusters Score: Raw -5581655.606109 + Penalty 5852.191060 = -5575803.415050 nChanged 1723 SP:Iteration 16Q (4085.707771 sec): 3 clusters Score: Raw -5582617.228357 + Penalty 5852.191060 = -5576765.037298 nChanged 1838 SP:Iteration 17Q (4085.983847 sec): 3 clusters Score: Raw -5583785.229958 + Penalty 5852.191060 = -5577933.038898 nChanged 1914 SP:Iteration 18Q (4086.291138 sec): 3 clusters Score: Raw -5584963.419918 + Penalty 5852.191060 = -5579111.228859 nChanged 1709 SP:Iteration 19Q (4086.620579 sec): 3 clusters Score: Raw -5585885.467291 + Penalty 5852.191060 = -5580033.276231 nChanged 1468 SP:Iteration 20F (4086.889975 sec): 3 clusters Score: Raw -5586600.160566 + Penalty 5852.191060 = -5580747.969506 nChanged 1315 SP:Iteration 21Q (4087.236899 sec): 3 clusters Score: Raw -5587203.428251 + Penalty 5852.191060 = -5581351.237191 nChanged 1166 SP:Iteration 22Q (4087.576435 sec): 3 clusters Score: Raw -5587684.064469 + Penalty 5852.191060 = -5581831.873409 nChanged 1058 SP:Iteration 23Q (4087.823503 sec): 3 clusters Score: Raw -5588112.190326 + Penalty 5852.191060 = -5582259.999266 nChanged 962 SP:Iteration 24Q (4088.085228 sec): 3 clusters Score: Raw -5588511.125578 + Penalty 5852.191060 = -5582658.934518 nChanged 880 SP:Iteration 25Q (4088.335319 sec): 3 clusters Score: Raw -5588888.495947 + Penalty 5852.191060 = -5583036.304887 nChanged 797 SP:Iteration 26Q (4088.582220 sec): 3 clusters Score: Raw -5589260.745227 + Penalty 5852.191060 = -5583408.554167 nChanged 740 SP:Iteration 27Q (4088.853685 sec): 3 clusters Score: Raw -5589627.961042 + Penalty 5852.191060 = -5583775.769982 nChanged 677 SP:Iteration 28Q (4089.112656 sec): 3 clusters Score: Raw -5590002.696387 + Penalty 5852.191060 = -5584150.505327 nChanged 589 SP:Iteration 29Q (4089.340094 sec): 3 clusters Score: Raw -5590349.468190 + Penalty 5852.191060 = -5584497.277130 nChanged 510 SP:Iteration 30Q (4089.578022 sec): 3 clusters Score: Raw -5590660.332813 + Penalty 5852.191060 = -5584808.141754 nChanged 485 SP:Iteration 31Q (4089.838345 sec): 3 clusters Score: Raw -5590955.171606 + Penalty 5852.191060 = -5585102.980546 nChanged 396 SP:Iteration 32Q (4090.082725 sec): 3 clusters Score: Raw -5591164.581896 + Penalty 5852.191060 = -5585312.390837 nChanged 317 SP:Iteration 33Q (4090.305281 sec): 3 clusters Score: Raw -5591298.445304 + Penalty 5852.191060 = -5585446.254244 nChanged 270 SP:Iteration 34Q (4090.531678 sec): 3 clusters Score: Raw -5591399.004485 + Penalty 5852.191060 = -5585546.813425 nChanged 201 SP:Iteration 35Q (4090.820768 sec): 3 clusters Score: Raw -5591469.505282 + Penalty 5852.191060 = -5585617.314222 nChanged 169 SP:Iteration 36Q (4091.069318 sec): 3 clusters Score: Raw -5591524.243801 + Penalty 5852.191060 = -5585672.052741 nChanged 154 SP:Iteration 37Q (4091.324308 sec): 3 clusters Score: Raw -5591573.190142 + Penalty 5852.191060 = -5585720.999082 nChanged 139 SP:Iteration 38Q (4091.540639 sec): 3 clusters Score: Raw -5591609.067213 + Penalty 5852.191060 = -5585756.876153 nChanged 109 SP:Iteration 39Q (4091.763445 sec): 3 clusters Score: Raw -5591630.829581 + Penalty 5852.191060 = -5585778.638522 nChanged 87 SP:Iteration 40F (4092.090582 sec): 3 clusters Score: Raw -5591645.403113 + Penalty 5852.191060 = -5585793.212053 nChanged 63 SP:Iteration 41Q (4092.298147 sec): 3 clusters Score: Raw -5591656.940572 + Penalty 5852.191060 = -5585804.749512 nChanged 56 SP:Iteration 42Q (4092.507889 sec): 3 clusters Score: Raw -5591667.088145 + Penalty 5852.191060 = -5585814.897085 nChanged 56 SP:Iteration 43Q (4092.828641 sec): 3 clusters Score: Raw -5591678.085880 + Penalty 5852.191060 = -5585825.894820 nChanged 59 SP:Iteration 44Q (4093.087877 sec): 3 clusters Score: Raw -5591689.025101 + Penalty 5852.191060 = -5585836.834041 nChanged 47 SP:Iteration 45Q (4093.363370 sec): 3 clusters Score: Raw -5591697.215727 + Penalty 5852.191060 = -5585845.024667 nChanged 30 SP:Iteration 46Q (4093.579928 sec): 3 clusters Score: Raw -5591701.679369 + Penalty 5852.191060 = -5585849.488309 nChanged 31 SP:Iteration 47Q (4093.832164 sec): 3 clusters Score: Raw -5591705.333663 + Penalty 5852.191060 = -5585853.142603 nChanged 18 SP:Iteration 48Q (4094.138091 sec): 3 clusters Score: Raw -5591707.204095 + Penalty 5852.191060 = -5585855.013035 nChanged 17 SP:Iteration 49Q (4094.356360 sec): 3 clusters Score: Raw -5591709.207597 + Penalty 5852.191060 = -5585857.016537 nChanged 13 SP:Iteration 50Q (4094.627304 sec): 3 clusters Score: Raw -5591710.298775 + Penalty 5852.191060 = -5585858.107715 nChanged 10 SP:Iteration 51Q (4094.897983 sec): 3 clusters Score: Raw -5591711.200127 + Penalty 5852.191060 = -5585859.009067 nChanged 10 SP:Iteration 52Q (4095.181114 sec): 3 clusters Score: Raw -5591712.191874 + Penalty 5852.191060 = -5585860.000814 nChanged 6 SP:Iteration 53Q (4095.454914 sec): 3 clusters Score: Raw -5591712.641049 + Penalty 5852.191060 = -5585860.449989 nChanged 5 SP:Iteration 54Q (4095.673566 sec): 3 clusters Score: Raw -5591713.077265 + Penalty 5852.191060 = -5585860.886205 nChanged 3 SP:Iteration 55Q (4095.895036 sec): 3 clusters Score: Raw -5591713.260917 + Penalty 5852.191060 = -5585861.069857 nChanged 1 SP:Iteration 56Q (4096.151409 sec): 3 clusters Score: Raw -5591713.401242 + Penalty 5852.191060 = -5585861.210182 nChanged 1 SP:Iteration 57Q (4096.425544 sec): 3 clusters Score: Raw -5591713.453568 + Penalty 5852.191060 = -5585861.262509 nChanged 0 SP:Iteration 58F (4096.713695 sec): 3 clusters Score: Raw -5591713.453568 + Penalty 5852.191060 = -5585861.262509 nChanged 0 Trying to split cluster 9 (5398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4096.793938 sec): 2 clusters Score: Raw -444100.834723 + Penalty 2268.758922 = -441832.075801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4096.891701 sec): 3 clusters Score: Raw -441596.984674 + Penalty 4537.517843 = -437059.466831 nChanged 2033 SP:Iteration 1F (4096.959357 sec): 3 clusters Score: Raw -442812.870831 + Penalty 4537.517843 = -438275.352988 nChanged 429 SP:Iteration 2F (4097.012252 sec): 3 clusters Score: Raw -443136.324739 + Penalty 4537.517843 = -438598.806896 nChanged 300 SP:Iteration 3F (4097.058457 sec): 3 clusters Score: Raw -443367.181230 + Penalty 4537.517843 = -438829.663387 nChanged 273 SP:Iteration 4F (4097.165549 sec): 3 clusters Score: Raw -443600.687273 + Penalty 4537.517843 = -439063.169430 nChanged 250 SP:Iteration 5Q (4097.241540 sec): 3 clusters Score: Raw -443825.101953 + Penalty 4537.517843 = -439287.584110 nChanged 237 SP:Iteration 6Q (4097.296878 sec): 3 clusters Score: Raw -444073.876573 + Penalty 4537.517843 = -439536.358730 nChanged 259 SP:Iteration 7Q (4097.352052 sec): 3 clusters Score: Raw -444338.733180 + Penalty 4537.517843 = -439801.215337 nChanged 306 SP:Iteration 8F (4097.406271 sec): 3 clusters Score: Raw -444661.102887 + Penalty 4537.517843 = -440123.585044 nChanged 285 SP:Iteration 9F (4097.460085 sec): 3 clusters Score: Raw -444917.153462 + Penalty 4537.517843 = -440379.635619 nChanged 219 SP:Iteration 10Q (4097.509228 sec): 3 clusters Score: Raw -445090.404184 + Penalty 4537.517843 = -440552.886341 nChanged 167 SP:Iteration 11Q (4097.558505 sec): 3 clusters Score: Raw -445206.327181 + Penalty 4537.517843 = -440668.809338 nChanged 135 SP:Iteration 12Q (4097.607687 sec): 3 clusters Score: Raw -445289.869808 + Penalty 4537.517843 = -440752.351965 nChanged 100 SP:Iteration 13Q (4097.747519 sec): 3 clusters Score: Raw -445347.592678 + Penalty 4537.517843 = -440810.074835 nChanged 73 SP:Iteration 14Q (4097.865275 sec): 3 clusters Score: Raw -445391.602502 + Penalty 4537.517843 = -440854.084659 nChanged 63 SP:Iteration 15Q (4098.016100 sec): 3 clusters Score: Raw -445438.962264 + Penalty 4537.517843 = -440901.444421 nChanged 64 SP:Iteration 16Q (4098.140310 sec): 3 clusters Score: Raw -445472.282651 + Penalty 4537.517843 = -440934.764808 nChanged 48 SP:Iteration 17Q (4098.178824 sec): 3 clusters Score: Raw -445490.692227 + Penalty 4537.517843 = -440953.174384 nChanged 33 SP:Iteration 18Q (4098.229274 sec): 3 clusters Score: Raw -445506.210179 + Penalty 4537.517843 = -440968.692336 nChanged 29 SP:Iteration 19Q (4098.281642 sec): 3 clusters Score: Raw -445518.759624 + Penalty 4537.517843 = -440981.241781 nChanged 24 SP:Iteration 20F (4098.333358 sec): 3 clusters Score: Raw -445530.146878 + Penalty 4537.517843 = -440992.629035 nChanged 21 SP:Iteration 21Q (4098.386237 sec): 3 clusters Score: Raw -445535.813748 + Penalty 4537.517843 = -440998.295905 nChanged 13 SP:Iteration 22Q (4098.439077 sec): 3 clusters Score: Raw -445539.530300 + Penalty 4537.517843 = -441002.012457 nChanged 7 SP:Iteration 23Q (4098.492071 sec): 3 clusters Score: Raw -445542.749066 + Penalty 4537.517843 = -441005.231223 nChanged 6 SP:Iteration 24Q (4098.541185 sec): 3 clusters Score: Raw -445544.322646 + Penalty 4537.517843 = -441006.804803 nChanged 1 SP:Iteration 25Q (4098.586820 sec): 3 clusters Score: Raw -445544.542365 + Penalty 4537.517843 = -441007.024522 nChanged 1 SP:Iteration 26Q (4098.632692 sec): 3 clusters Score: Raw -445545.037416 + Penalty 4537.517843 = -441007.519573 nChanged 2 SP:Iteration 27Q (4098.679352 sec): 3 clusters Score: Raw -445545.676600 + Penalty 4537.517843 = -441008.158757 nChanged 2 SP:Iteration 28Q (4098.730349 sec): 3 clusters Score: Raw -445546.448858 + Penalty 4537.517843 = -441008.931015 nChanged 2 SP:Iteration 29Q (4098.781346 sec): 3 clusters Score: Raw -445547.499086 + Penalty 4537.517843 = -441009.981243 nChanged 3 SP:Iteration 30Q (4098.832292 sec): 3 clusters Score: Raw -445548.182678 + Penalty 4537.517843 = -441010.664835 nChanged 0 SP:Iteration 31F (4098.880054 sec): 3 clusters Score: Raw -445548.182678 + Penalty 4537.517843 = -441010.664835 nChanged 0 Trying to split cluster 10 (4396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4098.921166 sec): 2 clusters Score: Raw -325643.270701 + Penalty 2214.550883 = -323428.719818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4098.964424 sec): 3 clusters Score: Raw -323648.357430 + Penalty 4429.101767 = -319219.255663 nChanged 1618 SP:Iteration 1F (4099.018869 sec): 3 clusters Score: Raw -324875.446863 + Penalty 4429.101767 = -320446.345097 nChanged 423 SP:Iteration 2F (4099.066701 sec): 3 clusters Score: Raw -325352.164222 + Penalty 4429.101767 = -320923.062455 nChanged 362 SP:Iteration 3F (4099.115630 sec): 3 clusters Score: Raw -325809.431805 + Penalty 4429.101767 = -321380.330039 nChanged 315 SP:Iteration 4F (4099.161087 sec): 3 clusters Score: Raw -326141.872622 + Penalty 4429.101767 = -321712.770855 nChanged 237 SP:Iteration 5F (4099.202868 sec): 3 clusters Score: Raw -326381.991254 + Penalty 4429.101767 = -321952.889488 nChanged 191 SP:Iteration 6Q (4099.244647 sec): 3 clusters Score: Raw -326584.155694 + Penalty 4429.101767 = -322155.053927 nChanged 147 SP:Iteration 7Q (4099.286586 sec): 3 clusters Score: Raw -326720.919385 + Penalty 4429.101767 = -322291.817619 nChanged 113 SP:Iteration 8Q (4099.328843 sec): 3 clusters Score: Raw -326810.705640 + Penalty 4429.101767 = -322381.603873 nChanged 89 SP:Iteration 9Q (4099.371797 sec): 3 clusters Score: Raw -326864.751171 + Penalty 4429.101767 = -322435.649404 nChanged 63 SP:Iteration 10Q (4099.497399 sec): 3 clusters Score: Raw -326901.563264 + Penalty 4429.101767 = -322472.461498 nChanged 41 SP:Iteration 11Q (4099.629603 sec): 3 clusters Score: Raw -326926.958237 + Penalty 4429.101767 = -322497.856471 nChanged 46 SP:Iteration 12Q (4099.731518 sec): 3 clusters Score: Raw -326955.515748 + Penalty 4429.101767 = -322526.413981 nChanged 38 SP:Iteration 13Q (4099.853120 sec): 3 clusters Score: Raw -326972.297059 + Penalty 4429.101767 = -322543.195293 nChanged 22 SP:Iteration 14Q (4099.928016 sec): 3 clusters Score: Raw -326984.024432 + Penalty 4429.101767 = -322554.922665 nChanged 20 SP:Iteration 15Q (4099.975474 sec): 3 clusters Score: Raw -326992.715135 + Penalty 4429.101767 = -322563.613368 nChanged 15 SP:Iteration 16Q (4100.022661 sec): 3 clusters Score: Raw -326999.008245 + Penalty 4429.101767 = -322569.906478 nChanged 13 SP:Iteration 17Q (4100.069789 sec): 3 clusters Score: Raw -327004.136707 + Penalty 4429.101767 = -322575.034941 nChanged 11 SP:Iteration 18Q (4100.113887 sec): 3 clusters Score: Raw -327008.577055 + Penalty 4429.101767 = -322579.475288 nChanged 12 SP:Iteration 19Q (4100.158076 sec): 3 clusters Score: Raw -327013.182361 + Penalty 4429.101767 = -322584.080594 nChanged 10 SP:Iteration 20F (4100.203405 sec): 3 clusters Score: Raw -327017.789880 + Penalty 4429.101767 = -322588.688113 nChanged 10 SP:Iteration 21Q (4100.251188 sec): 3 clusters Score: Raw -327020.897590 + Penalty 4429.101767 = -322591.795824 nChanged 7 SP:Iteration 22Q (4100.298981 sec): 3 clusters Score: Raw -327023.158870 + Penalty 4429.101767 = -322594.057103 nChanged 3 SP:Iteration 23Q (4100.346689 sec): 3 clusters Score: Raw -327023.883658 + Penalty 4429.101767 = -322594.781892 nChanged 4 SP:Iteration 24Q (4100.391798 sec): 3 clusters Score: Raw -327025.410875 + Penalty 4429.101767 = -322596.309109 nChanged 5 SP:Iteration 25Q (4100.434437 sec): 3 clusters Score: Raw -327027.110824 + Penalty 4429.101767 = -322598.009057 nChanged 5 SP:Iteration 26Q (4100.476893 sec): 3 clusters Score: Raw -327029.438672 + Penalty 4429.101767 = -322600.336905 nChanged 6 SP:Iteration 27Q (4100.519362 sec): 3 clusters Score: Raw -327031.013512 + Penalty 4429.101767 = -322601.911746 nChanged 5 SP:Iteration 28Q (4100.561804 sec): 3 clusters Score: Raw -327033.274146 + Penalty 4429.101767 = -322604.172379 nChanged 8 SP:Iteration 29Q (4100.604443 sec): 3 clusters Score: Raw -327036.459232 + Penalty 4429.101767 = -322607.357466 nChanged 6 SP:Iteration 30Q (4100.646853 sec): 3 clusters Score: Raw -327039.660457 + Penalty 4429.101767 = -322610.558691 nChanged 10 SP:Iteration 31Q (4100.689340 sec): 3 clusters Score: Raw -327044.311986 + Penalty 4429.101767 = -322615.210219 nChanged 11 SP:Iteration 32Q (4100.731929 sec): 3 clusters Score: Raw -327048.422451 + Penalty 4429.101767 = -322619.320685 nChanged 11 SP:Iteration 33Q (4100.774363 sec): 3 clusters Score: Raw -327052.937469 + Penalty 4429.101767 = -322623.835702 nChanged 12 SP:Iteration 34Q (4100.816910 sec): 3 clusters Score: Raw -327056.692616 + Penalty 4429.101767 = -322627.590849 nChanged 7 SP:Iteration 35Q (4100.859532 sec): 3 clusters Score: Raw -327058.255842 + Penalty 4429.101767 = -322629.154076 nChanged 4 SP:Iteration 36Q (4100.902118 sec): 3 clusters Score: Raw -327059.472225 + Penalty 4429.101767 = -322630.370459 nChanged 2 SP:Iteration 37Q (4100.944569 sec): 3 clusters Score: Raw -327060.223756 + Penalty 4429.101767 = -322631.121990 nChanged 6 SP:Iteration 38Q (4100.987175 sec): 3 clusters Score: Raw -327062.463905 + Penalty 4429.101767 = -322633.362138 nChanged 3 SP:Iteration 39Q (4101.029836 sec): 3 clusters Score: Raw -327063.493129 + Penalty 4429.101767 = -322634.391362 nChanged 0 SP:Iteration 40F (4101.072334 sec): 3 clusters Score: Raw -327063.493129 + Penalty 4429.101767 = -322634.391362 nChanged 0 Iteration 59Q (4102.392871 sec): 11 clusters Score: Raw -11807201.553617 + Penalty 31391.567519 = -11775809.986099 nChanged 201 Iteration 60F (4104.294537 sec): 11 clusters Score: Raw -11807215.978503 + Penalty 31391.567519 = -11775824.410985 nChanged 182 Iteration 61Q (4105.646943 sec): 11 clusters Score: Raw -11807229.465967 + Penalty 31391.567519 = -11775837.898448 nChanged 173 Iteration 62Q (4106.977832 sec): 11 clusters Score: Raw -11807241.026007 + Penalty 31391.567519 = -11775849.458488 nChanged 163 Iteration 63Q (4108.391862 sec): 11 clusters Score: Raw -11807251.608010 + Penalty 31391.567519 = -11775860.040491 nChanged 178 Iteration 64Q (4109.723358 sec): 11 clusters Score: Raw -11807263.992892 + Penalty 31391.567519 = -11775872.425374 nChanged 185 Iteration 65Q (4111.028428 sec): 11 clusters Score: Raw -11807276.566098 + Penalty 31391.567519 = -11775884.998579 nChanged 185 Iteration 66Q (4112.353281 sec): 11 clusters Score: Raw -11807290.946352 + Penalty 31391.567519 = -11775899.378833 nChanged 187 Iteration 67Q (4113.659403 sec): 11 clusters Score: Raw -11807305.442393 + Penalty 31391.567519 = -11775913.874874 nChanged 206 Iteration 68Q (4114.988546 sec): 11 clusters Score: Raw -11807322.449067 + Penalty 31391.567519 = -11775930.881548 nChanged 212 Iteration 69Q (4116.574106 sec): 11 clusters Score: Raw -11807338.970675 + Penalty 31391.567519 = -11775947.403156 nChanged 222 Iteration 70Q (4117.994476 sec): 11 clusters Score: Raw -11807355.041491 + Penalty 31391.567519 = -11775963.473972 nChanged 193 Iteration 71Q (4119.324325 sec): 11 clusters Score: Raw -11807369.071594 + Penalty 31391.567519 = -11775977.504075 nChanged 164 Iteration 72Q (4120.580348 sec): 11 clusters Score: Raw -11807380.840534 + Penalty 31391.567519 = -11775989.273015 nChanged 146 Iteration 73Q (4121.859800 sec): 11 clusters Score: Raw -11807391.361139 + Penalty 31391.567519 = -11775999.793620 nChanged 141 Iteration 74Q (4123.118073 sec): 11 clusters Score: Raw -11807400.922600 + Penalty 31391.567519 = -11776009.355081 nChanged 149 Iteration 75Q (4124.346531 sec): 11 clusters Score: Raw -11807409.696841 + Penalty 31391.567519 = -11776018.129322 nChanged 119 Iteration 76Q (4125.564398 sec): 11 clusters Score: Raw -11807417.588143 + Penalty 31391.567519 = -11776026.020624 nChanged 113 Iteration 77Q (4126.893527 sec): 11 clusters Score: Raw -11807424.316785 + Penalty 31391.567519 = -11776032.749266 nChanged 115 Iteration 78Q (4128.073380 sec): 11 clusters Score: Raw -11807431.920280 + Penalty 31391.567519 = -11776040.352761 nChanged 109 Iteration 79Q (4129.225025 sec): 11 clusters Score: Raw -11807438.119104 + Penalty 31391.567519 = -11776046.551586 nChanged 110 Iteration 80F (4130.872954 sec): 11 clusters Score: Raw -11807444.163179 + Penalty 31391.567519 = -11776052.595660 nChanged 86 Iteration 81Q (4132.090123 sec): 11 clusters Score: Raw -11807448.799071 + Penalty 31391.567519 = -11776057.231552 nChanged 73 Iteration 82Q (4133.245272 sec): 11 clusters Score: Raw -11807452.975195 + Penalty 31391.567519 = -11776061.407677 nChanged 77 Iteration 83Q (4134.510466 sec): 11 clusters Score: Raw -11807458.031672 + Penalty 31391.567519 = -11776066.464153 nChanged 74 Iteration 84Q (4135.893888 sec): 11 clusters Score: Raw -11807463.851456 + Penalty 31391.567519 = -11776072.283938 nChanged 88 Iteration 85Q (4137.100053 sec): 11 clusters Score: Raw -11807470.717214 + Penalty 31391.567519 = -11776079.149695 nChanged 96 Iteration 86Q (4138.359049 sec): 11 clusters Score: Raw -11807477.427778 + Penalty 31391.567519 = -11776085.860259 nChanged 99 Iteration 87Q (4139.743580 sec): 11 clusters Score: Raw -11807485.700081 + Penalty 31391.567519 = -11776094.132563 nChanged 119 Iteration 88Q (4141.093578 sec): 11 clusters Score: Raw -11807494.676624 + Penalty 31391.567519 = -11776103.109106 nChanged 106 Iteration 89Q (4142.246482 sec): 11 clusters Score: Raw -11807504.261026 + Penalty 31391.567519 = -11776112.693507 nChanged 137 Iteration 90Q (4143.432179 sec): 11 clusters Score: Raw -11807515.347541 + Penalty 31391.567519 = -11776123.780022 nChanged 141 Iteration 91Q (4144.683139 sec): 11 clusters Score: Raw -11807526.212631 + Penalty 31391.567519 = -11776134.645112 nChanged 108 Iteration 92Q (4145.839031 sec): 11 clusters Score: Raw -11807533.705492 + Penalty 31391.567519 = -11776142.137973 nChanged 102 Iteration 93Q (4147.022558 sec): 11 clusters Score: Raw -11807539.633384 + Penalty 31391.567519 = -11776148.065865 nChanged 93 Iteration 94Q (4148.209835 sec): 11 clusters Score: Raw -11807546.013391 + Penalty 31391.567519 = -11776154.445873 nChanged 110 Iteration 95Q (4149.425297 sec): 11 clusters Score: Raw -11807553.606106 + Penalty 31391.567519 = -11776162.038587 nChanged 95 Iteration 96Q (4150.642254 sec): 11 clusters Score: Raw -11807560.317018 + Penalty 31391.567519 = -11776168.749500 nChanged 92 Iteration 97Q (4151.858174 sec): 11 clusters Score: Raw -11807566.086866 + Penalty 31391.567519 = -11776174.519347 nChanged 111 Iteration 98Q (4153.087996 sec): 11 clusters Score: Raw -11807572.420669 + Penalty 31391.567519 = -11776180.853150 nChanged 78 Writing temp clu file Because OldScore, -11776174.519347, is greater than current (better) Score,-11776180.853150 Compute initial score before splitting: Score: Raw -11807572.420669 + Penalty 31391.567519 = -11776180.853150 Trying to split cluster 1 (5573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4153.234911 sec): 2 clusters Score: Raw -405523.894772 + Penalty 2277.181840 = -403246.712932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4153.396908 sec): 3 clusters Score: Raw -402815.216133 + Penalty 4554.363680 = -398260.852453 nChanged 2181 SP:Iteration 1F (4153.498901 sec): 3 clusters Score: Raw -404279.319594 + Penalty 4554.363680 = -399724.955914 nChanged 518 SP:Iteration 2F (4153.605497 sec): 3 clusters Score: Raw -404738.383622 + Penalty 4554.363680 = -400184.019942 nChanged 432 SP:Iteration 3F (4153.727814 sec): 3 clusters Score: Raw -405139.909685 + Penalty 4554.363680 = -400585.546006 nChanged 371 SP:Iteration 4F (4153.841207 sec): 3 clusters Score: Raw -405517.687447 + Penalty 4554.363680 = -400963.323767 nChanged 317 SP:Iteration 5F (4153.954218 sec): 3 clusters Score: Raw -405856.904683 + Penalty 4554.363680 = -401302.541004 nChanged 262 SP:Iteration 6Q (4154.005847 sec): 3 clusters Score: Raw -406142.141976 + Penalty 4554.363680 = -401587.778297 nChanged 250 SP:Iteration 7Q (4154.057824 sec): 3 clusters Score: Raw -406417.741732 + Penalty 4554.363680 = -401863.378052 nChanged 241 SP:Iteration 8Q (4154.109762 sec): 3 clusters Score: Raw -406662.605393 + Penalty 4554.363680 = -402108.241713 nChanged 230 SP:Iteration 9Q (4154.165753 sec): 3 clusters Score: Raw -406895.999719 + Penalty 4554.363680 = -402341.636040 nChanged 216 SP:Iteration 10Q (4154.221174 sec): 3 clusters Score: Raw -407098.363310 + Penalty 4554.363680 = -402543.999630 nChanged 193 SP:Iteration 11Q (4154.277162 sec): 3 clusters Score: Raw -407274.342619 + Penalty 4554.363680 = -402719.978939 nChanged 191 SP:Iteration 12Q (4154.321789 sec): 3 clusters Score: Raw -407441.030228 + Penalty 4554.363680 = -402886.666548 nChanged 181 SP:Iteration 13Q (4154.359738 sec): 3 clusters Score: Raw -407582.757676 + Penalty 4554.363680 = -403028.393996 nChanged 149 SP:Iteration 14Q (4154.397494 sec): 3 clusters Score: Raw -407671.791825 + Penalty 4554.363680 = -403117.428145 nChanged 119 SP:Iteration 15Q (4154.436405 sec): 3 clusters Score: Raw -407738.757654 + Penalty 4554.363680 = -403184.393974 nChanged 109 SP:Iteration 16Q (4154.492056 sec): 3 clusters Score: Raw -407801.609209 + Penalty 4554.363680 = -403247.245530 nChanged 101 SP:Iteration 17Q (4154.547764 sec): 3 clusters Score: Raw -407861.962751 + Penalty 4554.363680 = -403307.599071 nChanged 87 SP:Iteration 18Q (4154.603473 sec): 3 clusters Score: Raw -407904.867046 + Penalty 4554.363680 = -403350.503366 nChanged 57 SP:Iteration 19Q (4154.648057 sec): 3 clusters Score: Raw -407930.771615 + Penalty 4554.363680 = -403376.407935 nChanged 44 SP:Iteration 20F (4154.765637 sec): 3 clusters Score: Raw -407949.990775 + Penalty 4554.363680 = -403395.627095 nChanged 36 SP:Iteration 21Q (4154.917268 sec): 3 clusters Score: Raw -407965.372092 + Penalty 4554.363680 = -403411.008412 nChanged 40 SP:Iteration 22Q (4155.005064 sec): 3 clusters Score: Raw -407977.631716 + Penalty 4554.363680 = -403423.268037 nChanged 19 SP:Iteration 23Q (4155.143377 sec): 3 clusters Score: Raw -407984.081506 + Penalty 4554.363680 = -403429.717826 nChanged 14 SP:Iteration 24Q (4155.250235 sec): 3 clusters Score: Raw -407988.063971 + Penalty 4554.363680 = -403433.700291 nChanged 6 SP:Iteration 25Q (4155.275984 sec): 3 clusters Score: Raw -407989.946597 + Penalty 4554.363680 = -403435.582917 nChanged 11 SP:Iteration 26Q (4155.320916 sec): 3 clusters Score: Raw -407992.933170 + Penalty 4554.363680 = -403438.569491 nChanged 4 SP:Iteration 27Q (4155.373034 sec): 3 clusters Score: Raw -407994.082717 + Penalty 4554.363680 = -403439.719037 nChanged 3 SP:Iteration 28Q (4155.425284 sec): 3 clusters Score: Raw -407994.702676 + Penalty 4554.363680 = -403440.338996 nChanged 3 SP:Iteration 29Q (4155.478158 sec): 3 clusters Score: Raw -407995.506019 + Penalty 4554.363680 = -403441.142339 nChanged 1 SP:Iteration 30Q (4155.532826 sec): 3 clusters Score: Raw -407995.703560 + Penalty 4554.363680 = -403441.339880 nChanged 0 SP:Iteration 31F (4155.587859 sec): 3 clusters Score: Raw -407995.703560 + Penalty 4554.363680 = -403441.339880 nChanged 0 Score: Raw -11810048.395501 + Penalty 34530.724271 = -11775517.671230 Splitting cluster 1 changes total score from -11776180.853150 to -11775517.671230 So it's not getting split. Trying to split cluster 2 (17537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4157.787126 sec): 2 clusters Score: Raw -1347425.755756 + Penalty 2579.826008 = -1344845.929748 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4157.869232 sec): 3 clusters Score: Raw -1337316.983243 + Penalty 5159.652017 = -1332157.331227 nChanged 7678 SP:Iteration 1F (4157.946034 sec): 3 clusters Score: Raw -1341666.985168 + Penalty 5159.652017 = -1336507.333151 nChanged 1322 SP:Iteration 2F (4158.038833 sec): 3 clusters Score: Raw -1342455.622093 + Penalty 5159.652017 = -1337295.970076 nChanged 1195 SP:Iteration 3F (4158.149179 sec): 3 clusters Score: Raw -1343233.571128 + Penalty 5159.652017 = -1338073.919112 nChanged 1098 SP:Iteration 4F (4158.261555 sec): 3 clusters Score: Raw -1344003.201820 + Penalty 5159.652017 = -1338843.549804 nChanged 1017 SP:Iteration 5F (4158.358109 sec): 3 clusters Score: Raw -1344780.522243 + Penalty 5159.652017 = -1339620.870226 nChanged 1012 SP:Iteration 6F (4158.451465 sec): 3 clusters Score: Raw -1345558.464027 + Penalty 5159.652017 = -1340398.812010 nChanged 980 SP:Iteration 7F (4158.548986 sec): 3 clusters Score: Raw -1346278.791029 + Penalty 5159.652017 = -1341119.139012 nChanged 821 SP:Iteration 8Q (4158.662977 sec): 3 clusters Score: Raw -1346802.993164 + Penalty 5159.652017 = -1341643.341147 nChanged 658 SP:Iteration 9Q (4158.766241 sec): 3 clusters Score: Raw -1347163.630800 + Penalty 5159.652017 = -1342003.978784 nChanged 556 SP:Iteration 10Q (4158.862511 sec): 3 clusters Score: Raw -1347435.917509 + Penalty 5159.652017 = -1342276.265492 nChanged 465 SP:Iteration 11Q (4158.958714 sec): 3 clusters Score: Raw -1347660.742599 + Penalty 5159.652017 = -1342501.090582 nChanged 416 SP:Iteration 12Q (4159.093600 sec): 3 clusters Score: Raw -1347855.629253 + Penalty 5159.652017 = -1342695.977236 nChanged 398 SP:Iteration 13Q (4159.208973 sec): 3 clusters Score: Raw -1348046.397802 + Penalty 5159.652017 = -1342886.745785 nChanged 375 SP:Iteration 14Q (4159.308921 sec): 3 clusters Score: Raw -1348198.755329 + Penalty 5159.652017 = -1343039.103312 nChanged 332 SP:Iteration 15Q (4159.417688 sec): 3 clusters Score: Raw -1348346.239509 + Penalty 5159.652017 = -1343186.587492 nChanged 350 SP:Iteration 16Q (4159.638707 sec): 3 clusters Score: Raw -1348494.260186 + Penalty 5159.652017 = -1343334.608169 nChanged 321 SP:Iteration 17Q (4159.834671 sec): 3 clusters Score: Raw -1348621.603923 + Penalty 5159.652017 = -1343461.951906 nChanged 320 SP:Iteration 18Q (4159.919791 sec): 3 clusters Score: Raw -1348742.881911 + Penalty 5159.652017 = -1343583.229894 nChanged 287 SP:Iteration 19Q (4160.057141 sec): 3 clusters Score: Raw -1348835.914866 + Penalty 5159.652017 = -1343676.262849 nChanged 244 SP:Iteration 20F (4160.167619 sec): 3 clusters Score: Raw -1348908.574226 + Penalty 5159.652017 = -1343748.922209 nChanged 233 SP:Iteration 21Q (4160.286858 sec): 3 clusters Score: Raw -1348970.936446 + Penalty 5159.652017 = -1343811.284429 nChanged 197 SP:Iteration 22Q (4160.400453 sec): 3 clusters Score: Raw -1349015.749973 + Penalty 5159.652017 = -1343856.097956 nChanged 167 SP:Iteration 23Q (4160.518585 sec): 3 clusters Score: Raw -1349056.362451 + Penalty 5159.652017 = -1343896.710434 nChanged 149 SP:Iteration 24Q (4160.632145 sec): 3 clusters Score: Raw -1349084.462141 + Penalty 5159.652017 = -1343924.810124 nChanged 114 SP:Iteration 25Q (4160.758187 sec): 3 clusters Score: Raw -1349102.392507 + Penalty 5159.652017 = -1343942.740491 nChanged 90 SP:Iteration 26Q (4160.873550 sec): 3 clusters Score: Raw -1349119.024115 + Penalty 5159.652017 = -1343959.372098 nChanged 81 SP:Iteration 27Q (4160.990417 sec): 3 clusters Score: Raw -1349132.252037 + Penalty 5159.652017 = -1343972.600020 nChanged 94 SP:Iteration 28Q (4161.105689 sec): 3 clusters Score: Raw -1349145.968011 + Penalty 5159.652017 = -1343986.315994 nChanged 74 SP:Iteration 29Q (4161.222647 sec): 3 clusters Score: Raw -1349156.778678 + Penalty 5159.652017 = -1343997.126661 nChanged 64 SP:Iteration 30Q (4161.337453 sec): 3 clusters Score: Raw -1349165.720988 + Penalty 5159.652017 = -1344006.068971 nChanged 61 SP:Iteration 31Q (4161.454645 sec): 3 clusters Score: Raw -1349172.396407 + Penalty 5159.652017 = -1344012.744390 nChanged 37 SP:Iteration 32Q (4161.645887 sec): 3 clusters Score: Raw -1349176.097934 + Penalty 5159.652017 = -1344016.445917 nChanged 19 SP:Iteration 33Q (4161.810523 sec): 3 clusters Score: Raw -1349177.855359 + Penalty 5159.652017 = -1344018.203342 nChanged 13 SP:Iteration 34Q (4162.028579 sec): 3 clusters Score: Raw -1349179.012065 + Penalty 5159.652017 = -1344019.360048 nChanged 12 SP:Iteration 35Q (4162.118417 sec): 3 clusters Score: Raw -1349180.383597 + Penalty 5159.652017 = -1344020.731580 nChanged 9 SP:Iteration 36Q (4162.245547 sec): 3 clusters Score: Raw -1349181.257945 + Penalty 5159.652017 = -1344021.605928 nChanged 11 SP:Iteration 37Q (4162.359384 sec): 3 clusters Score: Raw -1349182.240934 + Penalty 5159.652017 = -1344022.588918 nChanged 12 SP:Iteration 38Q (4162.478893 sec): 3 clusters Score: Raw -1349183.071367 + Penalty 5159.652017 = -1344023.419350 nChanged 11 SP:Iteration 39Q (4162.592056 sec): 3 clusters Score: Raw -1349184.025886 + Penalty 5159.652017 = -1344024.373870 nChanged 6 SP:Iteration 40F (4162.710178 sec): 3 clusters Score: Raw -1349184.515765 + Penalty 5159.652017 = -1344024.863748 nChanged 4 SP:Iteration 41Q (4162.906675 sec): 3 clusters Score: Raw -1349184.859909 + Penalty 5159.652017 = -1344025.207892 nChanged 4 SP:Iteration 42Q (4163.087301 sec): 3 clusters Score: Raw -1349185.238499 + Penalty 5159.652017 = -1344025.586482 nChanged 3 SP:Iteration 43Q (4163.243985 sec): 3 clusters Score: Raw -1349185.472122 + Penalty 5159.652017 = -1344025.820105 nChanged 2 SP:Iteration 44Q (4163.365466 sec): 3 clusters Score: Raw -1349185.714880 + Penalty 5159.652017 = -1344026.062864 nChanged 2 SP:Iteration 45Q (4163.481261 sec): 3 clusters Score: Raw -1349185.858009 + Penalty 5159.652017 = -1344026.205993 nChanged 1 SP:Iteration 46Q (4163.606060 sec): 3 clusters Score: Raw -1349185.970021 + Penalty 5159.652017 = -1344026.318004 nChanged 1 SP:Iteration 47Q (4163.886734 sec): 3 clusters Score: Raw -1349186.039893 + Penalty 5159.652017 = -1344026.387876 nChanged 0 SP:Iteration 48F (4164.102042 sec): 3 clusters Score: Raw -1349186.039893 + Penalty 5159.652017 = -1344026.387876 nChanged 0 Trying to split cluster 3 (8546 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4164.188973 sec): 2 clusters Score: Raw -720219.775065 + Penalty 2390.049715 = -717829.725350 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4164.289801 sec): 3 clusters Score: Raw -715737.173164 + Penalty 4780.099429 = -710957.073735 nChanged 3508 SP:Iteration 1F (4164.362223 sec): 3 clusters Score: Raw -717701.311839 + Penalty 4780.099429 = -712921.212409 nChanged 672 SP:Iteration 2F (4164.425292 sec): 3 clusters Score: Raw -718180.890790 + Penalty 4780.099429 = -713400.791361 nChanged 566 SP:Iteration 3F (4164.496777 sec): 3 clusters Score: Raw -718667.067152 + Penalty 4780.099429 = -713886.967723 nChanged 585 SP:Iteration 4F (4164.572198 sec): 3 clusters Score: Raw -719239.349489 + Penalty 4780.099429 = -714459.250060 nChanged 649 SP:Iteration 5F (4164.645667 sec): 3 clusters Score: Raw -719893.126996 + Penalty 4780.099429 = -715113.027566 nChanged 611 SP:Iteration 6F (4164.723339 sec): 3 clusters Score: Raw -720392.812459 + Penalty 4780.099429 = -715612.713029 nChanged 460 SP:Iteration 7F (4164.796115 sec): 3 clusters Score: Raw -720712.832867 + Penalty 4780.099429 = -715932.733438 nChanged 326 SP:Iteration 8Q (4164.870125 sec): 3 clusters Score: Raw -720933.525100 + Penalty 4780.099429 = -716153.425671 nChanged 257 SP:Iteration 9Q (4164.944425 sec): 3 clusters Score: Raw -721094.637628 + Penalty 4780.099429 = -716314.538199 nChanged 208 SP:Iteration 10Q (4165.018987 sec): 3 clusters Score: Raw -721210.528118 + Penalty 4780.099429 = -716430.428688 nChanged 161 SP:Iteration 11Q (4165.092902 sec): 3 clusters Score: Raw -721280.293128 + Penalty 4780.099429 = -716500.193699 nChanged 109 SP:Iteration 12Q (4165.166831 sec): 3 clusters Score: Raw -721315.731110 + Penalty 4780.099429 = -716535.631680 nChanged 75 SP:Iteration 13Q (4165.238888 sec): 3 clusters Score: Raw -721338.705951 + Penalty 4780.099429 = -716558.606521 nChanged 54 SP:Iteration 14Q (4165.308039 sec): 3 clusters Score: Raw -721356.201360 + Penalty 4780.099429 = -716576.101931 nChanged 50 SP:Iteration 15Q (4165.381716 sec): 3 clusters Score: Raw -721369.546638 + Penalty 4780.099429 = -716589.447209 nChanged 33 SP:Iteration 16Q (4165.455575 sec): 3 clusters Score: Raw -721377.320263 + Penalty 4780.099429 = -716597.220833 nChanged 15 SP:Iteration 17Q (4165.525514 sec): 3 clusters Score: Raw -721379.935274 + Penalty 4780.099429 = -716599.835845 nChanged 14 SP:Iteration 18Q (4165.596226 sec): 3 clusters Score: Raw -721382.557820 + Penalty 4780.099429 = -716602.458391 nChanged 11 SP:Iteration 19Q (4165.670508 sec): 3 clusters Score: Raw -721384.338501 + Penalty 4780.099429 = -716604.239072 nChanged 8 SP:Iteration 20F (4165.744521 sec): 3 clusters Score: Raw -721385.690818 + Penalty 4780.099429 = -716605.591388 nChanged 7 SP:Iteration 21Q (4165.819820 sec): 3 clusters Score: Raw -721386.717746 + Penalty 4780.099429 = -716606.618317 nChanged 3 SP:Iteration 22Q (4165.894419 sec): 3 clusters Score: Raw -721387.028320 + Penalty 4780.099429 = -716606.928891 nChanged 4 SP:Iteration 23Q (4165.967489 sec): 3 clusters Score: Raw -721387.716942 + Penalty 4780.099429 = -716607.617512 nChanged 4 SP:Iteration 24Q (4166.041321 sec): 3 clusters Score: Raw -721388.503589 + Penalty 4780.099429 = -716608.404159 nChanged 6 SP:Iteration 25Q (4166.114744 sec): 3 clusters Score: Raw -721389.716549 + Penalty 4780.099429 = -716609.617120 nChanged 6 SP:Iteration 26Q (4166.188990 sec): 3 clusters Score: Raw -721391.390836 + Penalty 4780.099429 = -716611.291407 nChanged 10 SP:Iteration 27Q (4166.370636 sec): 3 clusters Score: Raw -721393.434382 + Penalty 4780.099429 = -716613.334952 nChanged 12 SP:Iteration 28Q (4166.529227 sec): 3 clusters Score: Raw -721394.833655 + Penalty 4780.099429 = -716614.734225 nChanged 5 SP:Iteration 29Q (4166.711255 sec): 3 clusters Score: Raw -721395.706817 + Penalty 4780.099429 = -716615.607387 nChanged 5 SP:Iteration 30Q (4166.872944 sec): 3 clusters Score: Raw -721396.482469 + Penalty 4780.099429 = -716616.383040 nChanged 4 SP:Iteration 31Q (4166.933154 sec): 3 clusters Score: Raw -721397.150224 + Penalty 4780.099429 = -716617.050794 nChanged 3 SP:Iteration 32Q (4166.993496 sec): 3 clusters Score: Raw -721397.623745 + Penalty 4780.099429 = -716617.524315 nChanged 3 SP:Iteration 33Q (4167.061206 sec): 3 clusters Score: Raw -721398.186575 + Penalty 4780.099429 = -716618.087145 nChanged 3 SP:Iteration 34Q (4167.138887 sec): 3 clusters Score: Raw -721398.685382 + Penalty 4780.099429 = -716618.585953 nChanged 1 SP:Iteration 35Q (4167.214562 sec): 3 clusters Score: Raw -721398.999823 + Penalty 4780.099429 = -716618.900394 nChanged 2 SP:Iteration 36Q (4167.287635 sec): 3 clusters Score: Raw -721399.432856 + Penalty 4780.099429 = -716619.333427 nChanged 3 SP:Iteration 37Q (4167.357534 sec): 3 clusters Score: Raw -721399.930233 + Penalty 4780.099429 = -716619.830803 nChanged 5 SP:Iteration 38Q (4167.429363 sec): 3 clusters Score: Raw -721400.998094 + Penalty 4780.099429 = -716620.898664 nChanged 5 SP:Iteration 39Q (4167.504494 sec): 3 clusters Score: Raw -721402.040258 + Penalty 4780.099429 = -716621.940829 nChanged 6 SP:Iteration 40F (4167.578871 sec): 3 clusters Score: Raw -721403.318448 + Penalty 4780.099429 = -716623.219019 nChanged 5 SP:Iteration 41Q (4167.751863 sec): 3 clusters Score: Raw -721404.580139 + Penalty 4780.099429 = -716624.480709 nChanged 6 SP:Iteration 42Q (4167.824834 sec): 3 clusters Score: Raw -721406.026210 + Penalty 4780.099429 = -716625.926781 nChanged 5 SP:Iteration 43Q (4167.890998 sec): 3 clusters Score: Raw -721406.872882 + Penalty 4780.099429 = -716626.773452 nChanged 6 SP:Iteration 44Q (4167.959967 sec): 3 clusters Score: Raw -721408.016429 + Penalty 4780.099429 = -716627.917000 nChanged 5 SP:Iteration 45Q (4168.038669 sec): 3 clusters Score: Raw -721408.872671 + Penalty 4780.099429 = -716628.773242 nChanged 2 SP:Iteration 46Q (4168.116838 sec): 3 clusters Score: Raw -721409.279104 + Penalty 4780.099429 = -716629.179675 nChanged 3 SP:Iteration 47Q (4168.188691 sec): 3 clusters Score: Raw -721409.863702 + Penalty 4780.099429 = -716629.764272 nChanged 1 SP:Iteration 48Q (4168.255704 sec): 3 clusters Score: Raw -721410.065064 + Penalty 4780.099429 = -716629.965635 nChanged 0 SP:Iteration 49F (4168.326008 sec): 3 clusters Score: Raw -721410.065064 + Penalty 4780.099429 = -716629.965635 nChanged 0 Trying to split cluster 4 (14308 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4168.418161 sec): 2 clusters Score: Raw -1239910.820718 + Penalty 2526.103563 = -1237384.717155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4168.564540 sec): 3 clusters Score: Raw -1231905.640586 + Penalty 5052.207125 = -1226853.433461 nChanged 6145 SP:Iteration 1F (4168.657218 sec): 3 clusters Score: Raw -1235379.143624 + Penalty 5052.207125 = -1230326.936499 nChanged 1024 SP:Iteration 2F (4168.753992 sec): 3 clusters Score: Raw -1235966.587966 + Penalty 5052.207125 = -1230914.380841 nChanged 925 SP:Iteration 3F (4168.870443 sec): 3 clusters Score: Raw -1236520.867507 + Penalty 5052.207125 = -1231468.660382 nChanged 852 SP:Iteration 4F (4168.968993 sec): 3 clusters Score: Raw -1237089.690287 + Penalty 5052.207125 = -1232037.483162 nChanged 803 SP:Iteration 5F (4169.083083 sec): 3 clusters Score: Raw -1237648.831076 + Penalty 5052.207125 = -1232596.623951 nChanged 825 SP:Iteration 6F (4169.172836 sec): 3 clusters Score: Raw -1238235.277018 + Penalty 5052.207125 = -1233183.069893 nChanged 740 SP:Iteration 7F (4169.417995 sec): 3 clusters Score: Raw -1238695.052518 + Penalty 5052.207125 = -1233642.845393 nChanged 626 SP:Iteration 8Q (4169.641294 sec): 3 clusters Score: Raw -1239011.835373 + Penalty 5052.207125 = -1233959.628248 nChanged 502 SP:Iteration 9Q (4169.773493 sec): 3 clusters Score: Raw -1239232.912901 + Penalty 5052.207125 = -1234180.705776 nChanged 385 SP:Iteration 10Q (4169.911654 sec): 3 clusters Score: Raw -1239405.646535 + Penalty 5052.207125 = -1234353.439410 nChanged 328 SP:Iteration 11Q (4169.997032 sec): 3 clusters Score: Raw -1239544.611049 + Penalty 5052.207125 = -1234492.403924 nChanged 287 SP:Iteration 12Q (4170.104355 sec): 3 clusters Score: Raw -1239668.032612 + Penalty 5052.207125 = -1234615.825487 nChanged 248 SP:Iteration 13Q (4170.222613 sec): 3 clusters Score: Raw -1239767.499316 + Penalty 5052.207125 = -1234715.292191 nChanged 231 SP:Iteration 14Q (4170.313456 sec): 3 clusters Score: Raw -1239843.472945 + Penalty 5052.207125 = -1234791.265820 nChanged 190 SP:Iteration 15Q (4170.402949 sec): 3 clusters Score: Raw -1239899.897753 + Penalty 5052.207125 = -1234847.690628 nChanged 180 SP:Iteration 16Q (4170.506212 sec): 3 clusters Score: Raw -1239957.066980 + Penalty 5052.207125 = -1234904.859855 nChanged 163 SP:Iteration 17Q (4170.618479 sec): 3 clusters Score: Raw -1240007.739284 + Penalty 5052.207125 = -1234955.532159 nChanged 136 SP:Iteration 18Q (4170.718563 sec): 3 clusters Score: Raw -1240043.198257 + Penalty 5052.207125 = -1234990.991132 nChanged 127 SP:Iteration 19Q (4170.815799 sec): 3 clusters Score: Raw -1240073.718735 + Penalty 5052.207125 = -1235021.511610 nChanged 118 SP:Iteration 20F (4170.911467 sec): 3 clusters Score: Raw -1240099.364185 + Penalty 5052.207125 = -1235047.157060 nChanged 97 SP:Iteration 21Q (4171.013825 sec): 3 clusters Score: Raw -1240119.585579 + Penalty 5052.207125 = -1235067.378454 nChanged 96 SP:Iteration 22Q (4171.233480 sec): 3 clusters Score: Raw -1240141.687603 + Penalty 5052.207125 = -1235089.480478 nChanged 98 SP:Iteration 23Q (4171.365361 sec): 3 clusters Score: Raw -1240165.220530 + Penalty 5052.207125 = -1235113.013405 nChanged 93 SP:Iteration 24Q (4171.480450 sec): 3 clusters Score: Raw -1240187.444969 + Penalty 5052.207125 = -1235135.237844 nChanged 83 SP:Iteration 25Q (4171.571255 sec): 3 clusters Score: Raw -1240207.300406 + Penalty 5052.207125 = -1235155.093281 nChanged 69 SP:Iteration 26Q (4171.665470 sec): 3 clusters Score: Raw -1240222.113401 + Penalty 5052.207125 = -1235169.906276 nChanged 67 SP:Iteration 27Q (4171.768942 sec): 3 clusters Score: Raw -1240237.911921 + Penalty 5052.207125 = -1235185.704796 nChanged 65 SP:Iteration 28Q (4171.885351 sec): 3 clusters Score: Raw -1240249.879326 + Penalty 5052.207125 = -1235197.672201 nChanged 72 SP:Iteration 29Q (4171.985372 sec): 3 clusters Score: Raw -1240263.460188 + Penalty 5052.207125 = -1235211.253063 nChanged 74 SP:Iteration 30Q (4172.103236 sec): 3 clusters Score: Raw -1240279.869158 + Penalty 5052.207125 = -1235227.662033 nChanged 80 SP:Iteration 31Q (4172.192633 sec): 3 clusters Score: Raw -1240296.147516 + Penalty 5052.207125 = -1235243.940391 nChanged 79 SP:Iteration 32Q (4172.286218 sec): 3 clusters Score: Raw -1240311.243020 + Penalty 5052.207125 = -1235259.035895 nChanged 53 SP:Iteration 33Q (4172.392897 sec): 3 clusters Score: Raw -1240321.657615 + Penalty 5052.207125 = -1235269.450490 nChanged 56 SP:Iteration 34Q (4172.509883 sec): 3 clusters Score: Raw -1240331.936016 + Penalty 5052.207125 = -1235279.728891 nChanged 56 SP:Iteration 35Q (4172.608500 sec): 3 clusters Score: Raw -1240342.752102 + Penalty 5052.207125 = -1235290.544977 nChanged 50 SP:Iteration 36Q (4172.728311 sec): 3 clusters Score: Raw -1240350.853946 + Penalty 5052.207125 = -1235298.646821 nChanged 43 SP:Iteration 37Q (4172.818251 sec): 3 clusters Score: Raw -1240357.375976 + Penalty 5052.207125 = -1235305.168851 nChanged 39 SP:Iteration 38Q (4173.011425 sec): 3 clusters Score: Raw -1240363.042295 + Penalty 5052.207125 = -1235310.835170 nChanged 33 SP:Iteration 39Q (4173.217419 sec): 3 clusters Score: Raw -1240367.306833 + Penalty 5052.207125 = -1235315.099708 nChanged 32 SP:Iteration 40F (4173.372565 sec): 3 clusters Score: Raw -1240373.024397 + Penalty 5052.207125 = -1235320.817272 nChanged 41 SP:Iteration 41Q (4173.468383 sec): 3 clusters Score: Raw -1240379.763897 + Penalty 5052.207125 = -1235327.556772 nChanged 45 SP:Iteration 42Q (4173.603990 sec): 3 clusters Score: Raw -1240387.852028 + Penalty 5052.207125 = -1235335.644903 nChanged 40 SP:Iteration 43Q (4173.701544 sec): 3 clusters Score: Raw -1240394.079560 + Penalty 5052.207125 = -1235341.872435 nChanged 37 SP:Iteration 44Q (4173.799779 sec): 3 clusters Score: Raw -1240400.223540 + Penalty 5052.207125 = -1235348.016415 nChanged 36 SP:Iteration 45Q (4173.914080 sec): 3 clusters Score: Raw -1240405.080029 + Penalty 5052.207125 = -1235352.872904 nChanged 32 SP:Iteration 46Q (4174.014510 sec): 3 clusters Score: Raw -1240408.897688 + Penalty 5052.207125 = -1235356.690563 nChanged 27 SP:Iteration 47Q (4174.130826 sec): 3 clusters Score: Raw -1240412.541591 + Penalty 5052.207125 = -1235360.334466 nChanged 30 SP:Iteration 48Q (4174.219472 sec): 3 clusters Score: Raw -1240417.064071 + Penalty 5052.207125 = -1235364.856946 nChanged 33 SP:Iteration 49Q (4174.314448 sec): 3 clusters Score: Raw -1240421.959544 + Penalty 5052.207125 = -1235369.752419 nChanged 26 SP:Iteration 50Q (4174.419603 sec): 3 clusters Score: Raw -1240426.854214 + Penalty 5052.207125 = -1235374.647089 nChanged 35 SP:Iteration 51Q (4174.533835 sec): 3 clusters Score: Raw -1240433.153709 + Penalty 5052.207125 = -1235380.946584 nChanged 31 SP:Iteration 52Q (4174.634840 sec): 3 clusters Score: Raw -1240437.625016 + Penalty 5052.207125 = -1235385.417891 nChanged 27 SP:Iteration 53Q (4174.751373 sec): 3 clusters Score: Raw -1240440.689708 + Penalty 5052.207125 = -1235388.482583 nChanged 26 SP:Iteration 54Q (4174.840034 sec): 3 clusters Score: Raw -1240443.626737 + Penalty 5052.207125 = -1235391.419612 nChanged 30 SP:Iteration 55Q (4174.935747 sec): 3 clusters Score: Raw -1240447.259968 + Penalty 5052.207125 = -1235395.052843 nChanged 33 SP:Iteration 56Q (4175.040679 sec): 3 clusters Score: Raw -1240451.333942 + Penalty 5052.207125 = -1235399.126817 nChanged 28 SP:Iteration 57Q (4175.155656 sec): 3 clusters Score: Raw -1240455.804221 + Penalty 5052.207125 = -1235403.597096 nChanged 35 SP:Iteration 58Q (4175.255411 sec): 3 clusters Score: Raw -1240459.722795 + Penalty 5052.207125 = -1235407.515670 nChanged 29 SP:Iteration 59Q (4175.372724 sec): 3 clusters Score: Raw -1240463.865278 + Penalty 5052.207125 = -1235411.658153 nChanged 32 SP:Iteration 60F (4175.461692 sec): 3 clusters Score: Raw -1240467.816577 + Penalty 5052.207125 = -1235415.609452 nChanged 31 SP:Iteration 61Q (4175.556822 sec): 3 clusters Score: Raw -1240471.570449 + Penalty 5052.207125 = -1235419.363324 nChanged 26 SP:Iteration 62Q (4175.661048 sec): 3 clusters Score: Raw -1240474.447001 + Penalty 5052.207125 = -1235422.239876 nChanged 17 SP:Iteration 63Q (4175.776360 sec): 3 clusters Score: Raw -1240476.135812 + Penalty 5052.207125 = -1235423.928687 nChanged 13 SP:Iteration 64Q (4175.876724 sec): 3 clusters Score: Raw -1240478.018360 + Penalty 5052.207125 = -1235425.811235 nChanged 13 SP:Iteration 65Q (4175.993379 sec): 3 clusters Score: Raw -1240479.408911 + Penalty 5052.207125 = -1235427.201786 nChanged 11 SP:Iteration 66Q (4176.081902 sec): 3 clusters Score: Raw -1240480.302604 + Penalty 5052.207125 = -1235428.095479 nChanged 7 SP:Iteration 67Q (4176.175875 sec): 3 clusters Score: Raw -1240480.686207 + Penalty 5052.207125 = -1235428.479082 nChanged 5 SP:Iteration 68Q (4176.279202 sec): 3 clusters Score: Raw -1240480.960655 + Penalty 5052.207125 = -1235428.753530 nChanged 1 SP:Iteration 69Q (4176.492540 sec): 3 clusters Score: Raw -1240481.021997 + Penalty 5052.207125 = -1235428.814872 nChanged 2 SP:Iteration 70Q (4176.674383 sec): 3 clusters Score: Raw -1240481.313905 + Penalty 5052.207125 = -1235429.106780 nChanged 3 SP:Iteration 71Q (4176.787050 sec): 3 clusters Score: Raw -1240481.677874 + Penalty 5052.207125 = -1235429.470749 nChanged 2 SP:Iteration 72Q (4176.894906 sec): 3 clusters Score: Raw -1240481.914087 + Penalty 5052.207125 = -1235429.706962 nChanged 2 SP:Iteration 73Q (4176.992385 sec): 3 clusters Score: Raw -1240482.152730 + Penalty 5052.207125 = -1235429.945605 nChanged 3 SP:Iteration 74Q (4177.094114 sec): 3 clusters Score: Raw -1240482.482410 + Penalty 5052.207125 = -1235430.275285 nChanged 5 SP:Iteration 75Q (4177.208775 sec): 3 clusters Score: Raw -1240483.217709 + Penalty 5052.207125 = -1235431.010584 nChanged 7 SP:Iteration 76Q (4177.306411 sec): 3 clusters Score: Raw -1240484.102200 + Penalty 5052.207125 = -1235431.895075 nChanged 8 SP:Iteration 77Q (4177.425132 sec): 3 clusters Score: Raw -1240485.323717 + Penalty 5052.207125 = -1235433.116592 nChanged 19 SP:Iteration 78Q (4177.520355 sec): 3 clusters Score: Raw -1240487.630499 + Penalty 5052.207125 = -1235435.423374 nChanged 16 SP:Iteration 79Q (4177.615821 sec): 3 clusters Score: Raw -1240489.267309 + Penalty 5052.207125 = -1235437.060184 nChanged 13 SP:Iteration 80F (4177.719773 sec): 3 clusters Score: Raw -1240490.573575 + Penalty 5052.207125 = -1235438.366450 nChanged 11 SP:Iteration 81Q (4177.833448 sec): 3 clusters Score: Raw -1240492.164734 + Penalty 5052.207125 = -1235439.957609 nChanged 20 SP:Iteration 82Q (4177.933077 sec): 3 clusters Score: Raw -1240494.864407 + Penalty 5052.207125 = -1235442.657282 nChanged 19 SP:Iteration 83Q (4178.051848 sec): 3 clusters Score: Raw -1240496.819666 + Penalty 5052.207125 = -1235444.612541 nChanged 11 SP:Iteration 84Q (4178.140293 sec): 3 clusters Score: Raw -1240497.845080 + Penalty 5052.207125 = -1235445.637955 nChanged 12 SP:Iteration 85Q (4178.234884 sec): 3 clusters Score: Raw -1240499.099272 + Penalty 5052.207125 = -1235446.892147 nChanged 14 SP:Iteration 86Q (4178.337421 sec): 3 clusters Score: Raw -1240500.343482 + Penalty 5052.207125 = -1235448.136357 nChanged 9 SP:Iteration 87Q (4178.451510 sec): 3 clusters Score: Raw -1240501.395323 + Penalty 5052.207125 = -1235449.188198 nChanged 7 SP:Iteration 88Q (4178.547873 sec): 3 clusters Score: Raw -1240502.047083 + Penalty 5052.207125 = -1235449.839958 nChanged 3 SP:Iteration 89Q (4178.667310 sec): 3 clusters Score: Raw -1240502.675422 + Penalty 5052.207125 = -1235450.468297 nChanged 3 SP:Iteration 90Q (4178.755533 sec): 3 clusters Score: Raw -1240502.859281 + Penalty 5052.207125 = -1235450.652156 nChanged 0 SP:Iteration 91F (4178.848194 sec): 3 clusters Score: Raw -1240502.859281 + Penalty 5052.207125 = -1235450.652156 nChanged 0 Trying to split cluster 5 (12817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4178.932544 sec): 2 clusters Score: Raw -1111059.426774 + Penalty 2497.051311 = -1108562.375463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4179.044021 sec): 3 clusters Score: Raw -1103986.976366 + Penalty 4994.102622 = -1098992.873744 nChanged 5483 SP:Iteration 1F (4179.168251 sec): 3 clusters Score: Raw -1107049.193107 + Penalty 4994.102622 = -1102055.090485 nChanged 898 SP:Iteration 2F (4179.246949 sec): 3 clusters Score: Raw -1107480.697576 + Penalty 4994.102622 = -1102486.594953 nChanged 708 SP:Iteration 3F (4179.334235 sec): 3 clusters Score: Raw -1107807.467991 + Penalty 4994.102622 = -1102813.365368 nChanged 587 SP:Iteration 4Q (4179.445289 sec): 3 clusters Score: Raw -1108074.159058 + Penalty 4994.102622 = -1103080.056435 nChanged 508 SP:Iteration 5Q (4179.532806 sec): 3 clusters Score: Raw -1108331.699557 + Penalty 4994.102622 = -1103337.596935 nChanged 547 SP:Iteration 6Q (4179.750035 sec): 3 clusters Score: Raw -1108608.643215 + Penalty 4994.102622 = -1103614.540593 nChanged 560 SP:Iteration 7Q (4179.920032 sec): 3 clusters Score: Raw -1108942.819356 + Penalty 4994.102622 = -1103948.716734 nChanged 584 SP:Iteration 8Q (4180.079358 sec): 3 clusters Score: Raw -1109328.962845 + Penalty 4994.102622 = -1104334.860223 nChanged 596 SP:Iteration 9Q (4180.230665 sec): 3 clusters Score: Raw -1109731.517109 + Penalty 4994.102622 = -1104737.414487 nChanged 598 SP:Iteration 10Q (4180.318517 sec): 3 clusters Score: Raw -1110139.292765 + Penalty 4994.102622 = -1105145.190142 nChanged 548 SP:Iteration 11Q (4180.411236 sec): 3 clusters Score: Raw -1110523.833743 + Penalty 4994.102622 = -1105529.731121 nChanged 450 SP:Iteration 12Q (4180.513561 sec): 3 clusters Score: Raw -1110826.007181 + Penalty 4994.102622 = -1105831.904559 nChanged 384 SP:Iteration 13Q (4180.603070 sec): 3 clusters Score: Raw -1111065.836747 + Penalty 4994.102622 = -1106071.734124 nChanged 291 SP:Iteration 14Q (4180.688767 sec): 3 clusters Score: Raw -1111229.556708 + Penalty 4994.102622 = -1106235.454086 nChanged 249 SP:Iteration 15Q (4180.789450 sec): 3 clusters Score: Raw -1111360.555157 + Penalty 4994.102622 = -1106366.452535 nChanged 220 SP:Iteration 16Q (4180.964639 sec): 3 clusters Score: Raw -1111474.015809 + Penalty 4994.102622 = -1106479.913187 nChanged 181 SP:Iteration 17Q (4181.115062 sec): 3 clusters Score: Raw -1111560.711091 + Penalty 4994.102622 = -1106566.608469 nChanged 142 SP:Iteration 18Q (4181.275489 sec): 3 clusters Score: Raw -1111618.595406 + Penalty 4994.102622 = -1106624.492784 nChanged 109 SP:Iteration 19Q (4181.349082 sec): 3 clusters Score: Raw -1111657.217964 + Penalty 4994.102622 = -1106663.115341 nChanged 101 SP:Iteration 20F (4181.430879 sec): 3 clusters Score: Raw -1111688.138774 + Penalty 4994.102622 = -1106694.036152 nChanged 70 SP:Iteration 21Q (4181.535017 sec): 3 clusters Score: Raw -1111710.423646 + Penalty 4994.102622 = -1106716.321024 nChanged 63 SP:Iteration 22Q (4181.623604 sec): 3 clusters Score: Raw -1111733.372055 + Penalty 4994.102622 = -1106739.269433 nChanged 53 SP:Iteration 23Q (4181.710595 sec): 3 clusters Score: Raw -1111749.410713 + Penalty 4994.102622 = -1106755.308091 nChanged 50 SP:Iteration 24Q (4181.796793 sec): 3 clusters Score: Raw -1111761.754068 + Penalty 4994.102622 = -1106767.651445 nChanged 39 SP:Iteration 25Q (4181.895518 sec): 3 clusters Score: Raw -1111771.498997 + Penalty 4994.102622 = -1106777.396375 nChanged 39 SP:Iteration 26Q (4181.987651 sec): 3 clusters Score: Raw -1111780.333433 + Penalty 4994.102622 = -1106786.230810 nChanged 39 SP:Iteration 27Q (4182.076270 sec): 3 clusters Score: Raw -1111790.519688 + Penalty 4994.102622 = -1106796.417066 nChanged 33 SP:Iteration 28Q (4182.168626 sec): 3 clusters Score: Raw -1111800.425650 + Penalty 4994.102622 = -1106806.323027 nChanged 39 SP:Iteration 29Q (4182.281396 sec): 3 clusters Score: Raw -1111811.990507 + Penalty 4994.102622 = -1106817.887885 nChanged 33 SP:Iteration 30Q (4182.361230 sec): 3 clusters Score: Raw -1111820.120052 + Penalty 4994.102622 = -1106826.017430 nChanged 33 SP:Iteration 31Q (4182.444919 sec): 3 clusters Score: Raw -1111828.212468 + Penalty 4994.102622 = -1106834.109846 nChanged 21 SP:Iteration 32Q (4182.545159 sec): 3 clusters Score: Raw -1111833.553786 + Penalty 4994.102622 = -1106839.451164 nChanged 27 SP:Iteration 33Q (4182.633298 sec): 3 clusters Score: Raw -1111839.311110 + Penalty 4994.102622 = -1106845.208488 nChanged 33 SP:Iteration 34Q (4182.720079 sec): 3 clusters Score: Raw -1111847.539757 + Penalty 4994.102622 = -1106853.437135 nChanged 27 SP:Iteration 35Q (4182.805261 sec): 3 clusters Score: Raw -1111853.573638 + Penalty 4994.102622 = -1106859.471015 nChanged 17 SP:Iteration 36Q (4182.901833 sec): 3 clusters Score: Raw -1111856.334120 + Penalty 4994.102622 = -1106862.231498 nChanged 9 SP:Iteration 37Q (4183.093713 sec): 3 clusters Score: Raw -1111858.020959 + Penalty 4994.102622 = -1106863.918337 nChanged 7 SP:Iteration 38Q (4183.284066 sec): 3 clusters Score: Raw -1111859.548727 + Penalty 4994.102622 = -1106865.446104 nChanged 7 SP:Iteration 39Q (4183.416230 sec): 3 clusters Score: Raw -1111861.144421 + Penalty 4994.102622 = -1106867.041799 nChanged 5 SP:Iteration 40F (4183.512466 sec): 3 clusters Score: Raw -1111862.181653 + Penalty 4994.102622 = -1106868.079031 nChanged 4 SP:Iteration 41Q (4183.709604 sec): 3 clusters Score: Raw -1111862.811656 + Penalty 4994.102622 = -1106868.709034 nChanged 5 SP:Iteration 42Q (4183.846458 sec): 3 clusters Score: Raw -1111863.551044 + Penalty 4994.102622 = -1106869.448422 nChanged 5 SP:Iteration 43Q (4184.019582 sec): 3 clusters Score: Raw -1111864.011123 + Penalty 4994.102622 = -1106869.908500 nChanged 2 SP:Iteration 44Q (4184.101933 sec): 3 clusters Score: Raw -1111864.388915 + Penalty 4994.102622 = -1106870.286293 nChanged 0 SP:Iteration 45F (4184.191532 sec): 3 clusters Score: Raw -1111864.388915 + Penalty 4994.102622 = -1106870.286293 nChanged 0 Trying to split cluster 6 (3978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4184.250660 sec): 2 clusters Score: Raw -248044.020492 + Penalty 2188.173097 = -245855.847394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4184.314117 sec): 3 clusters Score: Raw -246347.767309 + Penalty 4376.346195 = -241971.421115 nChanged 1455 SP:Iteration 1F (4184.375401 sec): 3 clusters Score: Raw -247822.762011 + Penalty 4376.346195 = -243446.415816 nChanged 529 SP:Iteration 2F (4184.437436 sec): 3 clusters Score: Raw -249009.970102 + Penalty 4376.346195 = -244633.623907 nChanged 473 SP:Iteration 3F (4184.487474 sec): 3 clusters Score: Raw -249941.915264 + Penalty 4376.346195 = -245565.569070 nChanged 341 SP:Iteration 4F (4184.544579 sec): 3 clusters Score: Raw -250418.427160 + Penalty 4376.346195 = -246042.080965 nChanged 199 SP:Iteration 5F (4184.587582 sec): 3 clusters Score: Raw -250641.091515 + Penalty 4376.346195 = -246264.745320 nChanged 111 SP:Iteration 6Q (4184.631724 sec): 3 clusters Score: Raw -250742.275104 + Penalty 4376.346195 = -246365.928910 nChanged 71 SP:Iteration 7Q (4184.678851 sec): 3 clusters Score: Raw -250796.789984 + Penalty 4376.346195 = -246420.443790 nChanged 57 SP:Iteration 8Q (4184.726507 sec): 3 clusters Score: Raw -250833.941510 + Penalty 4376.346195 = -246457.595315 nChanged 39 SP:Iteration 9Q (4184.773441 sec): 3 clusters Score: Raw -250857.399329 + Penalty 4376.346195 = -246481.053134 nChanged 24 SP:Iteration 10Q (4184.822195 sec): 3 clusters Score: Raw -250869.998956 + Penalty 4376.346195 = -246493.652761 nChanged 21 SP:Iteration 11Q (4184.870666 sec): 3 clusters Score: Raw -250881.118833 + Penalty 4376.346195 = -246504.772638 nChanged 13 SP:Iteration 12Q (4184.919141 sec): 3 clusters Score: Raw -250890.102751 + Penalty 4376.346195 = -246513.756556 nChanged 7 SP:Iteration 13Q (4184.966924 sec): 3 clusters Score: Raw -250893.493476 + Penalty 4376.346195 = -246517.147281 nChanged 4 SP:Iteration 14Q (4185.011699 sec): 3 clusters Score: Raw -250894.759212 + Penalty 4376.346195 = -246518.413017 nChanged 2 SP:Iteration 15Q (4185.056493 sec): 3 clusters Score: Raw -250895.093174 + Penalty 4376.346195 = -246518.746980 nChanged 0 SP:Iteration 16F (4185.101861 sec): 3 clusters Score: Raw -250895.093174 + Penalty 4376.346195 = -246518.746980 nChanged 0 Score: Raw -11810427.659396 + Penalty 34530.724271 = -11775896.935125 Splitting cluster 6 changes total score from -11776180.853150 to -11775896.935125 So it's not getting split. Trying to split cluster 7 (8389 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4187.524714 sec): 2 clusters Score: Raw -653403.929576 + Penalty 2385.154623 = -651018.774953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4187.730301 sec): 3 clusters Score: Raw -649041.505987 + Penalty 4770.309246 = -644271.196741 nChanged 3453 SP:Iteration 1F (4187.887009 sec): 3 clusters Score: Raw -650952.438867 + Penalty 4770.309246 = -646182.129621 nChanged 602 SP:Iteration 2F (4188.052875 sec): 3 clusters Score: Raw -651262.886946 + Penalty 4770.309246 = -646492.577700 nChanged 440 SP:Iteration 3F (4188.200777 sec): 3 clusters Score: Raw -651522.393080 + Penalty 4770.309246 = -646752.083834 nChanged 408 SP:Iteration 4Q (4188.263331 sec): 3 clusters Score: Raw -651798.511443 + Penalty 4770.309246 = -647028.202197 nChanged 416 SP:Iteration 5Q (4188.322559 sec): 3 clusters Score: Raw -652122.251149 + Penalty 4770.309246 = -647351.941903 nChanged 428 SP:Iteration 6F (4188.395017 sec): 3 clusters Score: Raw -652441.761565 + Penalty 4770.309246 = -647671.452319 nChanged 407 SP:Iteration 7Q (4188.473211 sec): 3 clusters Score: Raw -652744.518442 + Penalty 4770.309246 = -647974.209195 nChanged 383 SP:Iteration 8Q (4188.546051 sec): 3 clusters Score: Raw -653025.346563 + Penalty 4770.309246 = -648255.037317 nChanged 359 SP:Iteration 9Q (4188.618280 sec): 3 clusters Score: Raw -653277.055715 + Penalty 4770.309246 = -648506.746468 nChanged 325 SP:Iteration 10Q (4188.692043 sec): 3 clusters Score: Raw -653478.788099 + Penalty 4770.309246 = -648708.478853 nChanged 272 SP:Iteration 11Q (4188.765563 sec): 3 clusters Score: Raw -653656.264609 + Penalty 4770.309246 = -648885.955363 nChanged 241 SP:Iteration 12Q (4188.838539 sec): 3 clusters Score: Raw -653800.044778 + Penalty 4770.309246 = -649029.735531 nChanged 217 SP:Iteration 13Q (4188.912051 sec): 3 clusters Score: Raw -653925.131865 + Penalty 4770.309246 = -649154.822619 nChanged 191 SP:Iteration 14Q (4188.984674 sec): 3 clusters Score: Raw -654059.636324 + Penalty 4770.309246 = -649289.327077 nChanged 191 SP:Iteration 15Q (4189.057455 sec): 3 clusters Score: Raw -654192.339193 + Penalty 4770.309246 = -649422.029947 nChanged 171 SP:Iteration 16Q (4189.130058 sec): 3 clusters Score: Raw -654295.068934 + Penalty 4770.309246 = -649524.759688 nChanged 143 SP:Iteration 17Q (4189.202698 sec): 3 clusters Score: Raw -654378.769786 + Penalty 4770.309246 = -649608.460540 nChanged 132 SP:Iteration 18Q (4189.273108 sec): 3 clusters Score: Raw -654436.186336 + Penalty 4770.309246 = -649665.877089 nChanged 104 SP:Iteration 19Q (4189.341479 sec): 3 clusters Score: Raw -654469.898990 + Penalty 4770.309246 = -649699.589744 nChanged 82 SP:Iteration 20F (4189.411026 sec): 3 clusters Score: Raw -654497.486987 + Penalty 4770.309246 = -649727.177741 nChanged 71 SP:Iteration 21Q (4189.485148 sec): 3 clusters Score: Raw -654524.579214 + Penalty 4770.309246 = -649754.269968 nChanged 67 SP:Iteration 22Q (4189.558432 sec): 3 clusters Score: Raw -654546.301971 + Penalty 4770.309246 = -649775.992725 nChanged 57 SP:Iteration 23Q (4189.630148 sec): 3 clusters Score: Raw -654566.597356 + Penalty 4770.309246 = -649796.288110 nChanged 52 SP:Iteration 24Q (4189.702742 sec): 3 clusters Score: Raw -654583.324099 + Penalty 4770.309246 = -649813.014852 nChanged 50 SP:Iteration 25Q (4189.774392 sec): 3 clusters Score: Raw -654598.603275 + Penalty 4770.309246 = -649828.294028 nChanged 41 SP:Iteration 26Q (4189.845124 sec): 3 clusters Score: Raw -654611.177258 + Penalty 4770.309246 = -649840.868012 nChanged 52 SP:Iteration 27Q (4189.914924 sec): 3 clusters Score: Raw -654626.191060 + Penalty 4770.309246 = -649855.881814 nChanged 48 SP:Iteration 28Q (4189.984740 sec): 3 clusters Score: Raw -654638.957053 + Penalty 4770.309246 = -649868.647806 nChanged 44 SP:Iteration 29Q (4190.055595 sec): 3 clusters Score: Raw -654652.631077 + Penalty 4770.309246 = -649882.321831 nChanged 57 SP:Iteration 30Q (4190.127728 sec): 3 clusters Score: Raw -654672.592405 + Penalty 4770.309246 = -649902.283159 nChanged 61 SP:Iteration 31Q (4190.199567 sec): 3 clusters Score: Raw -654695.473396 + Penalty 4770.309246 = -649925.164150 nChanged 62 SP:Iteration 32Q (4190.376887 sec): 3 clusters Score: Raw -654718.869552 + Penalty 4770.309246 = -649948.560306 nChanged 66 SP:Iteration 33Q (4190.529018 sec): 3 clusters Score: Raw -654743.479103 + Penalty 4770.309246 = -649973.169857 nChanged 74 SP:Iteration 34Q (4190.673427 sec): 3 clusters Score: Raw -654770.736374 + Penalty 4770.309246 = -650000.427127 nChanged 68 SP:Iteration 35Q (4190.780108 sec): 3 clusters Score: Raw -654794.036300 + Penalty 4770.309246 = -650023.727054 nChanged 74 SP:Iteration 36Q (4190.845479 sec): 3 clusters Score: Raw -654814.974386 + Penalty 4770.309246 = -650044.665140 nChanged 60 SP:Iteration 37Q (4190.917463 sec): 3 clusters Score: Raw -654831.673479 + Penalty 4770.309246 = -650061.364233 nChanged 59 SP:Iteration 38Q (4191.008450 sec): 3 clusters Score: Raw -654853.128923 + Penalty 4770.309246 = -650082.819676 nChanged 57 SP:Iteration 39Q (4191.086914 sec): 3 clusters Score: Raw -654873.484010 + Penalty 4770.309246 = -650103.174764 nChanged 53 SP:Iteration 40F (4191.187256 sec): 3 clusters Score: Raw -654893.750033 + Penalty 4770.309246 = -650123.440787 nChanged 51 SP:Iteration 41Q (4191.251355 sec): 3 clusters Score: Raw -654910.240614 + Penalty 4770.309246 = -650139.931368 nChanged 44 SP:Iteration 42Q (4191.317658 sec): 3 clusters Score: Raw -654925.788870 + Penalty 4770.309246 = -650155.479624 nChanged 47 SP:Iteration 43Q (4191.399822 sec): 3 clusters Score: Raw -654943.164252 + Penalty 4770.309246 = -650172.855006 nChanged 47 SP:Iteration 44Q (4191.481616 sec): 3 clusters Score: Raw -654960.515842 + Penalty 4770.309246 = -650190.206595 nChanged 58 SP:Iteration 45Q (4191.552544 sec): 3 clusters Score: Raw -654981.558929 + Penalty 4770.309246 = -650211.249682 nChanged 55 SP:Iteration 46Q (4191.616362 sec): 3 clusters Score: Raw -655001.508170 + Penalty 4770.309246 = -650231.198924 nChanged 55 SP:Iteration 47Q (4191.683952 sec): 3 clusters Score: Raw -655022.207848 + Penalty 4770.309246 = -650251.898601 nChanged 49 SP:Iteration 48Q (4191.757532 sec): 3 clusters Score: Raw -655035.524143 + Penalty 4770.309246 = -650265.214896 nChanged 50 SP:Iteration 49Q (4191.831004 sec): 3 clusters Score: Raw -655049.844885 + Penalty 4770.309246 = -650279.535639 nChanged 46 SP:Iteration 50Q (4191.904020 sec): 3 clusters Score: Raw -655061.172913 + Penalty 4770.309246 = -650290.863667 nChanged 35 SP:Iteration 51Q (4191.975991 sec): 3 clusters Score: Raw -655070.933647 + Penalty 4770.309246 = -650300.624401 nChanged 32 SP:Iteration 52Q (4192.046945 sec): 3 clusters Score: Raw -655079.045052 + Penalty 4770.309246 = -650308.735806 nChanged 23 SP:Iteration 53Q (4192.118409 sec): 3 clusters Score: Raw -655084.427053 + Penalty 4770.309246 = -650314.117807 nChanged 16 SP:Iteration 54Q (4192.189008 sec): 3 clusters Score: Raw -655087.861644 + Penalty 4770.309246 = -650317.552398 nChanged 16 SP:Iteration 55Q (4192.260044 sec): 3 clusters Score: Raw -655091.061519 + Penalty 4770.309246 = -650320.752272 nChanged 15 SP:Iteration 56Q (4192.329547 sec): 3 clusters Score: Raw -655093.947084 + Penalty 4770.309246 = -650323.637838 nChanged 17 SP:Iteration 57Q (4192.397660 sec): 3 clusters Score: Raw -655098.613445 + Penalty 4770.309246 = -650328.304198 nChanged 19 SP:Iteration 58Q (4192.466759 sec): 3 clusters Score: Raw -655104.728882 + Penalty 4770.309246 = -650334.419635 nChanged 21 SP:Iteration 59Q (4192.538808 sec): 3 clusters Score: Raw -655109.931199 + Penalty 4770.309246 = -650339.621953 nChanged 20 SP:Iteration 60F (4192.611122 sec): 3 clusters Score: Raw -655114.756800 + Penalty 4770.309246 = -650344.447553 nChanged 23 SP:Iteration 61Q (4192.682789 sec): 3 clusters Score: Raw -655121.289526 + Penalty 4770.309246 = -650350.980280 nChanged 24 SP:Iteration 62Q (4192.754217 sec): 3 clusters Score: Raw -655129.565733 + Penalty 4770.309246 = -650359.256487 nChanged 29 SP:Iteration 63Q (4192.933946 sec): 3 clusters Score: Raw -655138.866890 + Penalty 4770.309246 = -650368.557643 nChanged 27 SP:Iteration 64Q (4193.084981 sec): 3 clusters Score: Raw -655146.929685 + Penalty 4770.309246 = -650376.620439 nChanged 30 SP:Iteration 65Q (4193.228566 sec): 3 clusters Score: Raw -655155.170103 + Penalty 4770.309246 = -650384.860856 nChanged 31 SP:Iteration 66Q (4193.299869 sec): 3 clusters Score: Raw -655163.369082 + Penalty 4770.309246 = -650393.059836 nChanged 33 SP:Iteration 67Q (4193.384721 sec): 3 clusters Score: Raw -655172.967383 + Penalty 4770.309246 = -650402.658137 nChanged 27 SP:Iteration 68Q (4193.538189 sec): 3 clusters Score: Raw -655180.047009 + Penalty 4770.309246 = -650409.737763 nChanged 25 SP:Iteration 69Q (4193.612570 sec): 3 clusters Score: Raw -655187.164974 + Penalty 4770.309246 = -650416.855728 nChanged 26 SP:Iteration 70Q (4193.687112 sec): 3 clusters Score: Raw -655193.476184 + Penalty 4770.309246 = -650423.166938 nChanged 24 SP:Iteration 71Q (4193.756460 sec): 3 clusters Score: Raw -655199.770197 + Penalty 4770.309246 = -650429.460951 nChanged 29 SP:Iteration 72Q (4193.824609 sec): 3 clusters Score: Raw -655209.093906 + Penalty 4770.309246 = -650438.784660 nChanged 36 SP:Iteration 73Q (4193.896704 sec): 3 clusters Score: Raw -655219.540622 + Penalty 4770.309246 = -650449.231376 nChanged 26 SP:Iteration 74Q (4193.966998 sec): 3 clusters Score: Raw -655226.984880 + Penalty 4770.309246 = -650456.675634 nChanged 24 SP:Iteration 75Q (4194.033762 sec): 3 clusters Score: Raw -655234.146530 + Penalty 4770.309246 = -650463.837284 nChanged 25 SP:Iteration 76Q (4194.113621 sec): 3 clusters Score: Raw -655240.834146 + Penalty 4770.309246 = -650470.524900 nChanged 16 SP:Iteration 77Q (4194.186406 sec): 3 clusters Score: Raw -655245.625760 + Penalty 4770.309246 = -650475.316514 nChanged 18 SP:Iteration 78Q (4194.258256 sec): 3 clusters Score: Raw -655250.097996 + Penalty 4770.309246 = -650479.788750 nChanged 15 SP:Iteration 79Q (4194.329320 sec): 3 clusters Score: Raw -655252.770272 + Penalty 4770.309246 = -650482.461025 nChanged 13 SP:Iteration 80F (4194.400927 sec): 3 clusters Score: Raw -655254.950846 + Penalty 4770.309246 = -650484.641600 nChanged 4 SP:Iteration 81Q (4194.471503 sec): 3 clusters Score: Raw -655255.404933 + Penalty 4770.309246 = -650485.095687 nChanged 3 SP:Iteration 82Q (4194.542728 sec): 3 clusters Score: Raw -655255.848639 + Penalty 4770.309246 = -650485.539393 nChanged 2 SP:Iteration 83Q (4194.613260 sec): 3 clusters Score: Raw -655256.222056 + Penalty 4770.309246 = -650485.912810 nChanged 1 SP:Iteration 84Q (4194.684254 sec): 3 clusters Score: Raw -655256.333123 + Penalty 4770.309246 = -650486.023877 nChanged 0 SP:Iteration 85F (4194.755422 sec): 3 clusters Score: Raw -655256.333123 + Penalty 4770.309246 = -650486.023877 nChanged 0 Trying to split cluster 8 (65032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4195.086987 sec): 2 clusters Score: Raw -5585499.534951 + Penalty 2925.815570 = -5582573.719381 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4195.426181 sec): 3 clusters Score: Raw -5544746.263152 + Penalty 5851.631140 = -5538894.632011 nChanged 30215 SP:Iteration 1F (4195.842126 sec): 3 clusters Score: Raw -5562861.682129 + Penalty 5851.631140 = -5557010.050989 nChanged 3625 SP:Iteration 2F (4196.124828 sec): 3 clusters Score: Raw -5564717.781262 + Penalty 5851.631140 = -5558866.150121 nChanged 3841 SP:Iteration 3F (4196.392926 sec): 3 clusters Score: Raw -5566843.134669 + Penalty 5851.631140 = -5560991.503529 nChanged 3955 SP:Iteration 4F (4196.731321 sec): 3 clusters Score: Raw -5568834.316374 + Penalty 5851.631140 = -5562982.685233 nChanged 3753 SP:Iteration 5F (4197.047690 sec): 3 clusters Score: Raw -5570622.429347 + Penalty 5851.631140 = -5564770.798207 nChanged 3315 SP:Iteration 6F (4197.377800 sec): 3 clusters Score: Raw -5571953.132538 + Penalty 5851.631140 = -5566101.501398 nChanged 2783 SP:Iteration 7Q (4197.755629 sec): 3 clusters Score: Raw -5572970.493028 + Penalty 5851.631140 = -5567118.861888 nChanged 2317 SP:Iteration 8Q (4198.052348 sec): 3 clusters Score: Raw -5573678.089764 + Penalty 5851.631140 = -5567826.458624 nChanged 1979 SP:Iteration 9Q (4198.431863 sec): 3 clusters Score: Raw -5574274.154716 + Penalty 5851.631140 = -5568422.523576 nChanged 1868 SP:Iteration 10Q (4198.814684 sec): 3 clusters Score: Raw -5574840.411068 + Penalty 5851.631140 = -5568988.779928 nChanged 1881 SP:Iteration 11Q (4199.115077 sec): 3 clusters Score: Raw -5575447.818424 + Penalty 5851.631140 = -5569596.187284 nChanged 2004 SP:Iteration 12Q (4199.393659 sec): 3 clusters Score: Raw -5576162.219214 + Penalty 5851.631140 = -5570310.588073 nChanged 2279 SP:Iteration 13Q (4199.737573 sec): 3 clusters Score: Raw -5577084.668917 + Penalty 5851.631140 = -5571233.037776 nChanged 2487 SP:Iteration 14Q (4200.040658 sec): 3 clusters Score: Raw -5578164.503238 + Penalty 5851.631140 = -5572312.872097 nChanged 2515 SP:Iteration 15Q (4200.358923 sec): 3 clusters Score: Raw -5579365.485535 + Penalty 5851.631140 = -5573513.854395 nChanged 2471 SP:Iteration 16Q (4200.718288 sec): 3 clusters Score: Raw -5580620.601929 + Penalty 5851.631140 = -5574768.970789 nChanged 2251 SP:Iteration 17Q (4201.043469 sec): 3 clusters Score: Raw -5581808.232165 + Penalty 5851.631140 = -5575956.601025 nChanged 1931 SP:Iteration 18Q (4201.280868 sec): 3 clusters Score: Raw -5582853.645645 + Penalty 5851.631140 = -5577002.014505 nChanged 1576 SP:Iteration 19Q (4201.540233 sec): 3 clusters Score: Raw -5583726.716460 + Penalty 5851.631140 = -5577875.085320 nChanged 1169 SP:Iteration 20F (4201.800807 sec): 3 clusters Score: Raw -5584417.255387 + Penalty 5851.631140 = -5578565.624246 nChanged 916 SP:Iteration 21Q (4202.084955 sec): 3 clusters Score: Raw -5585011.448566 + Penalty 5851.631140 = -5579159.817426 nChanged 689 SP:Iteration 22Q (4202.362158 sec): 3 clusters Score: Raw -5585562.727272 + Penalty 5851.631140 = -5579711.096132 nChanged 498 SP:Iteration 23Q (4202.629719 sec): 3 clusters Score: Raw -5586097.437071 + Penalty 5851.631140 = -5580245.805930 nChanged 404 SP:Iteration 24Q (4202.887277 sec): 3 clusters Score: Raw -5586515.168373 + Penalty 5851.631140 = -5580663.537233 nChanged 340 SP:Iteration 25Q (4203.125797 sec): 3 clusters Score: Raw -5586776.470537 + Penalty 5851.631140 = -5580924.839397 nChanged 285 SP:Iteration 26Q (4203.390175 sec): 3 clusters Score: Raw -5586952.571434 + Penalty 5851.631140 = -5581100.940294 nChanged 222 SP:Iteration 27Q (4203.628690 sec): 3 clusters Score: Raw -5587067.589068 + Penalty 5851.631140 = -5581215.957928 nChanged 180 SP:Iteration 28Q (4203.886249 sec): 3 clusters Score: Raw -5587154.722429 + Penalty 5851.631140 = -5581303.091289 nChanged 166 SP:Iteration 29Q (4204.174190 sec): 3 clusters Score: Raw -5587225.498864 + Penalty 5851.631140 = -5581373.867723 nChanged 149 SP:Iteration 30Q (4204.425682 sec): 3 clusters Score: Raw -5587272.739043 + Penalty 5851.631140 = -5581421.107903 nChanged 108 SP:Iteration 31Q (4204.645504 sec): 3 clusters Score: Raw -5587303.519204 + Penalty 5851.631140 = -5581451.888064 nChanged 91 SP:Iteration 32Q (4204.946419 sec): 3 clusters Score: Raw -5587326.605677 + Penalty 5851.631140 = -5581474.974537 nChanged 79 SP:Iteration 33Q (4205.134475 sec): 3 clusters Score: Raw -5587344.751481 + Penalty 5851.631140 = -5581493.120340 nChanged 54 SP:Iteration 34Q (4205.396007 sec): 3 clusters Score: Raw -5587355.807540 + Penalty 5851.631140 = -5581504.176400 nChanged 44 SP:Iteration 35Q (4205.656304 sec): 3 clusters Score: Raw -5587362.842556 + Penalty 5851.631140 = -5581511.211416 nChanged 21 SP:Iteration 36Q (4205.891977 sec): 3 clusters Score: Raw -5587366.250292 + Penalty 5851.631140 = -5581514.619152 nChanged 14 SP:Iteration 37Q (4206.273152 sec): 3 clusters Score: Raw -5587368.509522 + Penalty 5851.631140 = -5581516.878382 nChanged 16 SP:Iteration 38Q (4206.524879 sec): 3 clusters Score: Raw -5587370.696504 + Penalty 5851.631140 = -5581519.065364 nChanged 12 SP:Iteration 39Q (4206.801304 sec): 3 clusters Score: Raw -5587372.451001 + Penalty 5851.631140 = -5581520.819860 nChanged 10 SP:Iteration 40F (4207.137100 sec): 3 clusters Score: Raw -5587381.422360 + Penalty 5851.631140 = -5581529.791220 nChanged 19 SP:Iteration 41Q (4207.407727 sec): 3 clusters Score: Raw -5587386.072981 + Penalty 5851.631140 = -5581534.441841 nChanged 22 SP:Iteration 42Q (4207.656383 sec): 3 clusters Score: Raw -5587390.382073 + Penalty 5851.631140 = -5581538.750932 nChanged 26 SP:Iteration 43Q (4207.952319 sec): 3 clusters Score: Raw -5587396.724157 + Penalty 5851.631140 = -5581545.093016 nChanged 24 SP:Iteration 44Q (4208.235543 sec): 3 clusters Score: Raw -5587401.968476 + Penalty 5851.631140 = -5581550.337336 nChanged 24 SP:Iteration 45Q (4208.516567 sec): 3 clusters Score: Raw -5587407.078970 + Penalty 5851.631140 = -5581555.447830 nChanged 19 SP:Iteration 46Q (4208.838283 sec): 3 clusters Score: Raw -5587409.816077 + Penalty 5851.631140 = -5581558.184937 nChanged 15 SP:Iteration 47Q (4209.143490 sec): 3 clusters Score: Raw -5587412.277088 + Penalty 5851.631140 = -5581560.645948 nChanged 16 SP:Iteration 48Q (4209.376721 sec): 3 clusters Score: Raw -5587415.134973 + Penalty 5851.631140 = -5581563.503833 nChanged 17 SP:Iteration 49Q (4209.692612 sec): 3 clusters Score: Raw -5587417.618350 + Penalty 5851.631140 = -5581565.987209 nChanged 9 SP:Iteration 50Q (4209.999080 sec): 3 clusters Score: Raw -5587418.566244 + Penalty 5851.631140 = -5581566.935104 nChanged 12 SP:Iteration 51Q (4210.316374 sec): 3 clusters Score: Raw -5587420.075983 + Penalty 5851.631140 = -5581568.444843 nChanged 10 SP:Iteration 52Q (4210.606859 sec): 3 clusters Score: Raw -5587421.443885 + Penalty 5851.631140 = -5581569.812745 nChanged 4 SP:Iteration 53Q (4210.827543 sec): 3 clusters Score: Raw -5587421.835878 + Penalty 5851.631140 = -5581570.204738 nChanged 3 SP:Iteration 54Q (4211.037941 sec): 3 clusters Score: Raw -5587422.301327 + Penalty 5851.631140 = -5581570.670187 nChanged 3 SP:Iteration 55Q (4211.271500 sec): 3 clusters Score: Raw -5587422.537733 + Penalty 5851.631140 = -5581570.906593 nChanged 1 SP:Iteration 56Q (4211.513017 sec): 3 clusters Score: Raw -5587422.829342 + Penalty 5851.631140 = -5581571.198202 nChanged 1 SP:Iteration 57Q (4211.824020 sec): 3 clusters Score: Raw -5587423.013361 + Penalty 5851.631140 = -5581571.382220 nChanged 2 SP:Iteration 58Q (4212.018957 sec): 3 clusters Score: Raw -5587423.137788 + Penalty 5851.631140 = -5581571.506648 nChanged 0 SP:Iteration 59F (4212.274952 sec): 3 clusters Score: Raw -5587423.137788 + Penalty 5851.631140 = -5581571.506648 nChanged 0 Trying to split cluster 9 (5373 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4212.372673 sec): 2 clusters Score: Raw -441771.402326 + Penalty 2267.533406 = -439503.868920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4212.501212 sec): 3 clusters Score: Raw -439182.420955 + Penalty 4535.066813 = -434647.354142 nChanged 2080 SP:Iteration 1F (4212.607913 sec): 3 clusters Score: Raw -440404.353589 + Penalty 4535.066813 = -435869.286777 nChanged 465 SP:Iteration 2F (4212.736941 sec): 3 clusters Score: Raw -440724.373889 + Penalty 4535.066813 = -436189.307077 nChanged 348 SP:Iteration 3F (4212.828556 sec): 3 clusters Score: Raw -441010.777996 + Penalty 4535.066813 = -436475.711183 nChanged 310 SP:Iteration 4F (4212.961973 sec): 3 clusters Score: Raw -441295.920278 + Penalty 4535.066813 = -436760.853465 nChanged 297 SP:Iteration 5F (4213.086826 sec): 3 clusters Score: Raw -441587.796616 + Penalty 4535.066813 = -437052.729803 nChanged 359 SP:Iteration 6F (4213.193042 sec): 3 clusters Score: Raw -441941.342580 + Penalty 4535.066813 = -437406.275767 nChanged 321 SP:Iteration 7F (4213.351762 sec): 3 clusters Score: Raw -442249.463424 + Penalty 4535.066813 = -437714.396612 nChanged 290 SP:Iteration 8F (4213.487096 sec): 3 clusters Score: Raw -442512.596916 + Penalty 4535.066813 = -437977.530104 nChanged 251 SP:Iteration 9Q (4213.621792 sec): 3 clusters Score: Raw -442728.542825 + Penalty 4535.066813 = -438193.476012 nChanged 203 SP:Iteration 10Q (4213.762843 sec): 3 clusters Score: Raw -442864.277214 + Penalty 4535.066813 = -438329.210401 nChanged 125 SP:Iteration 11Q (4213.891618 sec): 3 clusters Score: Raw -442935.139709 + Penalty 4535.066813 = -438400.072896 nChanged 89 SP:Iteration 12Q (4213.965455 sec): 3 clusters Score: Raw -442983.006114 + Penalty 4535.066813 = -438447.939302 nChanged 73 SP:Iteration 13Q (4214.015342 sec): 3 clusters Score: Raw -443025.728941 + Penalty 4535.066813 = -438490.662128 nChanged 69 SP:Iteration 14Q (4214.066585 sec): 3 clusters Score: Raw -443070.286856 + Penalty 4535.066813 = -438535.220043 nChanged 64 SP:Iteration 15Q (4214.117838 sec): 3 clusters Score: Raw -443103.409916 + Penalty 4535.066813 = -438568.343103 nChanged 41 SP:Iteration 16Q (4214.168853 sec): 3 clusters Score: Raw -443125.307623 + Penalty 4535.066813 = -438590.240810 nChanged 29 SP:Iteration 17Q (4214.219548 sec): 3 clusters Score: Raw -443138.636557 + Penalty 4535.066813 = -438603.569744 nChanged 21 SP:Iteration 18Q (4214.270303 sec): 3 clusters Score: Raw -443145.345109 + Penalty 4535.066813 = -438610.278297 nChanged 15 SP:Iteration 19Q (4214.321344 sec): 3 clusters Score: Raw -443151.927584 + Penalty 4535.066813 = -438616.860772 nChanged 18 SP:Iteration 20F (4214.371756 sec): 3 clusters Score: Raw -443160.011271 + Penalty 4535.066813 = -438624.944459 nChanged 25 SP:Iteration 21Q (4214.423305 sec): 3 clusters Score: Raw -443171.546509 + Penalty 4535.066813 = -438636.479697 nChanged 18 SP:Iteration 22Q (4214.477629 sec): 3 clusters Score: Raw -443178.255167 + Penalty 4535.066813 = -438643.188354 nChanged 12 SP:Iteration 23Q (4214.533343 sec): 3 clusters Score: Raw -443183.315772 + Penalty 4535.066813 = -438648.248959 nChanged 14 SP:Iteration 24Q (4214.591205 sec): 3 clusters Score: Raw -443189.946141 + Penalty 4535.066813 = -438654.879328 nChanged 15 SP:Iteration 25Q (4214.646159 sec): 3 clusters Score: Raw -443196.513552 + Penalty 4535.066813 = -438661.446739 nChanged 8 SP:Iteration 26Q (4214.700929 sec): 3 clusters Score: Raw -443200.869225 + Penalty 4535.066813 = -438665.802413 nChanged 9 SP:Iteration 27Q (4214.755309 sec): 3 clusters Score: Raw -443205.816275 + Penalty 4535.066813 = -438670.749462 nChanged 11 SP:Iteration 28Q (4214.809375 sec): 3 clusters Score: Raw -443211.814585 + Penalty 4535.066813 = -438676.747772 nChanged 16 SP:Iteration 29Q (4214.863372 sec): 3 clusters Score: Raw -443218.830059 + Penalty 4535.066813 = -438683.763246 nChanged 11 SP:Iteration 30Q (4214.918321 sec): 3 clusters Score: Raw -443224.000115 + Penalty 4535.066813 = -438688.933302 nChanged 7 SP:Iteration 31Q (4214.972786 sec): 3 clusters Score: Raw -443226.850573 + Penalty 4535.066813 = -438691.783760 nChanged 3 SP:Iteration 32Q (4215.028004 sec): 3 clusters Score: Raw -443227.857623 + Penalty 4535.066813 = -438692.790811 nChanged 3 SP:Iteration 33Q (4215.112780 sec): 3 clusters Score: Raw -443228.943781 + Penalty 4535.066813 = -438693.876968 nChanged 1 SP:Iteration 34Q (4215.183324 sec): 3 clusters Score: Raw -443229.564818 + Penalty 4535.066813 = -438694.498005 nChanged 1 SP:Iteration 35Q (4215.339923 sec): 3 clusters Score: Raw -443229.928727 + Penalty 4535.066813 = -438694.861914 nChanged 2 SP:Iteration 36Q (4215.363716 sec): 3 clusters Score: Raw -443230.600723 + Penalty 4535.066813 = -438695.533910 nChanged 2 SP:Iteration 37Q (4215.411874 sec): 3 clusters Score: Raw -443231.281287 + Penalty 4535.066813 = -438696.214474 nChanged 1 SP:Iteration 38Q (4215.543098 sec): 3 clusters Score: Raw -443232.296523 + Penalty 4535.066813 = -438697.229710 nChanged 2 SP:Iteration 39Q (4215.666302 sec): 3 clusters Score: Raw -443232.719352 + Penalty 4535.066813 = -438697.652539 nChanged 0 SP:Iteration 40F (4215.778518 sec): 3 clusters Score: Raw -443232.719352 + Penalty 4535.066813 = -438697.652539 nChanged 0 Trying to split cluster 10 (4349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4215.829113 sec): 2 clusters Score: Raw -322646.778866 + Penalty 2211.713120 = -320435.065746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4215.878592 sec): 3 clusters Score: Raw -320638.769189 + Penalty 4423.426240 = -316215.342948 nChanged 1596 SP:Iteration 1F (4215.933807 sec): 3 clusters Score: Raw -321643.004863 + Penalty 4423.426240 = -317219.578623 nChanged 359 SP:Iteration 2F (4215.988890 sec): 3 clusters Score: Raw -321943.754282 + Penalty 4423.426240 = -317520.328042 nChanged 274 SP:Iteration 3F (4216.034527 sec): 3 clusters Score: Raw -322182.084077 + Penalty 4423.426240 = -317758.657837 nChanged 246 SP:Iteration 4F (4216.079324 sec): 3 clusters Score: Raw -322421.983520 + Penalty 4423.426240 = -317998.557280 nChanged 240 SP:Iteration 5F (4216.124294 sec): 3 clusters Score: Raw -322668.335742 + Penalty 4423.426240 = -318244.909501 nChanged 211 SP:Iteration 6Q (4216.169700 sec): 3 clusters Score: Raw -322860.853192 + Penalty 4423.426240 = -318437.426952 nChanged 161 SP:Iteration 7Q (4216.218759 sec): 3 clusters Score: Raw -322998.185902 + Penalty 4423.426240 = -318574.759662 nChanged 136 SP:Iteration 8Q (4216.267945 sec): 3 clusters Score: Raw -323117.665246 + Penalty 4423.426240 = -318694.239006 nChanged 112 SP:Iteration 9Q (4216.316729 sec): 3 clusters Score: Raw -323212.279674 + Penalty 4423.426240 = -318788.853434 nChanged 115 SP:Iteration 10Q (4216.366029 sec): 3 clusters Score: Raw -323296.269822 + Penalty 4423.426240 = -318872.843582 nChanged 88 SP:Iteration 11Q (4216.416640 sec): 3 clusters Score: Raw -323362.853450 + Penalty 4423.426240 = -318939.427210 nChanged 92 SP:Iteration 12Q (4216.467340 sec): 3 clusters Score: Raw -323435.849368 + Penalty 4423.426240 = -319012.423128 nChanged 90 SP:Iteration 13Q (4216.513232 sec): 3 clusters Score: Raw -323503.786277 + Penalty 4423.426240 = -319080.360037 nChanged 73 SP:Iteration 14Q (4216.558396 sec): 3 clusters Score: Raw -323558.402660 + Penalty 4423.426240 = -319134.976420 nChanged 61 SP:Iteration 15Q (4216.603947 sec): 3 clusters Score: Raw -323597.503400 + Penalty 4423.426240 = -319174.077160 nChanged 48 SP:Iteration 16Q (4216.649764 sec): 3 clusters Score: Raw -323630.461971 + Penalty 4423.426240 = -319207.035731 nChanged 46 SP:Iteration 17Q (4216.696634 sec): 3 clusters Score: Raw -323656.867629 + Penalty 4423.426240 = -319233.441389 nChanged 52 SP:Iteration 18Q (4216.743996 sec): 3 clusters Score: Raw -323687.062968 + Penalty 4423.426240 = -319263.636728 nChanged 41 SP:Iteration 19Q (4216.791624 sec): 3 clusters Score: Raw -323715.582165 + Penalty 4423.426240 = -319292.155924 nChanged 38 SP:Iteration 20F (4216.841862 sec): 3 clusters Score: Raw -323743.672472 + Penalty 4423.426240 = -319320.246232 nChanged 44 SP:Iteration 21Q (4216.891966 sec): 3 clusters Score: Raw -323777.122686 + Penalty 4423.426240 = -319353.696445 nChanged 40 SP:Iteration 22Q (4216.942288 sec): 3 clusters Score: Raw -323810.918571 + Penalty 4423.426240 = -319387.492331 nChanged 46 SP:Iteration 23Q (4216.989582 sec): 3 clusters Score: Raw -323850.893915 + Penalty 4423.426240 = -319427.467675 nChanged 47 SP:Iteration 24Q (4217.034395 sec): 3 clusters Score: Raw -323882.111811 + Penalty 4423.426240 = -319458.685571 nChanged 31 SP:Iteration 25Q (4217.079539 sec): 3 clusters Score: Raw -323902.252549 + Penalty 4423.426240 = -319478.826309 nChanged 33 SP:Iteration 26Q (4217.124182 sec): 3 clusters Score: Raw -323924.228927 + Penalty 4423.426240 = -319500.802687 nChanged 25 SP:Iteration 27Q (4217.239849 sec): 3 clusters Score: Raw -323941.882097 + Penalty 4423.426240 = -319518.455856 nChanged 28 SP:Iteration 28Q (4217.346363 sec): 3 clusters Score: Raw -323962.639252 + Penalty 4423.426240 = -319539.213012 nChanged 38 SP:Iteration 29Q (4217.483835 sec): 3 clusters Score: Raw -324002.640287 + Penalty 4423.426240 = -319579.214046 nChanged 45 SP:Iteration 30Q (4217.590944 sec): 3 clusters Score: Raw -324062.312835 + Penalty 4423.426240 = -319638.886595 nChanged 50 SP:Iteration 31Q (4217.723007 sec): 3 clusters Score: Raw -324109.579506 + Penalty 4423.426240 = -319686.153266 nChanged 25 SP:Iteration 32Q (4217.820320 sec): 3 clusters Score: Raw -324131.013758 + Penalty 4423.426240 = -319707.587518 nChanged 27 SP:Iteration 33Q (4217.861992 sec): 3 clusters Score: Raw -324145.556629 + Penalty 4423.426240 = -319722.130389 nChanged 16 SP:Iteration 34Q (4217.907186 sec): 3 clusters Score: Raw -324153.272339 + Penalty 4423.426240 = -319729.846099 nChanged 15 SP:Iteration 35Q (4217.953952 sec): 3 clusters Score: Raw -324158.198909 + Penalty 4423.426240 = -319734.772669 nChanged 8 SP:Iteration 36Q (4218.000796 sec): 3 clusters Score: Raw -324160.269967 + Penalty 4423.426240 = -319736.843727 nChanged 3 SP:Iteration 37Q (4218.047769 sec): 3 clusters Score: Raw -324161.407872 + Penalty 4423.426240 = -319737.981632 nChanged 0 SP:Iteration 38F (4218.095740 sec): 3 clusters Score: Raw -324161.407872 + Penalty 4423.426240 = -319737.981632 nChanged 0 Iteration 99Q (4219.531705 sec): 11 clusters Score: Raw -11807577.653412 + Penalty 31391.567519 = -11776186.085894 nChanged 80 Iteration 100F (4221.527897 sec): 11 clusters Score: Raw -11807581.460401 + Penalty 31391.567519 = -11776189.892883 nChanged 77 Iteration 101Q (4223.002710 sec): 11 clusters Score: Raw -11807585.561704 + Penalty 31391.567519 = -11776193.994185 nChanged 77 Iteration 102Q (4224.395290 sec): 11 clusters Score: Raw -11807589.706842 + Penalty 31391.567519 = -11776198.139323 nChanged 64 Iteration 103Q (4225.761143 sec): 11 clusters Score: Raw -11807593.433706 + Penalty 31391.567519 = -11776201.866187 nChanged 57 Iteration 104Q (4227.076798 sec): 11 clusters Score: Raw -11807596.478096 + Penalty 31391.567519 = -11776204.910577 nChanged 56 Iteration 105Q (4228.458735 sec): 11 clusters Score: Raw -11807600.387575 + Penalty 31391.567519 = -11776208.820056 nChanged 56 Iteration 106Q (4229.750731 sec): 11 clusters Score: Raw -11807604.006275 + Penalty 31391.567519 = -11776212.438756 nChanged 72 Iteration 107Q (4231.064589 sec): 11 clusters Score: Raw -11807608.091420 + Penalty 31391.567519 = -11776216.523901 nChanged 67 Iteration 108Q (4232.595485 sec): 11 clusters Score: Raw -11807611.754464 + Penalty 31391.567519 = -11776220.186945 nChanged 46 Iteration 109Q (4233.881943 sec): 11 clusters Score: Raw -11807614.629649 + Penalty 31391.567519 = -11776223.062130 nChanged 37 Iteration 110Q (4235.139253 sec): 11 clusters Score: Raw -11807616.502995 + Penalty 31391.567519 = -11776224.935476 nChanged 37 Iteration 111Q (4236.418049 sec): 11 clusters Score: Raw -11807618.536382 + Penalty 31391.567519 = -11776226.968863 nChanged 32 Iteration 112Q (4237.671799 sec): 11 clusters Score: Raw -11807620.645341 + Penalty 31391.567519 = -11776229.077823 nChanged 41 Iteration 113Q (4238.928634 sec): 11 clusters Score: Raw -11807623.571121 + Penalty 31391.567519 = -11776232.003603 nChanged 39 Iteration 114Q (4240.208918 sec): 11 clusters Score: Raw -11807625.807603 + Penalty 31391.567519 = -11776234.240084 nChanged 42 Iteration 115Q (4241.551851 sec): 11 clusters Score: Raw -11807628.085763 + Penalty 31391.567519 = -11776236.518245 nChanged 38 Iteration 116Q (4242.813379 sec): 11 clusters Score: Raw -11807630.316342 + Penalty 31391.567519 = -11776238.748823 nChanged 36 Iteration 117Q (4244.046222 sec): 11 clusters Score: Raw -11807632.663507 + Penalty 31391.567519 = -11776241.095988 nChanged 41 Iteration 118Q (4245.276565 sec): 11 clusters Score: Raw -11807635.289504 + Penalty 31391.567519 = -11776243.721986 nChanged 52 Iteration 119Q (4246.506157 sec): 11 clusters Score: Raw -11807639.124688 + Penalty 31391.567519 = -11776247.557169 nChanged 52 Iteration 120F (4248.217897 sec): 11 clusters Score: Raw -11807642.488129 + Penalty 31391.567519 = -11776250.920610 nChanged 58 Iteration 121Q (4249.408565 sec): 11 clusters Score: Raw -11807645.548493 + Penalty 31391.567519 = -11776253.980974 nChanged 42 Iteration 122Q (4250.647479 sec): 11 clusters Score: Raw -11807647.745716 + Penalty 31391.567519 = -11776256.178197 nChanged 44 Iteration 123Q (4251.858517 sec): 11 clusters Score: Raw -11807649.666265 + Penalty 31391.567519 = -11776258.098746 nChanged 34 Iteration 124Q (4253.047564 sec): 11 clusters Score: Raw -11807651.430108 + Penalty 31391.567519 = -11776259.862589 nChanged 43 Iteration 125Q (4254.234514 sec): 11 clusters Score: Raw -11807653.602719 + Penalty 31391.567519 = -11776262.035200 nChanged 40 Iteration 126Q (4255.446655 sec): 11 clusters Score: Raw -11807655.548910 + Penalty 31391.567519 = -11776263.981391 nChanged 38 Iteration 127Q (4256.669357 sec): 11 clusters Score: Raw -11807657.835053 + Penalty 31391.567519 = -11776266.267534 nChanged 41 Iteration 128Q (4257.885089 sec): 11 clusters Score: Raw -11807660.235971 + Penalty 31391.567519 = -11776268.668452 nChanged 42 Iteration 129Q (4259.101750 sec): 11 clusters Score: Raw -11807662.358224 + Penalty 31391.567519 = -11776270.790706 nChanged 39 Iteration 130Q (4260.376659 sec): 11 clusters Score: Raw -11807664.387959 + Penalty 31391.567519 = -11776272.820440 nChanged 37 Iteration 131Q (4261.529003 sec): 11 clusters Score: Raw -11807666.432390 + Penalty 31391.567519 = -11776274.864871 nChanged 32 Iteration 132Q (4262.715200 sec): 11 clusters Score: Raw -11807668.372161 + Penalty 31391.567519 = -11776276.804642 nChanged 19 Iteration 133Q (4263.902694 sec): 11 clusters Score: Raw -11807669.304737 + Penalty 31391.567519 = -11776277.737218 nChanged 18 Iteration 134Q (4265.138289 sec): 11 clusters Score: Raw -11807670.116066 + Penalty 31391.567519 = -11776278.548547 nChanged 19 Iteration 135Q (4266.415028 sec): 11 clusters Score: Raw -11807670.990561 + Penalty 31391.567519 = -11776279.423042 nChanged 17 Iteration 136Q (4267.743267 sec): 11 clusters Score: Raw -11807671.765593 + Penalty 31391.567519 = -11776280.198074 nChanged 14 Iteration 137Q (4269.190304 sec): 11 clusters Score: Raw -11807672.197506 + Penalty 31391.567519 = -11776280.629987 nChanged 9 Iteration 138Q (4270.405446 sec): 11 clusters Score: Raw -11807672.530947 + Penalty 31391.567519 = -11776280.963428 nChanged 10 Writing temp clu file Because OldScore, -11776280.629987, is greater than current (better) Score,-11776280.963428 Compute initial score before splitting: Score: Raw -11807672.530947 + Penalty 31391.567519 = -11776280.963428 Trying to split cluster 1 (5659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4270.557337 sec): 2 clusters Score: Raw -412304.023233 + Penalty 2281.224654 = -410022.798579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4270.669473 sec): 3 clusters Score: Raw -409595.174677 + Penalty 4562.449308 = -405032.725369 nChanged 2196 SP:Iteration 1F (4270.802801 sec): 3 clusters Score: Raw -411150.151410 + Penalty 4562.449308 = -406587.702102 nChanged 543 SP:Iteration 2F (4270.911733 sec): 3 clusters Score: Raw -411767.064531 + Penalty 4562.449308 = -407204.615223 nChanged 471 SP:Iteration 3F (4270.961578 sec): 3 clusters Score: Raw -412402.231038 + Penalty 4562.449308 = -407839.781730 nChanged 469 SP:Iteration 4F (4271.013462 sec): 3 clusters Score: Raw -412958.028860 + Penalty 4562.449308 = -408395.579552 nChanged 402 SP:Iteration 5F (4271.065667 sec): 3 clusters Score: Raw -413419.127854 + Penalty 4562.449308 = -408856.678547 nChanged 338 SP:Iteration 6F (4271.200711 sec): 3 clusters Score: Raw -413789.909092 + Penalty 4562.449308 = -409227.459784 nChanged 270 SP:Iteration 7Q (4271.321901 sec): 3 clusters Score: Raw -414101.886950 + Penalty 4562.449308 = -409539.437642 nChanged 218 SP:Iteration 8Q (4271.457534 sec): 3 clusters Score: Raw -414319.668379 + Penalty 4562.449308 = -409757.219071 nChanged 169 SP:Iteration 9Q (4271.587623 sec): 3 clusters Score: Raw -414476.379940 + Penalty 4562.449308 = -409913.930632 nChanged 140 SP:Iteration 10Q (4271.673429 sec): 3 clusters Score: Raw -414573.556935 + Penalty 4562.449308 = -410011.107627 nChanged 99 SP:Iteration 11Q (4271.727033 sec): 3 clusters Score: Raw -414641.604655 + Penalty 4562.449308 = -410079.155347 nChanged 76 SP:Iteration 12Q (4271.780934 sec): 3 clusters Score: Raw -414682.866011 + Penalty 4562.449308 = -410120.416703 nChanged 65 SP:Iteration 13Q (4271.828807 sec): 3 clusters Score: Raw -414716.020917 + Penalty 4562.449308 = -410153.571609 nChanged 47 SP:Iteration 14Q (4271.876168 sec): 3 clusters Score: Raw -414741.277509 + Penalty 4562.449308 = -410178.828201 nChanged 43 SP:Iteration 15Q (4271.921729 sec): 3 clusters Score: Raw -414760.484047 + Penalty 4562.449308 = -410198.034739 nChanged 24 SP:Iteration 16Q (4271.968864 sec): 3 clusters Score: Raw -414773.630389 + Penalty 4562.449308 = -410211.181081 nChanged 29 SP:Iteration 17Q (4272.041598 sec): 3 clusters Score: Raw -414783.326881 + Penalty 4562.449308 = -410220.877573 nChanged 24 SP:Iteration 18Q (4272.091403 sec): 3 clusters Score: Raw -414793.348188 + Penalty 4562.449308 = -410230.898881 nChanged 23 SP:Iteration 19Q (4272.135351 sec): 3 clusters Score: Raw -414801.438960 + Penalty 4562.449308 = -410238.989652 nChanged 13 SP:Iteration 20F (4272.180944 sec): 3 clusters Score: Raw -414807.656130 + Penalty 4562.449308 = -410245.206822 nChanged 7 SP:Iteration 21Q (4272.228113 sec): 3 clusters Score: Raw -414811.173574 + Penalty 4562.449308 = -410248.724266 nChanged 8 SP:Iteration 22Q (4272.276226 sec): 3 clusters Score: Raw -414814.166945 + Penalty 4562.449308 = -410251.717637 nChanged 5 SP:Iteration 23Q (4272.324285 sec): 3 clusters Score: Raw -414815.783371 + Penalty 4562.449308 = -410253.334063 nChanged 2 SP:Iteration 24Q (4272.372308 sec): 3 clusters Score: Raw -414816.151355 + Penalty 4562.449308 = -410253.702047 nChanged 2 SP:Iteration 25Q (4272.419073 sec): 3 clusters Score: Raw -414816.745110 + Penalty 4562.449308 = -410254.295802 nChanged 3 SP:Iteration 26Q (4272.463336 sec): 3 clusters Score: Raw -414817.379899 + Penalty 4562.449308 = -410254.930591 nChanged 3 SP:Iteration 27Q (4272.583487 sec): 3 clusters Score: Raw -414818.335854 + Penalty 4562.449308 = -410255.886546 nChanged 1 SP:Iteration 28Q (4272.701313 sec): 3 clusters Score: Raw -414818.931769 + Penalty 4562.449308 = -410256.482461 nChanged 2 SP:Iteration 29Q (4272.811819 sec): 3 clusters Score: Raw -414819.141699 + Penalty 4562.449308 = -410256.692391 nChanged 0 SP:Iteration 30F (4272.856039 sec): 3 clusters Score: Raw -414819.141699 + Penalty 4562.449308 = -410256.692391 nChanged 0 Score: Raw -11810187.936392 + Penalty 34530.724271 = -11775657.212122 Splitting cluster 1 changes total score from -11776280.963428 to -11775657.212122 So it's not getting split. Trying to split cluster 2 (17552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4275.087821 sec): 2 clusters Score: Raw -1348709.282139 + Penalty 2580.051720 = -1346129.230419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4275.190561 sec): 3 clusters Score: Raw -1338829.512707 + Penalty 5160.103440 = -1333669.409267 nChanged 7533 SP:Iteration 1F (4275.271238 sec): 3 clusters Score: Raw -1343155.990273 + Penalty 5160.103440 = -1337995.886833 nChanged 1280 SP:Iteration 2F (4275.404412 sec): 3 clusters Score: Raw -1343993.373786 + Penalty 5160.103440 = -1338833.270346 nChanged 1220 SP:Iteration 3F (4275.641940 sec): 3 clusters Score: Raw -1344896.110575 + Penalty 5160.103440 = -1339736.007135 nChanged 1187 SP:Iteration 4F (4275.805097 sec): 3 clusters Score: Raw -1345738.333917 + Penalty 5160.103440 = -1340578.230477 nChanged 1049 SP:Iteration 5F (4275.940877 sec): 3 clusters Score: Raw -1346386.761638 + Penalty 5160.103440 = -1341226.658198 nChanged 883 SP:Iteration 6F (4276.064846 sec): 3 clusters Score: Raw -1346890.504066 + Penalty 5160.103440 = -1341730.400625 nChanged 772 SP:Iteration 7Q (4276.173191 sec): 3 clusters Score: Raw -1347331.200918 + Penalty 5160.103440 = -1342171.097477 nChanged 662 SP:Iteration 8Q (4276.296918 sec): 3 clusters Score: Raw -1347666.178226 + Penalty 5160.103440 = -1342506.074786 nChanged 532 SP:Iteration 9Q (4276.408741 sec): 3 clusters Score: Raw -1347914.495415 + Penalty 5160.103440 = -1342754.391975 nChanged 467 SP:Iteration 10Q (4276.527158 sec): 3 clusters Score: Raw -1348132.079111 + Penalty 5160.103440 = -1342971.975671 nChanged 405 SP:Iteration 11Q (4276.641132 sec): 3 clusters Score: Raw -1348299.313481 + Penalty 5160.103440 = -1343139.210040 nChanged 343 SP:Iteration 12Q (4276.754082 sec): 3 clusters Score: Raw -1348429.305035 + Penalty 5160.103440 = -1343269.201594 nChanged 274 SP:Iteration 13Q (4276.868796 sec): 3 clusters Score: Raw -1348520.936140 + Penalty 5160.103440 = -1343360.832699 nChanged 235 SP:Iteration 14Q (4276.984782 sec): 3 clusters Score: Raw -1348585.034479 + Penalty 5160.103440 = -1343424.931039 nChanged 179 SP:Iteration 15Q (4277.160251 sec): 3 clusters Score: Raw -1348628.591013 + Penalty 5160.103440 = -1343468.487572 nChanged 127 SP:Iteration 16Q (4277.352128 sec): 3 clusters Score: Raw -1348655.767746 + Penalty 5160.103440 = -1343495.664306 nChanged 111 SP:Iteration 17Q (4277.446107 sec): 3 clusters Score: Raw -1348674.849721 + Penalty 5160.103440 = -1343514.746280 nChanged 92 SP:Iteration 18Q (4277.575236 sec): 3 clusters Score: Raw -1348691.339336 + Penalty 5160.103440 = -1343531.235896 nChanged 75 SP:Iteration 19Q (4277.685611 sec): 3 clusters Score: Raw -1348706.387293 + Penalty 5160.103440 = -1343546.283852 nChanged 74 SP:Iteration 20F (4277.801415 sec): 3 clusters Score: Raw -1348717.579597 + Penalty 5160.103440 = -1343557.476157 nChanged 68 SP:Iteration 21Q (4277.912783 sec): 3 clusters Score: Raw -1348729.776985 + Penalty 5160.103440 = -1343569.673545 nChanged 63 SP:Iteration 22Q (4278.031194 sec): 3 clusters Score: Raw -1348741.560659 + Penalty 5160.103440 = -1343581.457219 nChanged 61 SP:Iteration 23Q (4278.143772 sec): 3 clusters Score: Raw -1348750.416256 + Penalty 5160.103440 = -1343590.312816 nChanged 43 SP:Iteration 24Q (4278.264472 sec): 3 clusters Score: Raw -1348755.615180 + Penalty 5160.103440 = -1343595.511740 nChanged 45 SP:Iteration 25Q (4278.385170 sec): 3 clusters Score: Raw -1348762.147633 + Penalty 5160.103440 = -1343602.044193 nChanged 37 SP:Iteration 26Q (4278.501560 sec): 3 clusters Score: Raw -1348767.411619 + Penalty 5160.103440 = -1343607.308179 nChanged 38 SP:Iteration 27Q (4278.624170 sec): 3 clusters Score: Raw -1348771.534099 + Penalty 5160.103440 = -1343611.430659 nChanged 35 SP:Iteration 28Q (4278.741724 sec): 3 clusters Score: Raw -1348775.345062 + Penalty 5160.103440 = -1343615.241622 nChanged 27 SP:Iteration 29Q (4278.864592 sec): 3 clusters Score: Raw -1348779.388636 + Penalty 5160.103440 = -1343619.285195 nChanged 30 SP:Iteration 30Q (4278.985005 sec): 3 clusters Score: Raw -1348783.041508 + Penalty 5160.103440 = -1343622.938068 nChanged 28 SP:Iteration 31Q (4279.108279 sec): 3 clusters Score: Raw -1348786.322418 + Penalty 5160.103440 = -1343626.218977 nChanged 31 SP:Iteration 32Q (4279.268212 sec): 3 clusters Score: Raw -1348790.570933 + Penalty 5160.103440 = -1343630.467493 nChanged 35 SP:Iteration 33Q (4279.387890 sec): 3 clusters Score: Raw -1348794.896531 + Penalty 5160.103440 = -1343634.793090 nChanged 37 SP:Iteration 34Q (4279.595781 sec): 3 clusters Score: Raw -1348799.453343 + Penalty 5160.103440 = -1343639.349903 nChanged 49 SP:Iteration 35Q (4279.779787 sec): 3 clusters Score: Raw -1348805.026850 + Penalty 5160.103440 = -1343644.923410 nChanged 31 SP:Iteration 36Q (4279.891237 sec): 3 clusters Score: Raw -1348809.441657 + Penalty 5160.103440 = -1343649.338216 nChanged 38 SP:Iteration 37Q (4280.015345 sec): 3 clusters Score: Raw -1348814.552650 + Penalty 5160.103440 = -1343654.449209 nChanged 31 SP:Iteration 38Q (4280.136692 sec): 3 clusters Score: Raw -1348819.004653 + Penalty 5160.103440 = -1343658.901213 nChanged 40 SP:Iteration 39Q (4280.258652 sec): 3 clusters Score: Raw -1348824.906448 + Penalty 5160.103440 = -1343664.803008 nChanged 51 SP:Iteration 40F (4280.375645 sec): 3 clusters Score: Raw -1348832.286681 + Penalty 5160.103440 = -1343672.183240 nChanged 38 SP:Iteration 41Q (4280.498977 sec): 3 clusters Score: Raw -1348838.948916 + Penalty 5160.103440 = -1343678.845476 nChanged 41 SP:Iteration 42Q (4280.617554 sec): 3 clusters Score: Raw -1348845.183896 + Penalty 5160.103440 = -1343685.080456 nChanged 57 SP:Iteration 43Q (4280.739917 sec): 3 clusters Score: Raw -1348856.230432 + Penalty 5160.103440 = -1343696.126992 nChanged 53 SP:Iteration 44Q (4280.857633 sec): 3 clusters Score: Raw -1348865.420672 + Penalty 5160.103440 = -1343705.317231 nChanged 58 SP:Iteration 45Q (4280.981598 sec): 3 clusters Score: Raw -1348874.779352 + Penalty 5160.103440 = -1343714.675911 nChanged 56 SP:Iteration 46Q (4281.104646 sec): 3 clusters Score: Raw -1348882.009152 + Penalty 5160.103440 = -1343721.905711 nChanged 46 SP:Iteration 47Q (4281.226352 sec): 3 clusters Score: Raw -1348888.281584 + Penalty 5160.103440 = -1343728.178144 nChanged 37 SP:Iteration 48Q (4281.346611 sec): 3 clusters Score: Raw -1348893.593977 + Penalty 5160.103440 = -1343733.490537 nChanged 39 SP:Iteration 49Q (4281.466836 sec): 3 clusters Score: Raw -1348899.216300 + Penalty 5160.103440 = -1343739.112859 nChanged 50 SP:Iteration 50Q (4281.586786 sec): 3 clusters Score: Raw -1348906.137677 + Penalty 5160.103440 = -1343746.034237 nChanged 49 SP:Iteration 51Q (4281.708297 sec): 3 clusters Score: Raw -1348912.929930 + Penalty 5160.103440 = -1343752.826490 nChanged 47 SP:Iteration 52Q (4281.826477 sec): 3 clusters Score: Raw -1348919.956711 + Penalty 5160.103440 = -1343759.853271 nChanged 47 SP:Iteration 53Q (4281.944005 sec): 3 clusters Score: Raw -1348926.525516 + Penalty 5160.103440 = -1343766.422076 nChanged 40 SP:Iteration 54Q (4282.064689 sec): 3 clusters Score: Raw -1348931.726983 + Penalty 5160.103440 = -1343771.623542 nChanged 44 SP:Iteration 55Q (4282.180744 sec): 3 clusters Score: Raw -1348937.706362 + Penalty 5160.103440 = -1343777.602921 nChanged 29 SP:Iteration 56Q (4282.294428 sec): 3 clusters Score: Raw -1348941.177880 + Penalty 5160.103440 = -1343781.074439 nChanged 30 SP:Iteration 57Q (4282.392639 sec): 3 clusters Score: Raw -1348944.319208 + Penalty 5160.103440 = -1343784.215767 nChanged 15 SP:Iteration 58Q (4282.495316 sec): 3 clusters Score: Raw -1348945.581531 + Penalty 5160.103440 = -1343785.478091 nChanged 14 SP:Iteration 59Q (4282.602683 sec): 3 clusters Score: Raw -1348947.065253 + Penalty 5160.103440 = -1343786.961813 nChanged 18 SP:Iteration 60F (4282.718910 sec): 3 clusters Score: Raw -1348948.778492 + Penalty 5160.103440 = -1343788.675052 nChanged 21 SP:Iteration 61Q (4282.821228 sec): 3 clusters Score: Raw -1348951.086976 + Penalty 5160.103440 = -1343790.983536 nChanged 28 SP:Iteration 62Q (4282.940265 sec): 3 clusters Score: Raw -1348954.503182 + Penalty 5160.103440 = -1343794.399742 nChanged 26 SP:Iteration 63Q (4283.033397 sec): 3 clusters Score: Raw -1348956.871802 + Penalty 5160.103440 = -1343796.768361 nChanged 17 SP:Iteration 64Q (4283.131300 sec): 3 clusters Score: Raw -1348958.864740 + Penalty 5160.103440 = -1343798.761299 nChanged 28 SP:Iteration 65Q (4283.344283 sec): 3 clusters Score: Raw -1348962.601156 + Penalty 5160.103440 = -1343802.497716 nChanged 23 SP:Iteration 66Q (4283.449056 sec): 3 clusters Score: Raw -1348964.951144 + Penalty 5160.103440 = -1343804.847703 nChanged 24 SP:Iteration 67Q (4283.540417 sec): 3 clusters Score: Raw -1348967.613424 + Penalty 5160.103440 = -1343807.509983 nChanged 26 SP:Iteration 68Q (4283.642557 sec): 3 clusters Score: Raw -1348970.836646 + Penalty 5160.103440 = -1343810.733206 nChanged 27 SP:Iteration 69Q (4283.724977 sec): 3 clusters Score: Raw -1348974.086267 + Penalty 5160.103440 = -1343813.982826 nChanged 29 SP:Iteration 70Q (4283.939718 sec): 3 clusters Score: Raw -1348977.769538 + Penalty 5160.103440 = -1343817.666097 nChanged 29 SP:Iteration 71Q (4284.073610 sec): 3 clusters Score: Raw -1348981.706187 + Penalty 5160.103440 = -1343821.602747 nChanged 34 SP:Iteration 72Q (4284.219969 sec): 3 clusters Score: Raw -1348985.296076 + Penalty 5160.103440 = -1343825.192636 nChanged 31 SP:Iteration 73Q (4284.325671 sec): 3 clusters Score: Raw -1348988.423068 + Penalty 5160.103440 = -1343828.319628 nChanged 20 SP:Iteration 74Q (4284.458236 sec): 3 clusters Score: Raw -1348990.606316 + Penalty 5160.103440 = -1343830.502876 nChanged 17 SP:Iteration 75Q (4284.554414 sec): 3 clusters Score: Raw -1348992.324615 + Penalty 5160.103440 = -1343832.221175 nChanged 14 SP:Iteration 76Q (4284.691030 sec): 3 clusters Score: Raw -1348993.478519 + Penalty 5160.103440 = -1343833.375079 nChanged 9 SP:Iteration 77Q (4284.829489 sec): 3 clusters Score: Raw -1348994.417050 + Penalty 5160.103440 = -1343834.313610 nChanged 5 SP:Iteration 78Q (4284.932746 sec): 3 clusters Score: Raw -1348994.794660 + Penalty 5160.103440 = -1343834.691220 nChanged 4 SP:Iteration 79Q (4285.061750 sec): 3 clusters Score: Raw -1348995.277904 + Penalty 5160.103440 = -1343835.174463 nChanged 3 SP:Iteration 80F (4285.172963 sec): 3 clusters Score: Raw -1348995.547883 + Penalty 5160.103440 = -1343835.444443 nChanged 4 SP:Iteration 81Q (4285.295294 sec): 3 clusters Score: Raw -1348995.873160 + Penalty 5160.103440 = -1343835.769720 nChanged 5 SP:Iteration 82Q (4285.409072 sec): 3 clusters Score: Raw -1348996.359694 + Penalty 5160.103440 = -1343836.256254 nChanged 6 SP:Iteration 83Q (4285.530588 sec): 3 clusters Score: Raw -1348997.023979 + Penalty 5160.103440 = -1343836.920539 nChanged 6 SP:Iteration 84Q (4285.644641 sec): 3 clusters Score: Raw -1348997.540494 + Penalty 5160.103440 = -1343837.437054 nChanged 9 SP:Iteration 85Q (4285.766796 sec): 3 clusters Score: Raw -1348998.187060 + Penalty 5160.103440 = -1343838.083620 nChanged 4 SP:Iteration 86Q (4285.881292 sec): 3 clusters Score: Raw -1348998.561893 + Penalty 5160.103440 = -1343838.458453 nChanged 2 SP:Iteration 87Q (4286.003170 sec): 3 clusters Score: Raw -1348998.731320 + Penalty 5160.103440 = -1343838.627880 nChanged 2 SP:Iteration 88Q (4286.117450 sec): 3 clusters Score: Raw -1348998.813102 + Penalty 5160.103440 = -1343838.709661 nChanged 2 SP:Iteration 89Q (4286.238785 sec): 3 clusters Score: Raw -1348998.884155 + Penalty 5160.103440 = -1343838.780715 nChanged 0 SP:Iteration 90F (4286.422977 sec): 3 clusters Score: Raw -1348998.884155 + Penalty 5160.103440 = -1343838.780715 nChanged 0 Trying to split cluster 3 (8774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4286.520836 sec): 2 clusters Score: Raw -741260.930128 + Penalty 2397.000694 = -738863.929434 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4286.623678 sec): 3 clusters Score: Raw -736627.741814 + Penalty 4794.001387 = -731833.740427 nChanged 3600 SP:Iteration 1F (4286.680188 sec): 3 clusters Score: Raw -738599.137477 + Penalty 4794.001387 = -733805.136089 nChanged 644 SP:Iteration 2F (4286.747149 sec): 3 clusters Score: Raw -738946.764166 + Penalty 4794.001387 = -734152.762779 nChanged 481 SP:Iteration 3F (4286.819575 sec): 3 clusters Score: Raw -739207.912000 + Penalty 4794.001387 = -734413.910613 nChanged 406 SP:Iteration 4Q (4286.989660 sec): 3 clusters Score: Raw -739432.160134 + Penalty 4794.001387 = -734638.158747 nChanged 392 SP:Iteration 5Q (4287.170794 sec): 3 clusters Score: Raw -739642.823624 + Penalty 4794.001387 = -734848.822237 nChanged 322 SP:Iteration 6Q (4287.314639 sec): 3 clusters Score: Raw -739820.850831 + Penalty 4794.001387 = -735026.849444 nChanged 331 SP:Iteration 7Q (4287.448356 sec): 3 clusters Score: Raw -740019.749305 + Penalty 4794.001387 = -735225.747918 nChanged 358 SP:Iteration 8Q (4287.516476 sec): 3 clusters Score: Raw -740239.155790 + Penalty 4794.001387 = -735445.154403 nChanged 330 SP:Iteration 9Q (4287.591962 sec): 3 clusters Score: Raw -740466.641422 + Penalty 4794.001387 = -735672.640035 nChanged 376 SP:Iteration 10Q (4287.667310 sec): 3 clusters Score: Raw -740709.636195 + Penalty 4794.001387 = -735915.634808 nChanged 317 SP:Iteration 11Q (4287.740004 sec): 3 clusters Score: Raw -740937.842956 + Penalty 4794.001387 = -736143.841569 nChanged 299 SP:Iteration 12Q (4287.808818 sec): 3 clusters Score: Raw -741137.789727 + Penalty 4794.001387 = -736343.788340 nChanged 304 SP:Iteration 13Q (4287.883395 sec): 3 clusters Score: Raw -741326.464884 + Penalty 4794.001387 = -736532.463497 nChanged 263 SP:Iteration 14Q (4287.958067 sec): 3 clusters Score: Raw -741481.888418 + Penalty 4794.001387 = -736687.887031 nChanged 206 SP:Iteration 15Q (4288.026496 sec): 3 clusters Score: Raw -741590.601476 + Penalty 4794.001387 = -736796.600089 nChanged 176 SP:Iteration 16Q (4288.096781 sec): 3 clusters Score: Raw -741662.263732 + Penalty 4794.001387 = -736868.262345 nChanged 129 SP:Iteration 17Q (4288.171541 sec): 3 clusters Score: Raw -741713.791346 + Penalty 4794.001387 = -736919.789958 nChanged 121 SP:Iteration 18Q (4288.299981 sec): 3 clusters Score: Raw -741754.025916 + Penalty 4794.001387 = -736960.024528 nChanged 87 SP:Iteration 19Q (4288.376363 sec): 3 clusters Score: Raw -741778.984970 + Penalty 4794.001387 = -736984.983583 nChanged 76 SP:Iteration 20F (4288.447823 sec): 3 clusters Score: Raw -741798.931260 + Penalty 4794.001387 = -737004.929873 nChanged 56 SP:Iteration 21Q (4288.518804 sec): 3 clusters Score: Raw -741813.818464 + Penalty 4794.001387 = -737019.817077 nChanged 62 SP:Iteration 22Q (4288.621957 sec): 3 clusters Score: Raw -741829.653256 + Penalty 4794.001387 = -737035.651868 nChanged 50 SP:Iteration 23Q (4288.766478 sec): 3 clusters Score: Raw -741841.349522 + Penalty 4794.001387 = -737047.348135 nChanged 43 SP:Iteration 24Q (4288.834192 sec): 3 clusters Score: Raw -741850.551196 + Penalty 4794.001387 = -737056.549809 nChanged 41 SP:Iteration 25Q (4288.900328 sec): 3 clusters Score: Raw -741860.388960 + Penalty 4794.001387 = -737066.387573 nChanged 47 SP:Iteration 26Q (4288.978039 sec): 3 clusters Score: Raw -741870.618418 + Penalty 4794.001387 = -737076.617031 nChanged 28 SP:Iteration 27Q (4289.054834 sec): 3 clusters Score: Raw -741875.090727 + Penalty 4794.001387 = -737081.089340 nChanged 21 SP:Iteration 28Q (4289.127759 sec): 3 clusters Score: Raw -741878.018284 + Penalty 4794.001387 = -737084.016897 nChanged 13 SP:Iteration 29Q (4289.200417 sec): 3 clusters Score: Raw -741880.228687 + Penalty 4794.001387 = -737086.227299 nChanged 17 SP:Iteration 30Q (4289.271090 sec): 3 clusters Score: Raw -741883.768876 + Penalty 4794.001387 = -737089.767488 nChanged 10 SP:Iteration 31Q (4289.339614 sec): 3 clusters Score: Raw -741886.056238 + Penalty 4794.001387 = -737092.054851 nChanged 17 SP:Iteration 32Q (4289.413628 sec): 3 clusters Score: Raw -741889.006293 + Penalty 4794.001387 = -737095.004905 nChanged 15 SP:Iteration 33Q (4289.488308 sec): 3 clusters Score: Raw -741892.708431 + Penalty 4794.001387 = -737098.707044 nChanged 16 SP:Iteration 34Q (4289.557893 sec): 3 clusters Score: Raw -741896.245441 + Penalty 4794.001387 = -737102.244054 nChanged 14 SP:Iteration 35Q (4289.716973 sec): 3 clusters Score: Raw -741898.915630 + Penalty 4794.001387 = -737104.914243 nChanged 14 SP:Iteration 36Q (4289.916074 sec): 3 clusters Score: Raw -741900.943838 + Penalty 4794.001387 = -737106.942451 nChanged 7 SP:Iteration 37Q (4290.091298 sec): 3 clusters Score: Raw -741902.192810 + Penalty 4794.001387 = -737108.191423 nChanged 2 SP:Iteration 38Q (4290.184704 sec): 3 clusters Score: Raw -741902.351366 + Penalty 4794.001387 = -737108.349979 nChanged 7 SP:Iteration 39Q (4290.276253 sec): 3 clusters Score: Raw -741902.774207 + Penalty 4794.001387 = -737108.772819 nChanged 5 SP:Iteration 40F (4290.367962 sec): 3 clusters Score: Raw -741903.241080 + Penalty 4794.001387 = -737109.239693 nChanged 2 SP:Iteration 41Q (4290.434092 sec): 3 clusters Score: Raw -741903.538303 + Penalty 4794.001387 = -737109.536916 nChanged 2 SP:Iteration 42Q (4290.500595 sec): 3 clusters Score: Raw -741903.715848 + Penalty 4794.001387 = -737109.714461 nChanged 1 SP:Iteration 43Q (4290.568881 sec): 3 clusters Score: Raw -741903.914988 + Penalty 4794.001387 = -737109.913601 nChanged 0 SP:Iteration 44F (4290.641745 sec): 3 clusters Score: Raw -741903.914988 + Penalty 4794.001387 = -737109.913601 nChanged 0 Trying to split cluster 4 (14343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4290.739590 sec): 2 clusters Score: Raw -1242258.433033 + Penalty 2526.748566 = -1239731.684466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4290.873047 sec): 3 clusters Score: Raw -1234265.136094 + Penalty 5053.497133 = -1229211.638961 nChanged 6110 SP:Iteration 1F (4290.973953 sec): 3 clusters Score: Raw -1237773.691432 + Penalty 5053.497133 = -1232720.194299 nChanged 934 SP:Iteration 2F (4291.086555 sec): 3 clusters Score: Raw -1238253.308686 + Penalty 5053.497133 = -1233199.811553 nChanged 816 SP:Iteration 3F (4291.212058 sec): 3 clusters Score: Raw -1238653.195424 + Penalty 5053.497133 = -1233599.698291 nChanged 686 SP:Iteration 4Q (4291.406195 sec): 3 clusters Score: Raw -1238993.672686 + Penalty 5053.497133 = -1233940.175553 nChanged 637 SP:Iteration 5Q (4291.584699 sec): 3 clusters Score: Raw -1239355.372965 + Penalty 5053.497133 = -1234301.875832 nChanged 637 SP:Iteration 6Q (4291.656951 sec): 3 clusters Score: Raw -1239757.147601 + Penalty 5053.497133 = -1234703.650468 nChanged 607 SP:Iteration 7Q (4291.762163 sec): 3 clusters Score: Raw -1240111.728165 + Penalty 5053.497133 = -1235058.231032 nChanged 601 SP:Iteration 8Q (4291.878456 sec): 3 clusters Score: Raw -1240490.402112 + Penalty 5053.497133 = -1235436.904979 nChanged 595 SP:Iteration 9Q (4291.979138 sec): 3 clusters Score: Raw -1240851.813969 + Penalty 5053.497133 = -1235798.316836 nChanged 534 SP:Iteration 10Q (4292.096410 sec): 3 clusters Score: Raw -1241145.460442 + Penalty 5053.497133 = -1236091.963309 nChanged 486 SP:Iteration 11Q (4292.185437 sec): 3 clusters Score: Raw -1241408.797462 + Penalty 5053.497133 = -1236355.300329 nChanged 438 SP:Iteration 12Q (4292.280669 sec): 3 clusters Score: Raw -1241625.902236 + Penalty 5053.497133 = -1236572.405103 nChanged 396 SP:Iteration 13Q (4292.384807 sec): 3 clusters Score: Raw -1241831.023569 + Penalty 5053.497133 = -1236777.526436 nChanged 371 SP:Iteration 14Q (4292.498616 sec): 3 clusters Score: Raw -1242010.109684 + Penalty 5053.497133 = -1236956.612551 nChanged 284 SP:Iteration 15Q (4292.596519 sec): 3 clusters Score: Raw -1242120.787733 + Penalty 5053.497133 = -1237067.290600 nChanged 258 SP:Iteration 16Q (4292.715444 sec): 3 clusters Score: Raw -1242203.718883 + Penalty 5053.497133 = -1237150.221750 nChanged 173 SP:Iteration 17Q (4292.802939 sec): 3 clusters Score: Raw -1242257.060315 + Penalty 5053.497133 = -1237203.563182 nChanged 168 SP:Iteration 18Q (4292.894655 sec): 3 clusters Score: Raw -1242310.555947 + Penalty 5053.497133 = -1237257.058814 nChanged 141 SP:Iteration 19Q (4293.098880 sec): 3 clusters Score: Raw -1242354.274470 + Penalty 5053.497133 = -1237300.777337 nChanged 136 SP:Iteration 20F (4293.282610 sec): 3 clusters Score: Raw -1242397.009926 + Penalty 5053.497133 = -1237343.512793 nChanged 124 SP:Iteration 21Q (4293.398275 sec): 3 clusters Score: Raw -1242433.345893 + Penalty 5053.497133 = -1237379.848760 nChanged 123 SP:Iteration 22Q (4293.491473 sec): 3 clusters Score: Raw -1242467.756521 + Penalty 5053.497133 = -1237414.259388 nChanged 131 SP:Iteration 23Q (4293.659889 sec): 3 clusters Score: Raw -1242506.069639 + Penalty 5053.497133 = -1237452.572506 nChanged 102 SP:Iteration 24Q (4293.741950 sec): 3 clusters Score: Raw -1242536.559940 + Penalty 5053.497133 = -1237483.062807 nChanged 104 SP:Iteration 25Q (4293.833270 sec): 3 clusters Score: Raw -1242569.846533 + Penalty 5053.497133 = -1237516.349400 nChanged 114 SP:Iteration 26Q (4293.942081 sec): 3 clusters Score: Raw -1242606.562988 + Penalty 5053.497133 = -1237553.065855 nChanged 105 SP:Iteration 27Q (4294.054285 sec): 3 clusters Score: Raw -1242639.352367 + Penalty 5053.497133 = -1237585.855234 nChanged 109 SP:Iteration 28Q (4294.192512 sec): 3 clusters Score: Raw -1242676.095668 + Penalty 5053.497133 = -1237622.598535 nChanged 127 SP:Iteration 29Q (4294.329762 sec): 3 clusters Score: Raw -1242721.121105 + Penalty 5053.497133 = -1237667.623972 nChanged 120 SP:Iteration 30Q (4294.427188 sec): 3 clusters Score: Raw -1242762.988879 + Penalty 5053.497133 = -1237709.491746 nChanged 120 SP:Iteration 31Q (4294.543201 sec): 3 clusters Score: Raw -1242809.446400 + Penalty 5053.497133 = -1237755.949267 nChanged 123 SP:Iteration 32Q (4294.630612 sec): 3 clusters Score: Raw -1242856.249998 + Penalty 5053.497133 = -1237802.752865 nChanged 125 SP:Iteration 33Q (4294.723429 sec): 3 clusters Score: Raw -1242904.226268 + Penalty 5053.497133 = -1237850.729135 nChanged 126 SP:Iteration 34Q (4294.823551 sec): 3 clusters Score: Raw -1242958.144452 + Penalty 5053.497133 = -1237904.647319 nChanged 131 SP:Iteration 35Q (4294.935421 sec): 3 clusters Score: Raw -1243012.494897 + Penalty 5053.497133 = -1237958.997765 nChanged 116 SP:Iteration 36Q (4295.027111 sec): 3 clusters Score: Raw -1243057.968741 + Penalty 5053.497133 = -1238004.471608 nChanged 120 SP:Iteration 37Q (4295.143892 sec): 3 clusters Score: Raw -1243106.431873 + Penalty 5053.497133 = -1238052.934740 nChanged 106 SP:Iteration 38Q (4295.230618 sec): 3 clusters Score: Raw -1243149.128598 + Penalty 5053.497133 = -1238095.631465 nChanged 111 SP:Iteration 39Q (4295.323272 sec): 3 clusters Score: Raw -1243190.030392 + Penalty 5053.497133 = -1238136.533259 nChanged 100 SP:Iteration 40F (4295.441931 sec): 3 clusters Score: Raw -1243227.682959 + Penalty 5053.497133 = -1238174.185826 nChanged 89 SP:Iteration 41Q (4295.534283 sec): 3 clusters Score: Raw -1243259.785687 + Penalty 5053.497133 = -1238206.288554 nChanged 82 SP:Iteration 42Q (4295.649128 sec): 3 clusters Score: Raw -1243287.900451 + Penalty 5053.497133 = -1238234.403318 nChanged 66 SP:Iteration 43Q (4295.733533 sec): 3 clusters Score: Raw -1243306.851832 + Penalty 5053.497133 = -1238253.354699 nChanged 62 SP:Iteration 44Q (4295.817220 sec): 3 clusters Score: Raw -1243327.448979 + Penalty 5053.497133 = -1238273.951846 nChanged 58 SP:Iteration 45Q (4295.941309 sec): 3 clusters Score: Raw -1243347.418063 + Penalty 5053.497133 = -1238293.920930 nChanged 64 SP:Iteration 46Q (4296.102944 sec): 3 clusters Score: Raw -1243368.523784 + Penalty 5053.497133 = -1238315.026651 nChanged 55 SP:Iteration 47Q (4296.193449 sec): 3 clusters Score: Raw -1243389.239355 + Penalty 5053.497133 = -1238335.742222 nChanged 61 SP:Iteration 48Q (4296.290090 sec): 3 clusters Score: Raw -1243411.771291 + Penalty 5053.497133 = -1238358.274158 nChanged 56 SP:Iteration 49Q (4296.382927 sec): 3 clusters Score: Raw -1243435.182619 + Penalty 5053.497133 = -1238381.685486 nChanged 67 SP:Iteration 50Q (4296.624038 sec): 3 clusters Score: Raw -1243460.437694 + Penalty 5053.497133 = -1238406.940561 nChanged 67 SP:Iteration 51Q (4296.818961 sec): 3 clusters Score: Raw -1243484.378240 + Penalty 5053.497133 = -1238430.881107 nChanged 65 SP:Iteration 52Q (4296.953691 sec): 3 clusters Score: Raw -1243506.246074 + Penalty 5053.497133 = -1238452.748941 nChanged 55 SP:Iteration 53Q (4297.095819 sec): 3 clusters Score: Raw -1243526.106960 + Penalty 5053.497133 = -1238472.609827 nChanged 55 SP:Iteration 54Q (4297.185913 sec): 3 clusters Score: Raw -1243543.249031 + Penalty 5053.497133 = -1238489.751898 nChanged 49 SP:Iteration 55Q (4297.295351 sec): 3 clusters Score: Raw -1243556.907862 + Penalty 5053.497133 = -1238503.410729 nChanged 38 SP:Iteration 56Q (4297.380299 sec): 3 clusters Score: Raw -1243568.779448 + Penalty 5053.497133 = -1238515.282315 nChanged 37 SP:Iteration 57Q (4297.466057 sec): 3 clusters Score: Raw -1243579.085897 + Penalty 5053.497133 = -1238525.588764 nChanged 31 SP:Iteration 58Q (4297.558264 sec): 3 clusters Score: Raw -1243588.377076 + Penalty 5053.497133 = -1238534.879943 nChanged 27 SP:Iteration 59Q (4297.662786 sec): 3 clusters Score: Raw -1243596.698513 + Penalty 5053.497133 = -1238543.201380 nChanged 27 SP:Iteration 60F (4297.760307 sec): 3 clusters Score: Raw -1243603.673699 + Penalty 5053.497133 = -1238550.176566 nChanged 24 SP:Iteration 61Q (4297.850009 sec): 3 clusters Score: Raw -1243610.560813 + Penalty 5053.497133 = -1238557.063680 nChanged 27 SP:Iteration 62Q (4297.943705 sec): 3 clusters Score: Raw -1243619.261327 + Penalty 5053.497133 = -1238565.764194 nChanged 25 SP:Iteration 63Q (4298.049298 sec): 3 clusters Score: Raw -1243625.989454 + Penalty 5053.497133 = -1238572.492321 nChanged 20 SP:Iteration 64Q (4298.138944 sec): 3 clusters Score: Raw -1243631.274017 + Penalty 5053.497133 = -1238577.776884 nChanged 23 SP:Iteration 65Q (4298.247058 sec): 3 clusters Score: Raw -1243637.022305 + Penalty 5053.497133 = -1238583.525172 nChanged 18 SP:Iteration 66Q (4298.335900 sec): 3 clusters Score: Raw -1243641.865146 + Penalty 5053.497133 = -1238588.368013 nChanged 15 SP:Iteration 67Q (4298.420839 sec): 3 clusters Score: Raw -1243645.702009 + Penalty 5053.497133 = -1238592.204876 nChanged 15 SP:Iteration 68Q (4298.523913 sec): 3 clusters Score: Raw -1243650.166248 + Penalty 5053.497133 = -1238596.669115 nChanged 12 SP:Iteration 69Q (4298.615495 sec): 3 clusters Score: Raw -1243653.443745 + Penalty 5053.497133 = -1238599.946612 nChanged 11 SP:Iteration 70Q (4298.704470 sec): 3 clusters Score: Raw -1243656.470867 + Penalty 5053.497133 = -1238602.973734 nChanged 7 SP:Iteration 71Q (4298.797732 sec): 3 clusters Score: Raw -1243658.362220 + Penalty 5053.497133 = -1238604.865087 nChanged 5 SP:Iteration 72Q (4298.905001 sec): 3 clusters Score: Raw -1243659.354156 + Penalty 5053.497133 = -1238605.857023 nChanged 9 SP:Iteration 73Q (4298.991369 sec): 3 clusters Score: Raw -1243661.166079 + Penalty 5053.497133 = -1238607.668946 nChanged 6 SP:Iteration 74Q (4299.102909 sec): 3 clusters Score: Raw -1243662.324095 + Penalty 5053.497133 = -1238608.826962 nChanged 4 SP:Iteration 75Q (4299.190787 sec): 3 clusters Score: Raw -1243663.130047 + Penalty 5053.497133 = -1238609.632915 nChanged 4 SP:Iteration 76Q (4299.275643 sec): 3 clusters Score: Raw -1243663.987263 + Penalty 5053.497133 = -1238610.490130 nChanged 5 SP:Iteration 77Q (4299.378091 sec): 3 clusters Score: Raw -1243664.975938 + Penalty 5053.497133 = -1238611.478805 nChanged 6 SP:Iteration 78Q (4299.469350 sec): 3 clusters Score: Raw -1243666.348995 + Penalty 5053.497133 = -1238612.851862 nChanged 9 SP:Iteration 79Q (4299.557634 sec): 3 clusters Score: Raw -1243668.244757 + Penalty 5053.497133 = -1238614.747624 nChanged 5 SP:Iteration 80F (4299.658013 sec): 3 clusters Score: Raw -1243669.356838 + Penalty 5053.497133 = -1238615.859705 nChanged 5 SP:Iteration 81Q (4299.876978 sec): 3 clusters Score: Raw -1243670.517968 + Penalty 5053.497133 = -1238617.020835 nChanged 9 SP:Iteration 82Q (4300.037043 sec): 3 clusters Score: Raw -1243672.650319 + Penalty 5053.497133 = -1238619.153186 nChanged 7 SP:Iteration 83Q (4300.191226 sec): 3 clusters Score: Raw -1243674.349372 + Penalty 5053.497133 = -1238620.852239 nChanged 3 SP:Iteration 84Q (4300.284607 sec): 3 clusters Score: Raw -1243674.832613 + Penalty 5053.497133 = -1238621.335480 nChanged 1 SP:Iteration 85Q (4300.371567 sec): 3 clusters Score: Raw -1243675.156013 + Penalty 5053.497133 = -1238621.658880 nChanged 2 SP:Iteration 86Q (4300.486102 sec): 3 clusters Score: Raw -1243675.368425 + Penalty 5053.497133 = -1238621.871292 nChanged 1 SP:Iteration 87Q (4300.577331 sec): 3 clusters Score: Raw -1243675.624626 + Penalty 5053.497133 = -1238622.127493 nChanged 0 SP:Iteration 88F (4300.667886 sec): 3 clusters Score: Raw -1243675.624626 + Penalty 5053.497133 = -1238622.127493 nChanged 0 Trying to split cluster 5 (12416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4300.765043 sec): 2 clusters Score: Raw -1076813.832405 + Penalty 2488.659688 = -1074325.172717 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4300.892312 sec): 3 clusters Score: Raw -1070031.740376 + Penalty 4977.319376 = -1065054.421000 nChanged 5280 SP:Iteration 1F (4300.974700 sec): 3 clusters Score: Raw -1073178.333285 + Penalty 4977.319376 = -1068201.013909 nChanged 959 SP:Iteration 2F (4301.061078 sec): 3 clusters Score: Raw -1073814.475881 + Penalty 4977.319376 = -1068837.156505 nChanged 812 SP:Iteration 3F (4301.158914 sec): 3 clusters Score: Raw -1074397.850823 + Penalty 4977.319376 = -1069420.531447 nChanged 766 SP:Iteration 4F (4301.247863 sec): 3 clusters Score: Raw -1074959.878779 + Penalty 4977.319376 = -1069982.559403 nChanged 737 SP:Iteration 5F (4301.334302 sec): 3 clusters Score: Raw -1075506.174942 + Penalty 4977.319376 = -1070528.855566 nChanged 697 SP:Iteration 6F (4301.418353 sec): 3 clusters Score: Raw -1075959.661962 + Penalty 4977.319376 = -1070982.342586 nChanged 599 SP:Iteration 7Q (4301.514519 sec): 3 clusters Score: Raw -1076328.055423 + Penalty 4977.319376 = -1071350.736047 nChanged 497 SP:Iteration 8Q (4301.607740 sec): 3 clusters Score: Raw -1076602.580260 + Penalty 4977.319376 = -1071625.260884 nChanged 375 SP:Iteration 9Q (4301.697038 sec): 3 clusters Score: Raw -1076787.315912 + Penalty 4977.319376 = -1071809.996536 nChanged 307 SP:Iteration 10Q (4301.787312 sec): 3 clusters Score: Raw -1076913.178122 + Penalty 4977.319376 = -1071935.858746 nChanged 229 SP:Iteration 11Q (4301.900152 sec): 3 clusters Score: Raw -1076999.665116 + Penalty 4977.319376 = -1072022.345740 nChanged 205 SP:Iteration 12Q (4301.982134 sec): 3 clusters Score: Raw -1077069.825716 + Penalty 4977.319376 = -1072092.506340 nChanged 167 SP:Iteration 13Q (4302.063434 sec): 3 clusters Score: Raw -1077120.605232 + Penalty 4977.319376 = -1072143.285856 nChanged 136 SP:Iteration 14Q (4302.167901 sec): 3 clusters Score: Raw -1077154.402627 + Penalty 4977.319376 = -1072177.083251 nChanged 100 SP:Iteration 15Q (4302.257895 sec): 3 clusters Score: Raw -1077177.703513 + Penalty 4977.319376 = -1072200.384137 nChanged 77 SP:Iteration 16Q (4302.345004 sec): 3 clusters Score: Raw -1077194.011727 + Penalty 4977.319376 = -1072216.692351 nChanged 59 SP:Iteration 17Q (4302.428718 sec): 3 clusters Score: Raw -1077208.069903 + Penalty 4977.319376 = -1072230.750527 nChanged 54 SP:Iteration 18Q (4302.519951 sec): 3 clusters Score: Raw -1077219.210358 + Penalty 4977.319376 = -1072241.890982 nChanged 47 SP:Iteration 19Q (4302.615204 sec): 3 clusters Score: Raw -1077226.196311 + Penalty 4977.319376 = -1072248.876935 nChanged 27 SP:Iteration 20F (4302.709515 sec): 3 clusters Score: Raw -1077231.178404 + Penalty 4977.319376 = -1072253.859028 nChanged 32 SP:Iteration 21Q (4302.895224 sec): 3 clusters Score: Raw -1077236.444178 + Penalty 4977.319376 = -1072259.124802 nChanged 25 SP:Iteration 22Q (4303.064512 sec): 3 clusters Score: Raw -1077239.894047 + Penalty 4977.319376 = -1072262.574671 nChanged 18 SP:Iteration 23Q (4303.218017 sec): 3 clusters Score: Raw -1077242.605346 + Penalty 4977.319376 = -1072265.285970 nChanged 22 SP:Iteration 24Q (4303.352439 sec): 3 clusters Score: Raw -1077245.694982 + Penalty 4977.319376 = -1072268.375606 nChanged 18 SP:Iteration 25Q (4303.468113 sec): 3 clusters Score: Raw -1077249.686422 + Penalty 4977.319376 = -1072272.367046 nChanged 33 SP:Iteration 26Q (4303.608297 sec): 3 clusters Score: Raw -1077255.762702 + Penalty 4977.319376 = -1072278.443326 nChanged 33 SP:Iteration 27Q (4303.707887 sec): 3 clusters Score: Raw -1077262.363078 + Penalty 4977.319376 = -1072285.043702 nChanged 34 SP:Iteration 28Q (4303.789086 sec): 3 clusters Score: Raw -1077269.447368 + Penalty 4977.319376 = -1072292.127992 nChanged 37 SP:Iteration 29Q (4303.878140 sec): 3 clusters Score: Raw -1077276.017490 + Penalty 4977.319376 = -1072298.698114 nChanged 24 SP:Iteration 30Q (4303.981846 sec): 3 clusters Score: Raw -1077280.965259 + Penalty 4977.319376 = -1072303.645883 nChanged 24 SP:Iteration 31Q (4304.078145 sec): 3 clusters Score: Raw -1077286.310467 + Penalty 4977.319376 = -1072308.991091 nChanged 21 SP:Iteration 32Q (4304.167441 sec): 3 clusters Score: Raw -1077290.163368 + Penalty 4977.319376 = -1072312.843992 nChanged 17 SP:Iteration 33Q (4304.273258 sec): 3 clusters Score: Raw -1077293.750531 + Penalty 4977.319376 = -1072316.431155 nChanged 24 SP:Iteration 34Q (4304.357952 sec): 3 clusters Score: Raw -1077299.089921 + Penalty 4977.319376 = -1072321.770545 nChanged 19 SP:Iteration 35Q (4304.437539 sec): 3 clusters Score: Raw -1077301.920502 + Penalty 4977.319376 = -1072324.601126 nChanged 11 SP:Iteration 36Q (4304.533812 sec): 3 clusters Score: Raw -1077303.412394 + Penalty 4977.319376 = -1072326.093018 nChanged 8 SP:Iteration 37Q (4304.625814 sec): 3 clusters Score: Raw -1077304.540988 + Penalty 4977.319376 = -1072327.221612 nChanged 8 SP:Iteration 38Q (4304.717528 sec): 3 clusters Score: Raw -1077305.429322 + Penalty 4977.319376 = -1072328.109946 nChanged 6 SP:Iteration 39Q (4304.809135 sec): 3 clusters Score: Raw -1077305.868660 + Penalty 4977.319376 = -1072328.549284 nChanged 2 SP:Iteration 40F (4304.901970 sec): 3 clusters Score: Raw -1077306.136787 + Penalty 4977.319376 = -1072328.817411 nChanged 4 SP:Iteration 41Q (4304.987509 sec): 3 clusters Score: Raw -1077306.558451 + Penalty 4977.319376 = -1072329.239075 nChanged 7 SP:Iteration 42Q (4305.068760 sec): 3 clusters Score: Raw -1077307.648378 + Penalty 4977.319376 = -1072330.329002 nChanged 7 SP:Iteration 43Q (4305.164810 sec): 3 clusters Score: Raw -1077308.765134 + Penalty 4977.319376 = -1072331.445758 nChanged 8 SP:Iteration 44Q (4305.310973 sec): 3 clusters Score: Raw -1077309.983713 + Penalty 4977.319376 = -1072332.664337 nChanged 9 SP:Iteration 45Q (4305.421411 sec): 3 clusters Score: Raw -1077311.804772 + Penalty 4977.319376 = -1072334.485396 nChanged 6 SP:Iteration 46Q (4305.532486 sec): 3 clusters Score: Raw -1077312.667056 + Penalty 4977.319376 = -1072335.347680 nChanged 6 SP:Iteration 47Q (4305.694596 sec): 3 clusters Score: Raw -1077313.023708 + Penalty 4977.319376 = -1072335.704332 nChanged 1 SP:Iteration 48Q (4305.838761 sec): 3 clusters Score: Raw -1077313.129878 + Penalty 4977.319376 = -1072335.810502 nChanged 2 SP:Iteration 49Q (4305.923533 sec): 3 clusters Score: Raw -1077313.313532 + Penalty 4977.319376 = -1072335.994156 nChanged 0 SP:Iteration 50F (4306.011102 sec): 3 clusters Score: Raw -1077313.313532 + Penalty 4977.319376 = -1072335.994156 nChanged 0 Trying to split cluster 6 (3994 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4306.075842 sec): 2 clusters Score: Raw -249076.349319 + Penalty 2189.232808 = -246887.116511 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4306.250763 sec): 3 clusters Score: Raw -247335.979724 + Penalty 4378.465615 = -242957.514108 nChanged 1512 SP:Iteration 1F (4306.406848 sec): 3 clusters Score: Raw -248712.902025 + Penalty 4378.465615 = -244334.436410 nChanged 450 SP:Iteration 2F (4306.509171 sec): 3 clusters Score: Raw -249287.617691 + Penalty 4378.465615 = -244909.152075 nChanged 347 SP:Iteration 3F (4306.635839 sec): 3 clusters Score: Raw -249716.347312 + Penalty 4378.465615 = -245337.881696 nChanged 274 SP:Iteration 4F (4306.792800 sec): 3 clusters Score: Raw -250025.352236 + Penalty 4378.465615 = -245646.886621 nChanged 196 SP:Iteration 5Q (4306.877110 sec): 3 clusters Score: Raw -250205.548204 + Penalty 4378.465615 = -245827.082589 nChanged 138 SP:Iteration 6Q (4307.047155 sec): 3 clusters Score: Raw -250303.980969 + Penalty 4378.465615 = -245925.515353 nChanged 92 SP:Iteration 7Q (4307.089703 sec): 3 clusters Score: Raw -250368.273616 + Penalty 4378.465615 = -245989.808001 nChanged 80 SP:Iteration 8Q (4307.134158 sec): 3 clusters Score: Raw -250434.851356 + Penalty 4378.465615 = -246056.385740 nChanged 84 SP:Iteration 9Q (4307.182959 sec): 3 clusters Score: Raw -250500.991587 + Penalty 4378.465615 = -246122.525971 nChanged 73 SP:Iteration 10Q (4307.236787 sec): 3 clusters Score: Raw -250557.930526 + Penalty 4378.465615 = -246179.464911 nChanged 64 SP:Iteration 11Q (4307.290613 sec): 3 clusters Score: Raw -250603.295447 + Penalty 4378.465615 = -246224.829832 nChanged 58 SP:Iteration 12Q (4307.342899 sec): 3 clusters Score: Raw -250643.404357 + Penalty 4378.465615 = -246264.938742 nChanged 52 SP:Iteration 13Q (4307.386734 sec): 3 clusters Score: Raw -250676.252863 + Penalty 4378.465615 = -246297.787248 nChanged 45 SP:Iteration 14Q (4307.430593 sec): 3 clusters Score: Raw -250714.810574 + Penalty 4378.465615 = -246336.344959 nChanged 53 SP:Iteration 15Q (4307.475304 sec): 3 clusters Score: Raw -250762.549021 + Penalty 4378.465615 = -246384.083405 nChanged 59 SP:Iteration 16Q (4307.522304 sec): 3 clusters Score: Raw -250808.994684 + Penalty 4378.465615 = -246430.529069 nChanged 57 SP:Iteration 17Q (4307.571525 sec): 3 clusters Score: Raw -250855.895592 + Penalty 4378.465615 = -246477.429976 nChanged 57 SP:Iteration 18Q (4307.620639 sec): 3 clusters Score: Raw -250899.413054 + Penalty 4378.465615 = -246520.947439 nChanged 45 SP:Iteration 19Q (4307.669514 sec): 3 clusters Score: Raw -250933.574785 + Penalty 4378.465615 = -246555.109169 nChanged 43 SP:Iteration 20F (4307.715758 sec): 3 clusters Score: Raw -251006.462391 + Penalty 4378.465615 = -246627.996775 nChanged 59 SP:Iteration 21Q (4307.761382 sec): 3 clusters Score: Raw -251128.861487 + Penalty 4378.465615 = -246750.395872 nChanged 76 SP:Iteration 22Q (4307.807268 sec): 3 clusters Score: Raw -251234.202677 + Penalty 4378.465615 = -246855.737061 nChanged 75 SP:Iteration 23Q (4307.855114 sec): 3 clusters Score: Raw -251311.446646 + Penalty 4378.465615 = -246932.981031 nChanged 65 SP:Iteration 24Q (4307.903900 sec): 3 clusters Score: Raw -251370.091353 + Penalty 4378.465615 = -246991.625737 nChanged 52 SP:Iteration 25Q (4307.952887 sec): 3 clusters Score: Raw -251421.734378 + Penalty 4378.465615 = -247043.268762 nChanged 43 SP:Iteration 26Q (4308.001256 sec): 3 clusters Score: Raw -251478.493378 + Penalty 4378.465615 = -247100.027763 nChanged 48 SP:Iteration 27Q (4308.046968 sec): 3 clusters Score: Raw -251533.864360 + Penalty 4378.465615 = -247155.398745 nChanged 53 SP:Iteration 28Q (4308.092484 sec): 3 clusters Score: Raw -251576.667912 + Penalty 4378.465615 = -247198.202297 nChanged 41 SP:Iteration 29Q (4308.138656 sec): 3 clusters Score: Raw -251605.481543 + Penalty 4378.465615 = -247227.015928 nChanged 29 SP:Iteration 30Q (4308.186287 sec): 3 clusters Score: Raw -251633.265313 + Penalty 4378.465615 = -247254.799697 nChanged 27 SP:Iteration 31Q (4308.326821 sec): 3 clusters Score: Raw -251651.841045 + Penalty 4378.465615 = -247273.375430 nChanged 22 SP:Iteration 32Q (4308.480420 sec): 3 clusters Score: Raw -251665.843410 + Penalty 4378.465615 = -247287.377795 nChanged 23 SP:Iteration 33Q (4308.582533 sec): 3 clusters Score: Raw -251678.563411 + Penalty 4378.465615 = -247300.097795 nChanged 16 SP:Iteration 34Q (4308.750362 sec): 3 clusters Score: Raw -251693.637383 + Penalty 4378.465615 = -247315.171768 nChanged 16 SP:Iteration 35Q (4308.856128 sec): 3 clusters Score: Raw -251705.618234 + Penalty 4378.465615 = -247327.152618 nChanged 16 SP:Iteration 36Q (4308.979843 sec): 3 clusters Score: Raw -251725.278378 + Penalty 4378.465615 = -247346.812762 nChanged 23 SP:Iteration 37Q (4309.034893 sec): 3 clusters Score: Raw -251748.184600 + Penalty 4378.465615 = -247369.718985 nChanged 22 SP:Iteration 38Q (4309.081012 sec): 3 clusters Score: Raw -251766.564458 + Penalty 4378.465615 = -247388.098843 nChanged 17 SP:Iteration 39Q (4309.123747 sec): 3 clusters Score: Raw -251775.049089 + Penalty 4378.465615 = -247396.583474 nChanged 9 SP:Iteration 40F (4309.167131 sec): 3 clusters Score: Raw -251781.472382 + Penalty 4378.465615 = -247403.006766 nChanged 8 SP:Iteration 41Q (4309.210058 sec): 3 clusters Score: Raw -251786.710373 + Penalty 4378.465615 = -247408.244758 nChanged 7 SP:Iteration 42Q (4309.252743 sec): 3 clusters Score: Raw -251789.546221 + Penalty 4378.465615 = -247411.080606 nChanged 4 SP:Iteration 43Q (4309.302404 sec): 3 clusters Score: Raw -251791.630597 + Penalty 4378.465615 = -247413.164982 nChanged 7 SP:Iteration 44Q (4309.352429 sec): 3 clusters Score: Raw -251793.639917 + Penalty 4378.465615 = -247415.174301 nChanged 1 SP:Iteration 45Q (4309.397779 sec): 3 clusters Score: Raw -251793.862481 + Penalty 4378.465615 = -247415.396866 nChanged 2 SP:Iteration 46Q (4309.441331 sec): 3 clusters Score: Raw -251794.585194 + Penalty 4378.465615 = -247416.119578 nChanged 2 SP:Iteration 47Q (4309.484544 sec): 3 clusters Score: Raw -251795.677364 + Penalty 4378.465615 = -247417.211749 nChanged 2 SP:Iteration 48Q (4309.527701 sec): 3 clusters Score: Raw -251796.520600 + Penalty 4378.465615 = -247418.054984 nChanged 3 SP:Iteration 49Q (4309.571350 sec): 3 clusters Score: Raw -251797.273409 + Penalty 4378.465615 = -247418.807794 nChanged 0 SP:Iteration 50F (4309.622490 sec): 3 clusters Score: Raw -251797.273409 + Penalty 4378.465615 = -247418.807794 nChanged 0 Score: Raw -11810393.742016 + Penalty 34530.724271 = -11775863.017746 Splitting cluster 6 changes total score from -11776280.963428 to -11775863.017746 So it's not getting split. Trying to split cluster 7 (8418 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4312.056960 sec): 2 clusters Score: Raw -655526.795544 + Penalty 2386.065673 = -653140.729871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4312.165668 sec): 3 clusters Score: Raw -651169.362743 + Penalty 4772.131346 = -646397.231397 nChanged 3389 SP:Iteration 1F (4312.231173 sec): 3 clusters Score: Raw -653232.281774 + Penalty 4772.131346 = -648460.150428 nChanged 657 SP:Iteration 2F (4312.288879 sec): 3 clusters Score: Raw -653749.874378 + Penalty 4772.131346 = -648977.743032 nChanged 605 SP:Iteration 3F (4312.357946 sec): 3 clusters Score: Raw -654264.848389 + Penalty 4772.131346 = -649492.717043 nChanged 558 SP:Iteration 4F (4312.433573 sec): 3 clusters Score: Raw -654760.420993 + Penalty 4772.131346 = -649988.289647 nChanged 501 SP:Iteration 5F (4312.505981 sec): 3 clusters Score: Raw -655188.744143 + Penalty 4772.131346 = -650416.612797 nChanged 472 SP:Iteration 6F (4312.576940 sec): 3 clusters Score: Raw -655593.057901 + Penalty 4772.131346 = -650820.926555 nChanged 376 SP:Iteration 7Q (4312.649661 sec): 3 clusters Score: Raw -655855.972603 + Penalty 4772.131346 = -651083.841257 nChanged 312 SP:Iteration 8Q (4312.836632 sec): 3 clusters Score: Raw -656055.494758 + Penalty 4772.131346 = -651283.363412 nChanged 243 SP:Iteration 9Q (4312.997700 sec): 3 clusters Score: Raw -656198.087152 + Penalty 4772.131346 = -651425.955805 nChanged 202 SP:Iteration 10Q (4313.165094 sec): 3 clusters Score: Raw -656303.668429 + Penalty 4772.131346 = -651531.537083 nChanged 168 SP:Iteration 11Q (4313.319707 sec): 3 clusters Score: Raw -656396.379423 + Penalty 4772.131346 = -651624.248077 nChanged 146 SP:Iteration 12Q (4313.457229 sec): 3 clusters Score: Raw -656464.295015 + Penalty 4772.131346 = -651692.163669 nChanged 120 SP:Iteration 13Q (4313.585628 sec): 3 clusters Score: Raw -656511.711401 + Penalty 4772.131346 = -651739.580055 nChanged 114 SP:Iteration 14Q (4313.762234 sec): 3 clusters Score: Raw -656557.814020 + Penalty 4772.131346 = -651785.682674 nChanged 96 SP:Iteration 15Q (4313.821381 sec): 3 clusters Score: Raw -656594.019959 + Penalty 4772.131346 = -651821.888613 nChanged 76 SP:Iteration 16Q (4313.883628 sec): 3 clusters Score: Raw -656619.990269 + Penalty 4772.131346 = -651847.858923 nChanged 62 SP:Iteration 17Q (4313.953820 sec): 3 clusters Score: Raw -656643.727840 + Penalty 4772.131346 = -651871.596494 nChanged 68 SP:Iteration 18Q (4314.030975 sec): 3 clusters Score: Raw -656666.599503 + Penalty 4772.131346 = -651894.468157 nChanged 54 SP:Iteration 19Q (4314.104519 sec): 3 clusters Score: Raw -656682.509288 + Penalty 4772.131346 = -651910.377942 nChanged 36 SP:Iteration 20F (4314.175424 sec): 3 clusters Score: Raw -656693.707126 + Penalty 4772.131346 = -651921.575780 nChanged 33 SP:Iteration 21Q (4314.242823 sec): 3 clusters Score: Raw -656703.575861 + Penalty 4772.131346 = -651931.444515 nChanged 28 SP:Iteration 22Q (4314.317226 sec): 3 clusters Score: Raw -656711.216823 + Penalty 4772.131346 = -651939.085477 nChanged 30 SP:Iteration 23Q (4314.424943 sec): 3 clusters Score: Raw -656717.767862 + Penalty 4772.131346 = -651945.636516 nChanged 25 SP:Iteration 24Q (4314.522898 sec): 3 clusters Score: Raw -656722.900934 + Penalty 4772.131346 = -651950.769588 nChanged 15 SP:Iteration 25Q (4314.588997 sec): 3 clusters Score: Raw -656726.923422 + Penalty 4772.131346 = -651954.792075 nChanged 20 SP:Iteration 26Q (4314.650964 sec): 3 clusters Score: Raw -656732.960330 + Penalty 4772.131346 = -651960.828984 nChanged 27 SP:Iteration 27Q (4314.720377 sec): 3 clusters Score: Raw -656740.278233 + Penalty 4772.131346 = -651968.146887 nChanged 28 SP:Iteration 28Q (4314.796528 sec): 3 clusters Score: Raw -656748.733604 + Penalty 4772.131346 = -651976.602258 nChanged 36 SP:Iteration 29Q (4314.873911 sec): 3 clusters Score: Raw -656759.323434 + Penalty 4772.131346 = -651987.192088 nChanged 33 SP:Iteration 30Q (4314.946842 sec): 3 clusters Score: Raw -656768.842090 + Penalty 4772.131346 = -651996.710743 nChanged 25 SP:Iteration 31Q (4315.013665 sec): 3 clusters Score: Raw -656776.112715 + Penalty 4772.131346 = -652003.981369 nChanged 25 SP:Iteration 32Q (4315.082545 sec): 3 clusters Score: Raw -656781.471161 + Penalty 4772.131346 = -652009.339815 nChanged 20 SP:Iteration 33Q (4315.156062 sec): 3 clusters Score: Raw -656786.141543 + Penalty 4772.131346 = -652014.010197 nChanged 19 SP:Iteration 34Q (4315.229548 sec): 3 clusters Score: Raw -656790.421121 + Penalty 4772.131346 = -652018.289775 nChanged 10 SP:Iteration 35Q (4315.302683 sec): 3 clusters Score: Raw -656792.218521 + Penalty 4772.131346 = -652020.087175 nChanged 7 SP:Iteration 36Q (4315.375217 sec): 3 clusters Score: Raw -656795.046111 + Penalty 4772.131346 = -652022.914765 nChanged 11 SP:Iteration 37Q (4315.446965 sec): 3 clusters Score: Raw -656797.981605 + Penalty 4772.131346 = -652025.850259 nChanged 12 SP:Iteration 38Q (4315.518634 sec): 3 clusters Score: Raw -656800.248731 + Penalty 4772.131346 = -652028.117385 nChanged 9 SP:Iteration 39Q (4315.589866 sec): 3 clusters Score: Raw -656801.505719 + Penalty 4772.131346 = -652029.374373 nChanged 6 SP:Iteration 40F (4315.753209 sec): 3 clusters Score: Raw -656802.266338 + Penalty 4772.131346 = -652030.134992 nChanged 1 SP:Iteration 41Q (4315.908900 sec): 3 clusters Score: Raw -656802.337279 + Penalty 4772.131346 = -652030.205933 nChanged 2 SP:Iteration 42Q (4316.042019 sec): 3 clusters Score: Raw -656802.882652 + Penalty 4772.131346 = -652030.751306 nChanged 5 SP:Iteration 43Q (4316.199284 sec): 3 clusters Score: Raw -656803.889510 + Penalty 4772.131346 = -652031.758164 nChanged 4 SP:Iteration 44Q (4316.264065 sec): 3 clusters Score: Raw -656804.463862 + Penalty 4772.131346 = -652032.332516 nChanged 2 SP:Iteration 45Q (4316.329063 sec): 3 clusters Score: Raw -656804.677359 + Penalty 4772.131346 = -652032.546013 nChanged 1 SP:Iteration 46Q (4316.394984 sec): 3 clusters Score: Raw -656804.882197 + Penalty 4772.131346 = -652032.750851 nChanged 2 SP:Iteration 47Q (4316.471348 sec): 3 clusters Score: Raw -656805.085939 + Penalty 4772.131346 = -652032.954593 nChanged 0 SP:Iteration 48F (4316.546045 sec): 3 clusters Score: Raw -656805.085939 + Penalty 4772.131346 = -652032.954593 nChanged 0 Trying to split cluster 8 (65030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4316.886987 sec): 2 clusters Score: Raw -5585907.424200 + Penalty 2925.807451 = -5582981.616750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4317.206200 sec): 3 clusters Score: Raw -5545260.255470 + Penalty 5851.614902 = -5539408.640568 nChanged 30314 SP:Iteration 1F (4317.529255 sec): 3 clusters Score: Raw -5562729.153359 + Penalty 5851.614902 = -5556877.538457 nChanged 3197 SP:Iteration 2Q (4317.809476 sec): 3 clusters Score: Raw -5564027.704111 + Penalty 5851.614902 = -5558176.089209 nChanged 3365 SP:Iteration 3F (4318.151985 sec): 3 clusters Score: Raw -5565633.763135 + Penalty 5851.614902 = -5559782.148233 nChanged 3558 SP:Iteration 4F (4318.463178 sec): 3 clusters Score: Raw -5567476.395325 + Penalty 5851.614902 = -5561624.780423 nChanged 3656 SP:Iteration 5F (4318.733971 sec): 3 clusters Score: Raw -5569347.718053 + Penalty 5851.614902 = -5563496.103151 nChanged 3523 SP:Iteration 6F (4319.055711 sec): 3 clusters Score: Raw -5571098.498615 + Penalty 5851.614902 = -5565246.883713 nChanged 3262 SP:Iteration 7F (4319.327011 sec): 3 clusters Score: Raw -5572702.135963 + Penalty 5851.614902 = -5566850.521061 nChanged 2931 SP:Iteration 8Q (4319.655645 sec): 3 clusters Score: Raw -5574070.343248 + Penalty 5851.614902 = -5568218.728346 nChanged 2670 SP:Iteration 9Q (4319.988666 sec): 3 clusters Score: Raw -5575265.947318 + Penalty 5851.614902 = -5569414.332416 nChanged 2547 SP:Iteration 10Q (4320.318533 sec): 3 clusters Score: Raw -5576448.353654 + Penalty 5851.614902 = -5570596.738753 nChanged 2518 SP:Iteration 11Q (4320.619133 sec): 3 clusters Score: Raw -5577692.908863 + Penalty 5851.614902 = -5571841.293961 nChanged 2540 SP:Iteration 12Q (4320.940197 sec): 3 clusters Score: Raw -5578997.849917 + Penalty 5851.614902 = -5573146.235015 nChanged 2539 SP:Iteration 13Q (4321.219203 sec): 3 clusters Score: Raw -5580333.777179 + Penalty 5851.614902 = -5574482.162277 nChanged 2383 SP:Iteration 14Q (4321.464441 sec): 3 clusters Score: Raw -5581609.072268 + Penalty 5851.614902 = -5575757.457367 nChanged 2175 SP:Iteration 15Q (4321.724348 sec): 3 clusters Score: Raw -5582745.694752 + Penalty 5851.614902 = -5576894.079850 nChanged 1868 SP:Iteration 16Q (4322.016257 sec): 3 clusters Score: Raw -5583673.770704 + Penalty 5851.614902 = -5577822.155803 nChanged 1502 SP:Iteration 17Q (4322.267725 sec): 3 clusters Score: Raw -5584383.476381 + Penalty 5851.614902 = -5578531.861479 nChanged 1217 SP:Iteration 18Q (4322.543612 sec): 3 clusters Score: Raw -5584924.609974 + Penalty 5851.614902 = -5579072.995073 nChanged 948 SP:Iteration 19Q (4322.802262 sec): 3 clusters Score: Raw -5585351.380519 + Penalty 5851.614902 = -5579499.765617 nChanged 752 SP:Iteration 20F (4323.117412 sec): 3 clusters Score: Raw -5585668.272456 + Penalty 5851.614902 = -5579816.657554 nChanged 558 SP:Iteration 21Q (4323.338249 sec): 3 clusters Score: Raw -5585896.134669 + Penalty 5851.614902 = -5580044.519768 nChanged 476 SP:Iteration 22Q (4323.609881 sec): 3 clusters Score: Raw -5586099.970265 + Penalty 5851.614902 = -5580248.355363 nChanged 357 SP:Iteration 23Q (4323.880392 sec): 3 clusters Score: Raw -5586238.924034 + Penalty 5851.614902 = -5580387.309132 nChanged 280 SP:Iteration 24Q (4324.148127 sec): 3 clusters Score: Raw -5586338.860073 + Penalty 5851.614902 = -5580487.245171 nChanged 211 SP:Iteration 25Q (4324.405381 sec): 3 clusters Score: Raw -5586409.559164 + Penalty 5851.614902 = -5580557.944262 nChanged 147 SP:Iteration 26Q (4324.642468 sec): 3 clusters Score: Raw -5586453.778128 + Penalty 5851.614902 = -5580602.163226 nChanged 111 SP:Iteration 27Q (4324.881667 sec): 3 clusters Score: Raw -5586484.520798 + Penalty 5851.614902 = -5580632.905896 nChanged 76 SP:Iteration 28Q (4325.151642 sec): 3 clusters Score: Raw -5586508.239745 + Penalty 5851.614902 = -5580656.624843 nChanged 82 SP:Iteration 29Q (4325.415523 sec): 3 clusters Score: Raw -5586532.561948 + Penalty 5851.614902 = -5580680.947046 nChanged 75 SP:Iteration 30Q (4325.663708 sec): 3 clusters Score: Raw -5586554.599147 + Penalty 5851.614902 = -5580702.984245 nChanged 74 SP:Iteration 31Q (4325.907715 sec): 3 clusters Score: Raw -5586577.981427 + Penalty 5851.614902 = -5580726.366525 nChanged 54 SP:Iteration 32Q (4326.202134 sec): 3 clusters Score: Raw -5586593.567215 + Penalty 5851.614902 = -5580741.952313 nChanged 46 SP:Iteration 33Q (4326.426282 sec): 3 clusters Score: Raw -5586607.472867 + Penalty 5851.614902 = -5580755.857965 nChanged 40 SP:Iteration 34Q (4326.665117 sec): 3 clusters Score: Raw -5586616.842843 + Penalty 5851.614902 = -5580765.227941 nChanged 32 SP:Iteration 35Q (4326.916872 sec): 3 clusters Score: Raw -5586624.112703 + Penalty 5851.614902 = -5580772.497801 nChanged 24 SP:Iteration 36Q (4327.222190 sec): 3 clusters Score: Raw -5586631.345782 + Penalty 5851.614902 = -5580779.730880 nChanged 27 SP:Iteration 37Q (4327.453340 sec): 3 clusters Score: Raw -5586637.981872 + Penalty 5851.614902 = -5580786.366970 nChanged 30 SP:Iteration 38Q (4327.693670 sec): 3 clusters Score: Raw -5586646.283174 + Penalty 5851.614902 = -5580794.668272 nChanged 25 SP:Iteration 39Q (4327.944834 sec): 3 clusters Score: Raw -5586653.076434 + Penalty 5851.614902 = -5580801.461532 nChanged 19 SP:Iteration 40F (4328.229732 sec): 3 clusters Score: Raw -5586658.914656 + Penalty 5851.614902 = -5580807.299754 nChanged 25 SP:Iteration 41Q (4328.491205 sec): 3 clusters Score: Raw -5586666.857551 + Penalty 5851.614902 = -5580815.242649 nChanged 30 SP:Iteration 42Q (4328.766242 sec): 3 clusters Score: Raw -5586676.869536 + Penalty 5851.614902 = -5580825.254634 nChanged 22 SP:Iteration 43Q (4329.074181 sec): 3 clusters Score: Raw -5586683.297187 + Penalty 5851.614902 = -5580831.682285 nChanged 21 SP:Iteration 44Q (4329.340452 sec): 3 clusters Score: Raw -5586689.433818 + Penalty 5851.614902 = -5580837.818916 nChanged 17 SP:Iteration 45Q (4329.608508 sec): 3 clusters Score: Raw -5586693.134490 + Penalty 5851.614902 = -5580841.519588 nChanged 12 SP:Iteration 46Q (4329.907312 sec): 3 clusters Score: Raw -5586695.640989 + Penalty 5851.614902 = -5580844.026087 nChanged 8 SP:Iteration 47Q (4330.211127 sec): 3 clusters Score: Raw -5586698.355347 + Penalty 5851.614902 = -5580846.740445 nChanged 7 SP:Iteration 48Q (4330.557335 sec): 3 clusters Score: Raw -5586700.263516 + Penalty 5851.614902 = -5580848.648614 nChanged 7 SP:Iteration 49Q (4330.837185 sec): 3 clusters Score: Raw -5586702.403178 + Penalty 5851.614902 = -5580850.788276 nChanged 11 SP:Iteration 50Q (4331.089113 sec): 3 clusters Score: Raw -5586704.727961 + Penalty 5851.614902 = -5580853.113059 nChanged 16 SP:Iteration 51Q (4331.411738 sec): 3 clusters Score: Raw -5586708.314970 + Penalty 5851.614902 = -5580856.700068 nChanged 7 SP:Iteration 52Q (4331.647720 sec): 3 clusters Score: Raw -5586709.738563 + Penalty 5851.614902 = -5580858.123661 nChanged 12 SP:Iteration 53Q (4331.895494 sec): 3 clusters Score: Raw -5586712.351784 + Penalty 5851.614902 = -5580860.736882 nChanged 7 SP:Iteration 54Q (4332.163339 sec): 3 clusters Score: Raw -5586714.417202 + Penalty 5851.614902 = -5580862.802300 nChanged 9 SP:Iteration 55Q (4332.427318 sec): 3 clusters Score: Raw -5586716.973781 + Penalty 5851.614902 = -5580865.358879 nChanged 8 SP:Iteration 56Q (4332.686334 sec): 3 clusters Score: Raw -5586719.707120 + Penalty 5851.614902 = -5580868.092218 nChanged 17 SP:Iteration 57Q (4332.926150 sec): 3 clusters Score: Raw -5586723.635648 + Penalty 5851.614902 = -5580872.020746 nChanged 15 SP:Iteration 58Q (4333.164928 sec): 3 clusters Score: Raw -5586727.153963 + Penalty 5851.614902 = -5580875.539061 nChanged 8 SP:Iteration 59Q (4333.433326 sec): 3 clusters Score: Raw -5586728.396376 + Penalty 5851.614902 = -5580876.781474 nChanged 5 SP:Iteration 60F (4333.727029 sec): 3 clusters Score: Raw -5586729.405612 + Penalty 5851.614902 = -5580877.790710 nChanged 5 SP:Iteration 61Q (4333.962883 sec): 3 clusters Score: Raw -5586730.166051 + Penalty 5851.614902 = -5580878.551149 nChanged 3 SP:Iteration 62Q (4334.208769 sec): 3 clusters Score: Raw -5586731.077199 + Penalty 5851.614902 = -5580879.462297 nChanged 3 SP:Iteration 63Q (4334.507012 sec): 3 clusters Score: Raw -5586731.901260 + Penalty 5851.614902 = -5580880.286358 nChanged 3 SP:Iteration 64Q (4334.777356 sec): 3 clusters Score: Raw -5586732.284808 + Penalty 5851.614902 = -5580880.669906 nChanged 2 SP:Iteration 65Q (4335.058371 sec): 3 clusters Score: Raw -5586732.730363 + Penalty 5851.614902 = -5580881.115461 nChanged 3 SP:Iteration 66Q (4335.338049 sec): 3 clusters Score: Raw -5586733.380710 + Penalty 5851.614902 = -5580881.765808 nChanged 1 SP:Iteration 67Q (4335.562669 sec): 3 clusters Score: Raw -5586733.501615 + Penalty 5851.614902 = -5580881.886713 nChanged 1 SP:Iteration 68Q (4335.829993 sec): 3 clusters Score: Raw -5586733.715279 + Penalty 5851.614902 = -5580882.100377 nChanged 2 SP:Iteration 69Q (4336.100151 sec): 3 clusters Score: Raw -5586734.356547 + Penalty 5851.614902 = -5580882.741646 nChanged 3 SP:Iteration 70Q (4336.366258 sec): 3 clusters Score: Raw -5586734.818177 + Penalty 5851.614902 = -5580883.203275 nChanged 2 SP:Iteration 71Q (4336.619832 sec): 3 clusters Score: Raw -5586735.290334 + Penalty 5851.614902 = -5580883.675432 nChanged 3 SP:Iteration 72Q (4336.924278 sec): 3 clusters Score: Raw -5586735.705505 + Penalty 5851.614902 = -5580884.090603 nChanged 1 SP:Iteration 73Q (4337.203975 sec): 3 clusters Score: Raw -5586735.841286 + Penalty 5851.614902 = -5580884.226384 nChanged 0 SP:Iteration 74F (4337.452435 sec): 3 clusters Score: Raw -5586735.841286 + Penalty 5851.614902 = -5580884.226384 nChanged 0 Trying to split cluster 9 (5376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4337.525457 sec): 2 clusters Score: Raw -441923.982579 + Penalty 2267.680769 = -439656.301810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4337.570146 sec): 3 clusters Score: Raw -439494.160660 + Penalty 4535.361538 = -434958.799122 nChanged 2036 SP:Iteration 1F (4337.619259 sec): 3 clusters Score: Raw -441042.886275 + Penalty 4535.361538 = -436507.524737 nChanged 547 SP:Iteration 2F (4337.681693 sec): 3 clusters Score: Raw -441615.564795 + Penalty 4535.361538 = -437080.203258 nChanged 452 SP:Iteration 3F (4337.740617 sec): 3 clusters Score: Raw -442044.400457 + Penalty 4535.361538 = -437509.038919 nChanged 371 SP:Iteration 4F (4337.784871 sec): 3 clusters Score: Raw -442358.977804 + Penalty 4535.361538 = -437823.616267 nChanged 289 SP:Iteration 5F (4337.933317 sec): 3 clusters Score: Raw -442590.909213 + Penalty 4535.361538 = -438055.547675 nChanged 194 SP:Iteration 6Q (4338.058767 sec): 3 clusters Score: Raw -442737.120845 + Penalty 4535.361538 = -438201.759307 nChanged 166 SP:Iteration 7Q (4338.172982 sec): 3 clusters Score: Raw -442845.566944 + Penalty 4535.361538 = -438310.205406 nChanged 133 SP:Iteration 8Q (4338.284242 sec): 3 clusters Score: Raw -442928.750085 + Penalty 4535.361538 = -438393.388547 nChanged 119 SP:Iteration 9Q (4338.333668 sec): 3 clusters Score: Raw -443001.725914 + Penalty 4535.361538 = -438466.364376 nChanged 68 SP:Iteration 10Q (4338.380678 sec): 3 clusters Score: Raw -443035.871401 + Penalty 4535.361538 = -438500.509863 nChanged 53 SP:Iteration 11Q (4338.427237 sec): 3 clusters Score: Raw -443068.856817 + Penalty 4535.361538 = -438533.495279 nChanged 52 SP:Iteration 12Q (4338.477620 sec): 3 clusters Score: Raw -443096.022108 + Penalty 4535.361538 = -438560.660570 nChanged 45 SP:Iteration 13Q (4338.534690 sec): 3 clusters Score: Raw -443122.994736 + Penalty 4535.361538 = -438587.633198 nChanged 48 SP:Iteration 14Q (4338.593044 sec): 3 clusters Score: Raw -443153.415204 + Penalty 4535.361538 = -438618.053666 nChanged 45 SP:Iteration 15Q (4338.648820 sec): 3 clusters Score: Raw -443181.839148 + Penalty 4535.361538 = -438646.477610 nChanged 46 SP:Iteration 16Q (4338.703135 sec): 3 clusters Score: Raw -443205.968734 + Penalty 4535.361538 = -438670.607196 nChanged 29 SP:Iteration 17Q (4338.757414 sec): 3 clusters Score: Raw -443218.553787 + Penalty 4535.361538 = -438683.192249 nChanged 20 SP:Iteration 18Q (4338.811485 sec): 3 clusters Score: Raw -443225.757705 + Penalty 4535.361538 = -438690.396167 nChanged 10 SP:Iteration 19Q (4338.865671 sec): 3 clusters Score: Raw -443230.484332 + Penalty 4535.361538 = -438695.122794 nChanged 7 SP:Iteration 20F (4338.919391 sec): 3 clusters Score: Raw -443237.264498 + Penalty 4535.361538 = -438701.902960 nChanged 7 SP:Iteration 21Q (4338.974444 sec): 3 clusters Score: Raw -443245.196843 + Penalty 4535.361538 = -438709.835305 nChanged 12 SP:Iteration 22Q (4339.028958 sec): 3 clusters Score: Raw -443252.166311 + Penalty 4535.361538 = -438716.804774 nChanged 9 SP:Iteration 23Q (4339.083431 sec): 3 clusters Score: Raw -443255.677321 + Penalty 4535.361538 = -438720.315784 nChanged 8 SP:Iteration 24Q (4339.137549 sec): 3 clusters Score: Raw -443258.468003 + Penalty 4535.361538 = -438723.106465 nChanged 5 SP:Iteration 25Q (4339.191492 sec): 3 clusters Score: Raw -443260.545757 + Penalty 4535.361538 = -438725.184219 nChanged 7 SP:Iteration 26Q (4339.245737 sec): 3 clusters Score: Raw -443264.356014 + Penalty 4535.361538 = -438728.994476 nChanged 9 SP:Iteration 27Q (4339.299670 sec): 3 clusters Score: Raw -443267.901336 + Penalty 4535.361538 = -438732.539799 nChanged 5 SP:Iteration 28Q (4339.353641 sec): 3 clusters Score: Raw -443270.267936 + Penalty 4535.361538 = -438734.906398 nChanged 9 SP:Iteration 29Q (4339.407975 sec): 3 clusters Score: Raw -443273.722476 + Penalty 4535.361538 = -438738.360938 nChanged 5 SP:Iteration 30Q (4339.461163 sec): 3 clusters Score: Raw -443275.048247 + Penalty 4535.361538 = -438739.686709 nChanged 2 SP:Iteration 31Q (4339.513485 sec): 3 clusters Score: Raw -443275.525892 + Penalty 4535.361538 = -438740.164355 nChanged 2 SP:Iteration 32Q (4339.566886 sec): 3 clusters Score: Raw -443276.724674 + Penalty 4535.361538 = -438741.363136 nChanged 3 SP:Iteration 33Q (4339.621250 sec): 3 clusters Score: Raw -443278.362012 + Penalty 4535.361538 = -438743.000474 nChanged 4 SP:Iteration 34Q (4339.675858 sec): 3 clusters Score: Raw -443280.632389 + Penalty 4535.361538 = -438745.270851 nChanged 2 SP:Iteration 35Q (4339.731502 sec): 3 clusters Score: Raw -443282.118932 + Penalty 4535.361538 = -438746.757394 nChanged 1 SP:Iteration 36Q (4339.786371 sec): 3 clusters Score: Raw -443282.590622 + Penalty 4535.361538 = -438747.229084 nChanged 2 SP:Iteration 37Q (4339.957042 sec): 3 clusters Score: Raw -443283.143083 + Penalty 4535.361538 = -438747.781545 nChanged 0 SP:Iteration 38F (4340.097534 sec): 3 clusters Score: Raw -443283.143083 + Penalty 4535.361538 = -438747.781545 nChanged 0 Trying to split cluster 10 (4340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4340.158667 sec): 2 clusters Score: Raw -321992.982422 + Penalty 2211.166222 = -319781.816200 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4340.337403 sec): 3 clusters Score: Raw -319991.761721 + Penalty 4422.332443 = -315569.429278 nChanged 1619 SP:Iteration 1F (4340.442762 sec): 3 clusters Score: Raw -321195.589695 + Penalty 4422.332443 = -316773.257252 nChanged 417 SP:Iteration 2F (4340.573089 sec): 3 clusters Score: Raw -321658.527767 + Penalty 4422.332443 = -317236.195324 nChanged 323 SP:Iteration 3F (4340.623452 sec): 3 clusters Score: Raw -322058.770218 + Penalty 4422.332443 = -317636.437775 nChanged 311 SP:Iteration 4F (4340.672018 sec): 3 clusters Score: Raw -322453.390075 + Penalty 4422.332443 = -318031.057632 nChanged 273 SP:Iteration 5F (4340.718850 sec): 3 clusters Score: Raw -322798.628028 + Penalty 4422.332443 = -318376.295585 nChanged 233 SP:Iteration 6F (4340.765920 sec): 3 clusters Score: Raw -323014.050869 + Penalty 4422.332443 = -318591.718426 nChanged 155 SP:Iteration 7Q (4340.818544 sec): 3 clusters Score: Raw -323155.917574 + Penalty 4422.332443 = -318733.585131 nChanged 117 SP:Iteration 8Q (4340.873278 sec): 3 clusters Score: Raw -323243.758717 + Penalty 4422.332443 = -318821.426274 nChanged 102 SP:Iteration 9Q (4340.928044 sec): 3 clusters Score: Raw -323314.237310 + Penalty 4422.332443 = -318891.904867 nChanged 72 SP:Iteration 10Q (4340.977728 sec): 3 clusters Score: Raw -323356.510016 + Penalty 4422.332443 = -318934.177573 nChanged 46 SP:Iteration 11Q (4341.021590 sec): 3 clusters Score: Raw -323375.007153 + Penalty 4422.332443 = -318952.674710 nChanged 30 SP:Iteration 12Q (4341.065539 sec): 3 clusters Score: Raw -323389.136382 + Penalty 4422.332443 = -318966.803939 nChanged 19 SP:Iteration 13Q (4341.110786 sec): 3 clusters Score: Raw -323395.512812 + Penalty 4422.332443 = -318973.180369 nChanged 12 SP:Iteration 14Q (4341.161981 sec): 3 clusters Score: Raw -323401.325982 + Penalty 4422.332443 = -318978.993539 nChanged 11 SP:Iteration 15Q (4341.212851 sec): 3 clusters Score: Raw -323405.510774 + Penalty 4422.332443 = -318983.178331 nChanged 9 SP:Iteration 16Q (4341.263208 sec): 3 clusters Score: Raw -323409.170437 + Penalty 4422.332443 = -318986.837994 nChanged 6 SP:Iteration 17Q (4341.310589 sec): 3 clusters Score: Raw -323411.557394 + Penalty 4422.332443 = -318989.224950 nChanged 6 SP:Iteration 18Q (4341.355288 sec): 3 clusters Score: Raw -323413.460091 + Penalty 4422.332443 = -318991.127648 nChanged 5 SP:Iteration 19Q (4341.400537 sec): 3 clusters Score: Raw -323415.561972 + Penalty 4422.332443 = -318993.229529 nChanged 4 SP:Iteration 20F (4341.445587 sec): 3 clusters Score: Raw -323416.493373 + Penalty 4422.332443 = -318994.160930 nChanged 3 SP:Iteration 21Q (4341.490704 sec): 3 clusters Score: Raw -323417.612054 + Penalty 4422.332443 = -318995.279611 nChanged 3 SP:Iteration 22Q (4341.536201 sec): 3 clusters Score: Raw -323419.322734 + Penalty 4422.332443 = -318996.990291 nChanged 1 SP:Iteration 23Q (4341.586377 sec): 3 clusters Score: Raw -323419.937150 + Penalty 4422.332443 = -318997.604707 nChanged 0 SP:Iteration 24F (4341.633451 sec): 3 clusters Score: Raw -323419.937150 + Penalty 4422.332443 = -318997.604707 nChanged 0 Iteration 139Q (4343.001371 sec): 11 clusters Score: Raw -11807672.850864 + Penalty 31391.567519 = -11776281.283345 nChanged 10 Iteration 140F (4344.957094 sec): 11 clusters Score: Raw -11807673.146309 + Penalty 31391.567519 = -11776281.578790 nChanged 8 Iteration 141Q (4346.332999 sec): 11 clusters Score: Raw -11807673.430090 + Penalty 31391.567519 = -11776281.862571 nChanged 6 Iteration 142Q (4347.834735 sec): 11 clusters Score: Raw -11807673.690544 + Penalty 31391.567519 = -11776282.123025 nChanged 7 Iteration 143Q (4349.187342 sec): 11 clusters Score: Raw -11807674.039959 + Penalty 31391.567519 = -11776282.472441 nChanged 7 Iteration 144Q (4350.541424 sec): 11 clusters Score: Raw -11807674.217477 + Penalty 31391.567519 = -11776282.649958 nChanged 3 Iteration 145Q (4351.809068 sec): 11 clusters Score: Raw -11807674.336707 + Penalty 31391.567519 = -11776282.769189 nChanged 3 Iteration 146Q (4353.047688 sec): 11 clusters Score: Raw -11807674.499781 + Penalty 31391.567519 = -11776282.932262 nChanged 5 Iteration 147Q (4354.285811 sec): 11 clusters Score: Raw -11807674.710958 + Penalty 31391.567519 = -11776283.143439 nChanged 7 Iteration 148Q (4355.726335 sec): 11 clusters Score: Raw -11807674.942931 + Penalty 31391.567519 = -11776283.375412 nChanged 11 Iteration 149Q (4356.933778 sec): 11 clusters Score: Raw -11807675.246589 + Penalty 31391.567519 = -11776283.679070 nChanged 10 Iteration 150Q (4358.091360 sec): 11 clusters Score: Raw -11807675.513332 + Penalty 31391.567519 = -11776283.945814 nChanged 10 Iteration 151Q (4359.276856 sec): 11 clusters Score: Raw -11807675.807509 + Penalty 31391.567519 = -11776284.239991 nChanged 9 Iteration 152Q (4360.464917 sec): 11 clusters Score: Raw -11807676.283583 + Penalty 31391.567519 = -11776284.716064 nChanged 16 Iteration 153Q (4361.682030 sec): 11 clusters Score: Raw -11807676.845367 + Penalty 31391.567519 = -11776285.277849 nChanged 13 Iteration 154Q (4362.898373 sec): 11 clusters Score: Raw -11807677.413227 + Penalty 31391.567519 = -11776285.845708 nChanged 18 Iteration 155Q (4364.115142 sec): 11 clusters Score: Raw -11807678.220046 + Penalty 31391.567519 = -11776286.652528 nChanged 19 Iteration 156Q (4365.302041 sec): 11 clusters Score: Raw -11807679.390791 + Penalty 31391.567519 = -11776287.823272 nChanged 19 Iteration 157Q (4366.518819 sec): 11 clusters Score: Raw -11807680.325574 + Penalty 31391.567519 = -11776288.758056 nChanged 12 Iteration 158Q (4367.733692 sec): 11 clusters Score: Raw -11807680.775351 + Penalty 31391.567519 = -11776289.207832 nChanged 4 Iteration 159Q (4368.950500 sec): 11 clusters Score: Raw -11807680.882094 + Penalty 31391.567519 = -11776289.314575 nChanged 2 Iteration 160F (4370.624091 sec): 11 clusters Score: Raw -11807681.007931 + Penalty 31391.567519 = -11776289.440412 nChanged 4 Iteration 161Q (4371.780920 sec): 11 clusters Score: Raw -11807681.286233 + Penalty 31391.567519 = -11776289.718714 nChanged 6 Iteration 162Q (4372.970822 sec): 11 clusters Score: Raw -11807681.566040 + Penalty 31391.567519 = -11776289.998522 nChanged 6 Iteration 163Q (4374.287821 sec): 11 clusters Score: Raw -11807681.682915 + Penalty 31391.567519 = -11776290.115396 nChanged 4 Iteration 164Q (4375.508589 sec): 11 clusters Score: Raw -11807681.801489 + Penalty 31391.567519 = -11776290.233970 nChanged 4 Iteration 165Q (4376.728267 sec): 11 clusters Score: Raw -11807681.898627 + Penalty 31391.567519 = -11776290.331108 nChanged 3 Iteration 166Q (4377.943044 sec): 11 clusters Score: Raw -11807682.016230 + Penalty 31391.567519 = -11776290.448711 nChanged 4 Iteration 167Q (4379.170858 sec): 11 clusters Score: Raw -11807682.102364 + Penalty 31391.567519 = -11776290.534846 nChanged 3 Iteration 168Q (4380.409443 sec): 11 clusters Score: Raw -11807682.223898 + Penalty 31391.567519 = -11776290.656379 nChanged 2 Iteration 169Q (4381.708514 sec): 11 clusters Score: Raw -11807682.294317 + Penalty 31391.567519 = -11776290.726798 nChanged 5 Iteration 170Q (4382.972594 sec): 11 clusters Score: Raw -11807682.528000 + Penalty 31391.567519 = -11776290.960482 nChanged 1 Iteration 171Q (4384.173583 sec): 11 clusters Score: Raw -11807682.538868 + Penalty 31391.567519 = -11776290.971350 nChanged 2 Iteration 172Q (4385.373993 sec): 11 clusters Score: Raw -11807682.570390 + Penalty 31391.567519 = -11776291.002871 nChanged 1 Iteration 173Q (4386.651186 sec): 11 clusters Score: Raw -11807682.585970 + Penalty 31391.567519 = -11776291.018451 nChanged 0 Iteration 174F (4388.351034 sec): 11 clusters Score: Raw -11807682.585970 + Penalty 31391.567519 = -11776291.018451 nChanged 0 Compute initial score before splitting: Score: Raw -11807682.585970 + Penalty 31391.567519 = -11776291.018451 Trying to split cluster 1 (5663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4388.477957 sec): 2 clusters Score: Raw -412607.185810 + Penalty 2281.411193 = -410325.774616 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4388.544192 sec): 3 clusters Score: Raw -409878.913424 + Penalty 4562.822387 = -405316.091037 nChanged 2221 SP:Iteration 1F (4388.609369 sec): 3 clusters Score: Raw -411580.160760 + Penalty 4562.822387 = -407017.338373 nChanged 615 SP:Iteration 2F (4388.673810 sec): 3 clusters Score: Raw -412565.489108 + Penalty 4562.822387 = -408002.666721 nChanged 549 SP:Iteration 3F (4388.714540 sec): 3 clusters Score: Raw -413531.634305 + Penalty 4562.822387 = -408968.811918 nChanged 498 SP:Iteration 4F (4388.815392 sec): 3 clusters Score: Raw -414266.195429 + Penalty 4562.822387 = -409703.373042 nChanged 395 SP:Iteration 5F (4388.952852 sec): 3 clusters Score: Raw -414673.584990 + Penalty 4562.822387 = -410110.762603 nChanged 244 SP:Iteration 6Q (4389.083692 sec): 3 clusters Score: Raw -414853.548457 + Penalty 4562.822387 = -410290.726070 nChanged 136 SP:Iteration 7Q (4389.177412 sec): 3 clusters Score: Raw -414941.037974 + Penalty 4562.822387 = -410378.215587 nChanged 89 SP:Iteration 8Q (4389.227177 sec): 3 clusters Score: Raw -414989.348951 + Penalty 4562.822387 = -410426.526564 nChanged 76 SP:Iteration 9Q (4389.278943 sec): 3 clusters Score: Raw -415025.270674 + Penalty 4562.822387 = -410462.448287 nChanged 50 SP:Iteration 10Q (4389.335024 sec): 3 clusters Score: Raw -415043.108655 + Penalty 4562.822387 = -410480.286268 nChanged 27 SP:Iteration 11Q (4389.375388 sec): 3 clusters Score: Raw -415053.213192 + Penalty 4562.822387 = -410490.390805 nChanged 27 SP:Iteration 12Q (4389.415488 sec): 3 clusters Score: Raw -415064.129375 + Penalty 4562.822387 = -410501.306988 nChanged 15 SP:Iteration 13Q (4389.455402 sec): 3 clusters Score: Raw -415068.256529 + Penalty 4562.822387 = -410505.434142 nChanged 9 SP:Iteration 14Q (4389.497373 sec): 3 clusters Score: Raw -415070.941462 + Penalty 4562.822387 = -410508.119075 nChanged 8 SP:Iteration 15Q (4389.551338 sec): 3 clusters Score: Raw -415072.638503 + Penalty 4562.822387 = -410509.816116 nChanged 9 SP:Iteration 16Q (4389.605515 sec): 3 clusters Score: Raw -415075.436989 + Penalty 4562.822387 = -410512.614602 nChanged 6 SP:Iteration 17Q (4389.647304 sec): 3 clusters Score: Raw -415077.295305 + Penalty 4562.822387 = -410514.472918 nChanged 6 SP:Iteration 18Q (4389.687290 sec): 3 clusters Score: Raw -415079.265109 + Penalty 4562.822387 = -410516.442722 nChanged 5 SP:Iteration 19Q (4389.808611 sec): 3 clusters Score: Raw -415080.898324 + Penalty 4562.822387 = -410518.075937 nChanged 3 SP:Iteration 20F (4389.864168 sec): 3 clusters Score: Raw -415081.316437 + Penalty 4562.822387 = -410518.494050 nChanged 2 SP:Iteration 21Q (4389.920759 sec): 3 clusters Score: Raw -415082.050504 + Penalty 4562.822387 = -410519.228117 nChanged 2 SP:Iteration 22Q (4389.970048 sec): 3 clusters Score: Raw -415082.504307 + Penalty 4562.822387 = -410519.681920 nChanged 0 SP:Iteration 23F (4390.019841 sec): 3 clusters Score: Raw -415082.504307 + Penalty 4562.822387 = -410519.681920 nChanged 0 Score: Raw -11810157.904467 + Penalty 34530.724271 = -11775627.180197 Splitting cluster 1 changes total score from -11776291.018451 to -11775627.180197 So it's not getting split. Trying to split cluster 2 (17552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4392.020776 sec): 2 clusters Score: Raw -1348759.582945 + Penalty 2580.051720 = -1346179.531224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4392.174553 sec): 3 clusters Score: Raw -1338863.045519 + Penalty 5160.103440 = -1333702.942079 nChanged 7582 SP:Iteration 1F (4392.360101 sec): 3 clusters Score: Raw -1343225.259298 + Penalty 5160.103440 = -1338065.155857 nChanged 1297 SP:Iteration 2F (4392.482317 sec): 3 clusters Score: Raw -1344061.789800 + Penalty 5160.103440 = -1338901.686360 nChanged 1200 SP:Iteration 3F (4392.576674 sec): 3 clusters Score: Raw -1344877.298461 + Penalty 5160.103440 = -1339717.195020 nChanged 1138 SP:Iteration 4F (4392.677746 sec): 3 clusters Score: Raw -1345569.647396 + Penalty 5160.103440 = -1340409.543956 nChanged 974 SP:Iteration 5F (4392.787283 sec): 3 clusters Score: Raw -1346121.008937 + Penalty 5160.103440 = -1340960.905496 nChanged 850 SP:Iteration 6Q (4392.897759 sec): 3 clusters Score: Raw -1346560.970806 + Penalty 5160.103440 = -1341400.867365 nChanged 735 SP:Iteration 7Q (4393.008710 sec): 3 clusters Score: Raw -1346895.580743 + Penalty 5160.103440 = -1341735.477302 nChanged 597 SP:Iteration 8Q (4393.107427 sec): 3 clusters Score: Raw -1347130.620752 + Penalty 5160.103440 = -1341970.517312 nChanged 430 SP:Iteration 9Q (4393.207868 sec): 3 clusters Score: Raw -1347279.042700 + Penalty 5160.103440 = -1342118.939260 nChanged 375 SP:Iteration 10Q (4393.419121 sec): 3 clusters Score: Raw -1347410.532685 + Penalty 5160.103440 = -1342250.429244 nChanged 326 SP:Iteration 11Q (4393.558778 sec): 3 clusters Score: Raw -1347518.566016 + Penalty 5160.103440 = -1342358.462576 nChanged 324 SP:Iteration 12Q (4393.672493 sec): 3 clusters Score: Raw -1347617.182904 + Penalty 5160.103440 = -1342457.079464 nChanged 258 SP:Iteration 13Q (4393.805426 sec): 3 clusters Score: Raw -1347697.138840 + Penalty 5160.103440 = -1342537.035400 nChanged 280 SP:Iteration 14Q (4393.933987 sec): 3 clusters Score: Raw -1347783.755105 + Penalty 5160.103440 = -1342623.651664 nChanged 274 SP:Iteration 15Q (4394.022888 sec): 3 clusters Score: Raw -1347867.550675 + Penalty 5160.103440 = -1342707.447234 nChanged 254 SP:Iteration 16Q (4394.127095 sec): 3 clusters Score: Raw -1347940.875427 + Penalty 5160.103440 = -1342780.771987 nChanged 234 SP:Iteration 17Q (4394.231334 sec): 3 clusters Score: Raw -1348004.132616 + Penalty 5160.103440 = -1342844.029175 nChanged 229 SP:Iteration 18Q (4394.335388 sec): 3 clusters Score: Raw -1348065.908124 + Penalty 5160.103440 = -1342905.804684 nChanged 211 SP:Iteration 19Q (4394.446800 sec): 3 clusters Score: Raw -1348127.639451 + Penalty 5160.103440 = -1342967.536010 nChanged 195 SP:Iteration 20F (4394.552793 sec): 3 clusters Score: Raw -1348182.390420 + Penalty 5160.103440 = -1343022.286980 nChanged 207 SP:Iteration 21Q (4394.652116 sec): 3 clusters Score: Raw -1348242.984267 + Penalty 5160.103440 = -1343082.880827 nChanged 215 SP:Iteration 22Q (4394.751470 sec): 3 clusters Score: Raw -1348302.289272 + Penalty 5160.103440 = -1343142.185832 nChanged 195 SP:Iteration 23Q (4394.852827 sec): 3 clusters Score: Raw -1348362.920460 + Penalty 5160.103440 = -1343202.817020 nChanged 188 SP:Iteration 24Q (4394.967297 sec): 3 clusters Score: Raw -1348417.046566 + Penalty 5160.103440 = -1343256.943126 nChanged 178 SP:Iteration 25Q (4395.072960 sec): 3 clusters Score: Raw -1348464.350351 + Penalty 5160.103440 = -1343304.246910 nChanged 152 SP:Iteration 26Q (4395.172384 sec): 3 clusters Score: Raw -1348504.795713 + Penalty 5160.103440 = -1343344.692273 nChanged 153 SP:Iteration 27Q (4395.271429 sec): 3 clusters Score: Raw -1348552.441597 + Penalty 5160.103440 = -1343392.338157 nChanged 168 SP:Iteration 28Q (4395.373429 sec): 3 clusters Score: Raw -1348606.391055 + Penalty 5160.103440 = -1343446.287615 nChanged 173 SP:Iteration 29Q (4395.486963 sec): 3 clusters Score: Raw -1348659.653105 + Penalty 5160.103440 = -1343499.549665 nChanged 176 SP:Iteration 30Q (4395.666272 sec): 3 clusters Score: Raw -1348721.663733 + Penalty 5160.103440 = -1343561.560292 nChanged 186 SP:Iteration 31Q (4395.823927 sec): 3 clusters Score: Raw -1348781.341297 + Penalty 5160.103440 = -1343621.237856 nChanged 159 SP:Iteration 32Q (4395.939140 sec): 3 clusters Score: Raw -1348833.797866 + Penalty 5160.103440 = -1343673.694426 nChanged 164 SP:Iteration 33Q (4396.039089 sec): 3 clusters Score: Raw -1348893.231676 + Penalty 5160.103440 = -1343733.128235 nChanged 166 SP:Iteration 34Q (4396.159316 sec): 3 clusters Score: Raw -1348950.175650 + Penalty 5160.103440 = -1343790.072210 nChanged 142 SP:Iteration 35Q (4396.268571 sec): 3 clusters Score: Raw -1349000.560221 + Penalty 5160.103440 = -1343840.456780 nChanged 139 SP:Iteration 36Q (4396.384766 sec): 3 clusters Score: Raw -1349056.098544 + Penalty 5160.103440 = -1343895.995104 nChanged 151 SP:Iteration 37Q (4396.492100 sec): 3 clusters Score: Raw -1349113.972085 + Penalty 5160.103440 = -1343953.868645 nChanged 164 SP:Iteration 38Q (4396.617203 sec): 3 clusters Score: Raw -1349176.460738 + Penalty 5160.103440 = -1344016.357298 nChanged 166 SP:Iteration 39Q (4396.741912 sec): 3 clusters Score: Raw -1349237.305155 + Penalty 5160.103440 = -1344077.201714 nChanged 140 SP:Iteration 40F (4396.849139 sec): 3 clusters Score: Raw -1349296.483257 + Penalty 5160.103440 = -1344136.379816 nChanged 152 SP:Iteration 41Q (4396.963902 sec): 3 clusters Score: Raw -1349370.710203 + Penalty 5160.103440 = -1344210.606763 nChanged 183 SP:Iteration 42Q (4397.071709 sec): 3 clusters Score: Raw -1349481.328419 + Penalty 5160.103440 = -1344321.224979 nChanged 212 SP:Iteration 43Q (4397.184035 sec): 3 clusters Score: Raw -1349610.089405 + Penalty 5160.103440 = -1344449.985964 nChanged 209 SP:Iteration 44Q (4397.290904 sec): 3 clusters Score: Raw -1349748.509413 + Penalty 5160.103440 = -1344588.405973 nChanged 179 SP:Iteration 45Q (4397.401819 sec): 3 clusters Score: Raw -1349874.358371 + Penalty 5160.103440 = -1344714.254931 nChanged 170 SP:Iteration 46Q (4397.509019 sec): 3 clusters Score: Raw -1349986.476809 + Penalty 5160.103440 = -1344826.373369 nChanged 152 SP:Iteration 47Q (4397.617848 sec): 3 clusters Score: Raw -1350064.853793 + Penalty 5160.103440 = -1344904.750353 nChanged 121 SP:Iteration 48Q (4397.723713 sec): 3 clusters Score: Raw -1350125.505782 + Penalty 5160.103440 = -1344965.402341 nChanged 99 SP:Iteration 49Q (4397.828507 sec): 3 clusters Score: Raw -1350168.567699 + Penalty 5160.103440 = -1345008.464258 nChanged 94 SP:Iteration 50Q (4397.933905 sec): 3 clusters Score: Raw -1350204.373685 + Penalty 5160.103440 = -1345044.270245 nChanged 56 SP:Iteration 51Q (4398.053438 sec): 3 clusters Score: Raw -1350221.870428 + Penalty 5160.103440 = -1345061.766988 nChanged 47 SP:Iteration 52Q (4398.169862 sec): 3 clusters Score: Raw -1350237.538492 + Penalty 5160.103440 = -1345077.435051 nChanged 52 SP:Iteration 53Q (4398.274364 sec): 3 clusters Score: Raw -1350251.433922 + Penalty 5160.103440 = -1345091.330482 nChanged 47 SP:Iteration 54Q (4398.383423 sec): 3 clusters Score: Raw -1350264.440940 + Penalty 5160.103440 = -1345104.337499 nChanged 38 SP:Iteration 55Q (4398.485716 sec): 3 clusters Score: Raw -1350273.071211 + Penalty 5160.103440 = -1345112.967770 nChanged 21 SP:Iteration 56Q (4398.595777 sec): 3 clusters Score: Raw -1350281.038631 + Penalty 5160.103440 = -1345120.935191 nChanged 28 SP:Iteration 57Q (4398.711855 sec): 3 clusters Score: Raw -1350287.768806 + Penalty 5160.103440 = -1345127.665366 nChanged 19 SP:Iteration 58Q (4398.839904 sec): 3 clusters Score: Raw -1350291.466006 + Penalty 5160.103440 = -1345131.362565 nChanged 12 SP:Iteration 59Q (4398.970737 sec): 3 clusters Score: Raw -1350293.843168 + Penalty 5160.103440 = -1345133.739728 nChanged 12 SP:Iteration 60F (4399.091535 sec): 3 clusters Score: Raw -1350296.361103 + Penalty 5160.103440 = -1345136.257663 nChanged 8 SP:Iteration 61Q (4399.286297 sec): 3 clusters Score: Raw -1350297.648170 + Penalty 5160.103440 = -1345137.544730 nChanged 3 SP:Iteration 62Q (4399.473016 sec): 3 clusters Score: Raw -1350297.967590 + Penalty 5160.103440 = -1345137.864150 nChanged 1 SP:Iteration 63Q (4399.572282 sec): 3 clusters Score: Raw -1350298.318638 + Penalty 5160.103440 = -1345138.215197 nChanged 3 SP:Iteration 64Q (4399.655817 sec): 3 clusters Score: Raw -1350298.891947 + Penalty 5160.103440 = -1345138.788507 nChanged 1 SP:Iteration 65Q (4399.765230 sec): 3 clusters Score: Raw -1350298.979641 + Penalty 5160.103440 = -1345138.876201 nChanged 2 SP:Iteration 66Q (4399.877378 sec): 3 clusters Score: Raw -1350299.306333 + Penalty 5160.103440 = -1345139.202892 nChanged 2 SP:Iteration 67Q (4399.995443 sec): 3 clusters Score: Raw -1350299.499699 + Penalty 5160.103440 = -1345139.396258 nChanged 1 SP:Iteration 68Q (4400.090893 sec): 3 clusters Score: Raw -1350299.773764 + Penalty 5160.103440 = -1345139.670324 nChanged 2 SP:Iteration 69Q (4400.223376 sec): 3 clusters Score: Raw -1350300.110808 + Penalty 5160.103440 = -1345140.007368 nChanged 2 SP:Iteration 70Q (4400.325486 sec): 3 clusters Score: Raw -1350300.398653 + Penalty 5160.103440 = -1345140.295212 nChanged 1 SP:Iteration 71Q (4400.522508 sec): 3 clusters Score: Raw -1350300.498339 + Penalty 5160.103440 = -1345140.394899 nChanged 0 SP:Iteration 72F (4400.648148 sec): 3 clusters Score: Raw -1350300.498339 + Penalty 5160.103440 = -1345140.394899 nChanged 0 Trying to split cluster 3 (8780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4400.750402 sec): 2 clusters Score: Raw -741782.215749 + Penalty 2397.181165 = -739385.034584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4400.865727 sec): 3 clusters Score: Raw -737238.259447 + Penalty 4794.362331 = -732443.897116 nChanged 3545 SP:Iteration 1F (4400.963244 sec): 3 clusters Score: Raw -739435.016611 + Penalty 4794.362331 = -734640.654281 nChanged 851 SP:Iteration 2F (4401.021888 sec): 3 clusters Score: Raw -740174.061518 + Penalty 4794.362331 = -735379.699187 nChanged 714 SP:Iteration 3F (4401.080797 sec): 3 clusters Score: Raw -740890.710206 + Penalty 4794.362331 = -736096.347876 nChanged 655 SP:Iteration 4F (4401.139691 sec): 3 clusters Score: Raw -741553.545520 + Penalty 4794.362331 = -736759.183190 nChanged 567 SP:Iteration 5F (4401.215357 sec): 3 clusters Score: Raw -742010.226581 + Penalty 4794.362331 = -737215.864251 nChanged 441 SP:Iteration 6F (4401.322786 sec): 3 clusters Score: Raw -742300.911496 + Penalty 4794.362331 = -737506.549165 nChanged 303 SP:Iteration 7Q (4401.515081 sec): 3 clusters Score: Raw -742470.838180 + Penalty 4794.362331 = -737676.475850 nChanged 207 SP:Iteration 8Q (4401.585390 sec): 3 clusters Score: Raw -742562.913117 + Penalty 4794.362331 = -737768.550786 nChanged 135 SP:Iteration 9Q (4401.663631 sec): 3 clusters Score: Raw -742620.200680 + Penalty 4794.362331 = -737825.838349 nChanged 105 SP:Iteration 10Q (4401.739900 sec): 3 clusters Score: Raw -742658.487469 + Penalty 4794.362331 = -737864.125138 nChanged 82 SP:Iteration 11Q (4401.814996 sec): 3 clusters Score: Raw -742691.604796 + Penalty 4794.362331 = -737897.242466 nChanged 59 SP:Iteration 12Q (4401.890249 sec): 3 clusters Score: Raw -742713.683590 + Penalty 4794.362331 = -737919.321260 nChanged 44 SP:Iteration 13Q (4401.983687 sec): 3 clusters Score: Raw -742734.448867 + Penalty 4794.362331 = -737940.086536 nChanged 58 SP:Iteration 14Q (4402.052828 sec): 3 clusters Score: Raw -742760.167271 + Penalty 4794.362331 = -737965.804941 nChanged 60 SP:Iteration 15Q (4402.121463 sec): 3 clusters Score: Raw -742784.745507 + Penalty 4794.362331 = -737990.383176 nChanged 56 SP:Iteration 16Q (4402.195264 sec): 3 clusters Score: Raw -742804.201882 + Penalty 4794.362331 = -738009.839552 nChanged 46 SP:Iteration 17Q (4402.411130 sec): 3 clusters Score: Raw -742821.779706 + Penalty 4794.362331 = -738027.417375 nChanged 43 SP:Iteration 18Q (4402.554750 sec): 3 clusters Score: Raw -742836.655137 + Penalty 4794.362331 = -738042.292807 nChanged 37 SP:Iteration 19Q (4402.752881 sec): 3 clusters Score: Raw -742850.560119 + Penalty 4794.362331 = -738056.197788 nChanged 42 SP:Iteration 20F (4402.808266 sec): 3 clusters Score: Raw -742862.945230 + Penalty 4794.362331 = -738068.582899 nChanged 38 SP:Iteration 21Q (4402.867281 sec): 3 clusters Score: Raw -742872.702265 + Penalty 4794.362331 = -738078.339935 nChanged 27 SP:Iteration 22Q (4402.960498 sec): 3 clusters Score: Raw -742878.853767 + Penalty 4794.362331 = -738084.491437 nChanged 24 SP:Iteration 23Q (4403.056484 sec): 3 clusters Score: Raw -742885.647562 + Penalty 4794.362331 = -738091.285231 nChanged 17 SP:Iteration 24Q (4403.121819 sec): 3 clusters Score: Raw -742889.239533 + Penalty 4794.362331 = -738094.877202 nChanged 14 SP:Iteration 25Q (4403.197030 sec): 3 clusters Score: Raw -742891.826566 + Penalty 4794.362331 = -738097.464235 nChanged 7 SP:Iteration 26Q (4403.272171 sec): 3 clusters Score: Raw -742893.620069 + Penalty 4794.362331 = -738099.257738 nChanged 7 SP:Iteration 27Q (4403.346664 sec): 3 clusters Score: Raw -742895.232149 + Penalty 4794.362331 = -738100.869818 nChanged 7 SP:Iteration 28Q (4403.420543 sec): 3 clusters Score: Raw -742896.545629 + Penalty 4794.362331 = -738102.183298 nChanged 4 SP:Iteration 29Q (4403.495962 sec): 3 clusters Score: Raw -742897.622122 + Penalty 4794.362331 = -738103.259792 nChanged 6 SP:Iteration 30Q (4403.571495 sec): 3 clusters Score: Raw -742898.763943 + Penalty 4794.362331 = -738104.401613 nChanged 3 SP:Iteration 31Q (4403.643631 sec): 3 clusters Score: Raw -742899.335811 + Penalty 4794.362331 = -738104.973481 nChanged 0 SP:Iteration 32F (4403.712337 sec): 3 clusters Score: Raw -742899.335811 + Penalty 4794.362331 = -738104.973481 nChanged 0 Trying to split cluster 4 (14395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4403.802724 sec): 2 clusters Score: Raw -1246819.276004 + Penalty 2527.703958 = -1244291.572047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4404.026994 sec): 3 clusters Score: Raw -1238779.309696 + Penalty 5055.407915 = -1233723.901781 nChanged 6224 SP:Iteration 1F (4404.087563 sec): 3 clusters Score: Raw -1242254.187589 + Penalty 5055.407915 = -1237198.779674 nChanged 1030 SP:Iteration 2F (4404.201352 sec): 3 clusters Score: Raw -1242825.714687 + Penalty 5055.407915 = -1237770.306772 nChanged 941 SP:Iteration 3F (4404.314418 sec): 3 clusters Score: Raw -1243412.418017 + Penalty 5055.407915 = -1238357.010102 nChanged 907 SP:Iteration 4F (4404.408784 sec): 3 clusters Score: Raw -1244055.390268 + Penalty 5055.407915 = -1238999.982353 nChanged 924 SP:Iteration 5F (4404.527069 sec): 3 clusters Score: Raw -1244731.689602 + Penalty 5055.407915 = -1239676.281687 nChanged 899 SP:Iteration 6F (4404.615508 sec): 3 clusters Score: Raw -1245388.159031 + Penalty 5055.407915 = -1240332.751116 nChanged 785 SP:Iteration 7F (4404.707477 sec): 3 clusters Score: Raw -1245921.564665 + Penalty 5055.407915 = -1240866.156750 nChanged 629 SP:Iteration 8Q (4404.814950 sec): 3 clusters Score: Raw -1246294.032413 + Penalty 5055.407915 = -1241238.624498 nChanged 481 SP:Iteration 9Q (4404.930514 sec): 3 clusters Score: Raw -1246540.099485 + Penalty 5055.407915 = -1241484.691570 nChanged 358 SP:Iteration 10Q (4405.096393 sec): 3 clusters Score: Raw -1246695.201565 + Penalty 5055.407915 = -1241639.793649 nChanged 280 SP:Iteration 11Q (4405.219307 sec): 3 clusters Score: Raw -1246794.393848 + Penalty 5055.407915 = -1241738.985933 nChanged 204 SP:Iteration 12Q (4405.311794 sec): 3 clusters Score: Raw -1246865.554462 + Penalty 5055.407915 = -1241810.146546 nChanged 148 SP:Iteration 13Q (4405.419236 sec): 3 clusters Score: Raw -1246904.683181 + Penalty 5055.407915 = -1241849.275266 nChanged 117 SP:Iteration 14Q (4405.644580 sec): 3 clusters Score: Raw -1246936.675149 + Penalty 5055.407915 = -1241881.267234 nChanged 94 SP:Iteration 15Q (4405.790573 sec): 3 clusters Score: Raw -1246958.414923 + Penalty 5055.407915 = -1241903.007008 nChanged 76 SP:Iteration 16Q (4405.954622 sec): 3 clusters Score: Raw -1246977.449472 + Penalty 5055.407915 = -1241922.041556 nChanged 63 SP:Iteration 17Q (4406.037998 sec): 3 clusters Score: Raw -1246991.751638 + Penalty 5055.407915 = -1241936.343722 nChanged 59 SP:Iteration 18Q (4406.122114 sec): 3 clusters Score: Raw -1247006.188995 + Penalty 5055.407915 = -1241950.781080 nChanged 63 SP:Iteration 19Q (4406.244606 sec): 3 clusters Score: Raw -1247020.083617 + Penalty 5055.407915 = -1241964.675702 nChanged 60 SP:Iteration 20F (4406.339140 sec): 3 clusters Score: Raw -1247032.881457 + Penalty 5055.407915 = -1241977.473542 nChanged 57 SP:Iteration 21Q (4406.439456 sec): 3 clusters Score: Raw -1247043.277872 + Penalty 5055.407915 = -1241987.869957 nChanged 39 SP:Iteration 22Q (4406.537938 sec): 3 clusters Score: Raw -1247049.597947 + Penalty 5055.407915 = -1241994.190031 nChanged 36 SP:Iteration 23Q (4406.640333 sec): 3 clusters Score: Raw -1247056.227211 + Penalty 5055.407915 = -1242000.819296 nChanged 30 SP:Iteration 24Q (4406.839323 sec): 3 clusters Score: Raw -1247061.420264 + Penalty 5055.407915 = -1242006.012348 nChanged 35 SP:Iteration 25Q (4406.943572 sec): 3 clusters Score: Raw -1247066.919351 + Penalty 5055.407915 = -1242011.511436 nChanged 24 SP:Iteration 26Q (4407.021657 sec): 3 clusters Score: Raw -1247071.285194 + Penalty 5055.407915 = -1242015.877279 nChanged 29 SP:Iteration 27Q (4407.122107 sec): 3 clusters Score: Raw -1247077.398094 + Penalty 5055.407915 = -1242021.990179 nChanged 30 SP:Iteration 28Q (4407.237727 sec): 3 clusters Score: Raw -1247081.898473 + Penalty 5055.407915 = -1242026.490558 nChanged 23 SP:Iteration 29Q (4407.338045 sec): 3 clusters Score: Raw -1247085.628994 + Penalty 5055.407915 = -1242030.221079 nChanged 23 SP:Iteration 30Q (4407.435079 sec): 3 clusters Score: Raw -1247089.533732 + Penalty 5055.407915 = -1242034.125817 nChanged 28 SP:Iteration 31Q (4407.532757 sec): 3 clusters Score: Raw -1247093.994603 + Penalty 5055.407915 = -1242038.586688 nChanged 21 SP:Iteration 32Q (4407.636302 sec): 3 clusters Score: Raw -1247098.346155 + Penalty 5055.407915 = -1242042.938240 nChanged 25 SP:Iteration 33Q (4407.784642 sec): 3 clusters Score: Raw -1247102.644221 + Penalty 5055.407915 = -1242047.236306 nChanged 32 SP:Iteration 34Q (4407.931369 sec): 3 clusters Score: Raw -1247109.237392 + Penalty 5055.407915 = -1242053.829477 nChanged 30 SP:Iteration 35Q (4408.020282 sec): 3 clusters Score: Raw -1247115.470731 + Penalty 5055.407915 = -1242060.062816 nChanged 25 SP:Iteration 36Q (4408.202099 sec): 3 clusters Score: Raw -1247120.512021 + Penalty 5055.407915 = -1242065.104105 nChanged 30 SP:Iteration 37Q (4408.282022 sec): 3 clusters Score: Raw -1247126.326095 + Penalty 5055.407915 = -1242070.918180 nChanged 27 SP:Iteration 38Q (4408.360315 sec): 3 clusters Score: Raw -1247130.855698 + Penalty 5055.407915 = -1242075.447783 nChanged 13 SP:Iteration 39Q (4408.470296 sec): 3 clusters Score: Raw -1247133.267076 + Penalty 5055.407915 = -1242077.859160 nChanged 18 SP:Iteration 40F (4408.609368 sec): 3 clusters Score: Raw -1247135.974778 + Penalty 5055.407915 = -1242080.566862 nChanged 13 SP:Iteration 41Q (4408.788955 sec): 3 clusters Score: Raw -1247137.680562 + Penalty 5055.407915 = -1242082.272646 nChanged 9 SP:Iteration 42Q (4408.900155 sec): 3 clusters Score: Raw -1247139.466397 + Penalty 5055.407915 = -1242084.058482 nChanged 12 SP:Iteration 43Q (4408.988439 sec): 3 clusters Score: Raw -1247140.897343 + Penalty 5055.407915 = -1242085.489427 nChanged 12 SP:Iteration 44Q (4409.095505 sec): 3 clusters Score: Raw -1247142.479896 + Penalty 5055.407915 = -1242087.071981 nChanged 12 SP:Iteration 45Q (4409.322125 sec): 3 clusters Score: Raw -1247144.726387 + Penalty 5055.407915 = -1242089.318472 nChanged 17 SP:Iteration 46Q (4409.486259 sec): 3 clusters Score: Raw -1247148.239915 + Penalty 5055.407915 = -1242092.832000 nChanged 16 SP:Iteration 47Q (4409.627838 sec): 3 clusters Score: Raw -1247150.678372 + Penalty 5055.407915 = -1242095.270457 nChanged 16 SP:Iteration 48Q (4409.789459 sec): 3 clusters Score: Raw -1247152.618154 + Penalty 5055.407915 = -1242097.210239 nChanged 16 SP:Iteration 49Q (4409.880106 sec): 3 clusters Score: Raw -1247154.861046 + Penalty 5055.407915 = -1242099.453131 nChanged 11 SP:Iteration 50Q (4409.981582 sec): 3 clusters Score: Raw -1247156.320604 + Penalty 5055.407915 = -1242100.912688 nChanged 13 SP:Iteration 51Q (4410.082857 sec): 3 clusters Score: Raw -1247157.470473 + Penalty 5055.407915 = -1242102.062558 nChanged 5 SP:Iteration 52Q (4410.199186 sec): 3 clusters Score: Raw -1247158.266290 + Penalty 5055.407915 = -1242102.858374 nChanged 4 SP:Iteration 53Q (4410.288363 sec): 3 clusters Score: Raw -1247158.694898 + Penalty 5055.407915 = -1242103.286983 nChanged 2 SP:Iteration 54Q (4410.382168 sec): 3 clusters Score: Raw -1247158.944450 + Penalty 5055.407915 = -1242103.536535 nChanged 1 SP:Iteration 55Q (4410.485504 sec): 3 clusters Score: Raw -1247159.022820 + Penalty 5055.407915 = -1242103.614905 nChanged 0 SP:Iteration 56F (4410.608257 sec): 3 clusters Score: Raw -1247159.022820 + Penalty 5055.407915 = -1242103.614905 nChanged 0 Trying to split cluster 5 (12310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4410.683296 sec): 2 clusters Score: Raw -1067826.946698 + Penalty 2486.396146 = -1065340.550552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4410.787721 sec): 3 clusters Score: Raw -1061045.718216 + Penalty 4972.792292 = -1056072.925925 nChanged 5213 SP:Iteration 1F (4410.892885 sec): 3 clusters Score: Raw -1063879.893497 + Penalty 4972.792292 = -1058907.101205 nChanged 859 SP:Iteration 2F (4411.085666 sec): 3 clusters Score: Raw -1064322.331933 + Penalty 4972.792292 = -1059349.539642 nChanged 727 SP:Iteration 3F (4411.160960 sec): 3 clusters Score: Raw -1064708.898486 + Penalty 4972.792292 = -1059736.106194 nChanged 645 SP:Iteration 4F (4411.359664 sec): 3 clusters Score: Raw -1065075.226112 + Penalty 4972.792292 = -1060102.433820 nChanged 646 SP:Iteration 5F (4411.522304 sec): 3 clusters Score: Raw -1065470.821347 + Penalty 4972.792292 = -1060498.029056 nChanged 617 SP:Iteration 6F (4411.711475 sec): 3 clusters Score: Raw -1065899.961722 + Penalty 4972.792292 = -1060927.169431 nChanged 658 SP:Iteration 7F (4411.834957 sec): 3 clusters Score: Raw -1066400.958804 + Penalty 4972.792292 = -1061428.166512 nChanged 662 SP:Iteration 8F (4411.921807 sec): 3 clusters Score: Raw -1066901.644401 + Penalty 4972.792292 = -1061928.852109 nChanged 653 SP:Iteration 9F (4412.011634 sec): 3 clusters Score: Raw -1067349.184270 + Penalty 4972.792292 = -1062376.391979 nChanged 578 SP:Iteration 10Q (4412.112678 sec): 3 clusters Score: Raw -1067695.914100 + Penalty 4972.792292 = -1062723.121808 nChanged 421 SP:Iteration 11Q (4412.205123 sec): 3 clusters Score: Raw -1067903.108602 + Penalty 4972.792292 = -1062930.316311 nChanged 324 SP:Iteration 12Q (4412.293145 sec): 3 clusters Score: Raw -1068021.847792 + Penalty 4972.792292 = -1063049.055500 nChanged 239 SP:Iteration 13Q (4412.377595 sec): 3 clusters Score: Raw -1068092.992902 + Penalty 4972.792292 = -1063120.200610 nChanged 182 SP:Iteration 14Q (4412.474238 sec): 3 clusters Score: Raw -1068144.442114 + Penalty 4972.792292 = -1063171.649822 nChanged 121 SP:Iteration 15Q (4412.568655 sec): 3 clusters Score: Raw -1068170.644063 + Penalty 4972.792292 = -1063197.851772 nChanged 108 SP:Iteration 16Q (4412.662916 sec): 3 clusters Score: Raw -1068194.794082 + Penalty 4972.792292 = -1063222.001790 nChanged 89 SP:Iteration 17Q (4412.850069 sec): 3 clusters Score: Raw -1068211.706348 + Penalty 4972.792292 = -1063238.914056 nChanged 63 SP:Iteration 18Q (4413.044703 sec): 3 clusters Score: Raw -1068220.530772 + Penalty 4972.792292 = -1063247.738481 nChanged 40 SP:Iteration 19Q (4413.219492 sec): 3 clusters Score: Raw -1068226.479789 + Penalty 4972.792292 = -1063253.687497 nChanged 35 SP:Iteration 20F (4413.373357 sec): 3 clusters Score: Raw -1068231.579115 + Penalty 4972.792292 = -1063258.786823 nChanged 19 SP:Iteration 21Q (4413.458199 sec): 3 clusters Score: Raw -1068233.821867 + Penalty 4972.792292 = -1063261.029575 nChanged 15 SP:Iteration 22Q (4413.548825 sec): 3 clusters Score: Raw -1068235.839088 + Penalty 4972.792292 = -1063263.046797 nChanged 19 SP:Iteration 23Q (4413.636524 sec): 3 clusters Score: Raw -1068238.298996 + Penalty 4972.792292 = -1063265.506704 nChanged 19 SP:Iteration 24Q (4413.722674 sec): 3 clusters Score: Raw -1068240.493441 + Penalty 4972.792292 = -1063267.701149 nChanged 15 SP:Iteration 25Q (4413.824666 sec): 3 clusters Score: Raw -1068242.377650 + Penalty 4972.792292 = -1063269.585358 nChanged 15 SP:Iteration 26Q (4413.957472 sec): 3 clusters Score: Raw -1068243.912356 + Penalty 4972.792292 = -1063271.120065 nChanged 11 SP:Iteration 27Q (4414.057568 sec): 3 clusters Score: Raw -1068245.572350 + Penalty 4972.792292 = -1063272.780059 nChanged 10 SP:Iteration 28Q (4414.142772 sec): 3 clusters Score: Raw -1068246.943995 + Penalty 4972.792292 = -1063274.151703 nChanged 7 SP:Iteration 29Q (4414.256214 sec): 3 clusters Score: Raw -1068247.561659 + Penalty 4972.792292 = -1063274.769368 nChanged 8 SP:Iteration 30Q (4414.338871 sec): 3 clusters Score: Raw -1068248.564157 + Penalty 4972.792292 = -1063275.771865 nChanged 3 SP:Iteration 31Q (4414.423418 sec): 3 clusters Score: Raw -1068248.889243 + Penalty 4972.792292 = -1063276.096951 nChanged 2 SP:Iteration 32Q (4414.525559 sec): 3 clusters Score: Raw -1068249.061057 + Penalty 4972.792292 = -1063276.268765 nChanged 2 SP:Iteration 33Q (4414.616558 sec): 3 clusters Score: Raw -1068249.269793 + Penalty 4972.792292 = -1063276.477501 nChanged 2 SP:Iteration 34Q (4414.705358 sec): 3 clusters Score: Raw -1068249.632335 + Penalty 4972.792292 = -1063276.840044 nChanged 2 SP:Iteration 35Q (4414.790945 sec): 3 clusters Score: Raw -1068249.779198 + Penalty 4972.792292 = -1063276.986906 nChanged 2 SP:Iteration 36Q (4414.886100 sec): 3 clusters Score: Raw -1068249.895272 + Penalty 4972.792292 = -1063277.102980 nChanged 0 SP:Iteration 37F (4414.977918 sec): 3 clusters Score: Raw -1068249.895272 + Penalty 4972.792292 = -1063277.102980 nChanged 0 Trying to split cluster 6 (3993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4415.037588 sec): 2 clusters Score: Raw -249009.295918 + Penalty 2189.166700 = -246820.129218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4415.100203 sec): 3 clusters Score: Raw -247385.457408 + Penalty 4378.333401 = -243007.124007 nChanged 1509 SP:Iteration 1F (4415.161273 sec): 3 clusters Score: Raw -248924.719952 + Penalty 4378.333401 = -244546.386552 nChanged 476 SP:Iteration 2F (4415.222618 sec): 3 clusters Score: Raw -249592.502405 + Penalty 4378.333401 = -245214.169005 nChanged 356 SP:Iteration 3F (4415.274223 sec): 3 clusters Score: Raw -250143.225285 + Penalty 4378.333401 = -245764.891884 nChanged 270 SP:Iteration 4F (4415.317198 sec): 3 clusters Score: Raw -250513.779013 + Penalty 4378.333401 = -246135.445613 nChanged 168 SP:Iteration 5Q (4415.360169 sec): 3 clusters Score: Raw -250697.811617 + Penalty 4378.333401 = -246319.478216 nChanged 112 SP:Iteration 6Q (4415.404466 sec): 3 clusters Score: Raw -250826.736141 + Penalty 4378.333401 = -246448.402741 nChanged 80 SP:Iteration 7Q (4415.455152 sec): 3 clusters Score: Raw -250884.895739 + Penalty 4378.333401 = -246506.562339 nChanged 48 SP:Iteration 8Q (4415.588631 sec): 3 clusters Score: Raw -250916.094747 + Penalty 4378.333401 = -246537.761347 nChanged 40 SP:Iteration 9Q (4415.758956 sec): 3 clusters Score: Raw -250941.475305 + Penalty 4378.333401 = -246563.141904 nChanged 38 SP:Iteration 10Q (4415.857663 sec): 3 clusters Score: Raw -250977.468614 + Penalty 4378.333401 = -246599.135214 nChanged 43 SP:Iteration 11Q (4416.010244 sec): 3 clusters Score: Raw -251009.394430 + Penalty 4378.333401 = -246631.061030 nChanged 34 SP:Iteration 12Q (4416.112047 sec): 3 clusters Score: Raw -251030.320004 + Penalty 4378.333401 = -246651.986603 nChanged 32 SP:Iteration 13Q (4416.189326 sec): 3 clusters Score: Raw -251053.400411 + Penalty 4378.333401 = -246675.067010 nChanged 33 SP:Iteration 14Q (4416.243293 sec): 3 clusters Score: Raw -251072.995694 + Penalty 4378.333401 = -246694.662293 nChanged 28 SP:Iteration 15Q (4416.295949 sec): 3 clusters Score: Raw -251090.288450 + Penalty 4378.333401 = -246711.955049 nChanged 25 SP:Iteration 16Q (4416.342534 sec): 3 clusters Score: Raw -251104.454250 + Penalty 4378.333401 = -246726.120850 nChanged 22 SP:Iteration 17Q (4416.387202 sec): 3 clusters Score: Raw -251123.920262 + Penalty 4378.333401 = -246745.586861 nChanged 16 SP:Iteration 18Q (4416.432160 sec): 3 clusters Score: Raw -251136.732542 + Penalty 4378.333401 = -246758.399142 nChanged 23 SP:Iteration 19Q (4416.478738 sec): 3 clusters Score: Raw -251148.314111 + Penalty 4378.333401 = -246769.980711 nChanged 17 SP:Iteration 20F (4416.611628 sec): 3 clusters Score: Raw -251159.351442 + Penalty 4378.333401 = -246781.018042 nChanged 15 SP:Iteration 21Q (4416.680472 sec): 3 clusters Score: Raw -251169.735333 + Penalty 4378.333401 = -246791.401933 nChanged 13 SP:Iteration 22Q (4416.725581 sec): 3 clusters Score: Raw -251175.973666 + Penalty 4378.333401 = -246797.640266 nChanged 13 SP:Iteration 23Q (4416.770482 sec): 3 clusters Score: Raw -251181.449998 + Penalty 4378.333401 = -246803.116598 nChanged 12 SP:Iteration 24Q (4416.819608 sec): 3 clusters Score: Raw -251186.594340 + Penalty 4378.333401 = -246808.260940 nChanged 11 SP:Iteration 25Q (4416.869276 sec): 3 clusters Score: Raw -251196.215352 + Penalty 4378.333401 = -246817.881952 nChanged 18 SP:Iteration 26Q (4416.918701 sec): 3 clusters Score: Raw -251204.879378 + Penalty 4378.333401 = -246826.545978 nChanged 16 SP:Iteration 27Q (4416.966189 sec): 3 clusters Score: Raw -251209.925753 + Penalty 4378.333401 = -246831.592352 nChanged 13 SP:Iteration 28Q (4417.011917 sec): 3 clusters Score: Raw -251213.089197 + Penalty 4378.333401 = -246834.755796 nChanged 6 SP:Iteration 29Q (4417.057870 sec): 3 clusters Score: Raw -251215.467325 + Penalty 4378.333401 = -246837.133924 nChanged 6 SP:Iteration 30Q (4417.103759 sec): 3 clusters Score: Raw -251219.382286 + Penalty 4378.333401 = -246841.048885 nChanged 5 SP:Iteration 31Q (4417.152700 sec): 3 clusters Score: Raw -251221.822880 + Penalty 4378.333401 = -246843.489479 nChanged 5 SP:Iteration 32Q (4417.201633 sec): 3 clusters Score: Raw -251223.289729 + Penalty 4378.333401 = -246844.956329 nChanged 4 SP:Iteration 33Q (4417.250751 sec): 3 clusters Score: Raw -251225.995910 + Penalty 4378.333401 = -246847.662510 nChanged 4 SP:Iteration 34Q (4417.298142 sec): 3 clusters Score: Raw -251226.873883 + Penalty 4378.333401 = -246848.540483 nChanged 1 SP:Iteration 35Q (4417.343339 sec): 3 clusters Score: Raw -251227.054645 + Penalty 4378.333401 = -246848.721244 nChanged 1 SP:Iteration 36Q (4417.397150 sec): 3 clusters Score: Raw -251227.480138 + Penalty 4378.333401 = -246849.146737 nChanged 2 SP:Iteration 37Q (4417.526870 sec): 3 clusters Score: Raw -251228.108757 + Penalty 4378.333401 = -246849.775356 nChanged 3 SP:Iteration 38Q (4417.651472 sec): 3 clusters Score: Raw -251229.046021 + Penalty 4378.333401 = -246850.712620 nChanged 2 SP:Iteration 39Q (4417.697797 sec): 3 clusters Score: Raw -251229.593641 + Penalty 4378.333401 = -246851.260241 nChanged 0 SP:Iteration 40F (4417.847270 sec): 3 clusters Score: Raw -251229.593641 + Penalty 4378.333401 = -246851.260241 nChanged 0 Score: Raw -11809902.883693 + Penalty 34530.724271 = -11775372.159422 Splitting cluster 6 changes total score from -11776291.018451 to -11775372.159422 So it's not getting split. Trying to split cluster 7 (8444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4420.246680 sec): 2 clusters Score: Raw -657563.688195 + Penalty 2386.879812 = -655176.808384 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4420.334931 sec): 3 clusters Score: Raw -653210.951467 + Penalty 4773.759624 = -648437.191843 nChanged 3463 SP:Iteration 1F (4420.417872 sec): 3 clusters Score: Raw -655336.239645 + Penalty 4773.759624 = -650562.480021 nChanged 702 SP:Iteration 2F (4420.484790 sec): 3 clusters Score: Raw -655851.265655 + Penalty 4773.759624 = -651077.506031 nChanged 600 SP:Iteration 3F (4420.551672 sec): 3 clusters Score: Raw -656417.084571 + Penalty 4773.759624 = -651643.324947 nChanged 592 SP:Iteration 4F (4420.619418 sec): 3 clusters Score: Raw -657127.892440 + Penalty 4773.759624 = -652354.132816 nChanged 628 SP:Iteration 5F (4420.689732 sec): 3 clusters Score: Raw -657862.013348 + Penalty 4773.759624 = -653088.253724 nChanged 567 SP:Iteration 6F (4420.765538 sec): 3 clusters Score: Raw -658423.250837 + Penalty 4773.759624 = -653649.491213 nChanged 439 SP:Iteration 7F (4420.839517 sec): 3 clusters Score: Raw -658802.594462 + Penalty 4773.759624 = -654028.834838 nChanged 305 SP:Iteration 8Q (4420.926213 sec): 3 clusters Score: Raw -659011.260331 + Penalty 4773.759624 = -654237.500708 nChanged 211 SP:Iteration 9Q (4420.998656 sec): 3 clusters Score: Raw -659127.808831 + Penalty 4773.759624 = -654354.049207 nChanged 155 SP:Iteration 10Q (4421.070814 sec): 3 clusters Score: Raw -659211.112294 + Penalty 4773.759624 = -654437.352670 nChanged 117 SP:Iteration 11Q (4421.142814 sec): 3 clusters Score: Raw -659273.313673 + Penalty 4773.759624 = -654499.554049 nChanged 104 SP:Iteration 12Q (4421.214356 sec): 3 clusters Score: Raw -659328.600520 + Penalty 4773.759624 = -654554.840896 nChanged 94 SP:Iteration 13Q (4421.287038 sec): 3 clusters Score: Raw -659373.883667 + Penalty 4773.759624 = -654600.124043 nChanged 75 SP:Iteration 14Q (4421.357622 sec): 3 clusters Score: Raw -659407.013827 + Penalty 4773.759624 = -654633.254203 nChanged 64 SP:Iteration 15Q (4421.429722 sec): 3 clusters Score: Raw -659429.791562 + Penalty 4773.759624 = -654656.031938 nChanged 42 SP:Iteration 16Q (4421.593173 sec): 3 clusters Score: Raw -659441.825475 + Penalty 4773.759624 = -654668.065851 nChanged 29 SP:Iteration 17Q (4421.725713 sec): 3 clusters Score: Raw -659446.829965 + Penalty 4773.759624 = -654673.070341 nChanged 20 SP:Iteration 18Q (4421.792054 sec): 3 clusters Score: Raw -659451.136093 + Penalty 4773.759624 = -654677.376469 nChanged 14 SP:Iteration 19Q (4421.858257 sec): 3 clusters Score: Raw -659454.213489 + Penalty 4773.759624 = -654680.453865 nChanged 13 SP:Iteration 20F (4421.924607 sec): 3 clusters Score: Raw -659457.228374 + Penalty 4773.759624 = -654683.468750 nChanged 7 SP:Iteration 21Q (4421.992727 sec): 3 clusters Score: Raw -659458.859285 + Penalty 4773.759624 = -654685.099661 nChanged 6 SP:Iteration 22Q (4422.068483 sec): 3 clusters Score: Raw -659459.985223 + Penalty 4773.759624 = -654686.225599 nChanged 5 SP:Iteration 23Q (4422.142295 sec): 3 clusters Score: Raw -659460.564430 + Penalty 4773.759624 = -654686.804806 nChanged 2 SP:Iteration 24Q (4422.214510 sec): 3 clusters Score: Raw -659460.836511 + Penalty 4773.759624 = -654687.076887 nChanged 1 SP:Iteration 25Q (4422.286238 sec): 3 clusters Score: Raw -659460.906535 + Penalty 4773.759624 = -654687.146911 nChanged 0 SP:Iteration 26F (4422.357665 sec): 3 clusters Score: Raw -659460.906535 + Penalty 4773.759624 = -654687.146911 nChanged 0 Trying to split cluster 8 (65047 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4422.699495 sec): 2 clusters Score: Raw -5587341.084867 + Penalty 2925.876456 = -5584415.208410 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4423.063932 sec): 3 clusters Score: Raw -5546557.178450 + Penalty 5851.752912 = -5540705.425538 nChanged 30376 SP:Iteration 1F (4423.382397 sec): 3 clusters Score: Raw -5564394.186059 + Penalty 5851.752912 = -5558542.433147 nChanged 3473 SP:Iteration 2F (4423.649346 sec): 3 clusters Score: Raw -5565976.775005 + Penalty 5851.752912 = -5560125.022092 nChanged 3712 SP:Iteration 3F (4423.969100 sec): 3 clusters Score: Raw -5567967.384731 + Penalty 5851.752912 = -5562115.631818 nChanged 4031 SP:Iteration 4F (4424.249237 sec): 3 clusters Score: Raw -5570425.164225 + Penalty 5851.752912 = -5564573.411312 nChanged 4221 SP:Iteration 5F (4424.521187 sec): 3 clusters Score: Raw -5573149.227307 + Penalty 5851.752912 = -5567297.474395 nChanged 4151 SP:Iteration 6F (4424.787580 sec): 3 clusters Score: Raw -5575742.106358 + Penalty 5851.752912 = -5569890.353446 nChanged 3705 SP:Iteration 7F (4425.053826 sec): 3 clusters Score: Raw -5577978.091682 + Penalty 5851.752912 = -5572126.338769 nChanged 3257 SP:Iteration 8F (4425.345537 sec): 3 clusters Score: Raw -5579873.735583 + Penalty 5851.752912 = -5574021.982671 nChanged 2781 SP:Iteration 9Q (4425.698449 sec): 3 clusters Score: Raw -5581533.554370 + Penalty 5851.752912 = -5575681.801457 nChanged 2487 SP:Iteration 10Q (4425.942303 sec): 3 clusters Score: Raw -5583041.634952 + Penalty 5851.752912 = -5577189.882040 nChanged 2155 SP:Iteration 11Q (4426.210194 sec): 3 clusters Score: Raw -5584394.734379 + Penalty 5851.752912 = -5578542.981466 nChanged 1810 SP:Iteration 12Q (4426.469448 sec): 3 clusters Score: Raw -5585516.589257 + Penalty 5851.752912 = -5579664.836344 nChanged 1381 SP:Iteration 13Q (4426.726648 sec): 3 clusters Score: Raw -5586366.943198 + Penalty 5851.752912 = -5580515.190286 nChanged 1030 SP:Iteration 14Q (4427.007614 sec): 3 clusters Score: Raw -5586986.459992 + Penalty 5851.752912 = -5581134.707080 nChanged 722 SP:Iteration 15Q (4427.285948 sec): 3 clusters Score: Raw -5587445.130863 + Penalty 5851.752912 = -5581593.377950 nChanged 564 SP:Iteration 16Q (4427.551734 sec): 3 clusters Score: Raw -5587800.081773 + Penalty 5851.752912 = -5581948.328860 nChanged 404 SP:Iteration 17Q (4427.797661 sec): 3 clusters Score: Raw -5588061.526776 + Penalty 5851.752912 = -5582209.773863 nChanged 313 SP:Iteration 18Q (4428.036783 sec): 3 clusters Score: Raw -5588279.119977 + Penalty 5851.752912 = -5582427.367065 nChanged 260 SP:Iteration 19Q (4428.254842 sec): 3 clusters Score: Raw -5588504.172442 + Penalty 5851.752912 = -5582652.419529 nChanged 224 SP:Iteration 20F (4428.559167 sec): 3 clusters Score: Raw -5588675.007135 + Penalty 5851.752912 = -5582823.254223 nChanged 220 SP:Iteration 21Q (4428.834211 sec): 3 clusters Score: Raw -5588798.122111 + Penalty 5851.752912 = -5582946.369199 nChanged 185 SP:Iteration 22Q (4429.044532 sec): 3 clusters Score: Raw -5588887.574894 + Penalty 5851.752912 = -5583035.821982 nChanged 149 SP:Iteration 23Q (4429.251057 sec): 3 clusters Score: Raw -5588957.835782 + Penalty 5851.752912 = -5583106.082870 nChanged 144 SP:Iteration 24Q (4429.461146 sec): 3 clusters Score: Raw -5589016.975795 + Penalty 5851.752912 = -5583165.222882 nChanged 101 SP:Iteration 25Q (4429.689772 sec): 3 clusters Score: Raw -5589047.503315 + Penalty 5851.752912 = -5583195.750403 nChanged 83 SP:Iteration 26Q (4429.930522 sec): 3 clusters Score: Raw -5589073.264885 + Penalty 5851.752912 = -5583221.511973 nChanged 65 SP:Iteration 27Q (4430.235308 sec): 3 clusters Score: Raw -5589091.428478 + Penalty 5851.752912 = -5583239.675566 nChanged 55 SP:Iteration 28Q (4430.468211 sec): 3 clusters Score: Raw -5589107.492102 + Penalty 5851.752912 = -5583255.739189 nChanged 63 SP:Iteration 29Q (4430.785245 sec): 3 clusters Score: Raw -5589125.975553 + Penalty 5851.752912 = -5583274.222640 nChanged 54 SP:Iteration 30Q (4430.994566 sec): 3 clusters Score: Raw -5589139.237677 + Penalty 5851.752912 = -5583287.484764 nChanged 45 SP:Iteration 31Q (4431.231241 sec): 3 clusters Score: Raw -5589149.324082 + Penalty 5851.752912 = -5583297.571169 nChanged 37 SP:Iteration 32Q (4431.438384 sec): 3 clusters Score: Raw -5589157.687781 + Penalty 5851.752912 = -5583305.934868 nChanged 42 SP:Iteration 33Q (4431.655907 sec): 3 clusters Score: Raw -5589165.150598 + Penalty 5851.752912 = -5583313.397686 nChanged 28 SP:Iteration 34Q (4431.871440 sec): 3 clusters Score: Raw -5589170.831991 + Penalty 5851.752912 = -5583319.079079 nChanged 29 SP:Iteration 35Q (4432.104270 sec): 3 clusters Score: Raw -5589176.471477 + Penalty 5851.752912 = -5583324.718565 nChanged 30 SP:Iteration 36Q (4432.336597 sec): 3 clusters Score: Raw -5589182.141746 + Penalty 5851.752912 = -5583330.388834 nChanged 26 SP:Iteration 37Q (4432.545032 sec): 3 clusters Score: Raw -5589187.127379 + Penalty 5851.752912 = -5583335.374467 nChanged 23 SP:Iteration 38Q (4432.755137 sec): 3 clusters Score: Raw -5589192.934453 + Penalty 5851.752912 = -5583341.181540 nChanged 35 SP:Iteration 39Q (4432.960965 sec): 3 clusters Score: Raw -5589199.842413 + Penalty 5851.752912 = -5583348.089501 nChanged 33 SP:Iteration 40F (4433.227994 sec): 3 clusters Score: Raw -5589205.667600 + Penalty 5851.752912 = -5583353.914687 nChanged 30 SP:Iteration 41Q (4433.505473 sec): 3 clusters Score: Raw -5589211.440900 + Penalty 5851.752912 = -5583359.687988 nChanged 34 SP:Iteration 42Q (4433.721202 sec): 3 clusters Score: Raw -5589217.572901 + Penalty 5851.752912 = -5583365.819989 nChanged 30 SP:Iteration 43Q (4433.932137 sec): 3 clusters Score: Raw -5589222.216288 + Penalty 5851.752912 = -5583370.463375 nChanged 21 SP:Iteration 44Q (4434.194544 sec): 3 clusters Score: Raw -5589225.416631 + Penalty 5851.752912 = -5583373.663719 nChanged 18 SP:Iteration 45Q (4434.434911 sec): 3 clusters Score: Raw -5589228.646415 + Penalty 5851.752912 = -5583376.893502 nChanged 10 SP:Iteration 46Q (4434.647423 sec): 3 clusters Score: Raw -5589230.098368 + Penalty 5851.752912 = -5583378.345455 nChanged 12 SP:Iteration 47Q (4434.910910 sec): 3 clusters Score: Raw -5589231.735918 + Penalty 5851.752912 = -5583379.983005 nChanged 8 SP:Iteration 48Q (4435.190986 sec): 3 clusters Score: Raw -5589233.051068 + Penalty 5851.752912 = -5583381.298155 nChanged 9 SP:Iteration 49Q (4435.408941 sec): 3 clusters Score: Raw -5589234.448714 + Penalty 5851.752912 = -5583382.695802 nChanged 6 SP:Iteration 50Q (4435.629889 sec): 3 clusters Score: Raw -5589235.198488 + Penalty 5851.752912 = -5583383.445576 nChanged 5 SP:Iteration 51Q (4435.854262 sec): 3 clusters Score: Raw -5589235.848539 + Penalty 5851.752912 = -5583384.095626 nChanged 6 SP:Iteration 52Q (4436.096249 sec): 3 clusters Score: Raw -5589236.387385 + Penalty 5851.752912 = -5583384.634472 nChanged 1 SP:Iteration 53Q (4436.312833 sec): 3 clusters Score: Raw -5589236.526815 + Penalty 5851.752912 = -5583384.773902 nChanged 2 SP:Iteration 54Q (4436.572861 sec): 3 clusters Score: Raw -5589236.713771 + Penalty 5851.752912 = -5583384.960858 nChanged 1 SP:Iteration 55Q (4436.812159 sec): 3 clusters Score: Raw -5589236.826904 + Penalty 5851.752912 = -5583385.073992 nChanged 0 SP:Iteration 56F (4437.100814 sec): 3 clusters Score: Raw -5589236.826904 + Penalty 5851.752912 = -5583385.073992 nChanged 0 Trying to split cluster 9 (5379 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4437.182595 sec): 2 clusters Score: Raw -442140.266883 + Penalty 2267.828049 = -439872.438834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4437.246442 sec): 3 clusters Score: Raw -439558.159851 + Penalty 4535.656098 = -435022.503753 nChanged 2068 SP:Iteration 1F (4437.474951 sec): 3 clusters Score: Raw -440773.010722 + Penalty 4535.656098 = -436237.354623 nChanged 456 SP:Iteration 2F (4437.573844 sec): 3 clusters Score: Raw -441122.772037 + Penalty 4535.656098 = -436587.115938 nChanged 346 SP:Iteration 3F (4437.623860 sec): 3 clusters Score: Raw -441422.540041 + Penalty 4535.656098 = -436886.883942 nChanged 329 SP:Iteration 4F (4437.670169 sec): 3 clusters Score: Raw -441732.446515 + Penalty 4535.656098 = -437196.790417 nChanged 336 SP:Iteration 5F (4437.717361 sec): 3 clusters Score: Raw -442076.029720 + Penalty 4535.656098 = -437540.373622 nChanged 360 SP:Iteration 6F (4437.775716 sec): 3 clusters Score: Raw -442475.429976 + Penalty 4535.656098 = -437939.773878 nChanged 334 SP:Iteration 7F (4437.833693 sec): 3 clusters Score: Raw -442842.079347 + Penalty 4535.656098 = -438306.423249 nChanged 276 SP:Iteration 8F (4437.890121 sec): 3 clusters Score: Raw -443104.511754 + Penalty 4535.656098 = -438568.855656 nChanged 194 SP:Iteration 9Q (4437.941597 sec): 3 clusters Score: Raw -443256.664208 + Penalty 4535.656098 = -438721.008110 nChanged 154 SP:Iteration 10Q (4437.992900 sec): 3 clusters Score: Raw -443359.301296 + Penalty 4535.656098 = -438823.645197 nChanged 105 SP:Iteration 11Q (4438.044193 sec): 3 clusters Score: Raw -443429.161414 + Penalty 4535.656098 = -438893.505315 nChanged 80 SP:Iteration 12Q (4438.095538 sec): 3 clusters Score: Raw -443478.281146 + Penalty 4535.656098 = -438942.625047 nChanged 67 SP:Iteration 13Q (4438.146822 sec): 3 clusters Score: Raw -443509.856016 + Penalty 4535.656098 = -438974.199917 nChanged 41 SP:Iteration 14Q (4438.198119 sec): 3 clusters Score: Raw -443531.782540 + Penalty 4535.656098 = -438996.126442 nChanged 41 SP:Iteration 15Q (4438.249417 sec): 3 clusters Score: Raw -443554.962827 + Penalty 4535.656098 = -439019.306728 nChanged 26 SP:Iteration 16Q (4438.300407 sec): 3 clusters Score: Raw -443566.242411 + Penalty 4535.656098 = -439030.586312 nChanged 26 SP:Iteration 17Q (4438.351582 sec): 3 clusters Score: Raw -443576.386384 + Penalty 4535.656098 = -439040.730286 nChanged 17 SP:Iteration 18Q (4438.403832 sec): 3 clusters Score: Raw -443583.472605 + Penalty 4535.656098 = -439047.816506 nChanged 12 SP:Iteration 19Q (4438.458522 sec): 3 clusters Score: Raw -443586.650911 + Penalty 4535.656098 = -439050.994812 nChanged 9 SP:Iteration 20F (4438.512705 sec): 3 clusters Score: Raw -443590.868049 + Penalty 4535.656098 = -439055.211951 nChanged 14 SP:Iteration 21Q (4438.567014 sec): 3 clusters Score: Raw -443597.214649 + Penalty 4535.656098 = -439061.558551 nChanged 12 SP:Iteration 22Q (4438.621552 sec): 3 clusters Score: Raw -443600.051267 + Penalty 4535.656098 = -439064.395168 nChanged 4 SP:Iteration 23Q (4438.675626 sec): 3 clusters Score: Raw -443601.554195 + Penalty 4535.656098 = -439065.898096 nChanged 5 SP:Iteration 24Q (4438.729227 sec): 3 clusters Score: Raw -443603.076366 + Penalty 4535.656098 = -439067.420267 nChanged 6 SP:Iteration 25Q (4438.782719 sec): 3 clusters Score: Raw -443605.440545 + Penalty 4535.656098 = -439069.784447 nChanged 4 SP:Iteration 26Q (4438.836971 sec): 3 clusters Score: Raw -443606.691989 + Penalty 4535.656098 = -439071.035890 nChanged 1 SP:Iteration 27Q (4438.891254 sec): 3 clusters Score: Raw -443607.173052 + Penalty 4535.656098 = -439071.516953 nChanged 2 SP:Iteration 28Q (4438.945790 sec): 3 clusters Score: Raw -443607.670367 + Penalty 4535.656098 = -439072.014269 nChanged 0 SP:Iteration 29F (4438.999549 sec): 3 clusters Score: Raw -443607.670367 + Penalty 4535.656098 = -439072.014269 nChanged 0 Trying to split cluster 10 (4339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4439.048306 sec): 2 clusters Score: Raw -321913.669047 + Penalty 2211.105385 = -319702.563662 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4439.274703 sec): 3 clusters Score: Raw -319914.818293 + Penalty 4422.210770 = -315492.607523 nChanged 1651 SP:Iteration 1F (4439.410678 sec): 3 clusters Score: Raw -321107.997696 + Penalty 4422.210770 = -316685.786926 nChanged 406 SP:Iteration 2F (4439.508769 sec): 3 clusters Score: Raw -321484.662895 + Penalty 4422.210770 = -317062.452125 nChanged 290 SP:Iteration 3F (4439.670761 sec): 3 clusters Score: Raw -321777.581834 + Penalty 4422.210770 = -317355.371064 nChanged 240 SP:Iteration 4F (4439.753648 sec): 3 clusters Score: Raw -322026.276911 + Penalty 4422.210770 = -317604.066141 nChanged 214 SP:Iteration 5Q (4439.827674 sec): 3 clusters Score: Raw -322220.544497 + Penalty 4422.210770 = -317798.333727 nChanged 176 SP:Iteration 6Q (4439.877095 sec): 3 clusters Score: Raw -322370.218512 + Penalty 4422.210770 = -317948.007742 nChanged 165 SP:Iteration 7Q (4439.927140 sec): 3 clusters Score: Raw -322532.964066 + Penalty 4422.210770 = -318110.753296 nChanged 160 SP:Iteration 8Q (4439.974709 sec): 3 clusters Score: Raw -322677.728033 + Penalty 4422.210770 = -318255.517263 nChanged 158 SP:Iteration 9Q (4440.021987 sec): 3 clusters Score: Raw -322799.331039 + Penalty 4422.210770 = -318377.120269 nChanged 120 SP:Iteration 10Q (4440.069438 sec): 3 clusters Score: Raw -322904.383766 + Penalty 4422.210770 = -318482.172995 nChanged 106 SP:Iteration 11Q (4440.117852 sec): 3 clusters Score: Raw -322965.895916 + Penalty 4422.210770 = -318543.685146 nChanged 93 SP:Iteration 12Q (4440.166760 sec): 3 clusters Score: Raw -323025.501202 + Penalty 4422.210770 = -318603.290432 nChanged 78 SP:Iteration 13Q (4440.215657 sec): 3 clusters Score: Raw -323066.216451 + Penalty 4422.210770 = -318644.005681 nChanged 61 SP:Iteration 14Q (4440.264235 sec): 3 clusters Score: Raw -323092.177630 + Penalty 4422.210770 = -318669.966860 nChanged 41 SP:Iteration 15Q (4440.311735 sec): 3 clusters Score: Raw -323110.906677 + Penalty 4422.210770 = -318688.695907 nChanged 42 SP:Iteration 16Q (4440.359105 sec): 3 clusters Score: Raw -323131.785024 + Penalty 4422.210770 = -318709.574254 nChanged 30 SP:Iteration 17Q (4440.406811 sec): 3 clusters Score: Raw -323144.829424 + Penalty 4422.210770 = -318722.618654 nChanged 22 SP:Iteration 18Q (4440.457174 sec): 3 clusters Score: Raw -323155.050349 + Penalty 4422.210770 = -318732.839579 nChanged 23 SP:Iteration 19Q (4440.507508 sec): 3 clusters Score: Raw -323162.781870 + Penalty 4422.210770 = -318740.571100 nChanged 13 SP:Iteration 20F (4440.557398 sec): 3 clusters Score: Raw -323166.576498 + Penalty 4422.210770 = -318744.365728 nChanged 14 SP:Iteration 21Q (4440.606069 sec): 3 clusters Score: Raw -323172.598910 + Penalty 4422.210770 = -318750.388140 nChanged 18 SP:Iteration 22Q (4440.653296 sec): 3 clusters Score: Raw -323180.227170 + Penalty 4422.210770 = -318758.016400 nChanged 10 SP:Iteration 23Q (4440.700074 sec): 3 clusters Score: Raw -323184.255972 + Penalty 4422.210770 = -318762.045202 nChanged 10 SP:Iteration 24Q (4440.746988 sec): 3 clusters Score: Raw -323186.050489 + Penalty 4422.210770 = -318763.839719 nChanged 3 SP:Iteration 25Q (4440.794596 sec): 3 clusters Score: Raw -323186.895036 + Penalty 4422.210770 = -318764.684266 nChanged 2 SP:Iteration 26Q (4440.845022 sec): 3 clusters Score: Raw -323187.478004 + Penalty 4422.210770 = -318765.267234 nChanged 3 SP:Iteration 27Q (4440.895975 sec): 3 clusters Score: Raw -323188.089373 + Penalty 4422.210770 = -318765.878603 nChanged 2 SP:Iteration 28Q (4440.943444 sec): 3 clusters Score: Raw -323188.414365 + Penalty 4422.210770 = -318766.203595 nChanged 3 SP:Iteration 29Q (4440.990154 sec): 3 clusters Score: Raw -323189.192205 + Penalty 4422.210770 = -318766.981435 nChanged 3 SP:Iteration 30Q (4441.115113 sec): 3 clusters Score: Raw -323190.422029 + Penalty 4422.210770 = -318768.211259 nChanged 3 SP:Iteration 31Q (4441.163783 sec): 3 clusters Score: Raw -323191.653184 + Penalty 4422.210770 = -318769.442414 nChanged 2 SP:Iteration 32Q (4441.324781 sec): 3 clusters Score: Raw -323192.199821 + Penalty 4422.210770 = -318769.989051 nChanged 3 SP:Iteration 33Q (4441.430805 sec): 3 clusters Score: Raw -323192.886925 + Penalty 4422.210770 = -318770.676155 nChanged 4 SP:Iteration 34Q (4441.556825 sec): 3 clusters Score: Raw -323193.968825 + Penalty 4422.210770 = -318771.758055 nChanged 5 SP:Iteration 35Q (4441.716227 sec): 3 clusters Score: Raw -323195.501362 + Penalty 4422.210770 = -318773.290592 nChanged 3 SP:Iteration 36Q (4441.831471 sec): 3 clusters Score: Raw -323196.719389 + Penalty 4422.210770 = -318774.508618 nChanged 3 SP:Iteration 37Q (4441.855611 sec): 3 clusters Score: Raw -323197.502932 + Penalty 4422.210770 = -318775.292162 nChanged 4 SP:Iteration 38Q (4441.905982 sec): 3 clusters Score: Raw -323198.576044 + Penalty 4422.210770 = -318776.365274 nChanged 2 SP:Iteration 39Q (4441.956558 sec): 3 clusters Score: Raw -323199.378192 + Penalty 4422.210770 = -318777.167422 nChanged 1 SP:Iteration 40F (4442.007838 sec): 3 clusters Score: Raw -323199.874599 + Penalty 4422.210770 = -318777.663829 nChanged 1 SP:Iteration 41Q (4442.059644 sec): 3 clusters Score: Raw -323200.049640 + Penalty 4422.210770 = -318777.838870 nChanged 1 SP:Iteration 42Q (4442.110835 sec): 3 clusters Score: Raw -323200.397268 + Penalty 4422.210770 = -318778.186498 nChanged 1 SP:Iteration 43Q (4442.160686 sec): 3 clusters Score: Raw -323200.582653 + Penalty 4422.210770 = -318778.371883 nChanged 0 SP:Iteration 44F (4442.227093 sec): 3 clusters Score: Raw -323200.582653 + Penalty 4422.210770 = -318778.371883 nChanged 0 Time taken for this iteration:557.894364 seconds. 7->11 Clusters: Score -11776291.018451, best is -11780071.406710 Starting from 8 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 8 initial classes randomly. Deleting Class 6 (15014 points): Lose 1542.024507 but Gain 3139.156752 Iteration 0F (4443.808815 sec): 7 clusters Score: Raw -11196619.707002 + Penalty 18834.940511 = -11177784.766491 nChanged 122302 Iteration 1F (4445.378449 sec): 7 clusters Score: Raw -11503055.357616 + Penalty 18834.940511 = -11484220.417104 nChanged 55059 Iteration 2F (4446.812708 sec): 7 clusters Score: Raw -11655254.919066 + Penalty 18834.940511 = -11636419.978555 nChanged 30920 Iteration 3F (4448.170680 sec): 7 clusters Score: Raw -11698962.924748 + Penalty 18834.940511 = -11680127.984237 nChanged 15716 Iteration 4F (4449.470405 sec): 7 clusters Score: Raw -11719485.794690 + Penalty 18834.940511 = -11700650.854179 nChanged 10328 Iteration 5F (4450.721263 sec): 7 clusters Score: Raw -11732051.098367 + Penalty 18834.940511 = -11713216.157856 nChanged 7782 Iteration 6F (4451.976468 sec): 7 clusters Score: Raw -11740680.423023 + Penalty 18834.940511 = -11721845.482512 nChanged 6046 Iteration 7Q (4452.949806 sec): 7 clusters Score: Raw -11745611.710625 + Penalty 18834.940511 = -11726776.770113 nChanged 4998 Iteration 8Q (4453.899605 sec): 7 clusters Score: Raw -11749125.771023 + Penalty 18834.940511 = -11730290.830512 nChanged 4255 Iteration 9Q (4454.886879 sec): 7 clusters Score: Raw -11752286.333518 + Penalty 18834.940511 = -11733451.393006 nChanged 3778 Iteration 10Q (4455.816863 sec): 7 clusters Score: Raw -11755279.735577 + Penalty 18834.940511 = -11736444.795065 nChanged 3577 Iteration 11Q (4456.779061 sec): 7 clusters Score: Raw -11757833.884199 + Penalty 18834.940511 = -11738998.943688 nChanged 3152 Iteration 12Q (4457.719104 sec): 7 clusters Score: Raw -11759774.766429 + Penalty 18834.940511 = -11740939.825918 nChanged 2820 Iteration 13Q (4458.625748 sec): 7 clusters Score: Raw -11761155.068060 + Penalty 18834.940511 = -11742320.127549 nChanged 2471 Iteration 14Q (4459.527579 sec): 7 clusters Score: Raw -11762296.331142 + Penalty 18834.940511 = -11743461.390631 nChanged 2285 Iteration 15Q (4460.426170 sec): 7 clusters Score: Raw -11763400.950284 + Penalty 18834.940511 = -11744566.009773 nChanged 2163 Iteration 16Q (4461.367875 sec): 7 clusters Score: Raw -11764447.187072 + Penalty 18834.940511 = -11745612.246561 nChanged 2042 Iteration 17Q (4462.410296 sec): 7 clusters Score: Raw -11765413.144528 + Penalty 18834.940511 = -11746578.204017 nChanged 1913 Iteration 18Q (4463.373143 sec): 7 clusters Score: Raw -11766187.304534 + Penalty 18834.940511 = -11747352.364023 nChanged 1683 Iteration 19Q (4464.299182 sec): 7 clusters Score: Raw -11766800.639503 + Penalty 18834.940511 = -11747965.698992 nChanged 1432 Writing temp clu file Because OldScore, -11747352.364023, is greater than current (better) Score,-11747965.698992 Compute initial score before splitting: Score: Raw -11766800.639503 + Penalty 18834.940511 = -11747965.698992 Trying to split cluster 1 (16552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4464.514479 sec): 2 clusters Score: Raw -1373449.951609 + Penalty 2564.565226 = -1370885.386383 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4464.673680 sec): 3 clusters Score: Raw -1364150.208779 + Penalty 5129.130452 = -1359021.078327 nChanged 7179 SP:Iteration 1F (4464.754651 sec): 3 clusters Score: Raw -1368898.023938 + Penalty 5129.130452 = -1363768.893487 nChanged 1604 SP:Iteration 2F (4464.852292 sec): 3 clusters Score: Raw -1370623.828102 + Penalty 5129.130452 = -1365494.697650 nChanged 1820 SP:Iteration 3F (4464.957909 sec): 3 clusters Score: Raw -1372864.533889 + Penalty 5129.130452 = -1367735.403437 nChanged 1600 SP:Iteration 4F (4465.054407 sec): 3 clusters Score: Raw -1374510.632108 + Penalty 5129.130452 = -1369381.501656 nChanged 1112 SP:Iteration 5F (4465.147651 sec): 3 clusters Score: Raw -1375374.453461 + Penalty 5129.130452 = -1370245.323009 nChanged 754 SP:Iteration 6Q (4465.246565 sec): 3 clusters Score: Raw -1375865.175774 + Penalty 5129.130452 = -1370736.045322 nChanged 533 SP:Iteration 7Q (4465.355157 sec): 3 clusters Score: Raw -1376172.084693 + Penalty 5129.130452 = -1371042.954241 nChanged 392 SP:Iteration 8Q (4465.448150 sec): 3 clusters Score: Raw -1376375.075259 + Penalty 5129.130452 = -1371245.944807 nChanged 342 SP:Iteration 9Q (4465.555661 sec): 3 clusters Score: Raw -1376536.767591 + Penalty 5129.130452 = -1371407.637139 nChanged 281 SP:Iteration 10Q (4465.653037 sec): 3 clusters Score: Raw -1376658.637827 + Penalty 5129.130452 = -1371529.507375 nChanged 274 SP:Iteration 11Q (4465.743616 sec): 3 clusters Score: Raw -1376771.946029 + Penalty 5129.130452 = -1371642.815577 nChanged 244 SP:Iteration 12Q (4465.844022 sec): 3 clusters Score: Raw -1376863.630323 + Penalty 5129.130452 = -1371734.499872 nChanged 217 SP:Iteration 13Q (4465.946141 sec): 3 clusters Score: Raw -1376939.439176 + Penalty 5129.130452 = -1371810.308725 nChanged 199 SP:Iteration 14Q (4466.041212 sec): 3 clusters Score: Raw -1377006.368304 + Penalty 5129.130452 = -1371877.237852 nChanged 199 SP:Iteration 15Q (4466.130123 sec): 3 clusters Score: Raw -1377078.815658 + Penalty 5129.130452 = -1371949.685206 nChanged 199 SP:Iteration 16Q (4466.232318 sec): 3 clusters Score: Raw -1377140.470757 + Penalty 5129.130452 = -1372011.340305 nChanged 169 SP:Iteration 17Q (4466.334269 sec): 3 clusters Score: Raw -1377191.864743 + Penalty 5129.130452 = -1372062.734291 nChanged 166 SP:Iteration 18Q (4466.427728 sec): 3 clusters Score: Raw -1377237.065445 + Penalty 5129.130452 = -1372107.934993 nChanged 155 SP:Iteration 19Q (4466.575617 sec): 3 clusters Score: Raw -1377278.910141 + Penalty 5129.130452 = -1372149.779689 nChanged 144 SP:Iteration 20F (4466.683129 sec): 3 clusters Score: Raw -1377317.344153 + Penalty 5129.130452 = -1372188.213701 nChanged 135 SP:Iteration 21Q (4466.780445 sec): 3 clusters Score: Raw -1377348.759247 + Penalty 5129.130452 = -1372219.628795 nChanged 101 SP:Iteration 22Q (4466.886757 sec): 3 clusters Score: Raw -1377370.570777 + Penalty 5129.130452 = -1372241.440325 nChanged 106 SP:Iteration 23Q (4467.117795 sec): 3 clusters Score: Raw -1377391.664639 + Penalty 5129.130452 = -1372262.534188 nChanged 89 SP:Iteration 24Q (4467.324768 sec): 3 clusters Score: Raw -1377408.115149 + Penalty 5129.130452 = -1372278.984697 nChanged 103 SP:Iteration 25Q (4467.401649 sec): 3 clusters Score: Raw -1377428.052811 + Penalty 5129.130452 = -1372298.922359 nChanged 99 SP:Iteration 26Q (4467.486738 sec): 3 clusters Score: Raw -1377444.965972 + Penalty 5129.130452 = -1372315.835520 nChanged 83 SP:Iteration 27Q (4467.593533 sec): 3 clusters Score: Raw -1377458.824938 + Penalty 5129.130452 = -1372329.694486 nChanged 77 SP:Iteration 28Q (4467.686405 sec): 3 clusters Score: Raw -1377473.044412 + Penalty 5129.130452 = -1372343.913960 nChanged 70 SP:Iteration 29Q (4467.779498 sec): 3 clusters Score: Raw -1377485.407452 + Penalty 5129.130452 = -1372356.277000 nChanged 65 SP:Iteration 30Q (4467.874162 sec): 3 clusters Score: Raw -1377495.398289 + Penalty 5129.130452 = -1372366.267837 nChanged 48 SP:Iteration 31Q (4467.975188 sec): 3 clusters Score: Raw -1377502.412318 + Penalty 5129.130452 = -1372373.281867 nChanged 41 SP:Iteration 32Q (4468.074893 sec): 3 clusters Score: Raw -1377508.230538 + Penalty 5129.130452 = -1372379.100086 nChanged 37 SP:Iteration 33Q (4468.164284 sec): 3 clusters Score: Raw -1377513.142746 + Penalty 5129.130452 = -1372384.012295 nChanged 33 SP:Iteration 34Q (4468.255443 sec): 3 clusters Score: Raw -1377517.116820 + Penalty 5129.130452 = -1372387.986368 nChanged 31 SP:Iteration 35Q (4468.435607 sec): 3 clusters Score: Raw -1377520.876764 + Penalty 5129.130452 = -1372391.746312 nChanged 32 SP:Iteration 36Q (4468.623772 sec): 3 clusters Score: Raw -1377524.897718 + Penalty 5129.130452 = -1372395.767266 nChanged 23 SP:Iteration 37Q (4468.762446 sec): 3 clusters Score: Raw -1377527.594069 + Penalty 5129.130452 = -1372398.463617 nChanged 26 SP:Iteration 38Q (4468.931707 sec): 3 clusters Score: Raw -1377531.006507 + Penalty 5129.130452 = -1372401.876055 nChanged 23 SP:Iteration 39Q (4469.108731 sec): 3 clusters Score: Raw -1377533.519918 + Penalty 5129.130452 = -1372404.389466 nChanged 20 SP:Iteration 40F (4469.295187 sec): 3 clusters Score: Raw -1377535.609438 + Penalty 5129.130452 = -1372406.478986 nChanged 21 SP:Iteration 41Q (4469.463419 sec): 3 clusters Score: Raw -1377537.867335 + Penalty 5129.130452 = -1372408.736884 nChanged 26 SP:Iteration 42Q (4469.656892 sec): 3 clusters Score: Raw -1377541.486921 + Penalty 5129.130452 = -1372412.356469 nChanged 29 SP:Iteration 43Q (4469.842242 sec): 3 clusters Score: Raw -1377544.896034 + Penalty 5129.130452 = -1372415.765582 nChanged 22 SP:Iteration 44Q (4469.995726 sec): 3 clusters Score: Raw -1377546.971068 + Penalty 5129.130452 = -1372417.840617 nChanged 18 SP:Iteration 45Q (4470.191397 sec): 3 clusters Score: Raw -1377548.954559 + Penalty 5129.130452 = -1372419.824107 nChanged 22 SP:Iteration 46Q (4470.345602 sec): 3 clusters Score: Raw -1377551.239002 + Penalty 5129.130452 = -1372422.108550 nChanged 17 SP:Iteration 47Q (4470.426072 sec): 3 clusters Score: Raw -1377552.763851 + Penalty 5129.130452 = -1372423.633399 nChanged 17 SP:Iteration 48Q (4470.511212 sec): 3 clusters Score: Raw -1377554.477783 + Penalty 5129.130452 = -1372425.347331 nChanged 18 SP:Iteration 49Q (4470.621202 sec): 3 clusters Score: Raw -1377556.447724 + Penalty 5129.130452 = -1372427.317272 nChanged 8 SP:Iteration 50Q (4470.729777 sec): 3 clusters Score: Raw -1377557.174932 + Penalty 5129.130452 = -1372428.044481 nChanged 9 SP:Iteration 51Q (4470.838469 sec): 3 clusters Score: Raw -1377557.921915 + Penalty 5129.130452 = -1372428.791464 nChanged 11 SP:Iteration 52Q (4470.943537 sec): 3 clusters Score: Raw -1377558.929403 + Penalty 5129.130452 = -1372429.798951 nChanged 9 SP:Iteration 53Q (4471.057308 sec): 3 clusters Score: Raw -1377559.619372 + Penalty 5129.130452 = -1372430.488921 nChanged 11 SP:Iteration 54Q (4471.290364 sec): 3 clusters Score: Raw -1377560.431618 + Penalty 5129.130452 = -1372431.301166 nChanged 7 SP:Iteration 55Q (4471.463315 sec): 3 clusters Score: Raw -1377561.160973 + Penalty 5129.130452 = -1372432.030521 nChanged 7 SP:Iteration 56Q (4471.649849 sec): 3 clusters Score: Raw -1377561.824050 + Penalty 5129.130452 = -1372432.693598 nChanged 6 SP:Iteration 57Q (4471.766911 sec): 3 clusters Score: Raw -1377562.424680 + Penalty 5129.130452 = -1372433.294229 nChanged 4 SP:Iteration 58Q (4471.877761 sec): 3 clusters Score: Raw -1377562.855320 + Penalty 5129.130452 = -1372433.724868 nChanged 4 SP:Iteration 59Q (4471.986028 sec): 3 clusters Score: Raw -1377563.308748 + Penalty 5129.130452 = -1372434.178296 nChanged 6 SP:Iteration 60F (4472.095554 sec): 3 clusters Score: Raw -1377563.833113 + Penalty 5129.130452 = -1372434.702661 nChanged 8 SP:Iteration 61Q (4472.201773 sec): 3 clusters Score: Raw -1377564.596217 + Penalty 5129.130452 = -1372435.465766 nChanged 10 SP:Iteration 62Q (4472.310661 sec): 3 clusters Score: Raw -1377565.670885 + Penalty 5129.130452 = -1372436.540433 nChanged 7 SP:Iteration 63Q (4472.419936 sec): 3 clusters Score: Raw -1377566.189673 + Penalty 5129.130452 = -1372437.059221 nChanged 6 SP:Iteration 64Q (4472.528590 sec): 3 clusters Score: Raw -1377566.715050 + Penalty 5129.130452 = -1372437.584598 nChanged 4 SP:Iteration 65Q (4472.637153 sec): 3 clusters Score: Raw -1377567.044303 + Penalty 5129.130452 = -1372437.913851 nChanged 5 SP:Iteration 66Q (4472.745923 sec): 3 clusters Score: Raw -1377567.649841 + Penalty 5129.130452 = -1372438.519389 nChanged 9 SP:Iteration 67Q (4472.869084 sec): 3 clusters Score: Raw -1377568.650234 + Penalty 5129.130452 = -1372439.519782 nChanged 8 SP:Iteration 68Q (4472.985949 sec): 3 clusters Score: Raw -1377569.321127 + Penalty 5129.130452 = -1372440.190675 nChanged 7 SP:Iteration 69Q (4473.092169 sec): 3 clusters Score: Raw -1377570.295289 + Penalty 5129.130452 = -1372441.164838 nChanged 11 SP:Iteration 70Q (4473.218009 sec): 3 clusters Score: Raw -1377571.154264 + Penalty 5129.130452 = -1372442.023812 nChanged 5 SP:Iteration 71Q (4473.355588 sec): 3 clusters Score: Raw -1377571.657506 + Penalty 5129.130452 = -1372442.527054 nChanged 5 SP:Iteration 72Q (4473.494730 sec): 3 clusters Score: Raw -1377572.076480 + Penalty 5129.130452 = -1372442.946029 nChanged 8 SP:Iteration 73Q (4473.597472 sec): 3 clusters Score: Raw -1377572.693895 + Penalty 5129.130452 = -1372443.563443 nChanged 5 SP:Iteration 74Q (4473.713023 sec): 3 clusters Score: Raw -1377573.151177 + Penalty 5129.130452 = -1372444.020725 nChanged 8 SP:Iteration 75Q (4473.821146 sec): 3 clusters Score: Raw -1377573.945743 + Penalty 5129.130452 = -1372444.815292 nChanged 7 SP:Iteration 76Q (4473.929846 sec): 3 clusters Score: Raw -1377574.587674 + Penalty 5129.130452 = -1372445.457222 nChanged 3 SP:Iteration 77Q (4474.038284 sec): 3 clusters Score: Raw -1377574.780400 + Penalty 5129.130452 = -1372445.649948 nChanged 1 SP:Iteration 78Q (4474.146828 sec): 3 clusters Score: Raw -1377574.850178 + Penalty 5129.130452 = -1372445.719726 nChanged 1 SP:Iteration 79Q (4474.255080 sec): 3 clusters Score: Raw -1377574.944375 + Penalty 5129.130452 = -1372445.813923 nChanged 2 SP:Iteration 80F (4474.363397 sec): 3 clusters Score: Raw -1377575.125277 + Penalty 5129.130452 = -1372445.994825 nChanged 4 SP:Iteration 81Q (4474.488943 sec): 3 clusters Score: Raw -1377575.483200 + Penalty 5129.130452 = -1372446.352748 nChanged 3 SP:Iteration 82Q (4474.609205 sec): 3 clusters Score: Raw -1377575.756903 + Penalty 5129.130452 = -1372446.626451 nChanged 1 SP:Iteration 83Q (4474.716416 sec): 3 clusters Score: Raw -1377575.804530 + Penalty 5129.130452 = -1372446.674078 nChanged 1 SP:Iteration 84Q (4474.826022 sec): 3 clusters Score: Raw -1377575.861559 + Penalty 5129.130452 = -1372446.731108 nChanged 1 SP:Iteration 85Q (4474.940354 sec): 3 clusters Score: Raw -1377575.906471 + Penalty 5129.130452 = -1372446.776019 nChanged 1 SP:Iteration 86Q (4475.137295 sec): 3 clusters Score: Raw -1377576.099890 + Penalty 5129.130452 = -1372446.969439 nChanged 0 SP:Iteration 87F (4475.346967 sec): 3 clusters Score: Raw -1377576.099890 + Penalty 5129.130452 = -1372446.969439 nChanged 0 Score: Raw -11771169.119139 + Penalty 21974.097263 = -11749195.021876 Splitting cluster 1 changes total score from -11747965.698992 to -11749195.021876 So it's getting split into cluster 6. Trying to split cluster 2 (15919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4476.946308 sec): 2 clusters Score: Raw -1195178.870964 + Penalty 2554.270922 = -1192624.600042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4477.066981 sec): 3 clusters Score: Raw -1186157.851925 + Penalty 5108.541844 = -1181049.310081 nChanged 6946 SP:Iteration 1F (4477.186267 sec): 3 clusters Score: Raw -1190598.456502 + Penalty 5108.541844 = -1185489.914658 nChanged 1541 SP:Iteration 2F (4477.292806 sec): 3 clusters Score: Raw -1192820.395128 + Penalty 5108.541844 = -1187711.853285 nChanged 1756 SP:Iteration 3F (4477.402896 sec): 3 clusters Score: Raw -1195367.489561 + Penalty 5108.541844 = -1190258.947717 nChanged 1603 SP:Iteration 4F (4477.522398 sec): 3 clusters Score: Raw -1196954.935040 + Penalty 5108.541844 = -1191846.393196 nChanged 1070 SP:Iteration 5F (4477.621795 sec): 3 clusters Score: Raw -1197885.455914 + Penalty 5108.541844 = -1192776.914070 nChanged 792 SP:Iteration 6Q (4477.727344 sec): 3 clusters Score: Raw -1198597.884335 + Penalty 5108.541844 = -1193489.342491 nChanged 570 SP:Iteration 7Q (4477.840499 sec): 3 clusters Score: Raw -1199062.810655 + Penalty 5108.541844 = -1193954.268812 nChanged 388 SP:Iteration 8Q (4477.962814 sec): 3 clusters Score: Raw -1199369.807946 + Penalty 5108.541844 = -1194261.266102 nChanged 269 SP:Iteration 9Q (4478.060516 sec): 3 clusters Score: Raw -1199562.930610 + Penalty 5108.541844 = -1194454.388767 nChanged 187 SP:Iteration 10Q (4478.271427 sec): 3 clusters Score: Raw -1199685.016180 + Penalty 5108.541844 = -1194576.474336 nChanged 160 SP:Iteration 11Q (4478.451859 sec): 3 clusters Score: Raw -1199781.018033 + Penalty 5108.541844 = -1194672.476189 nChanged 132 SP:Iteration 12Q (4478.533098 sec): 3 clusters Score: Raw -1199873.403637 + Penalty 5108.541844 = -1194764.861794 nChanged 123 SP:Iteration 13Q (4478.624147 sec): 3 clusters Score: Raw -1200007.042094 + Penalty 5108.541844 = -1194898.500250 nChanged 151 SP:Iteration 14Q (4478.732459 sec): 3 clusters Score: Raw -1200233.110192 + Penalty 5108.541844 = -1195124.568348 nChanged 190 SP:Iteration 15Q (4478.844967 sec): 3 clusters Score: Raw -1200593.194169 + Penalty 5108.541844 = -1195484.652325 nChanged 248 SP:Iteration 16Q (4478.958208 sec): 3 clusters Score: Raw -1201012.096758 + Penalty 5108.541844 = -1195903.554914 nChanged 266 SP:Iteration 17Q (4479.055682 sec): 3 clusters Score: Raw -1201335.311645 + Penalty 5108.541844 = -1196226.769801 nChanged 230 SP:Iteration 18Q (4479.161090 sec): 3 clusters Score: Raw -1201521.033670 + Penalty 5108.541844 = -1196412.491826 nChanged 181 SP:Iteration 19Q (4479.280260 sec): 3 clusters Score: Raw -1201620.203037 + Penalty 5108.541844 = -1196511.661193 nChanged 126 SP:Iteration 20F (4479.379071 sec): 3 clusters Score: Raw -1201683.908083 + Penalty 5108.541844 = -1196575.366239 nChanged 99 SP:Iteration 21Q (4479.480037 sec): 3 clusters Score: Raw -1201741.431889 + Penalty 5108.541844 = -1196632.890045 nChanged 91 SP:Iteration 22Q (4479.581875 sec): 3 clusters Score: Raw -1201792.311093 + Penalty 5108.541844 = -1196683.769249 nChanged 74 SP:Iteration 23Q (4479.691886 sec): 3 clusters Score: Raw -1201839.853038 + Penalty 5108.541844 = -1196731.311194 nChanged 68 SP:Iteration 24Q (4479.807881 sec): 3 clusters Score: Raw -1201865.870922 + Penalty 5108.541844 = -1196757.329078 nChanged 43 SP:Iteration 25Q (4480.002765 sec): 3 clusters Score: Raw -1201879.680073 + Penalty 5108.541844 = -1196771.138229 nChanged 42 SP:Iteration 26Q (4480.193977 sec): 3 clusters Score: Raw -1201889.949207 + Penalty 5108.541844 = -1196781.407364 nChanged 22 SP:Iteration 27Q (4480.370070 sec): 3 clusters Score: Raw -1201894.649554 + Penalty 5108.541844 = -1196786.107710 nChanged 13 SP:Iteration 28Q (4480.470999 sec): 3 clusters Score: Raw -1201896.981269 + Penalty 5108.541844 = -1196788.439425 nChanged 13 SP:Iteration 29Q (4480.578843 sec): 3 clusters Score: Raw -1201899.472166 + Penalty 5108.541844 = -1196790.930322 nChanged 9 SP:Iteration 30Q (4480.685425 sec): 3 clusters Score: Raw -1201900.790435 + Penalty 5108.541844 = -1196792.248591 nChanged 5 SP:Iteration 31Q (4480.805532 sec): 3 clusters Score: Raw -1201901.896258 + Penalty 5108.541844 = -1196793.354415 nChanged 6 SP:Iteration 32Q (4480.900138 sec): 3 clusters Score: Raw -1201902.409538 + Penalty 5108.541844 = -1196793.867695 nChanged 3 SP:Iteration 33Q (4481.000539 sec): 3 clusters Score: Raw -1201902.672671 + Penalty 5108.541844 = -1196794.130827 nChanged 3 SP:Iteration 34Q (4481.101021 sec): 3 clusters Score: Raw -1201903.476297 + Penalty 5108.541844 = -1196794.934454 nChanged 1 SP:Iteration 35Q (4481.210306 sec): 3 clusters Score: Raw -1201903.648749 + Penalty 5108.541844 = -1196795.106905 nChanged 0 SP:Iteration 36F (4481.329975 sec): 3 clusters Score: Raw -1201903.648749 + Penalty 5108.541844 = -1196795.106905 nChanged 0 Score: Raw -11777893.896924 + Penalty 25113.254015 = -11752780.642909 Splitting cluster 2 changes total score from -11747965.698992 to -11752780.642909 So it's getting split into cluster 8. Trying to split cluster 3 (7469 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4483.166891 sec): 2 clusters Score: Raw -495413.878589 + Penalty 2354.488330 = -493059.390259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4483.267966 sec): 3 clusters Score: Raw -491668.249944 + Penalty 4708.976659 = -486959.273285 nChanged 3046 SP:Iteration 1F (4483.339875 sec): 3 clusters Score: Raw -493916.456775 + Penalty 4708.976659 = -489207.480116 nChanged 800 SP:Iteration 2F (4483.394683 sec): 3 clusters Score: Raw -494929.333618 + Penalty 4708.976659 = -490220.356959 nChanged 738 SP:Iteration 3F (4483.448778 sec): 3 clusters Score: Raw -496145.100144 + Penalty 4708.976659 = -491436.123484 nChanged 713 SP:Iteration 4F (4483.507314 sec): 3 clusters Score: Raw -497363.418949 + Penalty 4708.976659 = -492654.442290 nChanged 629 SP:Iteration 5F (4483.579116 sec): 3 clusters Score: Raw -498435.575444 + Penalty 4708.976659 = -493726.598784 nChanged 478 SP:Iteration 6F (4483.656713 sec): 3 clusters Score: Raw -499056.416904 + Penalty 4708.976659 = -494347.440245 nChanged 336 SP:Iteration 7Q (4483.732879 sec): 3 clusters Score: Raw -499438.294061 + Penalty 4708.976659 = -494729.317402 nChanged 229 SP:Iteration 8Q (4483.792486 sec): 3 clusters Score: Raw -499571.861773 + Penalty 4708.976659 = -494862.885114 nChanged 132 SP:Iteration 9Q (4483.852096 sec): 3 clusters Score: Raw -499666.297798 + Penalty 4708.976659 = -494957.321139 nChanged 114 SP:Iteration 10Q (4483.919243 sec): 3 clusters Score: Raw -499766.194414 + Penalty 4708.976659 = -495057.217754 nChanged 113 SP:Iteration 11Q (4483.988190 sec): 3 clusters Score: Raw -499877.024017 + Penalty 4708.976659 = -495168.047358 nChanged 105 SP:Iteration 12Q (4484.055715 sec): 3 clusters Score: Raw -499953.628647 + Penalty 4708.976659 = -495244.651988 nChanged 96 SP:Iteration 13Q (4484.122616 sec): 3 clusters Score: Raw -500031.583453 + Penalty 4708.976659 = -495322.606793 nChanged 75 SP:Iteration 14Q (4484.187838 sec): 3 clusters Score: Raw -500075.872967 + Penalty 4708.976659 = -495366.896308 nChanged 62 SP:Iteration 15Q (4484.251009 sec): 3 clusters Score: Raw -500107.848131 + Penalty 4708.976659 = -495398.871471 nChanged 47 SP:Iteration 16Q (4484.391475 sec): 3 clusters Score: Raw -500135.687650 + Penalty 4708.976659 = -495426.710991 nChanged 42 SP:Iteration 17Q (4484.533190 sec): 3 clusters Score: Raw -500168.187979 + Penalty 4708.976659 = -495459.211320 nChanged 43 SP:Iteration 18Q (4484.699131 sec): 3 clusters Score: Raw -500186.216477 + Penalty 4708.976659 = -495477.239818 nChanged 44 SP:Iteration 19Q (4484.799279 sec): 3 clusters Score: Raw -500209.888054 + Penalty 4708.976659 = -495500.911395 nChanged 50 SP:Iteration 20F (4484.942314 sec): 3 clusters Score: Raw -500232.801296 + Penalty 4708.976659 = -495523.824637 nChanged 42 SP:Iteration 21Q (4484.998396 sec): 3 clusters Score: Raw -500255.895883 + Penalty 4708.976659 = -495546.919224 nChanged 53 SP:Iteration 22Q (4485.058428 sec): 3 clusters Score: Raw -500278.401321 + Penalty 4708.976659 = -495569.424662 nChanged 60 SP:Iteration 23Q (4485.123382 sec): 3 clusters Score: Raw -500300.513385 + Penalty 4708.976659 = -495591.536726 nChanged 46 SP:Iteration 24Q (4485.188793 sec): 3 clusters Score: Raw -500329.906384 + Penalty 4708.976659 = -495620.929724 nChanged 64 SP:Iteration 25Q (4485.256208 sec): 3 clusters Score: Raw -500383.087175 + Penalty 4708.976659 = -495674.110516 nChanged 65 SP:Iteration 26Q (4485.327313 sec): 3 clusters Score: Raw -500438.509377 + Penalty 4708.976659 = -495729.532717 nChanged 67 SP:Iteration 27Q (4485.398655 sec): 3 clusters Score: Raw -500511.362436 + Penalty 4708.976659 = -495802.385776 nChanged 82 SP:Iteration 28Q (4485.461957 sec): 3 clusters Score: Raw -500588.950773 + Penalty 4708.976659 = -495879.974113 nChanged 74 SP:Iteration 29Q (4485.523033 sec): 3 clusters Score: Raw -500636.024096 + Penalty 4708.976659 = -495927.047437 nChanged 63 SP:Iteration 30Q (4485.587218 sec): 3 clusters Score: Raw -500699.224971 + Penalty 4708.976659 = -495990.248311 nChanged 55 SP:Iteration 31Q (4485.653652 sec): 3 clusters Score: Raw -500756.378947 + Penalty 4708.976659 = -496047.402287 nChanged 61 SP:Iteration 32Q (4485.718946 sec): 3 clusters Score: Raw -500801.696962 + Penalty 4708.976659 = -496092.720302 nChanged 57 SP:Iteration 33Q (4485.781978 sec): 3 clusters Score: Raw -500832.414601 + Penalty 4708.976659 = -496123.437941 nChanged 51 SP:Iteration 34Q (4485.844546 sec): 3 clusters Score: Raw -500852.549724 + Penalty 4708.976659 = -496143.573065 nChanged 46 SP:Iteration 35Q (4485.909005 sec): 3 clusters Score: Raw -500871.071334 + Penalty 4708.976659 = -496162.094674 nChanged 31 SP:Iteration 36Q (4485.976989 sec): 3 clusters Score: Raw -500879.708739 + Penalty 4708.976659 = -496170.732080 nChanged 19 SP:Iteration 37Q (4486.048120 sec): 3 clusters Score: Raw -500885.873760 + Penalty 4708.976659 = -496176.897101 nChanged 16 SP:Iteration 38Q (4486.118937 sec): 3 clusters Score: Raw -500890.634695 + Penalty 4708.976659 = -496181.658036 nChanged 8 SP:Iteration 39Q (4486.179700 sec): 3 clusters Score: Raw -500893.246056 + Penalty 4708.976659 = -496184.269397 nChanged 5 SP:Iteration 40F (4486.241757 sec): 3 clusters Score: Raw -500905.690703 + Penalty 4708.976659 = -496196.714044 nChanged 6 SP:Iteration 41Q (4486.307385 sec): 3 clusters Score: Raw -500911.249878 + Penalty 4708.976659 = -496202.273219 nChanged 11 SP:Iteration 42Q (4486.438810 sec): 3 clusters Score: Raw -500918.521971 + Penalty 4708.976659 = -496209.545311 nChanged 16 SP:Iteration 43Q (4486.500802 sec): 3 clusters Score: Raw -500932.415598 + Penalty 4708.976659 = -496223.438939 nChanged 17 SP:Iteration 44Q (4486.614127 sec): 3 clusters Score: Raw -500945.332179 + Penalty 4708.976659 = -496236.355520 nChanged 23 SP:Iteration 45Q (4486.677236 sec): 3 clusters Score: Raw -500963.839088 + Penalty 4708.976659 = -496254.862429 nChanged 33 SP:Iteration 46Q (4486.740946 sec): 3 clusters Score: Raw -500985.508650 + Penalty 4708.976659 = -496276.531991 nChanged 40 SP:Iteration 47Q (4486.957193 sec): 3 clusters Score: Raw -501013.010378 + Penalty 4708.976659 = -496304.033718 nChanged 39 SP:Iteration 48Q (4487.077346 sec): 3 clusters Score: Raw -501036.767039 + Penalty 4708.976659 = -496327.790379 nChanged 26 SP:Iteration 49Q (4487.249318 sec): 3 clusters Score: Raw -501049.081478 + Penalty 4708.976659 = -496340.104818 nChanged 26 SP:Iteration 50Q (4487.405942 sec): 3 clusters Score: Raw -501059.079826 + Penalty 4708.976659 = -496350.103167 nChanged 22 SP:Iteration 51Q (4487.506706 sec): 3 clusters Score: Raw -501067.644541 + Penalty 4708.976659 = -496358.667881 nChanged 16 SP:Iteration 52Q (4487.577264 sec): 3 clusters Score: Raw -501074.452007 + Penalty 4708.976659 = -496365.475348 nChanged 16 SP:Iteration 53Q (4487.640327 sec): 3 clusters Score: Raw -501079.426646 + Penalty 4708.976659 = -496370.449987 nChanged 12 SP:Iteration 54Q (4487.698650 sec): 3 clusters Score: Raw -501082.325887 + Penalty 4708.976659 = -496373.349228 nChanged 14 SP:Iteration 55Q (4487.756513 sec): 3 clusters Score: Raw -501085.923870 + Penalty 4708.976659 = -496376.947211 nChanged 7 SP:Iteration 56Q (4487.821743 sec): 3 clusters Score: Raw -501087.478222 + Penalty 4708.976659 = -496378.501563 nChanged 6 SP:Iteration 57Q (4487.891769 sec): 3 clusters Score: Raw -501089.200201 + Penalty 4708.976659 = -496380.223542 nChanged 9 SP:Iteration 58Q (4487.958892 sec): 3 clusters Score: Raw -501092.853534 + Penalty 4708.976659 = -496383.876874 nChanged 11 SP:Iteration 59Q (4488.023522 sec): 3 clusters Score: Raw -501094.550019 + Penalty 4708.976659 = -496385.573360 nChanged 4 SP:Iteration 60F (4488.095718 sec): 3 clusters Score: Raw -501095.361760 + Penalty 4708.976659 = -496386.385100 nChanged 3 SP:Iteration 61Q (4488.166503 sec): 3 clusters Score: Raw -501096.057946 + Penalty 4708.976659 = -496387.081286 nChanged 5 SP:Iteration 62Q (4488.227305 sec): 3 clusters Score: Raw -501097.040130 + Penalty 4708.976659 = -496388.063470 nChanged 2 SP:Iteration 63Q (4488.288530 sec): 3 clusters Score: Raw -501097.385413 + Penalty 4708.976659 = -496388.408753 nChanged 1 SP:Iteration 64Q (4488.353404 sec): 3 clusters Score: Raw -501097.499818 + Penalty 4708.976659 = -496388.523158 nChanged 0 SP:Iteration 65F (4488.420955 sec): 3 clusters Score: Raw -501097.499818 + Penalty 4708.976659 = -496388.523158 nChanged 0 Score: Raw -11783577.518153 + Penalty 28252.410767 = -11755325.107386 Splitting cluster 3 changes total score from -11747965.698992 to -11755325.107386 So it's getting split into cluster 9. Trying to split cluster 4 (9145 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4490.422716 sec): 2 clusters Score: Raw -672460.981790 + Penalty 2407.934116 = -670053.047674 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4490.500769 sec): 3 clusters Score: Raw -667697.964571 + Penalty 4815.868232 = -662882.096339 nChanged 3794 SP:Iteration 1F (4490.586224 sec): 3 clusters Score: Raw -670532.867900 + Penalty 4815.868232 = -665716.999668 nChanged 1006 SP:Iteration 2F (4490.661972 sec): 3 clusters Score: Raw -671838.685831 + Penalty 4815.868232 = -667022.817599 nChanged 918 SP:Iteration 3F (4490.736917 sec): 3 clusters Score: Raw -673150.086006 + Penalty 4815.868232 = -668334.217774 nChanged 854 SP:Iteration 4F (4490.810549 sec): 3 clusters Score: Raw -674293.145285 + Penalty 4815.868232 = -669477.277053 nChanged 682 SP:Iteration 5F (4490.889347 sec): 3 clusters Score: Raw -675043.532165 + Penalty 4815.868232 = -670227.663933 nChanged 501 SP:Iteration 6F (4490.967645 sec): 3 clusters Score: Raw -675396.943826 + Penalty 4815.868232 = -670581.075593 nChanged 314 SP:Iteration 7Q (4491.043384 sec): 3 clusters Score: Raw -675575.781430 + Penalty 4815.868232 = -670759.913198 nChanged 202 SP:Iteration 8Q (4491.119504 sec): 3 clusters Score: Raw -675683.636344 + Penalty 4815.868232 = -670867.768111 nChanged 157 SP:Iteration 9Q (4491.191379 sec): 3 clusters Score: Raw -675744.519721 + Penalty 4815.868232 = -670928.651489 nChanged 104 SP:Iteration 10Q (4491.344282 sec): 3 clusters Score: Raw -675784.727795 + Penalty 4815.868232 = -670968.859563 nChanged 79 SP:Iteration 11Q (4491.524665 sec): 3 clusters Score: Raw -675809.965322 + Penalty 4815.868232 = -670994.097089 nChanged 89 SP:Iteration 12Q (4491.679548 sec): 3 clusters Score: Raw -675837.443390 + Penalty 4815.868232 = -671021.575158 nChanged 77 SP:Iteration 13Q (4491.790053 sec): 3 clusters Score: Raw -675867.197553 + Penalty 4815.868232 = -671051.329321 nChanged 88 SP:Iteration 14Q (4491.883814 sec): 3 clusters Score: Raw -675906.660382 + Penalty 4815.868232 = -671090.792150 nChanged 67 SP:Iteration 15Q (4491.965286 sec): 3 clusters Score: Raw -675937.927043 + Penalty 4815.868232 = -671122.058811 nChanged 65 SP:Iteration 16Q (4492.037647 sec): 3 clusters Score: Raw -675966.567433 + Penalty 4815.868232 = -671150.699201 nChanged 62 SP:Iteration 17Q (4492.110026 sec): 3 clusters Score: Raw -675996.884439 + Penalty 4815.868232 = -671181.016207 nChanged 61 SP:Iteration 18Q (4492.183113 sec): 3 clusters Score: Raw -676021.029605 + Penalty 4815.868232 = -671205.161373 nChanged 58 SP:Iteration 19Q (4492.262087 sec): 3 clusters Score: Raw -676042.533452 + Penalty 4815.868232 = -671226.665220 nChanged 53 SP:Iteration 20F (4492.340596 sec): 3 clusters Score: Raw -676062.572797 + Penalty 4815.868232 = -671246.704565 nChanged 48 SP:Iteration 21Q (4492.415148 sec): 3 clusters Score: Raw -676077.680535 + Penalty 4815.868232 = -671261.812303 nChanged 42 SP:Iteration 22Q (4492.489930 sec): 3 clusters Score: Raw -676091.928138 + Penalty 4815.868232 = -671276.059906 nChanged 43 SP:Iteration 23Q (4492.565369 sec): 3 clusters Score: Raw -676103.614948 + Penalty 4815.868232 = -671287.746716 nChanged 25 SP:Iteration 24Q (4492.641009 sec): 3 clusters Score: Raw -676108.209114 + Penalty 4815.868232 = -671292.340881 nChanged 15 SP:Iteration 25Q (4492.712167 sec): 3 clusters Score: Raw -676110.681843 + Penalty 4815.868232 = -671294.813611 nChanged 11 SP:Iteration 26Q (4492.780174 sec): 3 clusters Score: Raw -676112.060636 + Penalty 4815.868232 = -671296.192404 nChanged 8 SP:Iteration 27Q (4492.856338 sec): 3 clusters Score: Raw -676113.793625 + Penalty 4815.868232 = -671297.925393 nChanged 10 SP:Iteration 28Q (4492.929668 sec): 3 clusters Score: Raw -676115.422620 + Penalty 4815.868232 = -671299.554388 nChanged 7 SP:Iteration 29Q (4492.997567 sec): 3 clusters Score: Raw -676116.729644 + Penalty 4815.868232 = -671300.861412 nChanged 10 SP:Iteration 30Q (4493.072077 sec): 3 clusters Score: Raw -676118.578737 + Penalty 4815.868232 = -671302.710505 nChanged 9 SP:Iteration 31Q (4493.149458 sec): 3 clusters Score: Raw -676120.254873 + Penalty 4815.868232 = -671304.386641 nChanged 8 SP:Iteration 32Q (4493.224483 sec): 3 clusters Score: Raw -676121.521600 + Penalty 4815.868232 = -671305.653368 nChanged 8 SP:Iteration 33Q (4493.323166 sec): 3 clusters Score: Raw -676123.100075 + Penalty 4815.868232 = -671307.231843 nChanged 13 SP:Iteration 34Q (4493.398266 sec): 3 clusters Score: Raw -676125.197232 + Penalty 4815.868232 = -671309.329000 nChanged 7 SP:Iteration 35Q (4493.470079 sec): 3 clusters Score: Raw -676125.889911 + Penalty 4815.868232 = -671310.021679 nChanged 5 SP:Iteration 36Q (4493.535490 sec): 3 clusters Score: Raw -676126.882777 + Penalty 4815.868232 = -671311.014545 nChanged 5 SP:Iteration 37Q (4493.607143 sec): 3 clusters Score: Raw -676127.815041 + Penalty 4815.868232 = -671311.946809 nChanged 5 SP:Iteration 38Q (4493.684697 sec): 3 clusters Score: Raw -676128.724873 + Penalty 4815.868232 = -671312.856641 nChanged 4 SP:Iteration 39Q (4493.763219 sec): 3 clusters Score: Raw -676129.551316 + Penalty 4815.868232 = -671313.683084 nChanged 7 SP:Iteration 40F (4493.874574 sec): 3 clusters Score: Raw -676130.765620 + Penalty 4815.868232 = -671314.897388 nChanged 5 SP:Iteration 41Q (4494.107944 sec): 3 clusters Score: Raw -676131.499632 + Penalty 4815.868232 = -671315.631400 nChanged 2 SP:Iteration 42Q (4494.279193 sec): 3 clusters Score: Raw -676131.806635 + Penalty 4815.868232 = -671315.938403 nChanged 1 SP:Iteration 43Q (4494.453758 sec): 3 clusters Score: Raw -676132.088039 + Penalty 4815.868232 = -671316.219807 nChanged 1 SP:Iteration 44Q (4494.515420 sec): 3 clusters Score: Raw -676132.268829 + Penalty 4815.868232 = -671316.400597 nChanged 0 SP:Iteration 45F (4494.583688 sec): 3 clusters Score: Raw -676132.268829 + Penalty 4815.868232 = -671316.400597 nChanged 0 Score: Raw -11787248.805192 + Penalty 31391.567519 = -11755857.237673 Splitting cluster 4 changes total score from -11747965.698992 to -11755857.237673 So it's getting split into cluster 10. Trying to split cluster 5 (18814 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4496.820495 sec): 2 clusters Score: Raw -1599107.239118 + Penalty 2598.382130 = -1596508.856988 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4496.971212 sec): 3 clusters Score: Raw -1588421.711180 + Penalty 5196.764260 = -1583224.946920 nChanged 8175 SP:Iteration 1F (4497.102650 sec): 3 clusters Score: Raw -1593128.982548 + Penalty 5196.764260 = -1587932.218289 nChanged 1348 SP:Iteration 2F (4497.230241 sec): 3 clusters Score: Raw -1594070.174688 + Penalty 5196.764260 = -1588873.410428 nChanged 1397 SP:Iteration 3F (4497.352261 sec): 3 clusters Score: Raw -1595406.557324 + Penalty 5196.764260 = -1590209.793065 nChanged 1597 SP:Iteration 4F (4497.467689 sec): 3 clusters Score: Raw -1597294.482746 + Penalty 5196.764260 = -1592097.718486 nChanged 1673 SP:Iteration 5F (4497.600002 sec): 3 clusters Score: Raw -1599333.720463 + Penalty 5196.764260 = -1594136.956204 nChanged 1437 SP:Iteration 6F (4497.724178 sec): 3 clusters Score: Raw -1600655.273572 + Penalty 5196.764260 = -1595458.509312 nChanged 1038 SP:Iteration 7F (4497.850353 sec): 3 clusters Score: Raw -1601336.528720 + Penalty 5196.764260 = -1596139.764460 nChanged 681 SP:Iteration 8Q (4497.977525 sec): 3 clusters Score: Raw -1601677.650811 + Penalty 5196.764260 = -1596480.886551 nChanged 487 SP:Iteration 9Q (4498.103930 sec): 3 clusters Score: Raw -1601889.262668 + Penalty 5196.764260 = -1596692.498408 nChanged 385 SP:Iteration 10Q (4498.218292 sec): 3 clusters Score: Raw -1602038.787785 + Penalty 5196.764260 = -1596842.023525 nChanged 321 SP:Iteration 11Q (4498.324732 sec): 3 clusters Score: Raw -1602142.971490 + Penalty 5196.764260 = -1596946.207230 nChanged 303 SP:Iteration 12Q (4498.426965 sec): 3 clusters Score: Raw -1602241.466385 + Penalty 5196.764260 = -1597044.702126 nChanged 255 SP:Iteration 13Q (4498.535182 sec): 3 clusters Score: Raw -1602312.804782 + Penalty 5196.764260 = -1597116.040522 nChanged 233 SP:Iteration 14Q (4498.702694 sec): 3 clusters Score: Raw -1602379.678230 + Penalty 5196.764260 = -1597182.913971 nChanged 227 SP:Iteration 15Q (4498.857840 sec): 3 clusters Score: Raw -1602441.740949 + Penalty 5196.764260 = -1597244.976689 nChanged 220 SP:Iteration 16Q (4499.025546 sec): 3 clusters Score: Raw -1602506.568139 + Penalty 5196.764260 = -1597309.803879 nChanged 214 SP:Iteration 17Q (4499.125800 sec): 3 clusters Score: Raw -1602561.573232 + Penalty 5196.764260 = -1597364.808973 nChanged 175 SP:Iteration 18Q (4499.268274 sec): 3 clusters Score: Raw -1602599.470964 + Penalty 5196.764260 = -1597402.706704 nChanged 129 SP:Iteration 19Q (4499.388464 sec): 3 clusters Score: Raw -1602624.794372 + Penalty 5196.764260 = -1597428.030113 nChanged 113 SP:Iteration 20F (4499.517773 sec): 3 clusters Score: Raw -1602646.259950 + Penalty 5196.764260 = -1597449.495690 nChanged 113 SP:Iteration 21Q (4499.640861 sec): 3 clusters Score: Raw -1602666.938684 + Penalty 5196.764260 = -1597470.174424 nChanged 114 SP:Iteration 22Q (4499.756792 sec): 3 clusters Score: Raw -1602690.441527 + Penalty 5196.764260 = -1597493.677268 nChanged 108 SP:Iteration 23Q (4499.994397 sec): 3 clusters Score: Raw -1602712.836875 + Penalty 5196.764260 = -1597516.072616 nChanged 90 SP:Iteration 24Q (4500.255233 sec): 3 clusters Score: Raw -1602726.333794 + Penalty 5196.764260 = -1597529.569534 nChanged 77 SP:Iteration 25Q (4500.352506 sec): 3 clusters Score: Raw -1602736.740408 + Penalty 5196.764260 = -1597539.976148 nChanged 62 SP:Iteration 26Q (4500.499012 sec): 3 clusters Score: Raw -1602746.165664 + Penalty 5196.764260 = -1597549.401405 nChanged 56 SP:Iteration 27Q (4500.618109 sec): 3 clusters Score: Raw -1602754.294952 + Penalty 5196.764260 = -1597557.530692 nChanged 47 SP:Iteration 28Q (4500.749857 sec): 3 clusters Score: Raw -1602761.113715 + Penalty 5196.764260 = -1597564.349455 nChanged 49 SP:Iteration 29Q (4500.861428 sec): 3 clusters Score: Raw -1602767.429556 + Penalty 5196.764260 = -1597570.665296 nChanged 55 SP:Iteration 30Q (4500.970957 sec): 3 clusters Score: Raw -1602774.603760 + Penalty 5196.764260 = -1597577.839500 nChanged 39 SP:Iteration 31Q (4501.064467 sec): 3 clusters Score: Raw -1602779.837030 + Penalty 5196.764260 = -1597583.072770 nChanged 49 SP:Iteration 32Q (4501.177589 sec): 3 clusters Score: Raw -1602786.335600 + Penalty 5196.764260 = -1597589.571340 nChanged 47 SP:Iteration 33Q (4501.370179 sec): 3 clusters Score: Raw -1602792.762064 + Penalty 5196.764260 = -1597595.997804 nChanged 54 SP:Iteration 34Q (4501.493453 sec): 3 clusters Score: Raw -1602800.129687 + Penalty 5196.764260 = -1597603.365427 nChanged 50 SP:Iteration 35Q (4501.635681 sec): 3 clusters Score: Raw -1602806.495174 + Penalty 5196.764260 = -1597609.730914 nChanged 30 SP:Iteration 36Q (4501.747316 sec): 3 clusters Score: Raw -1602810.621944 + Penalty 5196.764260 = -1597613.857684 nChanged 24 SP:Iteration 37Q (4501.875482 sec): 3 clusters Score: Raw -1602813.248875 + Penalty 5196.764260 = -1597616.484615 nChanged 23 SP:Iteration 38Q (4501.996784 sec): 3 clusters Score: Raw -1602815.321217 + Penalty 5196.764260 = -1597618.556957 nChanged 19 SP:Iteration 39Q (4502.124351 sec): 3 clusters Score: Raw -1602816.691200 + Penalty 5196.764260 = -1597619.926940 nChanged 15 SP:Iteration 40F (4502.240220 sec): 3 clusters Score: Raw -1602818.136698 + Penalty 5196.764260 = -1597621.372438 nChanged 16 SP:Iteration 41Q (4502.430186 sec): 3 clusters Score: Raw -1602819.783623 + Penalty 5196.764260 = -1597623.019364 nChanged 18 SP:Iteration 42Q (4502.630945 sec): 3 clusters Score: Raw -1602822.399005 + Penalty 5196.764260 = -1597625.634745 nChanged 17 SP:Iteration 43Q (4502.820051 sec): 3 clusters Score: Raw -1602824.603068 + Penalty 5196.764260 = -1597627.838808 nChanged 14 SP:Iteration 44Q (4502.945417 sec): 3 clusters Score: Raw -1602826.473321 + Penalty 5196.764260 = -1597629.709061 nChanged 7 SP:Iteration 45Q (4503.065130 sec): 3 clusters Score: Raw -1602827.193059 + Penalty 5196.764260 = -1597630.428800 nChanged 7 SP:Iteration 46Q (4503.227445 sec): 3 clusters Score: Raw -1602827.986030 + Penalty 5196.764260 = -1597631.221770 nChanged 5 SP:Iteration 47Q (4503.427898 sec): 3 clusters Score: Raw -1602828.311802 + Penalty 5196.764260 = -1597631.547542 nChanged 2 SP:Iteration 48Q (4503.627945 sec): 3 clusters Score: Raw -1602828.619545 + Penalty 5196.764260 = -1597631.855286 nChanged 4 SP:Iteration 49Q (4503.734298 sec): 3 clusters Score: Raw -1602829.129736 + Penalty 5196.764260 = -1597632.365476 nChanged 7 SP:Iteration 50Q (4503.835069 sec): 3 clusters Score: Raw -1602829.879631 + Penalty 5196.764260 = -1597633.115371 nChanged 7 SP:Iteration 51Q (4503.940097 sec): 3 clusters Score: Raw -1602830.491551 + Penalty 5196.764260 = -1597633.727291 nChanged 5 SP:Iteration 52Q (4504.042070 sec): 3 clusters Score: Raw -1602830.789413 + Penalty 5196.764260 = -1597634.025153 nChanged 4 SP:Iteration 53Q (4504.145276 sec): 3 clusters Score: Raw -1602831.304008 + Penalty 5196.764260 = -1597634.539748 nChanged 2 SP:Iteration 54Q (4504.334877 sec): 3 clusters Score: Raw -1602831.495380 + Penalty 5196.764260 = -1597634.731120 nChanged 0 SP:Iteration 55F (4504.557048 sec): 3 clusters Score: Raw -1602831.495380 + Penalty 5196.764260 = -1597634.731120 nChanged 0 Score: Raw -11790973.061454 + Penalty 34530.724271 = -11756442.337183 Splitting cluster 5 changes total score from -11747965.698992 to -11756442.337183 So it's getting split into cluster 11. Trying to split cluster 7 (77992 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4507.378747 sec): 2 clusters Score: Raw -6637809.920236 + Penalty 2973.791446 = -6634836.128790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4507.754857 sec): 3 clusters Score: Raw -6588977.440024 + Penalty 5947.582891 = -6583029.857133 nChanged 36327 SP:Iteration 1F (4508.073382 sec): 3 clusters Score: Raw -6610676.988526 + Penalty 5947.582891 = -6604729.405635 nChanged 4569 SP:Iteration 2F (4508.443658 sec): 3 clusters Score: Raw -6613359.758510 + Penalty 5947.582891 = -6607412.175619 nChanged 5268 SP:Iteration 3F (4508.784855 sec): 3 clusters Score: Raw -6616787.378483 + Penalty 5947.582891 = -6610839.795592 nChanged 5517 SP:Iteration 4F (4509.103739 sec): 3 clusters Score: Raw -6620247.272646 + Penalty 5947.582891 = -6614299.689755 nChanged 5194 SP:Iteration 5F (4509.425506 sec): 3 clusters Score: Raw -6623056.826931 + Penalty 5947.582891 = -6617109.244040 nChanged 4315 SP:Iteration 6F (4509.708899 sec): 3 clusters Score: Raw -6624860.434082 + Penalty 5947.582891 = -6618912.851191 nChanged 3250 SP:Iteration 7Q (4510.025863 sec): 3 clusters Score: Raw -6625944.597068 + Penalty 5947.582891 = -6619997.014177 nChanged 2533 SP:Iteration 8Q (4510.315584 sec): 3 clusters Score: Raw -6626677.620310 + Penalty 5947.582891 = -6620730.037419 nChanged 1983 SP:Iteration 9Q (4510.656992 sec): 3 clusters Score: Raw -6627218.090718 + Penalty 5947.582891 = -6621270.507827 nChanged 1665 SP:Iteration 10Q (4510.941824 sec): 3 clusters Score: Raw -6627688.980794 + Penalty 5947.582891 = -6621741.397903 nChanged 1552 SP:Iteration 11Q (4511.275559 sec): 3 clusters Score: Raw -6628151.448872 + Penalty 5947.582891 = -6622203.865981 nChanged 1536 SP:Iteration 12Q (4511.562022 sec): 3 clusters Score: Raw -6628643.899230 + Penalty 5947.582891 = -6622696.316339 nChanged 1534 SP:Iteration 13Q (4511.878272 sec): 3 clusters Score: Raw -6629153.003040 + Penalty 5947.582891 = -6623205.420149 nChanged 1583 SP:Iteration 14Q (4512.164784 sec): 3 clusters Score: Raw -6629695.054008 + Penalty 5947.582891 = -6623747.471117 nChanged 1607 SP:Iteration 15Q (4512.508366 sec): 3 clusters Score: Raw -6630319.530427 + Penalty 5947.582891 = -6624371.947536 nChanged 1773 SP:Iteration 16Q (4512.792335 sec): 3 clusters Score: Raw -6631064.488109 + Penalty 5947.582891 = -6625116.905218 nChanged 1960 SP:Iteration 17Q (4513.126480 sec): 3 clusters Score: Raw -6631932.124666 + Penalty 5947.582891 = -6625984.541775 nChanged 2110 SP:Iteration 18Q (4513.408747 sec): 3 clusters Score: Raw -6632872.493029 + Penalty 5947.582891 = -6626924.910138 nChanged 2077 SP:Iteration 19Q (4513.738679 sec): 3 clusters Score: Raw -6633756.863500 + Penalty 5947.582891 = -6627809.280609 nChanged 2026 SP:Iteration 20F (4514.015234 sec): 3 clusters Score: Raw -6634643.827134 + Penalty 5947.582891 = -6628696.244243 nChanged 1954 SP:Iteration 21Q (4514.367750 sec): 3 clusters Score: Raw -6635491.179248 + Penalty 5947.582891 = -6629543.596357 nChanged 1817 SP:Iteration 22Q (4514.734398 sec): 3 clusters Score: Raw -6636238.103863 + Penalty 5947.582891 = -6630290.520972 nChanged 1638 SP:Iteration 23Q (4515.044721 sec): 3 clusters Score: Raw -6636908.617836 + Penalty 5947.582891 = -6630961.034945 nChanged 1480 SP:Iteration 24Q (4515.338008 sec): 3 clusters Score: Raw -6637471.992801 + Penalty 5947.582891 = -6631524.409910 nChanged 1297 SP:Iteration 25Q (4515.658558 sec): 3 clusters Score: Raw -6637928.762567 + Penalty 5947.582891 = -6631981.179676 nChanged 1074 SP:Iteration 26Q (4515.990307 sec): 3 clusters Score: Raw -6638270.966211 + Penalty 5947.582891 = -6632323.383320 nChanged 914 SP:Iteration 27Q (4516.300640 sec): 3 clusters Score: Raw -6638546.806386 + Penalty 5947.582891 = -6632599.223495 nChanged 772 SP:Iteration 28Q (4516.611717 sec): 3 clusters Score: Raw -6638763.465806 + Penalty 5947.582891 = -6632815.882914 nChanged 707 SP:Iteration 29Q (4516.928141 sec): 3 clusters Score: Raw -6638952.108908 + Penalty 5947.582891 = -6633004.526017 nChanged 570 SP:Iteration 30Q (4517.245151 sec): 3 clusters Score: Raw -6639088.331124 + Penalty 5947.582891 = -6633140.748233 nChanged 500 SP:Iteration 31Q (4517.563714 sec): 3 clusters Score: Raw -6639203.680952 + Penalty 5947.582891 = -6633256.098061 nChanged 397 SP:Iteration 32Q (4517.883831 sec): 3 clusters Score: Raw -6639291.023829 + Penalty 5947.582891 = -6633343.440938 nChanged 339 SP:Iteration 33Q (4518.202632 sec): 3 clusters Score: Raw -6639365.898078 + Penalty 5947.582891 = -6633418.315187 nChanged 295 SP:Iteration 34Q (4518.551387 sec): 3 clusters Score: Raw -6639425.006827 + Penalty 5947.582891 = -6633477.423936 nChanged 244 SP:Iteration 35Q (4518.819997 sec): 3 clusters Score: Raw -6639471.517901 + Penalty 5947.582891 = -6633523.935010 nChanged 212 SP:Iteration 36Q (4519.071112 sec): 3 clusters Score: Raw -6639512.258142 + Penalty 5947.582891 = -6633564.675251 nChanged 173 SP:Iteration 37Q (4519.378441 sec): 3 clusters Score: Raw -6639540.295428 + Penalty 5947.582891 = -6633592.712537 nChanged 139 SP:Iteration 38Q (4519.697907 sec): 3 clusters Score: Raw -6639561.400267 + Penalty 5947.582891 = -6633613.817376 nChanged 113 SP:Iteration 39Q (4520.014086 sec): 3 clusters Score: Raw -6639576.418415 + Penalty 5947.582891 = -6633628.835524 nChanged 82 SP:Iteration 40F (4520.329903 sec): 3 clusters Score: Raw -6639586.172186 + Penalty 5947.582891 = -6633638.589294 nChanged 74 SP:Iteration 41Q (4520.674380 sec): 3 clusters Score: Raw -6639595.323209 + Penalty 5947.582891 = -6633647.740318 nChanged 67 SP:Iteration 42Q (4521.017670 sec): 3 clusters Score: Raw -6639602.326419 + Penalty 5947.582891 = -6633654.743528 nChanged 38 SP:Iteration 43Q (4521.285405 sec): 3 clusters Score: Raw -6639606.138865 + Penalty 5947.582891 = -6633658.555973 nChanged 41 SP:Iteration 44Q (4521.547726 sec): 3 clusters Score: Raw -6639610.588095 + Penalty 5947.582891 = -6633663.005204 nChanged 36 SP:Iteration 45Q (4521.836926 sec): 3 clusters Score: Raw -6639614.306986 + Penalty 5947.582891 = -6633666.724095 nChanged 23 SP:Iteration 46Q (4522.143092 sec): 3 clusters Score: Raw -6639616.983172 + Penalty 5947.582891 = -6633669.400281 nChanged 27 SP:Iteration 47Q (4522.419586 sec): 3 clusters Score: Raw -6639619.467518 + Penalty 5947.582891 = -6633671.884627 nChanged 26 SP:Iteration 48Q (4522.668074 sec): 3 clusters Score: Raw -6639621.989772 + Penalty 5947.582891 = -6633674.406881 nChanged 22 SP:Iteration 49Q (4522.973846 sec): 3 clusters Score: Raw -6639624.550860 + Penalty 5947.582891 = -6633676.967969 nChanged 26 SP:Iteration 50Q (4523.250569 sec): 3 clusters Score: Raw -6639627.058817 + Penalty 5947.582891 = -6633679.475926 nChanged 25 SP:Iteration 51Q (4523.502150 sec): 3 clusters Score: Raw -6639629.637800 + Penalty 5947.582891 = -6633682.054909 nChanged 20 SP:Iteration 52Q (4523.751874 sec): 3 clusters Score: Raw -6639632.008229 + Penalty 5947.582891 = -6633684.425338 nChanged 23 SP:Iteration 53Q (4524.059996 sec): 3 clusters Score: Raw -6639634.353175 + Penalty 5947.582891 = -6633686.770283 nChanged 24 SP:Iteration 54Q (4524.334334 sec): 3 clusters Score: Raw -6639637.661617 + Penalty 5947.582891 = -6633690.078726 nChanged 33 SP:Iteration 55Q (4524.583783 sec): 3 clusters Score: Raw -6639641.273158 + Penalty 5947.582891 = -6633693.690267 nChanged 21 SP:Iteration 56Q (4524.916316 sec): 3 clusters Score: Raw -6639643.602220 + Penalty 5947.582891 = -6633696.019329 nChanged 29 SP:Iteration 57Q (4525.221571 sec): 3 clusters Score: Raw -6639647.036918 + Penalty 5947.582891 = -6633699.454027 nChanged 30 SP:Iteration 58Q (4525.500869 sec): 3 clusters Score: Raw -6639650.453922 + Penalty 5947.582891 = -6633702.871031 nChanged 21 SP:Iteration 59Q (4525.749550 sec): 3 clusters Score: Raw -6639652.976211 + Penalty 5947.582891 = -6633705.393319 nChanged 19 SP:Iteration 60F (4526.023322 sec): 3 clusters Score: Raw -6639655.268505 + Penalty 5947.582891 = -6633707.685614 nChanged 20 SP:Iteration 61Q (4526.332850 sec): 3 clusters Score: Raw -6639657.215103 + Penalty 5947.582891 = -6633709.632212 nChanged 15 SP:Iteration 62Q (4526.610733 sec): 3 clusters Score: Raw -6639658.678766 + Penalty 5947.582891 = -6633711.095874 nChanged 16 SP:Iteration 63Q (4526.862109 sec): 3 clusters Score: Raw -6639660.273920 + Penalty 5947.582891 = -6633712.691029 nChanged 20 SP:Iteration 64Q (4527.171529 sec): 3 clusters Score: Raw -6639663.046490 + Penalty 5947.582891 = -6633715.463599 nChanged 23 SP:Iteration 65Q (4527.508046 sec): 3 clusters Score: Raw -6639665.251579 + Penalty 5947.582891 = -6633717.668687 nChanged 20 SP:Iteration 66Q (4527.788085 sec): 3 clusters Score: Raw -6639666.954901 + Penalty 5947.582891 = -6633719.372010 nChanged 14 SP:Iteration 67Q (4528.040490 sec): 3 clusters Score: Raw -6639668.577545 + Penalty 5947.582891 = -6633720.994654 nChanged 16 SP:Iteration 68Q (4528.292228 sec): 3 clusters Score: Raw -6639669.808089 + Penalty 5947.582891 = -6633722.225198 nChanged 13 SP:Iteration 69Q (4528.598754 sec): 3 clusters Score: Raw -6639671.096672 + Penalty 5947.582891 = -6633723.513781 nChanged 10 SP:Iteration 70Q (4528.877979 sec): 3 clusters Score: Raw -6639672.154382 + Penalty 5947.582891 = -6633724.571491 nChanged 9 SP:Iteration 71Q (4529.135942 sec): 3 clusters Score: Raw -6639672.872549 + Penalty 5947.582891 = -6633725.289658 nChanged 9 SP:Iteration 72Q (4529.446001 sec): 3 clusters Score: Raw -6639673.759899 + Penalty 5947.582891 = -6633726.177007 nChanged 8 SP:Iteration 73Q (4529.729605 sec): 3 clusters Score: Raw -6639674.559715 + Penalty 5947.582891 = -6633726.976823 nChanged 7 SP:Iteration 74Q (4529.983841 sec): 3 clusters Score: Raw -6639675.104620 + Penalty 5947.582891 = -6633727.521729 nChanged 4 SP:Iteration 75Q (4530.291038 sec): 3 clusters Score: Raw -6639675.318297 + Penalty 5947.582891 = -6633727.735406 nChanged 4 SP:Iteration 76Q (4530.568099 sec): 3 clusters Score: Raw -6639675.623834 + Penalty 5947.582891 = -6633728.040943 nChanged 3 SP:Iteration 77Q (4530.825051 sec): 3 clusters Score: Raw -6639675.958948 + Penalty 5947.582891 = -6633728.376057 nChanged 4 SP:Iteration 78Q (4531.079746 sec): 3 clusters Score: Raw -6639676.219504 + Penalty 5947.582891 = -6633728.636612 nChanged 4 SP:Iteration 79Q (4531.385833 sec): 3 clusters Score: Raw -6639676.475579 + Penalty 5947.582891 = -6633728.892687 nChanged 2 SP:Iteration 80F (4531.683677 sec): 3 clusters Score: Raw -6639676.696504 + Penalty 5947.582891 = -6633729.113613 nChanged 3 SP:Iteration 81Q (4531.936166 sec): 3 clusters Score: Raw -6639677.023345 + Penalty 5947.582891 = -6633729.440454 nChanged 7 SP:Iteration 82Q (4532.240879 sec): 3 clusters Score: Raw -6639677.580540 + Penalty 5947.582891 = -6633729.997648 nChanged 4 SP:Iteration 83Q (4532.518538 sec): 3 clusters Score: Raw -6639678.028547 + Penalty 5947.582891 = -6633730.445656 nChanged 7 SP:Iteration 84Q (4532.790207 sec): 3 clusters Score: Raw -6639678.789605 + Penalty 5947.582891 = -6633731.206714 nChanged 6 SP:Iteration 85Q (4533.099592 sec): 3 clusters Score: Raw -6639679.631204 + Penalty 5947.582891 = -6633732.048313 nChanged 8 SP:Iteration 86Q (4533.380081 sec): 3 clusters Score: Raw -6639680.416139 + Penalty 5947.582891 = -6633732.833248 nChanged 8 SP:Iteration 87Q (4533.719712 sec): 3 clusters Score: Raw -6639681.227737 + Penalty 5947.582891 = -6633733.644846 nChanged 8 SP:Iteration 88Q (4533.975022 sec): 3 clusters Score: Raw -6639681.941422 + Penalty 5947.582891 = -6633734.358531 nChanged 8 SP:Iteration 89Q (4534.254934 sec): 3 clusters Score: Raw -6639682.829551 + Penalty 5947.582891 = -6633735.246660 nChanged 12 SP:Iteration 90Q (4534.546174 sec): 3 clusters Score: Raw -6639684.253556 + Penalty 5947.582891 = -6633736.670665 nChanged 16 SP:Iteration 91Q (4534.803915 sec): 3 clusters Score: Raw -6639685.625590 + Penalty 5947.582891 = -6633738.042699 nChanged 6 SP:Iteration 92Q (4535.058698 sec): 3 clusters Score: Raw -6639686.111752 + Penalty 5947.582891 = -6633738.528861 nChanged 8 SP:Iteration 93Q (4535.367647 sec): 3 clusters Score: Raw -6639686.798831 + Penalty 5947.582891 = -6633739.215939 nChanged 7 SP:Iteration 94Q (4535.647910 sec): 3 clusters Score: Raw -6639687.687829 + Penalty 5947.582891 = -6633740.104938 nChanged 9 SP:Iteration 95Q (4535.904137 sec): 3 clusters Score: Raw -6639688.337608 + Penalty 5947.582891 = -6633740.754717 nChanged 6 SP:Iteration 96Q (4536.209503 sec): 3 clusters Score: Raw -6639688.923468 + Penalty 5947.582891 = -6633741.340577 nChanged 4 SP:Iteration 97Q (4536.495847 sec): 3 clusters Score: Raw -6639689.326102 + Penalty 5947.582891 = -6633741.743211 nChanged 7 SP:Iteration 98Q (4536.751559 sec): 3 clusters Score: Raw -6639690.032426 + Penalty 5947.582891 = -6633742.449534 nChanged 7 SP:Iteration 99Q (4537.008619 sec): 3 clusters Score: Raw -6639690.802979 + Penalty 5947.582891 = -6633743.220088 nChanged 8 SP:Iteration 100F (4537.338042 sec): 3 clusters Score: Raw -6639691.649411 + Penalty 5947.582891 = -6633744.066519 nChanged 4 SP:Iteration 101Q (4537.599916 sec): 3 clusters Score: Raw -6639692.130237 + Penalty 5947.582891 = -6633744.547346 nChanged 5 SP:Iteration 102Q (4537.857357 sec): 3 clusters Score: Raw -6639692.548907 + Penalty 5947.582891 = -6633744.966016 nChanged 5 SP:Iteration 103Q (4538.165220 sec): 3 clusters Score: Raw -6639692.886118 + Penalty 5947.582891 = -6633745.303226 nChanged 0 SP:Iteration 104F (4538.466961 sec): 3 clusters Score: Raw -6639692.886118 + Penalty 5947.582891 = -6633745.303226 nChanged 0 Iteration 20F (4540.601225 sec): 12 clusters Score: Raw -11799312.128278 + Penalty 34530.724271 = -11764781.404007 nChanged 9249 Iteration 21F (4542.650954 sec): 12 clusters Score: Raw -11804197.307856 + Penalty 34530.724271 = -11769666.583585 nChanged 4396 Iteration 22Q (4544.098611 sec): 12 clusters Score: Raw -11806048.519316 + Penalty 34530.724271 = -11771517.795045 nChanged 2992 Iteration 23Q (4545.560221 sec): 12 clusters Score: Raw -11807132.576298 + Penalty 34530.724271 = -11772601.852027 nChanged 2334 Iteration 24Q (4546.935194 sec): 12 clusters Score: Raw -11807904.031551 + Penalty 34530.724271 = -11773373.307280 nChanged 1970 Iteration 25Q (4548.338276 sec): 12 clusters Score: Raw -11808527.402046 + Penalty 34530.724271 = -11773996.677776 nChanged 1768 Iteration 26Q (4549.792341 sec): 12 clusters Score: Raw -11809143.488532 + Penalty 34530.724271 = -11774612.764262 nChanged 1611 Iteration 27Q (4551.333157 sec): 12 clusters Score: Raw -11809748.245356 + Penalty 34530.724271 = -11775217.521086 nChanged 1527 Iteration 28Q (4552.764280 sec): 12 clusters Score: Raw -11810326.518688 + Penalty 34530.724271 = -11775795.794417 nChanged 1440 Iteration 29Q (4554.181116 sec): 12 clusters Score: Raw -11810875.601373 + Penalty 34530.724271 = -11776344.877102 nChanged 1280 Iteration 30Q (4555.540568 sec): 12 clusters Score: Raw -11811312.397997 + Penalty 34530.724271 = -11776781.673726 nChanged 1194 Iteration 31Q (4556.963196 sec): 12 clusters Score: Raw -11811667.573779 + Penalty 34530.724271 = -11777136.849509 nChanged 1100 Iteration 32Q (4558.257473 sec): 12 clusters Score: Raw -11811984.643768 + Penalty 34530.724271 = -11777453.919498 nChanged 1005 Iteration 33Q (4559.468901 sec): 12 clusters Score: Raw -11812229.738603 + Penalty 34530.724271 = -11777699.014333 nChanged 838 Iteration 34Q (4560.667343 sec): 12 clusters Score: Raw -11812405.438403 + Penalty 34530.724271 = -11777874.714133 nChanged 700 Iteration 35Q (4561.882646 sec): 12 clusters Score: Raw -11812540.358600 + Penalty 34530.724271 = -11778009.634329 nChanged 609 Iteration 36Q (4563.076005 sec): 12 clusters Score: Raw -11812646.486732 + Penalty 34530.724271 = -11778115.762461 nChanged 516 Iteration 37Q (4564.283908 sec): 12 clusters Score: Raw -11812728.202158 + Penalty 34530.724271 = -11778197.477888 nChanged 446 Iteration 38Q (4565.465379 sec): 12 clusters Score: Raw -11812789.044570 + Penalty 34530.724271 = -11778258.320299 nChanged 387 Iteration 39Q (4566.670093 sec): 12 clusters Score: Raw -11812840.391840 + Penalty 34530.724271 = -11778309.667569 nChanged 351 Iteration 40F (4568.426976 sec): 12 clusters Score: Raw -11812901.394326 + Penalty 34530.724271 = -11778370.670055 nChanged 328 Iteration 41Q (4569.716916 sec): 12 clusters Score: Raw -11812946.637067 + Penalty 34530.724271 = -11778415.912797 nChanged 294 Iteration 42Q (4571.058950 sec): 12 clusters Score: Raw -11812984.997639 + Penalty 34530.724271 = -11778454.273368 nChanged 293 Iteration 43Q (4572.377085 sec): 12 clusters Score: Raw -11813021.775817 + Penalty 34530.724271 = -11778491.051547 nChanged 275 Iteration 44Q (4573.637495 sec): 12 clusters Score: Raw -11813057.562866 + Penalty 34530.724271 = -11778526.838595 nChanged 256 Iteration 45Q (4575.033602 sec): 12 clusters Score: Raw -11813085.575730 + Penalty 34530.724271 = -11778554.851460 nChanged 241 Iteration 46Q (4576.324410 sec): 12 clusters Score: Raw -11813108.186740 + Penalty 34530.724271 = -11778577.462469 nChanged 203 Iteration 47Q (4577.605492 sec): 12 clusters Score: Raw -11813128.623484 + Penalty 34530.724271 = -11778597.899214 nChanged 186 Iteration 48Q (4578.838211 sec): 12 clusters Score: Raw -11813145.236361 + Penalty 34530.724271 = -11778614.512090 nChanged 150 Iteration 49Q (4580.238339 sec): 12 clusters Score: Raw -11813159.354873 + Penalty 34530.724271 = -11778628.630603 nChanged 140 Iteration 50Q (4581.529775 sec): 12 clusters Score: Raw -11813172.224103 + Penalty 34530.724271 = -11778641.499832 nChanged 131 Iteration 51Q (4582.804207 sec): 12 clusters Score: Raw -11813183.268871 + Penalty 34530.724271 = -11778652.544601 nChanged 121 Iteration 52Q (4584.094576 sec): 12 clusters Score: Raw -11813193.592964 + Penalty 34530.724271 = -11778662.868694 nChanged 90 Iteration 53Q (4585.373660 sec): 12 clusters Score: Raw -11813200.833572 + Penalty 34530.724271 = -11778670.109301 nChanged 75 Iteration 54Q (4586.604134 sec): 12 clusters Score: Raw -11813206.401369 + Penalty 34530.724271 = -11778675.677099 nChanged 82 Iteration 55Q (4587.952682 sec): 12 clusters Score: Raw -11813212.816676 + Penalty 34530.724271 = -11778682.092405 nChanged 86 Iteration 56Q (4589.315433 sec): 12 clusters Score: Raw -11813220.636764 + Penalty 34530.724271 = -11778689.912493 nChanged 92 Iteration 57Q (4590.569538 sec): 12 clusters Score: Raw -11813228.698420 + Penalty 34530.724271 = -11778697.974150 nChanged 86 Iteration 58Q (4591.859735 sec): 12 clusters Score: Raw -11813236.205403 + Penalty 34530.724271 = -11778705.481132 nChanged 76 Writing temp clu file Because OldScore, -11778697.974150, is greater than current (better) Score,-11778705.481132 Compute initial score before splitting: Score: Raw -11813236.205403 + Penalty 34530.724271 = -11778705.481132 Trying to split cluster 1 (9965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.075143 sec): 2 clusters Score: Raw -877099.769570 + Penalty 2430.604237 = -874669.165333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.192372 sec): 3 clusters Score: Raw -871790.022858 + Penalty 4861.208475 = -866928.814383 nChanged 4096 SP:Iteration 1F (4592.314094 sec): 3 clusters Score: Raw -874072.533563 + Penalty 4861.208475 = -869211.325088 nChanged 725 SP:Iteration 2F (4592.472355 sec): 3 clusters Score: Raw -874486.965391 + Penalty 4861.208475 = -869625.756916 nChanged 556 SP:Iteration 3F (4592.633711 sec): 3 clusters Score: Raw -874812.248364 + Penalty 4861.208475 = -869951.039890 nChanged 544 SP:Iteration 4F (4592.763112 sec): 3 clusters Score: Raw -875141.995958 + Penalty 4861.208475 = -870280.787483 nChanged 472 SP:Iteration 5Q (4592.829569 sec): 3 clusters Score: Raw -875426.221245 + Penalty 4861.208475 = -870565.012770 nChanged 472 SP:Iteration 6Q (4592.896676 sec): 3 clusters Score: Raw -875754.314774 + Penalty 4861.208475 = -870893.106300 nChanged 492 SP:Iteration 7Q (4592.964006 sec): 3 clusters Score: Raw -876086.662871 + Penalty 4861.208475 = -871225.454396 nChanged 479 SP:Iteration 8Q (4593.032715 sec): 3 clusters Score: Raw -876429.290643 + Penalty 4861.208475 = -871568.082168 nChanged 421 SP:Iteration 9Q (4593.100373 sec): 3 clusters Score: Raw -876706.263393 + Penalty 4861.208475 = -871845.054918 nChanged 388 SP:Iteration 10Q (4593.168582 sec): 3 clusters Score: Raw -876927.993217 + Penalty 4861.208475 = -872066.784742 nChanged 298 SP:Iteration 11Q (4593.236365 sec): 3 clusters Score: Raw -877061.646759 + Penalty 4861.208475 = -872200.438284 nChanged 211 SP:Iteration 12Q (4593.306004 sec): 3 clusters Score: Raw -877153.648532 + Penalty 4861.208475 = -872292.440057 nChanged 170 SP:Iteration 13Q (4593.373674 sec): 3 clusters Score: Raw -877225.152568 + Penalty 4861.208475 = -872363.944093 nChanged 154 SP:Iteration 14Q (4593.440971 sec): 3 clusters Score: Raw -877288.831756 + Penalty 4861.208475 = -872427.623281 nChanged 132 SP:Iteration 15Q (4593.510601 sec): 3 clusters Score: Raw -877337.988101 + Penalty 4861.208475 = -872476.779626 nChanged 114 SP:Iteration 16Q (4593.582050 sec): 3 clusters Score: Raw -877376.684956 + Penalty 4861.208475 = -872515.476482 nChanged 106 SP:Iteration 17Q (4593.651899 sec): 3 clusters Score: Raw -877415.102797 + Penalty 4861.208475 = -872553.894322 nChanged 109 SP:Iteration 18Q (4593.721506 sec): 3 clusters Score: Raw -877456.989678 + Penalty 4861.208475 = -872595.781203 nChanged 123 SP:Iteration 19Q (4593.796637 sec): 3 clusters Score: Raw -877501.865623 + Penalty 4861.208475 = -872640.657149 nChanged 91 SP:Iteration 20F (4593.870527 sec): 3 clusters Score: Raw -877533.250872 + Penalty 4861.208475 = -872672.042397 nChanged 78 SP:Iteration 21Q (4593.935255 sec): 3 clusters Score: Raw -877558.558116 + Penalty 4861.208475 = -872697.349641 nChanged 74 SP:Iteration 22Q (4593.999902 sec): 3 clusters Score: Raw -877580.491792 + Penalty 4861.208475 = -872719.283317 nChanged 62 SP:Iteration 23Q (4594.068107 sec): 3 clusters Score: Raw -877594.469644 + Penalty 4861.208475 = -872733.261169 nChanged 57 SP:Iteration 24Q (4594.136466 sec): 3 clusters Score: Raw -877607.379822 + Penalty 4861.208475 = -872746.171347 nChanged 48 SP:Iteration 25Q (4594.204003 sec): 3 clusters Score: Raw -877620.065854 + Penalty 4861.208475 = -872758.857379 nChanged 44 SP:Iteration 26Q (4594.270571 sec): 3 clusters Score: Raw -877630.123643 + Penalty 4861.208475 = -872768.915168 nChanged 44 SP:Iteration 27Q (4594.337465 sec): 3 clusters Score: Raw -877640.456822 + Penalty 4861.208475 = -872779.248348 nChanged 34 SP:Iteration 28Q (4594.404805 sec): 3 clusters Score: Raw -877649.415963 + Penalty 4861.208475 = -872788.207488 nChanged 42 SP:Iteration 29Q (4594.498568 sec): 3 clusters Score: Raw -877659.051786 + Penalty 4861.208475 = -872797.843311 nChanged 35 SP:Iteration 30Q (4594.569074 sec): 3 clusters Score: Raw -877665.902681 + Penalty 4861.208475 = -872804.694206 nChanged 24 SP:Iteration 31Q (4594.636242 sec): 3 clusters Score: Raw -877670.014761 + Penalty 4861.208475 = -872808.806286 nChanged 15 SP:Iteration 32Q (4594.700049 sec): 3 clusters Score: Raw -877672.798599 + Penalty 4861.208475 = -872811.590124 nChanged 16 SP:Iteration 33Q (4594.817475 sec): 3 clusters Score: Raw -877675.600135 + Penalty 4861.208475 = -872814.391660 nChanged 18 SP:Iteration 34Q (4594.947144 sec): 3 clusters Score: Raw -877679.630677 + Penalty 4861.208475 = -872818.422202 nChanged 18 SP:Iteration 35Q (4595.071721 sec): 3 clusters Score: Raw -877683.344173 + Penalty 4861.208475 = -872822.135698 nChanged 17 SP:Iteration 36Q (4595.206321 sec): 3 clusters Score: Raw -877686.591109 + Penalty 4861.208475 = -872825.382634 nChanged 15 SP:Iteration 37Q (4595.271018 sec): 3 clusters Score: Raw -877689.976181 + Penalty 4861.208475 = -872828.767706 nChanged 13 SP:Iteration 38Q (4595.339139 sec): 3 clusters Score: Raw -877692.317890 + Penalty 4861.208475 = -872831.109415 nChanged 13 SP:Iteration 39Q (4595.406176 sec): 3 clusters Score: Raw -877693.936426 + Penalty 4861.208475 = -872832.727952 nChanged 11 SP:Iteration 40F (4595.486555 sec): 3 clusters Score: Raw -877695.288266 + Penalty 4861.208475 = -872834.079791 nChanged 8 SP:Iteration 41Q (4595.558136 sec): 3 clusters Score: Raw -877696.549669 + Penalty 4861.208475 = -872835.341194 nChanged 9 SP:Iteration 42Q (4595.617153 sec): 3 clusters Score: Raw -877697.848515 + Penalty 4861.208475 = -872836.640040 nChanged 6 SP:Iteration 43Q (4595.675991 sec): 3 clusters Score: Raw -877698.591139 + Penalty 4861.208475 = -872837.382664 nChanged 7 SP:Iteration 44Q (4595.734687 sec): 3 clusters Score: Raw -877699.833347 + Penalty 4861.208475 = -872838.624872 nChanged 11 SP:Iteration 45Q (4595.804195 sec): 3 clusters Score: Raw -877702.488079 + Penalty 4861.208475 = -872841.279605 nChanged 10 SP:Iteration 46Q (4595.881011 sec): 3 clusters Score: Raw -877704.091508 + Penalty 4861.208475 = -872842.883033 nChanged 10 SP:Iteration 47Q (4595.958205 sec): 3 clusters Score: Raw -877705.667825 + Penalty 4861.208475 = -872844.459350 nChanged 7 SP:Iteration 48Q (4596.022098 sec): 3 clusters Score: Raw -877706.535420 + Penalty 4861.208475 = -872845.326945 nChanged 4 SP:Iteration 49Q (4596.085438 sec): 3 clusters Score: Raw -877707.036312 + Penalty 4861.208475 = -872845.827837 nChanged 3 SP:Iteration 50Q (4596.154933 sec): 3 clusters Score: Raw -877707.638412 + Penalty 4861.208475 = -872846.429937 nChanged 5 SP:Iteration 51Q (4596.226006 sec): 3 clusters Score: Raw -877708.187438 + Penalty 4861.208475 = -872846.978963 nChanged 4 SP:Iteration 52Q (4596.294737 sec): 3 clusters Score: Raw -877708.769726 + Penalty 4861.208475 = -872847.561251 nChanged 5 SP:Iteration 53Q (4596.362151 sec): 3 clusters Score: Raw -877709.516010 + Penalty 4861.208475 = -872848.307536 nChanged 5 SP:Iteration 54Q (4596.429295 sec): 3 clusters Score: Raw -877710.228380 + Penalty 4861.208475 = -872849.019906 nChanged 4 SP:Iteration 55Q (4596.496579 sec): 3 clusters Score: Raw -877710.549842 + Penalty 4861.208475 = -872849.341367 nChanged 1 SP:Iteration 56Q (4596.563610 sec): 3 clusters Score: Raw -877710.746633 + Penalty 4861.208475 = -872849.538158 nChanged 1 SP:Iteration 57Q (4596.633119 sec): 3 clusters Score: Raw -877710.813025 + Penalty 4861.208475 = -872849.604550 nChanged 0 SP:Iteration 58F (4596.705088 sec): 3 clusters Score: Raw -877710.813025 + Penalty 4861.208475 = -872849.604550 nChanged 0 Trying to split cluster 2 (13811 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4596.785894 sec): 2 clusters Score: Raw -1062186.247068 + Penalty 2516.770253 = -1059669.476815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4596.901287 sec): 3 clusters Score: Raw -1054514.165412 + Penalty 5033.540506 = -1049480.624906 nChanged 5917 SP:Iteration 1F (4597.034693 sec): 3 clusters Score: Raw -1057859.760922 + Penalty 5033.540506 = -1052826.220416 nChanged 1003 SP:Iteration 2F (4597.114341 sec): 3 clusters Score: Raw -1058562.474622 + Penalty 5033.540506 = -1053528.934116 nChanged 966 SP:Iteration 3F (4597.196499 sec): 3 clusters Score: Raw -1059500.880539 + Penalty 5033.540506 = -1054467.340033 nChanged 1059 SP:Iteration 4F (4597.387035 sec): 3 clusters Score: Raw -1060720.873528 + Penalty 5033.540506 = -1055687.333022 nChanged 1090 SP:Iteration 5F (4597.583369 sec): 3 clusters Score: Raw -1061939.365278 + Penalty 5033.540506 = -1056905.824772 nChanged 1053 SP:Iteration 6F (4597.704251 sec): 3 clusters Score: Raw -1062894.351803 + Penalty 5033.540506 = -1057860.811297 nChanged 856 SP:Iteration 7F (4597.855305 sec): 3 clusters Score: Raw -1063534.183178 + Penalty 5033.540506 = -1058500.642672 nChanged 613 SP:Iteration 8Q (4597.988862 sec): 3 clusters Score: Raw -1063869.820533 + Penalty 5033.540506 = -1058836.280027 nChanged 415 SP:Iteration 9Q (4598.075120 sec): 3 clusters Score: Raw -1064049.753014 + Penalty 5033.540506 = -1059016.212508 nChanged 287 SP:Iteration 10Q (4598.161856 sec): 3 clusters Score: Raw -1064142.803228 + Penalty 5033.540506 = -1059109.262722 nChanged 195 SP:Iteration 11Q (4598.258950 sec): 3 clusters Score: Raw -1064196.214451 + Penalty 5033.540506 = -1059162.673946 nChanged 134 SP:Iteration 12Q (4598.365684 sec): 3 clusters Score: Raw -1064223.766518 + Penalty 5033.540506 = -1059190.226012 nChanged 106 SP:Iteration 13Q (4598.460300 sec): 3 clusters Score: Raw -1064240.844922 + Penalty 5033.540506 = -1059207.304416 nChanged 60 SP:Iteration 14Q (4598.549947 sec): 3 clusters Score: Raw -1064250.351761 + Penalty 5033.540506 = -1059216.811255 nChanged 39 SP:Iteration 15Q (4598.644909 sec): 3 clusters Score: Raw -1064255.232195 + Penalty 5033.540506 = -1059221.691689 nChanged 28 SP:Iteration 16Q (4598.756504 sec): 3 clusters Score: Raw -1064258.832298 + Penalty 5033.540506 = -1059225.291792 nChanged 18 SP:Iteration 17Q (4598.845258 sec): 3 clusters Score: Raw -1064261.313948 + Penalty 5033.540506 = -1059227.773442 nChanged 16 SP:Iteration 18Q (4598.957362 sec): 3 clusters Score: Raw -1064263.094262 + Penalty 5033.540506 = -1059229.553756 nChanged 13 SP:Iteration 19Q (4599.087936 sec): 3 clusters Score: Raw -1064264.379457 + Penalty 5033.540506 = -1059230.838951 nChanged 8 SP:Iteration 20F (4599.200028 sec): 3 clusters Score: Raw -1064265.283569 + Penalty 5033.540506 = -1059231.743063 nChanged 9 SP:Iteration 21Q (4599.292501 sec): 3 clusters Score: Raw -1064266.056314 + Penalty 5033.540506 = -1059232.515809 nChanged 7 SP:Iteration 22Q (4599.409616 sec): 3 clusters Score: Raw -1064266.723937 + Penalty 5033.540506 = -1059233.183431 nChanged 4 SP:Iteration 23Q (4599.497231 sec): 3 clusters Score: Raw -1064267.416369 + Penalty 5033.540506 = -1059233.875863 nChanged 7 SP:Iteration 24Q (4599.590034 sec): 3 clusters Score: Raw -1064268.050939 + Penalty 5033.540506 = -1059234.510433 nChanged 7 SP:Iteration 25Q (4599.690568 sec): 3 clusters Score: Raw -1064268.760049 + Penalty 5033.540506 = -1059235.219543 nChanged 6 SP:Iteration 26Q (4599.800403 sec): 3 clusters Score: Raw -1064269.450868 + Penalty 5033.540506 = -1059235.910363 nChanged 5 SP:Iteration 27Q (4599.899097 sec): 3 clusters Score: Raw -1064270.178718 + Penalty 5033.540506 = -1059236.638212 nChanged 8 SP:Iteration 28Q (4599.992114 sec): 3 clusters Score: Raw -1064270.909206 + Penalty 5033.540506 = -1059237.368700 nChanged 3 SP:Iteration 29Q (4600.085645 sec): 3 clusters Score: Raw -1064271.433344 + Penalty 5033.540506 = -1059237.892838 nChanged 3 SP:Iteration 30Q (4600.181579 sec): 3 clusters Score: Raw -1064271.702344 + Penalty 5033.540506 = -1059238.161838 nChanged 3 SP:Iteration 31Q (4600.292481 sec): 3 clusters Score: Raw -1064272.086209 + Penalty 5033.540506 = -1059238.545703 nChanged 2 SP:Iteration 32Q (4600.390983 sec): 3 clusters Score: Raw -1064272.227357 + Penalty 5033.540506 = -1059238.686851 nChanged 0 SP:Iteration 33F (4600.484271 sec): 3 clusters Score: Raw -1064272.227357 + Penalty 5033.540506 = -1059238.686851 nChanged 0 Trying to split cluster 3 (4009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4600.578224 sec): 2 clusters Score: Raw -249001.751617 + Penalty 2190.222438 = -246811.529179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4600.721650 sec): 3 clusters Score: Raw -247343.953494 + Penalty 4380.444875 = -242963.508619 nChanged 1493 SP:Iteration 1F (4600.846638 sec): 3 clusters Score: Raw -248876.779718 + Penalty 4380.444875 = -244496.334842 nChanged 530 SP:Iteration 2F (4600.998419 sec): 3 clusters Score: Raw -249984.230309 + Penalty 4380.444875 = -245603.785433 nChanged 414 SP:Iteration 3F (4601.103167 sec): 3 clusters Score: Raw -250715.228204 + Penalty 4380.444875 = -246334.783328 nChanged 295 SP:Iteration 4F (4601.261669 sec): 3 clusters Score: Raw -251176.175746 + Penalty 4380.444875 = -246795.730871 nChanged 209 SP:Iteration 5F (4601.353229 sec): 3 clusters Score: Raw -251418.999756 + Penalty 4380.444875 = -247038.554881 nChanged 122 SP:Iteration 6Q (4601.431770 sec): 3 clusters Score: Raw -251563.190339 + Penalty 4380.444875 = -247182.745463 nChanged 88 SP:Iteration 7Q (4601.479257 sec): 3 clusters Score: Raw -251649.915297 + Penalty 4380.444875 = -247269.470422 nChanged 70 SP:Iteration 8Q (4601.526945 sec): 3 clusters Score: Raw -251709.693031 + Penalty 4380.444875 = -247329.248155 nChanged 51 SP:Iteration 9Q (4601.574256 sec): 3 clusters Score: Raw -251745.148790 + Penalty 4380.444875 = -247364.703915 nChanged 50 SP:Iteration 10Q (4601.622099 sec): 3 clusters Score: Raw -251784.428970 + Penalty 4380.444875 = -247403.984094 nChanged 51 SP:Iteration 11Q (4601.675913 sec): 3 clusters Score: Raw -251823.050697 + Penalty 4380.444875 = -247442.605821 nChanged 44 SP:Iteration 12Q (4601.729716 sec): 3 clusters Score: Raw -251874.408424 + Penalty 4380.444875 = -247493.963548 nChanged 45 SP:Iteration 13Q (4601.783648 sec): 3 clusters Score: Raw -251925.093556 + Penalty 4380.444875 = -247544.648681 nChanged 34 SP:Iteration 14Q (4601.832993 sec): 3 clusters Score: Raw -251955.273412 + Penalty 4380.444875 = -247574.828537 nChanged 25 SP:Iteration 15Q (4601.876220 sec): 3 clusters Score: Raw -251985.645224 + Penalty 4380.444875 = -247605.200348 nChanged 22 SP:Iteration 16Q (4601.919575 sec): 3 clusters Score: Raw -251999.390764 + Penalty 4380.444875 = -247618.945889 nChanged 18 SP:Iteration 17Q (4601.962855 sec): 3 clusters Score: Raw -252015.102908 + Penalty 4380.444875 = -247634.658032 nChanged 11 SP:Iteration 18Q (4602.012265 sec): 3 clusters Score: Raw -252020.864552 + Penalty 4380.444875 = -247640.419676 nChanged 9 SP:Iteration 19Q (4602.062110 sec): 3 clusters Score: Raw -252023.839374 + Penalty 4380.444875 = -247643.394498 nChanged 7 SP:Iteration 20F (4602.113088 sec): 3 clusters Score: Raw -252027.237701 + Penalty 4380.444875 = -247646.792825 nChanged 5 SP:Iteration 21Q (4602.159975 sec): 3 clusters Score: Raw -252029.380889 + Penalty 4380.444875 = -247648.936013 nChanged 5 SP:Iteration 22Q (4602.203662 sec): 3 clusters Score: Raw -252031.107052 + Penalty 4380.444875 = -247650.662177 nChanged 6 SP:Iteration 23Q (4602.247345 sec): 3 clusters Score: Raw -252033.022210 + Penalty 4380.444875 = -247652.577335 nChanged 3 SP:Iteration 24Q (4602.291076 sec): 3 clusters Score: Raw -252033.903887 + Penalty 4380.444875 = -247653.459012 nChanged 2 SP:Iteration 25Q (4602.340862 sec): 3 clusters Score: Raw -252034.331410 + Penalty 4380.444875 = -247653.886535 nChanged 2 SP:Iteration 26Q (4602.390770 sec): 3 clusters Score: Raw -252034.567560 + Penalty 4380.444875 = -247654.122685 nChanged 0 SP:Iteration 27F (4602.442138 sec): 3 clusters Score: Raw -252034.567560 + Penalty 4380.444875 = -247654.122685 nChanged 0 Score: Raw -11816274.774220 + Penalty 37669.881023 = -11778604.893198 Splitting cluster 3 changes total score from -11778705.481132 to -11778604.893198 So it's not getting split. Trying to split cluster 4 (6295 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.050457 sec): 2 clusters Score: Raw -483206.716540 + Penalty 2309.342890 = -480897.373650 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.197349 sec): 3 clusters Score: Raw -480070.371222 + Penalty 4618.685780 = -475451.685442 nChanged 2504 SP:Iteration 1F (4605.320076 sec): 3 clusters Score: Raw -481655.996745 + Penalty 4618.685780 = -477037.310965 nChanged 558 SP:Iteration 2F (4605.456512 sec): 3 clusters Score: Raw -482237.810168 + Penalty 4618.685780 = -477619.124388 nChanged 519 SP:Iteration 3F (4605.595354 sec): 3 clusters Score: Raw -483005.173326 + Penalty 4618.685780 = -478386.487546 nChanged 527 SP:Iteration 4F (4605.740653 sec): 3 clusters Score: Raw -483776.526545 + Penalty 4618.685780 = -479157.840765 nChanged 498 SP:Iteration 5F (4605.857860 sec): 3 clusters Score: Raw -484399.046498 + Penalty 4618.685780 = -479780.360718 nChanged 415 SP:Iteration 6F (4605.914789 sec): 3 clusters Score: Raw -484840.628627 + Penalty 4618.685780 = -480221.942847 nChanged 285 SP:Iteration 7Q (4605.970999 sec): 3 clusters Score: Raw -485120.620241 + Penalty 4618.685780 = -480501.934461 nChanged 225 SP:Iteration 8Q (4606.028734 sec): 3 clusters Score: Raw -485297.197274 + Penalty 4618.685780 = -480678.511494 nChanged 164 SP:Iteration 9Q (4606.096511 sec): 3 clusters Score: Raw -485408.969294 + Penalty 4618.685780 = -480790.283514 nChanged 92 SP:Iteration 10Q (4606.166158 sec): 3 clusters Score: Raw -485457.076480 + Penalty 4618.685780 = -480838.390701 nChanged 60 SP:Iteration 11Q (4606.231474 sec): 3 clusters Score: Raw -485481.057010 + Penalty 4618.685780 = -480862.371230 nChanged 49 SP:Iteration 12Q (4606.286193 sec): 3 clusters Score: Raw -485502.305504 + Penalty 4618.685780 = -480883.619724 nChanged 28 SP:Iteration 13Q (4606.339990 sec): 3 clusters Score: Raw -485510.624214 + Penalty 4618.685780 = -480891.938434 nChanged 17 SP:Iteration 14Q (4606.400149 sec): 3 clusters Score: Raw -485514.508103 + Penalty 4618.685780 = -480895.822324 nChanged 12 SP:Iteration 15Q (4606.463647 sec): 3 clusters Score: Raw -485517.306309 + Penalty 4618.685780 = -480898.620529 nChanged 6 SP:Iteration 16Q (4606.526330 sec): 3 clusters Score: Raw -485518.520367 + Penalty 4618.685780 = -480899.834587 nChanged 4 SP:Iteration 17Q (4606.587481 sec): 3 clusters Score: Raw -485519.191741 + Penalty 4618.685780 = -480900.505961 nChanged 1 SP:Iteration 18Q (4606.644565 sec): 3 clusters Score: Raw -485519.364054 + Penalty 4618.685780 = -480900.678274 nChanged 2 SP:Iteration 19Q (4606.706154 sec): 3 clusters Score: Raw -485519.734185 + Penalty 4618.685780 = -480901.048405 nChanged 3 SP:Iteration 20F (4606.769816 sec): 3 clusters Score: Raw -485520.100059 + Penalty 4618.685780 = -480901.414279 nChanged 3 SP:Iteration 21Q (4606.832229 sec): 3 clusters Score: Raw -485520.835518 + Penalty 4618.685780 = -480902.149738 nChanged 3 SP:Iteration 22Q (4606.892956 sec): 3 clusters Score: Raw -485521.438133 + Penalty 4618.685780 = -480902.752353 nChanged 1 SP:Iteration 23Q (4606.950139 sec): 3 clusters Score: Raw -485521.814146 + Penalty 4618.685780 = -480903.128367 nChanged 0 SP:Iteration 24F (4607.012969 sec): 3 clusters Score: Raw -485521.814146 + Penalty 4618.685780 = -480903.128367 nChanged 0 Score: Raw -11815557.055882 + Penalty 37669.881023 = -11777887.174860 Splitting cluster 4 changes total score from -11778705.481132 to -11777887.174860 So it's not getting split. Trying to split cluster 5 (8258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4609.638066 sec): 2 clusters Score: Raw -704005.018597 + Penalty 2380.999555 = -701624.019042 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4609.744774 sec): 3 clusters Score: Raw -699755.007242 + Penalty 4761.999109 = -694993.008133 nChanged 3374 SP:Iteration 1F (4609.836792 sec): 3 clusters Score: Raw -701768.689211 + Penalty 4761.999109 = -697006.690102 nChanged 675 SP:Iteration 2F (4609.983837 sec): 3 clusters Score: Raw -702276.225527 + Penalty 4761.999109 = -697514.226418 nChanged 562 SP:Iteration 3F (4610.138997 sec): 3 clusters Score: Raw -702705.404268 + Penalty 4761.999109 = -697943.405159 nChanged 500 SP:Iteration 4F (4610.271779 sec): 3 clusters Score: Raw -703144.284129 + Penalty 4761.999109 = -698382.285020 nChanged 517 SP:Iteration 5F (4610.518007 sec): 3 clusters Score: Raw -703575.073414 + Penalty 4761.999109 = -698813.074305 nChanged 446 SP:Iteration 6F (4610.591818 sec): 3 clusters Score: Raw -703947.943662 + Penalty 4761.999109 = -699185.944553 nChanged 383 SP:Iteration 7Q (4610.652605 sec): 3 clusters Score: Raw -704228.322626 + Penalty 4761.999109 = -699466.323517 nChanged 293 SP:Iteration 8Q (4610.736465 sec): 3 clusters Score: Raw -704401.125104 + Penalty 4761.999109 = -699639.125995 nChanged 231 SP:Iteration 9Q (4610.811402 sec): 3 clusters Score: Raw -704511.708451 + Penalty 4761.999109 = -699749.709342 nChanged 174 SP:Iteration 10Q (4610.876362 sec): 3 clusters Score: Raw -704588.539194 + Penalty 4761.999109 = -699826.540085 nChanged 137 SP:Iteration 11Q (4610.943102 sec): 3 clusters Score: Raw -704645.297015 + Penalty 4761.999109 = -699883.297906 nChanged 107 SP:Iteration 12Q (4611.013772 sec): 3 clusters Score: Raw -704686.653332 + Penalty 4761.999109 = -699924.654223 nChanged 84 SP:Iteration 13Q (4611.085507 sec): 3 clusters Score: Raw -704717.324205 + Penalty 4761.999109 = -699955.325096 nChanged 79 SP:Iteration 14Q (4611.158380 sec): 3 clusters Score: Raw -704744.099977 + Penalty 4761.999109 = -699982.100868 nChanged 61 SP:Iteration 15Q (4611.229866 sec): 3 clusters Score: Raw -704762.009832 + Penalty 4761.999109 = -700000.010723 nChanged 48 SP:Iteration 16Q (4611.300060 sec): 3 clusters Score: Raw -704773.917021 + Penalty 4761.999109 = -700011.917912 nChanged 28 SP:Iteration 17Q (4611.370450 sec): 3 clusters Score: Raw -704781.683889 + Penalty 4761.999109 = -700019.684780 nChanged 22 SP:Iteration 18Q (4611.440746 sec): 3 clusters Score: Raw -704787.511288 + Penalty 4761.999109 = -700025.512179 nChanged 18 SP:Iteration 19Q (4611.511308 sec): 3 clusters Score: Raw -704791.619744 + Penalty 4761.999109 = -700029.620635 nChanged 16 SP:Iteration 20F (4611.581990 sec): 3 clusters Score: Raw -704794.952973 + Penalty 4761.999109 = -700032.953864 nChanged 13 SP:Iteration 21Q (4611.652090 sec): 3 clusters Score: Raw -704797.442507 + Penalty 4761.999109 = -700035.443398 nChanged 7 SP:Iteration 22Q (4611.722252 sec): 3 clusters Score: Raw -704798.612479 + Penalty 4761.999109 = -700036.613370 nChanged 9 SP:Iteration 23Q (4611.792822 sec): 3 clusters Score: Raw -704799.717474 + Penalty 4761.999109 = -700037.718365 nChanged 6 SP:Iteration 24Q (4611.862973 sec): 3 clusters Score: Raw -704800.620996 + Penalty 4761.999109 = -700038.621887 nChanged 3 SP:Iteration 25Q (4611.933185 sec): 3 clusters Score: Raw -704801.024464 + Penalty 4761.999109 = -700039.025355 nChanged 2 SP:Iteration 26Q (4612.003230 sec): 3 clusters Score: Raw -704801.352176 + Penalty 4761.999109 = -700039.353067 nChanged 0 SP:Iteration 27F (4612.074008 sec): 3 clusters Score: Raw -704801.352176 + Penalty 4761.999109 = -700039.353067 nChanged 0 Trying to split cluster 6 (5429 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4612.131523 sec): 2 clusters Score: Raw -444482.137396 + Penalty 2270.270702 = -442211.866695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4612.192701 sec): 3 clusters Score: Raw -441886.553708 + Penalty 4540.541404 = -437346.012304 nChanged 2086 SP:Iteration 1F (4612.253409 sec): 3 clusters Score: Raw -443196.067295 + Penalty 4540.541404 = -438655.525891 nChanged 495 SP:Iteration 2F (4612.399091 sec): 3 clusters Score: Raw -443641.047109 + Penalty 4540.541404 = -439100.505706 nChanged 423 SP:Iteration 3F (4612.496669 sec): 3 clusters Score: Raw -444049.753887 + Penalty 4540.541404 = -439509.212484 nChanged 371 SP:Iteration 4F (4612.626065 sec): 3 clusters Score: Raw -444431.607756 + Penalty 4540.541404 = -439891.066352 nChanged 322 SP:Iteration 5F (4612.771270 sec): 3 clusters Score: Raw -444752.140495 + Penalty 4540.541404 = -440211.599091 nChanged 260 SP:Iteration 6Q (4612.903783 sec): 3 clusters Score: Raw -444984.375241 + Penalty 4540.541404 = -440443.833838 nChanged 217 SP:Iteration 7Q (4613.044137 sec): 3 clusters Score: Raw -445129.290821 + Penalty 4540.541404 = -440588.749418 nChanged 158 SP:Iteration 8Q (4613.169094 sec): 3 clusters Score: Raw -445224.456928 + Penalty 4540.541404 = -440683.915524 nChanged 103 SP:Iteration 9Q (4613.294748 sec): 3 clusters Score: Raw -445288.274897 + Penalty 4540.541404 = -440747.733493 nChanged 103 SP:Iteration 10Q (4613.348590 sec): 3 clusters Score: Raw -445355.197089 + Penalty 4540.541404 = -440814.655685 nChanged 95 SP:Iteration 11Q (4613.403950 sec): 3 clusters Score: Raw -445403.816103 + Penalty 4540.541404 = -440863.274699 nChanged 66 SP:Iteration 12Q (4613.460526 sec): 3 clusters Score: Raw -445435.090956 + Penalty 4540.541404 = -440894.549553 nChanged 48 SP:Iteration 13Q (4613.517132 sec): 3 clusters Score: Raw -445456.958260 + Penalty 4540.541404 = -440916.416857 nChanged 44 SP:Iteration 14Q (4613.574186 sec): 3 clusters Score: Raw -445477.395067 + Penalty 4540.541404 = -440936.853664 nChanged 35 SP:Iteration 15Q (4613.631977 sec): 3 clusters Score: Raw -445489.562710 + Penalty 4540.541404 = -440949.021307 nChanged 25 SP:Iteration 16Q (4613.689188 sec): 3 clusters Score: Raw -445498.821871 + Penalty 4540.541404 = -440958.280468 nChanged 26 SP:Iteration 17Q (4613.834792 sec): 3 clusters Score: Raw -445506.753898 + Penalty 4540.541404 = -440966.212494 nChanged 15 SP:Iteration 18Q (4613.999158 sec): 3 clusters Score: Raw -445511.683776 + Penalty 4540.541404 = -440971.142373 nChanged 15 SP:Iteration 19Q (4614.122715 sec): 3 clusters Score: Raw -445516.974564 + Penalty 4540.541404 = -440976.433160 nChanged 9 SP:Iteration 20F (4614.223271 sec): 3 clusters Score: Raw -445520.335546 + Penalty 4540.541404 = -440979.794142 nChanged 7 SP:Iteration 21Q (4614.285634 sec): 3 clusters Score: Raw -445522.220382 + Penalty 4540.541404 = -440981.678978 nChanged 2 SP:Iteration 22Q (4614.340117 sec): 3 clusters Score: Raw -445523.136739 + Penalty 4540.541404 = -440982.595336 nChanged 5 SP:Iteration 23Q (4614.390371 sec): 3 clusters Score: Raw -445524.431402 + Penalty 4540.541404 = -440983.889998 nChanged 9 SP:Iteration 24Q (4614.440677 sec): 3 clusters Score: Raw -445526.964772 + Penalty 4540.541404 = -440986.423369 nChanged 4 SP:Iteration 25Q (4614.501843 sec): 3 clusters Score: Raw -445527.924102 + Penalty 4540.541404 = -440987.382698 nChanged 3 SP:Iteration 26Q (4614.562908 sec): 3 clusters Score: Raw -445529.007604 + Penalty 4540.541404 = -440988.466200 nChanged 5 SP:Iteration 27Q (4614.624023 sec): 3 clusters Score: Raw -445531.174781 + Penalty 4540.541404 = -440990.633377 nChanged 5 SP:Iteration 28Q (4614.683918 sec): 3 clusters Score: Raw -445532.360268 + Penalty 4540.541404 = -440991.818865 nChanged 4 SP:Iteration 29Q (4614.737586 sec): 3 clusters Score: Raw -445533.375645 + Penalty 4540.541404 = -440992.834242 nChanged 4 SP:Iteration 30Q (4614.792126 sec): 3 clusters Score: Raw -445534.529316 + Penalty 4540.541404 = -440993.987912 nChanged 3 SP:Iteration 31Q (4614.849527 sec): 3 clusters Score: Raw -445535.760961 + Penalty 4540.541404 = -440995.219558 nChanged 4 SP:Iteration 32Q (4614.906976 sec): 3 clusters Score: Raw -445536.993834 + Penalty 4540.541404 = -440996.452430 nChanged 2 SP:Iteration 33Q (4614.964612 sec): 3 clusters Score: Raw -445537.418587 + Penalty 4540.541404 = -440996.877184 nChanged 1 SP:Iteration 34Q (4615.022048 sec): 3 clusters Score: Raw -445537.642795 + Penalty 4540.541404 = -440997.101391 nChanged 1 SP:Iteration 35Q (4615.152409 sec): 3 clusters Score: Raw -445537.971474 + Penalty 4540.541404 = -440997.430070 nChanged 2 SP:Iteration 36Q (4615.297567 sec): 3 clusters Score: Raw -445539.201694 + Penalty 4540.541404 = -440998.660290 nChanged 2 SP:Iteration 37Q (4615.433107 sec): 3 clusters Score: Raw -445540.076716 + Penalty 4540.541404 = -440999.535312 nChanged 0 SP:Iteration 38F (4615.564122 sec): 3 clusters Score: Raw -445540.076716 + Penalty 4540.541404 = -440999.535312 nChanged 0 Trying to split cluster 7 (67382 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4615.920124 sec): 2 clusters Score: Raw -5766981.586507 + Penalty 2935.187165 = -5764046.399342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4616.194887 sec): 3 clusters Score: Raw -5724790.503430 + Penalty 5870.374329 = -5718920.129101 nChanged 31400 SP:Iteration 1F (4616.498338 sec): 3 clusters Score: Raw -5743589.541178 + Penalty 5870.374329 = -5737719.166849 nChanged 3730 SP:Iteration 2F (4616.898192 sec): 3 clusters Score: Raw -5745485.317928 + Penalty 5870.374329 = -5739614.943599 nChanged 3951 SP:Iteration 3F (4617.259845 sec): 3 clusters Score: Raw -5747620.882401 + Penalty 5870.374329 = -5741750.508072 nChanged 4000 SP:Iteration 4F (4617.582922 sec): 3 clusters Score: Raw -5749670.250143 + Penalty 5870.374329 = -5743799.875814 nChanged 3795 SP:Iteration 5F (4617.890432 sec): 3 clusters Score: Raw -5751510.075644 + Penalty 5870.374329 = -5745639.701315 nChanged 3519 SP:Iteration 6F (4618.193971 sec): 3 clusters Score: Raw -5752990.845792 + Penalty 5870.374329 = -5747120.471463 nChanged 3040 SP:Iteration 7Q (4618.527180 sec): 3 clusters Score: Raw -5754147.654567 + Penalty 5870.374329 = -5748277.280238 nChanged 2611 SP:Iteration 8Q (4618.861019 sec): 3 clusters Score: Raw -5755008.373045 + Penalty 5870.374329 = -5749137.998716 nChanged 2217 SP:Iteration 9Q (4619.144778 sec): 3 clusters Score: Raw -5755663.744663 + Penalty 5870.374329 = -5749793.370334 nChanged 1912 SP:Iteration 10Q (4619.458120 sec): 3 clusters Score: Raw -5756188.217896 + Penalty 5870.374329 = -5750317.843567 nChanged 1652 SP:Iteration 11Q (4619.802276 sec): 3 clusters Score: Raw -5756630.724339 + Penalty 5870.374329 = -5750760.350010 nChanged 1511 SP:Iteration 12Q (4620.094753 sec): 3 clusters Score: Raw -5757028.626311 + Penalty 5870.374329 = -5751158.251982 nChanged 1362 SP:Iteration 13Q (4620.409686 sec): 3 clusters Score: Raw -5757399.844024 + Penalty 5870.374329 = -5751529.469695 nChanged 1386 SP:Iteration 14Q (4620.696612 sec): 3 clusters Score: Raw -5757818.178342 + Penalty 5870.374329 = -5751947.804013 nChanged 1405 SP:Iteration 15Q (4620.971912 sec): 3 clusters Score: Raw -5758297.718801 + Penalty 5870.374329 = -5752427.344472 nChanged 1442 SP:Iteration 16Q (4621.251411 sec): 3 clusters Score: Raw -5758838.656644 + Penalty 5870.374329 = -5752968.282315 nChanged 1517 SP:Iteration 17Q (4621.525249 sec): 3 clusters Score: Raw -5759427.085464 + Penalty 5870.374329 = -5753556.711135 nChanged 1525 SP:Iteration 18Q (4621.804523 sec): 3 clusters Score: Raw -5760021.997890 + Penalty 5870.374329 = -5754151.623561 nChanged 1494 SP:Iteration 19Q (4622.055862 sec): 3 clusters Score: Raw -5760624.395145 + Penalty 5870.374329 = -5754754.020816 nChanged 1476 SP:Iteration 20F (4622.326698 sec): 3 clusters Score: Raw -5761247.277239 + Penalty 5870.374329 = -5755376.902910 nChanged 1502 SP:Iteration 21Q (4622.598205 sec): 3 clusters Score: Raw -5761905.630158 + Penalty 5870.374329 = -5756035.255829 nChanged 1433 SP:Iteration 22Q (4622.865483 sec): 3 clusters Score: Raw -5762525.452344 + Penalty 5870.374329 = -5756655.078015 nChanged 1430 SP:Iteration 23Q (4623.129934 sec): 3 clusters Score: Raw -5763157.093550 + Penalty 5870.374329 = -5757286.719221 nChanged 1309 SP:Iteration 24Q (4623.390883 sec): 3 clusters Score: Raw -5763746.612785 + Penalty 5870.374329 = -5757876.238456 nChanged 1212 SP:Iteration 25Q (4623.651236 sec): 3 clusters Score: Raw -5764288.790329 + Penalty 5870.374329 = -5758418.416000 nChanged 1106 SP:Iteration 26Q (4623.890456 sec): 3 clusters Score: Raw -5764776.512328 + Penalty 5870.374329 = -5758906.137999 nChanged 1020 SP:Iteration 27Q (4624.282978 sec): 3 clusters Score: Raw -5765257.228274 + Penalty 5870.374329 = -5759386.853945 nChanged 897 SP:Iteration 28Q (4624.540575 sec): 3 clusters Score: Raw -5765699.032683 + Penalty 5870.374329 = -5759828.658354 nChanged 845 SP:Iteration 29Q (4624.777853 sec): 3 clusters Score: Raw -5766132.694806 + Penalty 5870.374329 = -5760262.320477 nChanged 702 SP:Iteration 30Q (4625.073294 sec): 3 clusters Score: Raw -5766496.386006 + Penalty 5870.374329 = -5760626.011677 nChanged 609 SP:Iteration 31Q (4625.313025 sec): 3 clusters Score: Raw -5766805.283439 + Penalty 5870.374329 = -5760934.909110 nChanged 495 SP:Iteration 32Q (4625.578181 sec): 3 clusters Score: Raw -5767061.152003 + Penalty 5870.374329 = -5761190.777674 nChanged 421 SP:Iteration 33Q (4625.857859 sec): 3 clusters Score: Raw -5767278.270218 + Penalty 5870.374329 = -5761407.895889 nChanged 339 SP:Iteration 34Q (4626.088722 sec): 3 clusters Score: Raw -5767437.782943 + Penalty 5870.374329 = -5761567.408614 nChanged 253 SP:Iteration 35Q (4626.372111 sec): 3 clusters Score: Raw -5767554.879490 + Penalty 5870.374329 = -5761684.505160 nChanged 215 SP:Iteration 36Q (4626.632620 sec): 3 clusters Score: Raw -5767649.074945 + Penalty 5870.374329 = -5761778.700616 nChanged 163 SP:Iteration 37Q (4626.892172 sec): 3 clusters Score: Raw -5767720.596054 + Penalty 5870.374329 = -5761850.221725 nChanged 123 SP:Iteration 38Q (4627.122472 sec): 3 clusters Score: Raw -5767770.587972 + Penalty 5870.374329 = -5761900.213643 nChanged 91 SP:Iteration 39Q (4627.350332 sec): 3 clusters Score: Raw -5767807.702851 + Penalty 5870.374329 = -5761937.328522 nChanged 85 SP:Iteration 40F (4627.616660 sec): 3 clusters Score: Raw -5767844.617611 + Penalty 5870.374329 = -5761974.243282 nChanged 72 SP:Iteration 41Q (4627.869818 sec): 3 clusters Score: Raw -5767872.207561 + Penalty 5870.374329 = -5762001.833232 nChanged 66 SP:Iteration 42Q (4628.110232 sec): 3 clusters Score: Raw -5767898.324997 + Penalty 5870.374329 = -5762027.950668 nChanged 57 SP:Iteration 43Q (4628.327341 sec): 3 clusters Score: Raw -5767917.364501 + Penalty 5870.374329 = -5762046.990172 nChanged 38 SP:Iteration 44Q (4628.552384 sec): 3 clusters Score: Raw -5767928.265181 + Penalty 5870.374329 = -5762057.890852 nChanged 34 SP:Iteration 45Q (4628.872983 sec): 3 clusters Score: Raw -5767940.392847 + Penalty 5870.374329 = -5762070.018518 nChanged 30 SP:Iteration 46Q (4629.081904 sec): 3 clusters Score: Raw -5767948.706001 + Penalty 5870.374329 = -5762078.331672 nChanged 19 SP:Iteration 47Q (4629.333102 sec): 3 clusters Score: Raw -5767953.471258 + Penalty 5870.374329 = -5762083.096929 nChanged 16 SP:Iteration 48Q (4629.539607 sec): 3 clusters Score: Raw -5767958.421000 + Penalty 5870.374329 = -5762088.046671 nChanged 12 SP:Iteration 49Q (4629.782233 sec): 3 clusters Score: Raw -5767961.673877 + Penalty 5870.374329 = -5762091.299548 nChanged 18 SP:Iteration 50Q (4630.011375 sec): 3 clusters Score: Raw -5767966.246618 + Penalty 5870.374329 = -5762095.872289 nChanged 9 SP:Iteration 51Q (4630.265315 sec): 3 clusters Score: Raw -5767968.551725 + Penalty 5870.374329 = -5762098.177396 nChanged 9 SP:Iteration 52Q (4630.491392 sec): 3 clusters Score: Raw -5767970.566068 + Penalty 5870.374329 = -5762100.191739 nChanged 9 SP:Iteration 53Q (4630.729327 sec): 3 clusters Score: Raw -5767972.907299 + Penalty 5870.374329 = -5762102.532970 nChanged 9 SP:Iteration 54Q (4630.946087 sec): 3 clusters Score: Raw -5767975.623845 + Penalty 5870.374329 = -5762105.249516 nChanged 8 SP:Iteration 55Q (4631.239147 sec): 3 clusters Score: Raw -5767978.558018 + Penalty 5870.374329 = -5762108.183689 nChanged 16 SP:Iteration 56Q (4631.462177 sec): 3 clusters Score: Raw -5767983.567151 + Penalty 5870.374329 = -5762113.192822 nChanged 11 SP:Iteration 57Q (4631.685604 sec): 3 clusters Score: Raw -5767986.719503 + Penalty 5870.374329 = -5762116.345174 nChanged 9 SP:Iteration 58Q (4631.952413 sec): 3 clusters Score: Raw -5767989.197784 + Penalty 5870.374329 = -5762118.823455 nChanged 8 SP:Iteration 59Q (4632.167666 sec): 3 clusters Score: Raw -5767992.013596 + Penalty 5870.374329 = -5762121.639267 nChanged 9 SP:Iteration 60F (4632.476875 sec): 3 clusters Score: Raw -5767995.479223 + Penalty 5870.374329 = -5762125.104894 nChanged 12 SP:Iteration 61Q (4632.678415 sec): 3 clusters Score: Raw -5767998.773388 + Penalty 5870.374329 = -5762128.399059 nChanged 14 SP:Iteration 62Q (4632.910652 sec): 3 clusters Score: Raw -5768003.117997 + Penalty 5870.374329 = -5762132.743668 nChanged 10 SP:Iteration 63Q (4633.134004 sec): 3 clusters Score: Raw -5768005.535603 + Penalty 5870.374329 = -5762135.161274 nChanged 3 SP:Iteration 64Q (4633.361513 sec): 3 clusters Score: Raw -5768006.372894 + Penalty 5870.374329 = -5762135.998564 nChanged 7 SP:Iteration 65Q (4633.603738 sec): 3 clusters Score: Raw -5768008.168524 + Penalty 5870.374329 = -5762137.794195 nChanged 10 SP:Iteration 66Q (4633.832338 sec): 3 clusters Score: Raw -5768010.560172 + Penalty 5870.374329 = -5762140.185843 nChanged 8 SP:Iteration 67Q (4634.068149 sec): 3 clusters Score: Raw -5768012.738253 + Penalty 5870.374329 = -5762142.363924 nChanged 9 SP:Iteration 68Q (4634.279829 sec): 3 clusters Score: Raw -5768015.095014 + Penalty 5870.374329 = -5762144.720685 nChanged 10 SP:Iteration 69Q (4634.503708 sec): 3 clusters Score: Raw -5768018.748837 + Penalty 5870.374329 = -5762148.374508 nChanged 11 SP:Iteration 70Q (4634.768552 sec): 3 clusters Score: Raw -5768022.820230 + Penalty 5870.374329 = -5762152.445901 nChanged 10 SP:Iteration 71Q (4634.984464 sec): 3 clusters Score: Raw -5768026.779099 + Penalty 5870.374329 = -5762156.404770 nChanged 13 SP:Iteration 72Q (4635.214014 sec): 3 clusters Score: Raw -5768029.735261 + Penalty 5870.374329 = -5762159.360932 nChanged 9 SP:Iteration 73Q (4635.448892 sec): 3 clusters Score: Raw -5768032.042730 + Penalty 5870.374329 = -5762161.668401 nChanged 5 SP:Iteration 74Q (4635.662131 sec): 3 clusters Score: Raw -5768033.239501 + Penalty 5870.374329 = -5762162.865172 nChanged 7 SP:Iteration 75Q (4635.917591 sec): 3 clusters Score: Raw -5768035.333641 + Penalty 5870.374329 = -5762164.959312 nChanged 9 SP:Iteration 76Q (4636.165305 sec): 3 clusters Score: Raw -5768037.256304 + Penalty 5870.374329 = -5762166.881975 nChanged 5 SP:Iteration 77Q (4636.409155 sec): 3 clusters Score: Raw -5768038.271305 + Penalty 5870.374329 = -5762167.896976 nChanged 2 SP:Iteration 78Q (4636.666155 sec): 3 clusters Score: Raw -5768038.558669 + Penalty 5870.374329 = -5762168.184340 nChanged 3 SP:Iteration 79Q (4636.883435 sec): 3 clusters Score: Raw -5768039.333106 + Penalty 5870.374329 = -5762168.958777 nChanged 1 SP:Iteration 80F (4637.191188 sec): 3 clusters Score: Raw -5768039.458055 + Penalty 5870.374329 = -5762169.083726 nChanged 1 SP:Iteration 81Q (4637.422535 sec): 3 clusters Score: Raw -5768039.762675 + Penalty 5870.374329 = -5762169.388346 nChanged 2 SP:Iteration 82Q (4637.649866 sec): 3 clusters Score: Raw -5768040.482305 + Penalty 5870.374329 = -5762170.107976 nChanged 3 SP:Iteration 83Q (4637.940038 sec): 3 clusters Score: Raw -5768040.989134 + Penalty 5870.374329 = -5762170.614805 nChanged 1 SP:Iteration 84Q (4638.179531 sec): 3 clusters Score: Raw -5768041.146037 + Penalty 5870.374329 = -5762170.771708 nChanged 1 SP:Iteration 85Q (4638.378586 sec): 3 clusters Score: Raw -5768041.432220 + Penalty 5870.374329 = -5762171.057891 nChanged 0 SP:Iteration 86F (4638.646648 sec): 3 clusters Score: Raw -5768041.432220 + Penalty 5870.374329 = -5762171.057891 nChanged 0 Trying to split cluster 8 (3629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4638.749599 sec): 2 clusters Score: Raw -271249.010121 + Penalty 2163.932076 = -269085.078046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4638.870225 sec): 3 clusters Score: Raw -269676.493082 + Penalty 4327.864151 = -265348.628931 nChanged 1312 SP:Iteration 1F (4638.912553 sec): 3 clusters Score: Raw -270597.650871 + Penalty 4327.864151 = -266269.786720 nChanged 312 SP:Iteration 2F (4638.953469 sec): 3 clusters Score: Raw -270862.127141 + Penalty 4327.864151 = -266534.262990 nChanged 219 SP:Iteration 3F (4638.995438 sec): 3 clusters Score: Raw -271070.662022 + Penalty 4327.864151 = -266742.797871 nChanged 171 SP:Iteration 4Q (4639.038050 sec): 3 clusters Score: Raw -271240.515393 + Penalty 4327.864151 = -266912.651242 nChanged 184 SP:Iteration 5F (4639.083025 sec): 3 clusters Score: Raw -271458.321364 + Penalty 4327.864151 = -267130.457213 nChanged 176 SP:Iteration 6Q (4639.157630 sec): 3 clusters Score: Raw -271646.646656 + Penalty 4327.864151 = -267318.782505 nChanged 150 SP:Iteration 7Q (4639.212888 sec): 3 clusters Score: Raw -271781.520248 + Penalty 4327.864151 = -267453.656097 nChanged 122 SP:Iteration 8Q (4639.262880 sec): 3 clusters Score: Raw -271890.943318 + Penalty 4327.864151 = -267563.079167 nChanged 109 SP:Iteration 9Q (4639.303726 sec): 3 clusters Score: Raw -271979.292318 + Penalty 4327.864151 = -267651.428167 nChanged 77 SP:Iteration 10Q (4639.346160 sec): 3 clusters Score: Raw -272026.160511 + Penalty 4327.864151 = -267698.296360 nChanged 58 SP:Iteration 11Q (4639.388524 sec): 3 clusters Score: Raw -272056.593993 + Penalty 4327.864151 = -267728.729842 nChanged 40 SP:Iteration 12Q (4639.430910 sec): 3 clusters Score: Raw -272081.510917 + Penalty 4327.864151 = -267753.646766 nChanged 40 SP:Iteration 13Q (4639.525398 sec): 3 clusters Score: Raw -272099.701471 + Penalty 4327.864151 = -267771.837320 nChanged 27 SP:Iteration 14Q (4639.572025 sec): 3 clusters Score: Raw -272113.640014 + Penalty 4327.864151 = -267785.775863 nChanged 30 SP:Iteration 15Q (4639.615942 sec): 3 clusters Score: Raw -272128.860149 + Penalty 4327.864151 = -267800.995998 nChanged 29 SP:Iteration 16Q (4639.658964 sec): 3 clusters Score: Raw -272145.377324 + Penalty 4327.864151 = -267817.513173 nChanged 31 SP:Iteration 17Q (4639.701988 sec): 3 clusters Score: Raw -272161.594112 + Penalty 4327.864151 = -267833.729961 nChanged 26 SP:Iteration 18Q (4639.745238 sec): 3 clusters Score: Raw -272176.104024 + Penalty 4327.864151 = -267848.239873 nChanged 26 SP:Iteration 19Q (4639.791480 sec): 3 clusters Score: Raw -272189.203943 + Penalty 4327.864151 = -267861.339792 nChanged 22 SP:Iteration 20F (4639.838053 sec): 3 clusters Score: Raw -272201.223834 + Penalty 4327.864151 = -267873.359683 nChanged 24 SP:Iteration 21Q (4639.884263 sec): 3 clusters Score: Raw -272211.554045 + Penalty 4327.864151 = -267883.689894 nChanged 12 SP:Iteration 22Q (4639.929566 sec): 3 clusters Score: Raw -272216.847268 + Penalty 4327.864151 = -267888.983117 nChanged 10 SP:Iteration 23Q (4639.971804 sec): 3 clusters Score: Raw -272223.212640 + Penalty 4327.864151 = -267895.348489 nChanged 9 SP:Iteration 24Q (4640.014062 sec): 3 clusters Score: Raw -272228.140701 + Penalty 4327.864151 = -267900.276550 nChanged 10 SP:Iteration 25Q (4640.056150 sec): 3 clusters Score: Raw -272234.286735 + Penalty 4327.864151 = -267906.422584 nChanged 6 SP:Iteration 26Q (4640.098535 sec): 3 clusters Score: Raw -272236.828726 + Penalty 4327.864151 = -267908.964575 nChanged 3 SP:Iteration 27Q (4640.141470 sec): 3 clusters Score: Raw -272238.215257 + Penalty 4327.864151 = -267910.351106 nChanged 4 SP:Iteration 28Q (4640.186313 sec): 3 clusters Score: Raw -272240.586620 + Penalty 4327.864151 = -267912.722469 nChanged 4 SP:Iteration 29Q (4640.231400 sec): 3 clusters Score: Raw -272241.653752 + Penalty 4327.864151 = -267913.789601 nChanged 3 SP:Iteration 30Q (4640.340204 sec): 3 clusters Score: Raw -272242.789507 + Penalty 4327.864151 = -267914.925356 nChanged 2 SP:Iteration 31Q (4640.517521 sec): 3 clusters Score: Raw -272243.706180 + Penalty 4327.864151 = -267915.842029 nChanged 0 SP:Iteration 32F (4640.607488 sec): 3 clusters Score: Raw -272243.706180 + Penalty 4327.864151 = -267915.842029 nChanged 0 Trying to split cluster 9 (10142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4640.729517 sec): 2 clusters Score: Raw -784596.084347 + Penalty 2435.252291 = -782160.832056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4640.839462 sec): 3 clusters Score: Raw -779158.604301 + Penalty 4870.504582 = -774288.099719 nChanged 4220 SP:Iteration 1F (4640.940437 sec): 3 clusters Score: Raw -781543.266803 + Penalty 4870.504582 = -776672.762221 nChanged 783 SP:Iteration 2F (4641.027806 sec): 3 clusters Score: Raw -782022.434878 + Penalty 4870.504582 = -777151.930296 nChanged 623 SP:Iteration 3F (4641.090950 sec): 3 clusters Score: Raw -782443.149516 + Penalty 4870.504582 = -777572.644934 nChanged 624 SP:Iteration 4F (4641.159832 sec): 3 clusters Score: Raw -782953.988667 + Penalty 4870.504582 = -778083.484085 nChanged 637 SP:Iteration 5F (4641.239757 sec): 3 clusters Score: Raw -783531.086743 + Penalty 4870.504582 = -778660.582161 nChanged 607 SP:Iteration 6F (4641.323826 sec): 3 clusters Score: Raw -784069.382540 + Penalty 4870.504582 = -779198.877958 nChanged 572 SP:Iteration 7F (4641.407695 sec): 3 clusters Score: Raw -784530.141019 + Penalty 4870.504582 = -779659.636437 nChanged 511 SP:Iteration 8F (4641.483000 sec): 3 clusters Score: Raw -784890.137716 + Penalty 4870.504582 = -780019.633134 nChanged 399 SP:Iteration 9Q (4641.554398 sec): 3 clusters Score: Raw -785108.534824 + Penalty 4870.504582 = -780238.030242 nChanged 291 SP:Iteration 10Q (4641.634645 sec): 3 clusters Score: Raw -785242.159176 + Penalty 4870.504582 = -780371.654594 nChanged 207 SP:Iteration 11Q (4641.711754 sec): 3 clusters Score: Raw -785320.680363 + Penalty 4870.504582 = -780450.175781 nChanged 147 SP:Iteration 12Q (4641.787246 sec): 3 clusters Score: Raw -785373.432548 + Penalty 4870.504582 = -780502.927966 nChanged 127 SP:Iteration 13Q (4641.867821 sec): 3 clusters Score: Raw -785407.236769 + Penalty 4870.504582 = -780536.732187 nChanged 85 SP:Iteration 14Q (4641.948229 sec): 3 clusters Score: Raw -785429.471906 + Penalty 4870.504582 = -780558.967324 nChanged 70 SP:Iteration 15Q (4642.024500 sec): 3 clusters Score: Raw -785444.072864 + Penalty 4870.504582 = -780573.568282 nChanged 55 SP:Iteration 16Q (4642.099147 sec): 3 clusters Score: Raw -785457.398006 + Penalty 4870.504582 = -780586.893424 nChanged 53 SP:Iteration 17Q (4642.173365 sec): 3 clusters Score: Raw -785469.237978 + Penalty 4870.504582 = -780598.733396 nChanged 43 SP:Iteration 18Q (4642.252937 sec): 3 clusters Score: Raw -785478.162423 + Penalty 4870.504582 = -780607.657841 nChanged 41 SP:Iteration 19Q (4642.333583 sec): 3 clusters Score: Raw -785487.219745 + Penalty 4870.504582 = -780616.715163 nChanged 35 SP:Iteration 20F (4642.412990 sec): 3 clusters Score: Raw -785494.626750 + Penalty 4870.504582 = -780624.122168 nChanged 29 SP:Iteration 21Q (4642.492853 sec): 3 clusters Score: Raw -785502.584690 + Penalty 4870.504582 = -780632.080108 nChanged 37 SP:Iteration 22Q (4642.567959 sec): 3 clusters Score: Raw -785511.725834 + Penalty 4870.504582 = -780641.221252 nChanged 34 SP:Iteration 23Q (4642.642976 sec): 3 clusters Score: Raw -785518.569349 + Penalty 4870.504582 = -780648.064767 nChanged 30 SP:Iteration 24Q (4642.718059 sec): 3 clusters Score: Raw -785524.617938 + Penalty 4870.504582 = -780654.113356 nChanged 30 SP:Iteration 25Q (4642.798626 sec): 3 clusters Score: Raw -785531.217054 + Penalty 4870.504582 = -780660.712472 nChanged 26 SP:Iteration 26Q (4642.879280 sec): 3 clusters Score: Raw -785535.978184 + Penalty 4870.504582 = -780665.473602 nChanged 26 SP:Iteration 27Q (4643.079375 sec): 3 clusters Score: Raw -785541.315729 + Penalty 4870.504582 = -780670.811147 nChanged 25 SP:Iteration 28Q (4643.253256 sec): 3 clusters Score: Raw -785546.179258 + Penalty 4870.504582 = -780675.674676 nChanged 23 SP:Iteration 29Q (4643.464488 sec): 3 clusters Score: Raw -785551.611026 + Penalty 4870.504582 = -780681.106444 nChanged 28 SP:Iteration 30Q (4643.634863 sec): 3 clusters Score: Raw -785557.928468 + Penalty 4870.504582 = -780687.423886 nChanged 32 SP:Iteration 31Q (4643.818495 sec): 3 clusters Score: Raw -785565.899146 + Penalty 4870.504582 = -780695.394564 nChanged 35 SP:Iteration 32Q (4643.903091 sec): 3 clusters Score: Raw -785573.075690 + Penalty 4870.504582 = -780702.571108 nChanged 28 SP:Iteration 33Q (4643.977280 sec): 3 clusters Score: Raw -785577.382263 + Penalty 4870.504582 = -780706.877681 nChanged 18 SP:Iteration 34Q (4644.056522 sec): 3 clusters Score: Raw -785581.013235 + Penalty 4870.504582 = -780710.508653 nChanged 16 SP:Iteration 35Q (4644.138972 sec): 3 clusters Score: Raw -785582.794653 + Penalty 4870.504582 = -780712.290071 nChanged 10 SP:Iteration 36Q (4644.223248 sec): 3 clusters Score: Raw -785583.945493 + Penalty 4870.504582 = -780713.440911 nChanged 9 SP:Iteration 37Q (4644.302531 sec): 3 clusters Score: Raw -785585.074989 + Penalty 4870.504582 = -780714.570407 nChanged 6 SP:Iteration 38Q (4644.479797 sec): 3 clusters Score: Raw -785585.898239 + Penalty 4870.504582 = -780715.393657 nChanged 6 SP:Iteration 39Q (4644.586616 sec): 3 clusters Score: Raw -785586.640484 + Penalty 4870.504582 = -780716.135902 nChanged 10 SP:Iteration 40F (4644.662149 sec): 3 clusters Score: Raw -785588.432838 + Penalty 4870.504582 = -780717.928256 nChanged 6 SP:Iteration 41Q (4644.793188 sec): 3 clusters Score: Raw -785589.541609 + Penalty 4870.504582 = -780719.037027 nChanged 6 SP:Iteration 42Q (4644.924797 sec): 3 clusters Score: Raw -785590.594664 + Penalty 4870.504582 = -780720.090081 nChanged 5 SP:Iteration 43Q (4645.028721 sec): 3 clusters Score: Raw -785591.393123 + Penalty 4870.504582 = -780720.888541 nChanged 6 SP:Iteration 44Q (4645.106740 sec): 3 clusters Score: Raw -785592.430583 + Penalty 4870.504582 = -780721.926001 nChanged 10 SP:Iteration 45Q (4645.187018 sec): 3 clusters Score: Raw -785594.317414 + Penalty 4870.504582 = -780723.812832 nChanged 9 SP:Iteration 46Q (4645.265515 sec): 3 clusters Score: Raw -785596.057521 + Penalty 4870.504582 = -780725.552939 nChanged 10 SP:Iteration 47Q (4645.346992 sec): 3 clusters Score: Raw -785597.963173 + Penalty 4870.504582 = -780727.458591 nChanged 9 SP:Iteration 48Q (4645.435280 sec): 3 clusters Score: Raw -785598.926890 + Penalty 4870.504582 = -780728.422308 nChanged 7 SP:Iteration 49Q (4645.515405 sec): 3 clusters Score: Raw -785600.525285 + Penalty 4870.504582 = -780730.020703 nChanged 9 SP:Iteration 50Q (4645.585306 sec): 3 clusters Score: Raw -785602.016401 + Penalty 4870.504582 = -780731.511819 nChanged 8 SP:Iteration 51Q (4645.670750 sec): 3 clusters Score: Raw -785603.584370 + Penalty 4870.504582 = -780733.079788 nChanged 9 SP:Iteration 52Q (4645.758565 sec): 3 clusters Score: Raw -785604.700809 + Penalty 4870.504582 = -780734.196227 nChanged 6 SP:Iteration 53Q (4645.839216 sec): 3 clusters Score: Raw -785605.319502 + Penalty 4870.504582 = -780734.814920 nChanged 5 SP:Iteration 54Q (4645.914610 sec): 3 clusters Score: Raw -785606.709150 + Penalty 4870.504582 = -780736.204568 nChanged 12 SP:Iteration 55Q (4645.992239 sec): 3 clusters Score: Raw -785610.378458 + Penalty 4870.504582 = -780739.873875 nChanged 11 SP:Iteration 56Q (4646.079041 sec): 3 clusters Score: Raw -785612.387957 + Penalty 4870.504582 = -780741.883375 nChanged 7 SP:Iteration 57Q (4646.166850 sec): 3 clusters Score: Raw -785613.627149 + Penalty 4870.504582 = -780743.122567 nChanged 14 SP:Iteration 58Q (4646.388569 sec): 3 clusters Score: Raw -785616.572586 + Penalty 4870.504582 = -780746.068004 nChanged 11 SP:Iteration 59Q (4646.505982 sec): 3 clusters Score: Raw -785618.427035 + Penalty 4870.504582 = -780747.922453 nChanged 7 SP:Iteration 60F (4646.677571 sec): 3 clusters Score: Raw -785620.101573 + Penalty 4870.504582 = -780749.596991 nChanged 10 SP:Iteration 61Q (4646.868884 sec): 3 clusters Score: Raw -785621.554593 + Penalty 4870.504582 = -780751.050011 nChanged 9 SP:Iteration 62Q (4647.000351 sec): 3 clusters Score: Raw -785623.266514 + Penalty 4870.504582 = -780752.761932 nChanged 6 SP:Iteration 63Q (4647.088678 sec): 3 clusters Score: Raw -785624.303528 + Penalty 4870.504582 = -780753.798946 nChanged 9 SP:Iteration 64Q (4647.167340 sec): 3 clusters Score: Raw -785625.669336 + Penalty 4870.504582 = -780755.164754 nChanged 9 SP:Iteration 65Q (4647.250302 sec): 3 clusters Score: Raw -785627.103539 + Penalty 4870.504582 = -780756.598957 nChanged 4 SP:Iteration 66Q (4647.330553 sec): 3 clusters Score: Raw -785627.552287 + Penalty 4870.504582 = -780757.047705 nChanged 6 SP:Iteration 67Q (4647.409046 sec): 3 clusters Score: Raw -785628.360042 + Penalty 4870.504582 = -780757.855460 nChanged 3 SP:Iteration 68Q (4647.485591 sec): 3 clusters Score: Raw -785628.830313 + Penalty 4870.504582 = -780758.325731 nChanged 2 SP:Iteration 69Q (4647.570655 sec): 3 clusters Score: Raw -785629.075016 + Penalty 4870.504582 = -780758.570434 nChanged 5 SP:Iteration 70Q (4647.656341 sec): 3 clusters Score: Raw -785629.845187 + Penalty 4870.504582 = -780759.340605 nChanged 7 SP:Iteration 71Q (4647.735757 sec): 3 clusters Score: Raw -785631.011061 + Penalty 4870.504582 = -780760.506478 nChanged 5 SP:Iteration 72Q (4647.812365 sec): 3 clusters Score: Raw -785632.050885 + Penalty 4870.504582 = -780761.546303 nChanged 9 SP:Iteration 73Q (4647.895151 sec): 3 clusters Score: Raw -785633.226955 + Penalty 4870.504582 = -780762.722373 nChanged 8 SP:Iteration 74Q (4647.977611 sec): 3 clusters Score: Raw -785634.124113 + Penalty 4870.504582 = -780763.619531 nChanged 3 SP:Iteration 75Q (4648.059443 sec): 3 clusters Score: Raw -785634.660534 + Penalty 4870.504582 = -780764.155952 nChanged 1 SP:Iteration 76Q (4648.138229 sec): 3 clusters Score: Raw -785634.861812 + Penalty 4870.504582 = -780764.357230 nChanged 1 SP:Iteration 77Q (4648.215942 sec): 3 clusters Score: Raw -785634.945014 + Penalty 4870.504582 = -780764.440432 nChanged 0 SP:Iteration 78F (4648.293999 sec): 3 clusters Score: Raw -785634.945014 + Penalty 4870.504582 = -780764.440432 nChanged 0 Trying to split cluster 10 (3063 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4648.353048 sec): 2 clusters Score: Raw -226212.907057 + Penalty 2119.167628 = -224093.739428 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4648.405972 sec): 3 clusters Score: Raw -225004.965067 + Penalty 4238.335256 = -220766.629810 nChanged 1103 SP:Iteration 1F (4648.458183 sec): 3 clusters Score: Raw -226051.087476 + Penalty 4238.335256 = -221812.752220 nChanged 321 SP:Iteration 2F (4648.510547 sec): 3 clusters Score: Raw -226619.290867 + Penalty 4238.335256 = -222380.955611 nChanged 274 SP:Iteration 3F (4648.556075 sec): 3 clusters Score: Raw -227045.906771 + Penalty 4238.335256 = -222807.571514 nChanged 216 SP:Iteration 4F (4648.595982 sec): 3 clusters Score: Raw -227338.235771 + Penalty 4238.335256 = -223099.900514 nChanged 148 SP:Iteration 5Q (4648.636162 sec): 3 clusters Score: Raw -227499.750150 + Penalty 4238.335256 = -223261.414893 nChanged 93 SP:Iteration 6Q (4648.675917 sec): 3 clusters Score: Raw -227572.630582 + Penalty 4238.335256 = -223334.295326 nChanged 64 SP:Iteration 7Q (4648.715672 sec): 3 clusters Score: Raw -227624.588711 + Penalty 4238.335256 = -223386.253455 nChanged 40 SP:Iteration 8Q (4648.755468 sec): 3 clusters Score: Raw -227652.119847 + Penalty 4238.335256 = -223413.784591 nChanged 35 SP:Iteration 9Q (4648.893331 sec): 3 clusters Score: Raw -227679.952250 + Penalty 4238.335256 = -223441.616993 nChanged 30 SP:Iteration 10Q (4649.029430 sec): 3 clusters Score: Raw -227700.904465 + Penalty 4238.335256 = -223462.569208 nChanged 20 SP:Iteration 11Q (4649.150753 sec): 3 clusters Score: Raw -227713.523094 + Penalty 4238.335256 = -223475.187838 nChanged 15 SP:Iteration 12Q (4649.274382 sec): 3 clusters Score: Raw -227722.344682 + Penalty 4238.335256 = -223484.009426 nChanged 16 SP:Iteration 13Q (4649.397424 sec): 3 clusters Score: Raw -227731.909537 + Penalty 4238.335256 = -223493.574280 nChanged 13 SP:Iteration 14Q (4649.500449 sec): 3 clusters Score: Raw -227740.192962 + Penalty 4238.335256 = -223501.857705 nChanged 10 SP:Iteration 15Q (4649.622485 sec): 3 clusters Score: Raw -227745.671111 + Penalty 4238.335256 = -223507.335855 nChanged 7 SP:Iteration 16Q (4649.661825 sec): 3 clusters Score: Raw -227748.773850 + Penalty 4238.335256 = -223510.438594 nChanged 9 SP:Iteration 17Q (4649.706694 sec): 3 clusters Score: Raw -227753.307633 + Penalty 4238.335256 = -223514.972377 nChanged 7 SP:Iteration 18Q (4649.758243 sec): 3 clusters Score: Raw -227756.454345 + Penalty 4238.335256 = -223518.119089 nChanged 3 SP:Iteration 19Q (4649.805100 sec): 3 clusters Score: Raw -227757.132076 + Penalty 4238.335256 = -223518.796820 nChanged 1 SP:Iteration 20F (4649.846963 sec): 3 clusters Score: Raw -227757.576372 + Penalty 4238.335256 = -223519.241116 nChanged 1 SP:Iteration 21Q (4649.888336 sec): 3 clusters Score: Raw -227757.721206 + Penalty 4238.335256 = -223519.385950 nChanged 0 SP:Iteration 22F (4649.929662 sec): 3 clusters Score: Raw -227757.721206 + Penalty 4238.335256 = -223519.385950 nChanged 0 Trying to split cluster 11 (13919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4650.017295 sec): 2 clusters Score: Raw -1216421.140097 + Penalty 2518.826664 = -1213902.313433 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4650.137558 sec): 3 clusters Score: Raw -1208751.846097 + Penalty 5037.653329 = -1203714.192768 nChanged 5872 SP:Iteration 1F (4650.234711 sec): 3 clusters Score: Raw -1211850.247478 + Penalty 5037.653329 = -1206812.594150 nChanged 905 SP:Iteration 2F (4650.330899 sec): 3 clusters Score: Raw -1212316.257917 + Penalty 5037.653329 = -1207278.604588 nChanged 805 SP:Iteration 3F (4650.446472 sec): 3 clusters Score: Raw -1212734.022310 + Penalty 5037.653329 = -1207696.368982 nChanged 776 SP:Iteration 4F (4650.539919 sec): 3 clusters Score: Raw -1213141.924326 + Penalty 5037.653329 = -1208104.270997 nChanged 741 SP:Iteration 5F (4650.634346 sec): 3 clusters Score: Raw -1213545.711012 + Penalty 5037.653329 = -1208508.057683 nChanged 675 SP:Iteration 6Q (4650.752131 sec): 3 clusters Score: Raw -1213925.709728 + Penalty 5037.653329 = -1208888.056400 nChanged 640 SP:Iteration 7Q (4650.854981 sec): 3 clusters Score: Raw -1214289.178035 + Penalty 5037.653329 = -1209251.524707 nChanged 595 SP:Iteration 8Q (4650.973157 sec): 3 clusters Score: Raw -1214602.373929 + Penalty 5037.653329 = -1209564.720600 nChanged 582 SP:Iteration 9Q (4651.062841 sec): 3 clusters Score: Raw -1214914.449118 + Penalty 5037.653329 = -1209876.795790 nChanged 514 SP:Iteration 10Q (4651.156233 sec): 3 clusters Score: Raw -1215178.563997 + Penalty 5037.653329 = -1210140.910668 nChanged 440 SP:Iteration 11Q (4651.259599 sec): 3 clusters Score: Raw -1215392.370370 + Penalty 5037.653329 = -1210354.717041 nChanged 359 SP:Iteration 12Q (4651.371331 sec): 3 clusters Score: Raw -1215552.170016 + Penalty 5037.653329 = -1210514.516687 nChanged 330 SP:Iteration 13Q (4651.470789 sec): 3 clusters Score: Raw -1215696.636908 + Penalty 5037.653329 = -1210658.983580 nChanged 282 SP:Iteration 14Q (4651.564755 sec): 3 clusters Score: Raw -1215809.369958 + Penalty 5037.653329 = -1210771.716629 nChanged 243 SP:Iteration 15Q (4651.766129 sec): 3 clusters Score: Raw -1215912.074205 + Penalty 5037.653329 = -1210874.420877 nChanged 226 SP:Iteration 16Q (4651.999580 sec): 3 clusters Score: Raw -1216008.106711 + Penalty 5037.653329 = -1210970.453382 nChanged 186 SP:Iteration 17Q (4652.184568 sec): 3 clusters Score: Raw -1216086.875258 + Penalty 5037.653329 = -1211049.221929 nChanged 157 SP:Iteration 18Q (4652.298433 sec): 3 clusters Score: Raw -1216147.211468 + Penalty 5037.653329 = -1211109.558139 nChanged 145 SP:Iteration 19Q (4652.411425 sec): 3 clusters Score: Raw -1216199.827805 + Penalty 5037.653329 = -1211162.174476 nChanged 134 SP:Iteration 20F (4652.499663 sec): 3 clusters Score: Raw -1216236.075105 + Penalty 5037.653329 = -1211198.421777 nChanged 120 SP:Iteration 21Q (4652.596533 sec): 3 clusters Score: Raw -1216273.140688 + Penalty 5037.653329 = -1211235.487360 nChanged 105 SP:Iteration 22Q (4652.700336 sec): 3 clusters Score: Raw -1216305.169057 + Penalty 5037.653329 = -1211267.515728 nChanged 102 SP:Iteration 23Q (4652.810301 sec): 3 clusters Score: Raw -1216335.667109 + Penalty 5037.653329 = -1211298.013781 nChanged 101 SP:Iteration 24Q (4652.906338 sec): 3 clusters Score: Raw -1216364.434551 + Penalty 5037.653329 = -1211326.781222 nChanged 91 SP:Iteration 25Q (4653.024732 sec): 3 clusters Score: Raw -1216388.810391 + Penalty 5037.653329 = -1211351.157062 nChanged 71 SP:Iteration 26Q (4653.112419 sec): 3 clusters Score: Raw -1216404.306811 + Penalty 5037.653329 = -1211366.653483 nChanged 60 SP:Iteration 27Q (4653.203980 sec): 3 clusters Score: Raw -1216418.177489 + Penalty 5037.653329 = -1211380.524161 nChanged 60 SP:Iteration 28Q (4653.303094 sec): 3 clusters Score: Raw -1216432.392089 + Penalty 5037.653329 = -1211394.738760 nChanged 46 SP:Iteration 29Q (4653.413737 sec): 3 clusters Score: Raw -1216441.425871 + Penalty 5037.653329 = -1211403.772542 nChanged 44 SP:Iteration 30Q (4653.512751 sec): 3 clusters Score: Raw -1216453.441183 + Penalty 5037.653329 = -1211415.787854 nChanged 51 SP:Iteration 31Q (4653.605370 sec): 3 clusters Score: Raw -1216465.030862 + Penalty 5037.653329 = -1211427.377533 nChanged 37 SP:Iteration 32Q (4653.702857 sec): 3 clusters Score: Raw -1216473.555387 + Penalty 5037.653329 = -1211435.902058 nChanged 37 SP:Iteration 33Q (4653.810402 sec): 3 clusters Score: Raw -1216479.584789 + Penalty 5037.653329 = -1211441.931460 nChanged 30 SP:Iteration 34Q (4653.908511 sec): 3 clusters Score: Raw -1216486.142540 + Penalty 5037.653329 = -1211448.489211 nChanged 40 SP:Iteration 35Q (4654.022398 sec): 3 clusters Score: Raw -1216495.047590 + Penalty 5037.653329 = -1211457.394261 nChanged 25 SP:Iteration 36Q (4654.110142 sec): 3 clusters Score: Raw -1216499.584460 + Penalty 5037.653329 = -1211461.931131 nChanged 23 SP:Iteration 37Q (4654.206645 sec): 3 clusters Score: Raw -1216503.481759 + Penalty 5037.653329 = -1211465.828430 nChanged 20 SP:Iteration 38Q (4654.317617 sec): 3 clusters Score: Raw -1216508.675426 + Penalty 5037.653329 = -1211471.022097 nChanged 32 SP:Iteration 39Q (4654.416714 sec): 3 clusters Score: Raw -1216515.867333 + Penalty 5037.653329 = -1211478.214004 nChanged 29 SP:Iteration 40F (4654.539014 sec): 3 clusters Score: Raw -1216522.284057 + Penalty 5037.653329 = -1211484.630728 nChanged 21 SP:Iteration 41Q (4654.624921 sec): 3 clusters Score: Raw -1216525.883535 + Penalty 5037.653329 = -1211488.230206 nChanged 13 SP:Iteration 42Q (4654.715440 sec): 3 clusters Score: Raw -1216528.235483 + Penalty 5037.653329 = -1211490.582154 nChanged 13 SP:Iteration 43Q (4654.812906 sec): 3 clusters Score: Raw -1216530.323616 + Penalty 5037.653329 = -1211492.670287 nChanged 13 SP:Iteration 44Q (4654.924358 sec): 3 clusters Score: Raw -1216532.181997 + Penalty 5037.653329 = -1211494.528668 nChanged 9 SP:Iteration 45Q (4655.016823 sec): 3 clusters Score: Raw -1216533.437994 + Penalty 5037.653329 = -1211495.784665 nChanged 8 SP:Iteration 46Q (4655.225839 sec): 3 clusters Score: Raw -1216534.671766 + Penalty 5037.653329 = -1211497.018437 nChanged 13 SP:Iteration 47Q (4655.407143 sec): 3 clusters Score: Raw -1216537.001237 + Penalty 5037.653329 = -1211499.347908 nChanged 14 SP:Iteration 48Q (4655.648699 sec): 3 clusters Score: Raw -1216538.941371 + Penalty 5037.653329 = -1211501.288042 nChanged 11 SP:Iteration 49Q (4655.818974 sec): 3 clusters Score: Raw -1216540.668020 + Penalty 5037.653329 = -1211503.014691 nChanged 11 SP:Iteration 50Q (4655.903980 sec): 3 clusters Score: Raw -1216541.984685 + Penalty 5037.653329 = -1211504.331356 nChanged 9 SP:Iteration 51Q (4656.003459 sec): 3 clusters Score: Raw -1216542.993506 + Penalty 5037.653329 = -1211505.340178 nChanged 4 SP:Iteration 52Q (4656.115464 sec): 3 clusters Score: Raw -1216543.491244 + Penalty 5037.653329 = -1211505.837915 nChanged 5 SP:Iteration 53Q (4656.201920 sec): 3 clusters Score: Raw -1216544.717439 + Penalty 5037.653329 = -1211507.064111 nChanged 7 SP:Iteration 54Q (4656.320567 sec): 3 clusters Score: Raw -1216545.810561 + Penalty 5037.653329 = -1211508.157233 nChanged 8 SP:Iteration 55Q (4656.423606 sec): 3 clusters Score: Raw -1216547.039139 + Penalty 5037.653329 = -1211509.385811 nChanged 12 SP:Iteration 56Q (4656.594842 sec): 3 clusters Score: Raw -1216549.205845 + Penalty 5037.653329 = -1211511.552516 nChanged 15 SP:Iteration 57Q (4656.767971 sec): 3 clusters Score: Raw -1216552.067247 + Penalty 5037.653329 = -1211514.413919 nChanged 22 SP:Iteration 58Q (4656.879638 sec): 3 clusters Score: Raw -1216555.796328 + Penalty 5037.653329 = -1211518.142999 nChanged 24 SP:Iteration 59Q (4656.962739 sec): 3 clusters Score: Raw -1216559.857158 + Penalty 5037.653329 = -1211522.203829 nChanged 21 SP:Iteration 60F (4657.080010 sec): 3 clusters Score: Raw -1216563.549997 + Penalty 5037.653329 = -1211525.896669 nChanged 22 SP:Iteration 61Q (4657.171731 sec): 3 clusters Score: Raw -1216568.263162 + Penalty 5037.653329 = -1211530.609833 nChanged 24 SP:Iteration 62Q (4657.264615 sec): 3 clusters Score: Raw -1216573.450096 + Penalty 5037.653329 = -1211535.796768 nChanged 26 SP:Iteration 63Q (4657.364603 sec): 3 clusters Score: Raw -1216578.279181 + Penalty 5037.653329 = -1211540.625852 nChanged 14 SP:Iteration 64Q (4657.475289 sec): 3 clusters Score: Raw -1216580.649281 + Penalty 5037.653329 = -1211542.995952 nChanged 13 SP:Iteration 65Q (4657.571235 sec): 3 clusters Score: Raw -1216583.269229 + Penalty 5037.653329 = -1211545.615900 nChanged 21 SP:Iteration 66Q (4657.741070 sec): 3 clusters Score: Raw -1216587.329562 + Penalty 5037.653329 = -1211549.676233 nChanged 17 SP:Iteration 67Q (4657.898177 sec): 3 clusters Score: Raw -1216589.670251 + Penalty 5037.653329 = -1211552.016922 nChanged 18 SP:Iteration 68Q (4657.991542 sec): 3 clusters Score: Raw -1216592.539158 + Penalty 5037.653329 = -1211554.885829 nChanged 20 SP:Iteration 69Q (4658.091169 sec): 3 clusters Score: Raw -1216596.792189 + Penalty 5037.653329 = -1211559.138861 nChanged 18 SP:Iteration 70Q (4658.195037 sec): 3 clusters Score: Raw -1216599.905543 + Penalty 5037.653329 = -1211562.252214 nChanged 16 SP:Iteration 71Q (4658.299198 sec): 3 clusters Score: Raw -1216602.722676 + Penalty 5037.653329 = -1211565.069348 nChanged 14 SP:Iteration 72Q (4658.400654 sec): 3 clusters Score: Raw -1216604.775709 + Penalty 5037.653329 = -1211567.122380 nChanged 15 SP:Iteration 73Q (4658.491337 sec): 3 clusters Score: Raw -1216607.438776 + Penalty 5037.653329 = -1211569.785448 nChanged 9 SP:Iteration 74Q (4658.589576 sec): 3 clusters Score: Raw -1216608.402138 + Penalty 5037.653329 = -1211570.748810 nChanged 8 SP:Iteration 75Q (4658.700007 sec): 3 clusters Score: Raw -1216609.893139 + Penalty 5037.653329 = -1211572.239810 nChanged 4 SP:Iteration 76Q (4658.794211 sec): 3 clusters Score: Raw -1216610.467800 + Penalty 5037.653329 = -1211572.814471 nChanged 5 SP:Iteration 77Q (4659.039233 sec): 3 clusters Score: Raw -1216611.454178 + Penalty 5037.653329 = -1211573.800849 nChanged 9 SP:Iteration 78Q (4659.116193 sec): 3 clusters Score: Raw -1216613.267246 + Penalty 5037.653329 = -1211575.613917 nChanged 10 SP:Iteration 79Q (4659.241752 sec): 3 clusters Score: Raw -1216615.993822 + Penalty 5037.653329 = -1211578.340493 nChanged 13 SP:Iteration 80F (4659.377563 sec): 3 clusters Score: Raw -1216618.450683 + Penalty 5037.653329 = -1211580.797355 nChanged 11 SP:Iteration 81Q (4659.473068 sec): 3 clusters Score: Raw -1216620.351102 + Penalty 5037.653329 = -1211582.697773 nChanged 9 SP:Iteration 82Q (4659.588579 sec): 3 clusters Score: Raw -1216621.869965 + Penalty 5037.653329 = -1211584.216636 nChanged 8 SP:Iteration 83Q (4659.674123 sec): 3 clusters Score: Raw -1216623.459193 + Penalty 5037.653329 = -1211585.805865 nChanged 9 SP:Iteration 84Q (4659.765402 sec): 3 clusters Score: Raw -1216624.842431 + Penalty 5037.653329 = -1211587.189103 nChanged 8 SP:Iteration 85Q (4659.863680 sec): 3 clusters Score: Raw -1216626.185404 + Penalty 5037.653329 = -1211588.532075 nChanged 7 SP:Iteration 86Q (4659.971082 sec): 3 clusters Score: Raw -1216627.594349 + Penalty 5037.653329 = -1211589.941020 nChanged 7 SP:Iteration 87Q (4660.066489 sec): 3 clusters Score: Raw -1216628.497357 + Penalty 5037.653329 = -1211590.844029 nChanged 7 SP:Iteration 88Q (4660.157265 sec): 3 clusters Score: Raw -1216630.005675 + Penalty 5037.653329 = -1211592.352347 nChanged 12 SP:Iteration 89Q (4660.255518 sec): 3 clusters Score: Raw -1216631.717635 + Penalty 5037.653329 = -1211594.064306 nChanged 12 SP:Iteration 90Q (4660.363838 sec): 3 clusters Score: Raw -1216634.121378 + Penalty 5037.653329 = -1211596.468050 nChanged 8 SP:Iteration 91Q (4660.457262 sec): 3 clusters Score: Raw -1216636.096783 + Penalty 5037.653329 = -1211598.443455 nChanged 13 SP:Iteration 92Q (4660.571723 sec): 3 clusters Score: Raw -1216639.287175 + Penalty 5037.653329 = -1211601.633846 nChanged 11 SP:Iteration 93Q (4660.656903 sec): 3 clusters Score: Raw -1216642.289498 + Penalty 5037.653329 = -1211604.636170 nChanged 12 SP:Iteration 94Q (4660.751631 sec): 3 clusters Score: Raw -1216644.724148 + Penalty 5037.653329 = -1211607.070819 nChanged 12 SP:Iteration 95Q (4660.864960 sec): 3 clusters Score: Raw -1216647.158829 + Penalty 5037.653329 = -1211609.505500 nChanged 7 SP:Iteration 96Q (4660.956404 sec): 3 clusters Score: Raw -1216648.117986 + Penalty 5037.653329 = -1211610.464657 nChanged 4 SP:Iteration 97Q (4661.067169 sec): 3 clusters Score: Raw -1216648.576520 + Penalty 5037.653329 = -1211610.923191 nChanged 7 SP:Iteration 98Q (4661.153983 sec): 3 clusters Score: Raw -1216649.599161 + Penalty 5037.653329 = -1211611.945833 nChanged 10 SP:Iteration 99Q (4661.247007 sec): 3 clusters Score: Raw -1216651.050166 + Penalty 5037.653329 = -1211613.396837 nChanged 7 SP:Iteration 100F (4661.361961 sec): 3 clusters Score: Raw -1216652.259156 + Penalty 5037.653329 = -1211614.605827 nChanged 6 SP:Iteration 101Q (4661.455662 sec): 3 clusters Score: Raw -1216653.333976 + Penalty 5037.653329 = -1211615.680647 nChanged 8 SP:Iteration 102Q (4661.571976 sec): 3 clusters Score: Raw -1216654.375554 + Penalty 5037.653329 = -1211616.722226 nChanged 6 SP:Iteration 103Q (4661.658940 sec): 3 clusters Score: Raw -1216655.184439 + Penalty 5037.653329 = -1211617.531110 nChanged 3 SP:Iteration 104Q (4661.753374 sec): 3 clusters Score: Raw -1216655.914077 + Penalty 5037.653329 = -1211618.260749 nChanged 3 SP:Iteration 105Q (4661.860592 sec): 3 clusters Score: Raw -1216656.371576 + Penalty 5037.653329 = -1211618.718247 nChanged 2 SP:Iteration 106Q (4661.953912 sec): 3 clusters Score: Raw -1216656.725423 + Penalty 5037.653329 = -1211619.072094 nChanged 1 SP:Iteration 107Q (4662.122336 sec): 3 clusters Score: Raw -1216657.046261 + Penalty 5037.653329 = -1211619.392932 nChanged 1 SP:Iteration 108Q (4662.304991 sec): 3 clusters Score: Raw -1216657.159100 + Penalty 5037.653329 = -1211619.505771 nChanged 3 SP:Iteration 109Q (4662.467945 sec): 3 clusters Score: Raw -1216657.446119 + Penalty 5037.653329 = -1211619.792790 nChanged 6 SP:Iteration 110Q (4662.690902 sec): 3 clusters Score: Raw -1216658.822742 + Penalty 5037.653329 = -1211621.169414 nChanged 9 SP:Iteration 111Q (4662.750890 sec): 3 clusters Score: Raw -1216660.888628 + Penalty 5037.653329 = -1211623.235299 nChanged 7 SP:Iteration 112Q (4662.835436 sec): 3 clusters Score: Raw -1216662.285929 + Penalty 5037.653329 = -1211624.632600 nChanged 6 SP:Iteration 113Q (4662.970395 sec): 3 clusters Score: Raw -1216663.360460 + Penalty 5037.653329 = -1211625.707132 nChanged 6 SP:Iteration 114Q (4663.058165 sec): 3 clusters Score: Raw -1216664.099524 + Penalty 5037.653329 = -1211626.446195 nChanged 3 SP:Iteration 115Q (4663.174449 sec): 3 clusters Score: Raw -1216664.347392 + Penalty 5037.653329 = -1211626.694063 nChanged 3 SP:Iteration 116Q (4663.284623 sec): 3 clusters Score: Raw -1216664.917159 + Penalty 5037.653329 = -1211627.263830 nChanged 6 SP:Iteration 117Q (4663.373057 sec): 3 clusters Score: Raw -1216665.777580 + Penalty 5037.653329 = -1211628.124251 nChanged 6 SP:Iteration 118Q (4663.467890 sec): 3 clusters Score: Raw -1216666.733274 + Penalty 5037.653329 = -1211629.079945 nChanged 7 SP:Iteration 119Q (4663.575649 sec): 3 clusters Score: Raw -1216667.484101 + Penalty 5037.653329 = -1211629.830772 nChanged 2 SP:Iteration 120F (4663.672080 sec): 3 clusters Score: Raw -1216667.782719 + Penalty 5037.653329 = -1211630.129390 nChanged 4 SP:Iteration 121Q (4663.764131 sec): 3 clusters Score: Raw -1216668.307562 + Penalty 5037.653329 = -1211630.654234 nChanged 2 SP:Iteration 122Q (4663.862065 sec): 3 clusters Score: Raw -1216668.549216 + Penalty 5037.653329 = -1211630.895887 nChanged 2 SP:Iteration 123Q (4663.972190 sec): 3 clusters Score: Raw -1216668.823841 + Penalty 5037.653329 = -1211631.170512 nChanged 2 SP:Iteration 124Q (4664.143469 sec): 3 clusters Score: Raw -1216669.251845 + Penalty 5037.653329 = -1211631.598516 nChanged 2 SP:Iteration 125Q (4664.267235 sec): 3 clusters Score: Raw -1216669.627033 + Penalty 5037.653329 = -1211631.973705 nChanged 1 SP:Iteration 126Q (4664.350186 sec): 3 clusters Score: Raw -1216669.724858 + Penalty 5037.653329 = -1211632.071529 nChanged 0 SP:Iteration 127F (4664.445883 sec): 3 clusters Score: Raw -1216669.724858 + Penalty 5037.653329 = -1211632.071529 nChanged 0 Iteration 59Q (4666.129007 sec): 12 clusters Score: Raw -11813242.899851 + Penalty 34530.724271 = -11778712.175581 nChanged 74 Iteration 60F (4668.617865 sec): 12 clusters Score: Raw -11813249.416389 + Penalty 34530.724271 = -11778718.692119 nChanged 72 Iteration 61Q (4670.357729 sec): 12 clusters Score: Raw -11813255.162211 + Penalty 34530.724271 = -11778724.437940 nChanged 53 Iteration 62Q (4671.830369 sec): 12 clusters Score: Raw -11813259.671095 + Penalty 34530.724271 = -11778728.946825 nChanged 63 Iteration 63Q (4673.254787 sec): 12 clusters Score: Raw -11813264.662186 + Penalty 34530.724271 = -11778733.937915 nChanged 55 Iteration 64Q (4674.775238 sec): 12 clusters Score: Raw -11813269.000639 + Penalty 34530.724271 = -11778738.276369 nChanged 49 Iteration 65Q (4676.211380 sec): 12 clusters Score: Raw -11813272.456439 + Penalty 34530.724271 = -11778741.732169 nChanged 39 Iteration 66Q (4677.651186 sec): 12 clusters Score: Raw -11813275.951406 + Penalty 34530.724271 = -11778745.227135 nChanged 54 Iteration 67Q (4679.081932 sec): 12 clusters Score: Raw -11813280.314715 + Penalty 34530.724271 = -11778749.590444 nChanged 57 Iteration 68Q (4680.519080 sec): 12 clusters Score: Raw -11813284.172258 + Penalty 34530.724271 = -11778753.447987 nChanged 53 Iteration 69Q (4681.914715 sec): 12 clusters Score: Raw -11813288.052911 + Penalty 34530.724271 = -11778757.328641 nChanged 48 Iteration 70Q (4683.355675 sec): 12 clusters Score: Raw -11813291.304660 + Penalty 34530.724271 = -11778760.580389 nChanged 34 Iteration 71Q (4684.772994 sec): 12 clusters Score: Raw -11813293.322971 + Penalty 34530.724271 = -11778762.598700 nChanged 27 Iteration 72Q (4686.442189 sec): 12 clusters Score: Raw -11813294.711432 + Penalty 34530.724271 = -11778763.987161 nChanged 28 Iteration 73Q (4687.726024 sec): 12 clusters Score: Raw -11813296.275819 + Penalty 34530.724271 = -11778765.551548 nChanged 32 Iteration 74Q (4688.992666 sec): 12 clusters Score: Raw -11813297.961056 + Penalty 34530.724271 = -11778767.236785 nChanged 33 Iteration 75Q (4690.286590 sec): 12 clusters Score: Raw -11813299.568405 + Penalty 34530.724271 = -11778768.844134 nChanged 22 Iteration 76Q (4691.564868 sec): 12 clusters Score: Raw -11813301.093552 + Penalty 34530.724271 = -11778770.369282 nChanged 18 Iteration 77Q (4692.852224 sec): 12 clusters Score: Raw -11813302.448263 + Penalty 34530.724271 = -11778771.723993 nChanged 22 Iteration 78Q (4694.271217 sec): 12 clusters Score: Raw -11813304.461794 + Penalty 34530.724271 = -11778773.737523 nChanged 17 Iteration 79Q (4695.582919 sec): 12 clusters Score: Raw -11813305.685921 + Penalty 34530.724271 = -11778774.961651 nChanged 17 Iteration 80F (4697.377222 sec): 12 clusters Score: Raw -11813307.489942 + Penalty 34530.724271 = -11778776.765671 nChanged 18 Iteration 81Q (4698.646975 sec): 12 clusters Score: Raw -11813309.190790 + Penalty 34530.724271 = -11778778.466519 nChanged 22 Iteration 82Q (4699.905590 sec): 12 clusters Score: Raw -11813311.024285 + Penalty 34530.724271 = -11778780.300014 nChanged 22 Iteration 83Q (4701.204599 sec): 12 clusters Score: Raw -11813312.156649 + Penalty 34530.724271 = -11778781.432379 nChanged 20 Iteration 84Q (4702.491075 sec): 12 clusters Score: Raw -11813313.634375 + Penalty 34530.724271 = -11778782.910104 nChanged 24 Iteration 85Q (4703.846687 sec): 12 clusters Score: Raw -11813315.652091 + Penalty 34530.724271 = -11778784.927821 nChanged 23 Iteration 86Q (4705.181784 sec): 12 clusters Score: Raw -11813317.471568 + Penalty 34530.724271 = -11778786.747297 nChanged 25 Iteration 87Q (4706.417837 sec): 12 clusters Score: Raw -11813319.807710 + Penalty 34530.724271 = -11778789.083439 nChanged 20 Iteration 88Q (4707.737957 sec): 12 clusters Score: Raw -11813321.734272 + Penalty 34530.724271 = -11778791.010002 nChanged 22 Iteration 89Q (4709.144574 sec): 12 clusters Score: Raw -11813323.256210 + Penalty 34530.724271 = -11778792.531940 nChanged 25 Iteration 90Q (4710.410768 sec): 12 clusters Score: Raw -11813325.325402 + Penalty 34530.724271 = -11778794.601132 nChanged 18 Iteration 91Q (4711.707601 sec): 12 clusters Score: Raw -11813326.629428 + Penalty 34530.724271 = -11778795.905157 nChanged 19 Iteration 92Q (4712.965399 sec): 12 clusters Score: Raw -11813327.707864 + Penalty 34530.724271 = -11778796.983594 nChanged 15 Iteration 93Q (4714.282625 sec): 12 clusters Score: Raw -11813328.831971 + Penalty 34530.724271 = -11778798.107701 nChanged 17 Iteration 94Q (4715.539985 sec): 12 clusters Score: Raw -11813329.893219 + Penalty 34530.724271 = -11778799.168948 nChanged 26 Iteration 95Q (4716.839173 sec): 12 clusters Score: Raw -11813331.194089 + Penalty 34530.724271 = -11778800.469818 nChanged 20 Iteration 96Q (4718.125399 sec): 12 clusters Score: Raw -11813332.254120 + Penalty 34530.724271 = -11778801.529850 nChanged 23 Iteration 97Q (4719.370281 sec): 12 clusters Score: Raw -11813333.576420 + Penalty 34530.724271 = -11778802.852150 nChanged 16 Iteration 98Q (4720.670323 sec): 12 clusters Score: Raw -11813334.733917 + Penalty 34530.724271 = -11778804.009647 nChanged 22 Writing temp clu file Because OldScore, -11778802.852150, is greater than current (better) Score,-11778804.009647 Compute initial score before splitting: Score: Raw -11813334.733917 + Penalty 34530.724271 = -11778804.009647 Trying to split cluster 1 (9961 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4720.843734 sec): 2 clusters Score: Raw -876913.071171 + Penalty 2430.498245 = -874482.572926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4721.040129 sec): 3 clusters Score: Raw -871610.929879 + Penalty 4860.996490 = -866749.933388 nChanged 4129 SP:Iteration 1F (4721.155016 sec): 3 clusters Score: Raw -873850.318360 + Penalty 4860.996490 = -868989.321869 nChanged 726 SP:Iteration 2F (4721.271843 sec): 3 clusters Score: Raw -874227.737486 + Penalty 4860.996490 = -869366.740995 nChanged 573 SP:Iteration 3F (4721.360110 sec): 3 clusters Score: Raw -874508.699016 + Penalty 4860.996490 = -869647.702525 nChanged 466 SP:Iteration 4Q (4721.499637 sec): 3 clusters Score: Raw -874733.351935 + Penalty 4860.996490 = -869872.355444 nChanged 427 SP:Iteration 5Q (4721.665488 sec): 3 clusters Score: Raw -874967.747023 + Penalty 4860.996490 = -870106.750532 nChanged 410 SP:Iteration 6Q (4721.801995 sec): 3 clusters Score: Raw -875216.581231 + Penalty 4860.996490 = -870355.584741 nChanged 418 SP:Iteration 7Q (4721.908102 sec): 3 clusters Score: Raw -875465.734308 + Penalty 4860.996490 = -870604.737817 nChanged 404 SP:Iteration 8Q (4721.966804 sec): 3 clusters Score: Raw -875720.860104 + Penalty 4860.996490 = -870859.863614 nChanged 381 SP:Iteration 9Q (4722.025185 sec): 3 clusters Score: Raw -875945.670655 + Penalty 4860.996490 = -871084.674164 nChanged 345 SP:Iteration 10Q (4722.097767 sec): 3 clusters Score: Raw -876135.793807 + Penalty 4860.996490 = -871274.797316 nChanged 307 SP:Iteration 11Q (4722.170937 sec): 3 clusters Score: Raw -876279.058164 + Penalty 4860.996490 = -871418.061673 nChanged 256 SP:Iteration 12Q (4722.252652 sec): 3 clusters Score: Raw -876386.703472 + Penalty 4860.996490 = -871525.706981 nChanged 201 SP:Iteration 13Q (4722.319771 sec): 3 clusters Score: Raw -876466.521817 + Penalty 4860.996490 = -871605.525326 nChanged 172 SP:Iteration 14Q (4722.387127 sec): 3 clusters Score: Raw -876536.569680 + Penalty 4860.996490 = -871675.573190 nChanged 186 SP:Iteration 15Q (4722.454739 sec): 3 clusters Score: Raw -876607.956150 + Penalty 4860.996490 = -871746.959660 nChanged 164 SP:Iteration 16Q (4722.522382 sec): 3 clusters Score: Raw -876666.438470 + Penalty 4860.996490 = -871805.441979 nChanged 140 SP:Iteration 17Q (4722.589696 sec): 3 clusters Score: Raw -876712.116157 + Penalty 4860.996490 = -871851.119666 nChanged 124 SP:Iteration 18Q (4722.657196 sec): 3 clusters Score: Raw -876750.038309 + Penalty 4860.996490 = -871889.041818 nChanged 114 SP:Iteration 19Q (4722.724747 sec): 3 clusters Score: Raw -876783.732438 + Penalty 4860.996490 = -871922.735948 nChanged 96 SP:Iteration 20F (4722.790771 sec): 3 clusters Score: Raw -876808.623890 + Penalty 4860.996490 = -871947.627399 nChanged 77 SP:Iteration 21Q (4722.860250 sec): 3 clusters Score: Raw -876825.937565 + Penalty 4860.996490 = -871964.941074 nChanged 58 SP:Iteration 22Q (4722.933143 sec): 3 clusters Score: Raw -876838.063753 + Penalty 4860.996490 = -871977.067263 nChanged 55 SP:Iteration 23Q (4723.007672 sec): 3 clusters Score: Raw -876852.295952 + Penalty 4860.996490 = -871991.299462 nChanged 58 SP:Iteration 24Q (4723.080682 sec): 3 clusters Score: Raw -876866.388542 + Penalty 4860.996490 = -872005.392051 nChanged 49 SP:Iteration 25Q (4723.145458 sec): 3 clusters Score: Raw -876876.963775 + Penalty 4860.996490 = -872015.967284 nChanged 39 SP:Iteration 26Q (4723.210766 sec): 3 clusters Score: Raw -876884.223943 + Penalty 4860.996490 = -872023.227453 nChanged 32 SP:Iteration 27Q (4723.276887 sec): 3 clusters Score: Raw -876890.203561 + Penalty 4860.996490 = -872029.207070 nChanged 40 SP:Iteration 28Q (4723.343943 sec): 3 clusters Score: Raw -876898.943727 + Penalty 4860.996490 = -872037.947237 nChanged 48 SP:Iteration 29Q (4723.410890 sec): 3 clusters Score: Raw -876910.837649 + Penalty 4860.996490 = -872049.841159 nChanged 51 SP:Iteration 30Q (4723.478090 sec): 3 clusters Score: Raw -876923.668595 + Penalty 4860.996490 = -872062.672104 nChanged 54 SP:Iteration 31Q (4723.634884 sec): 3 clusters Score: Raw -876935.726428 + Penalty 4860.996490 = -872074.729938 nChanged 43 SP:Iteration 32Q (4723.780219 sec): 3 clusters Score: Raw -876943.507126 + Penalty 4860.996490 = -872082.510635 nChanged 48 SP:Iteration 33Q (4723.937548 sec): 3 clusters Score: Raw -876952.932178 + Penalty 4860.996490 = -872091.935688 nChanged 35 SP:Iteration 34Q (4724.098856 sec): 3 clusters Score: Raw -876958.747720 + Penalty 4860.996490 = -872097.751230 nChanged 31 SP:Iteration 35Q (4724.168019 sec): 3 clusters Score: Raw -876966.070383 + Penalty 4860.996490 = -872105.073893 nChanged 38 SP:Iteration 36Q (4724.228714 sec): 3 clusters Score: Raw -876973.928561 + Penalty 4860.996490 = -872112.932070 nChanged 37 SP:Iteration 37Q (4724.326021 sec): 3 clusters Score: Raw -876981.399193 + Penalty 4860.996490 = -872120.402703 nChanged 40 SP:Iteration 38Q (4724.418508 sec): 3 clusters Score: Raw -876990.181448 + Penalty 4860.996490 = -872129.184958 nChanged 36 SP:Iteration 39Q (4724.475568 sec): 3 clusters Score: Raw -876998.978415 + Penalty 4860.996490 = -872137.981924 nChanged 46 SP:Iteration 40F (4724.532676 sec): 3 clusters Score: Raw -877009.605410 + Penalty 4860.996490 = -872148.608919 nChanged 32 SP:Iteration 41Q (4724.604059 sec): 3 clusters Score: Raw -877015.690958 + Penalty 4860.996490 = -872154.694468 nChanged 29 SP:Iteration 42Q (4724.678096 sec): 3 clusters Score: Raw -877021.083013 + Penalty 4860.996490 = -872160.086522 nChanged 30 SP:Iteration 43Q (4724.745989 sec): 3 clusters Score: Raw -877026.647178 + Penalty 4860.996490 = -872165.650687 nChanged 26 SP:Iteration 44Q (4724.810302 sec): 3 clusters Score: Raw -877030.989772 + Penalty 4860.996490 = -872169.993281 nChanged 29 SP:Iteration 45Q (4724.875414 sec): 3 clusters Score: Raw -877036.637215 + Penalty 4860.996490 = -872175.640725 nChanged 30 SP:Iteration 46Q (4724.942377 sec): 3 clusters Score: Raw -877042.371844 + Penalty 4860.996490 = -872181.375354 nChanged 29 SP:Iteration 47Q (4725.008989 sec): 3 clusters Score: Raw -877049.022121 + Penalty 4860.996490 = -872188.025631 nChanged 33 SP:Iteration 48Q (4725.078694 sec): 3 clusters Score: Raw -877057.239905 + Penalty 4860.996490 = -872196.243414 nChanged 31 SP:Iteration 49Q (4725.150958 sec): 3 clusters Score: Raw -877062.932624 + Penalty 4860.996490 = -872201.936134 nChanged 31 SP:Iteration 50Q (4725.224696 sec): 3 clusters Score: Raw -877068.677224 + Penalty 4860.996490 = -872207.680733 nChanged 25 SP:Iteration 51Q (4725.297612 sec): 3 clusters Score: Raw -877072.668076 + Penalty 4860.996490 = -872211.671586 nChanged 17 SP:Iteration 52Q (4725.361898 sec): 3 clusters Score: Raw -877074.994006 + Penalty 4860.996490 = -872213.997515 nChanged 17 SP:Iteration 53Q (4725.426473 sec): 3 clusters Score: Raw -877077.594288 + Penalty 4860.996490 = -872216.597798 nChanged 8 SP:Iteration 54Q (4725.493108 sec): 3 clusters Score: Raw -877079.502183 + Penalty 4860.996490 = -872218.505692 nChanged 9 SP:Iteration 55Q (4725.559554 sec): 3 clusters Score: Raw -877081.285775 + Penalty 4860.996490 = -872220.289285 nChanged 9 SP:Iteration 56Q (4725.626292 sec): 3 clusters Score: Raw -877082.589094 + Penalty 4860.996490 = -872221.592604 nChanged 8 SP:Iteration 57Q (4725.693130 sec): 3 clusters Score: Raw -877083.866566 + Penalty 4860.996490 = -872222.870076 nChanged 13 SP:Iteration 58Q (4725.759893 sec): 3 clusters Score: Raw -877085.999356 + Penalty 4860.996490 = -872225.002865 nChanged 14 SP:Iteration 59Q (4725.826572 sec): 3 clusters Score: Raw -877088.817686 + Penalty 4860.996490 = -872227.821196 nChanged 14 SP:Iteration 60F (4725.892765 sec): 3 clusters Score: Raw -877091.189185 + Penalty 4860.996490 = -872230.192695 nChanged 16 SP:Iteration 61Q (4725.962096 sec): 3 clusters Score: Raw -877094.909096 + Penalty 4860.996490 = -872233.912605 nChanged 15 SP:Iteration 62Q (4726.101034 sec): 3 clusters Score: Raw -877097.825869 + Penalty 4860.996490 = -872236.829379 nChanged 11 SP:Iteration 63Q (4726.246397 sec): 3 clusters Score: Raw -877099.355361 + Penalty 4860.996490 = -872238.358871 nChanged 9 SP:Iteration 64Q (4726.387895 sec): 3 clusters Score: Raw -877100.361611 + Penalty 4860.996490 = -872239.365120 nChanged 9 SP:Iteration 65Q (4726.488480 sec): 3 clusters Score: Raw -877102.116419 + Penalty 4860.996490 = -872241.119928 nChanged 12 SP:Iteration 66Q (4726.564889 sec): 3 clusters Score: Raw -877103.620137 + Penalty 4860.996490 = -872242.623647 nChanged 10 SP:Iteration 67Q (4726.637575 sec): 3 clusters Score: Raw -877104.795762 + Penalty 4860.996490 = -872243.799271 nChanged 12 SP:Iteration 68Q (4726.701434 sec): 3 clusters Score: Raw -877106.727091 + Penalty 4860.996490 = -872245.730601 nChanged 12 SP:Iteration 69Q (4726.766259 sec): 3 clusters Score: Raw -877108.849347 + Penalty 4860.996490 = -872247.852856 nChanged 13 SP:Iteration 70Q (4726.833086 sec): 3 clusters Score: Raw -877111.197914 + Penalty 4860.996490 = -872250.201423 nChanged 10 SP:Iteration 71Q (4726.900005 sec): 3 clusters Score: Raw -877112.565532 + Penalty 4860.996490 = -872251.569041 nChanged 10 SP:Iteration 72Q (4726.977013 sec): 3 clusters Score: Raw -877114.150767 + Penalty 4860.996490 = -872253.154276 nChanged 11 SP:Iteration 73Q (4727.081726 sec): 3 clusters Score: Raw -877115.816711 + Penalty 4860.996490 = -872254.820221 nChanged 8 SP:Iteration 74Q (4727.184664 sec): 3 clusters Score: Raw -877116.885149 + Penalty 4860.996490 = -872255.888659 nChanged 11 SP:Iteration 75Q (4727.279776 sec): 3 clusters Score: Raw -877119.085580 + Penalty 4860.996490 = -872258.089089 nChanged 10 SP:Iteration 76Q (4727.338052 sec): 3 clusters Score: Raw -877120.613790 + Penalty 4860.996490 = -872259.617300 nChanged 10 SP:Iteration 77Q (4727.396537 sec): 3 clusters Score: Raw -877122.019389 + Penalty 4860.996490 = -872261.022898 nChanged 5 SP:Iteration 78Q (4727.471309 sec): 3 clusters Score: Raw -877122.614387 + Penalty 4860.996490 = -872261.617897 nChanged 4 SP:Iteration 79Q (4727.546064 sec): 3 clusters Score: Raw -877122.970308 + Penalty 4860.996490 = -872261.973817 nChanged 0 SP:Iteration 80F (4727.611845 sec): 3 clusters Score: Raw -877122.970308 + Penalty 4860.996490 = -872261.973817 nChanged 0 Trying to split cluster 2 (13722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4727.692591 sec): 2 clusters Score: Raw -1056276.779445 + Penalty 2515.063495 = -1053761.715950 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4727.820358 sec): 3 clusters Score: Raw -1048639.247521 + Penalty 5030.126990 = -1043609.120531 nChanged 5861 SP:Iteration 1F (4727.904914 sec): 3 clusters Score: Raw -1052658.062828 + Penalty 5030.126990 = -1047627.935838 nChanged 1451 SP:Iteration 2F (4727.977412 sec): 3 clusters Score: Raw -1054575.727184 + Penalty 5030.126990 = -1049545.600194 nChanged 1476 SP:Iteration 3F (4728.119087 sec): 3 clusters Score: Raw -1056430.725864 + Penalty 5030.126990 = -1051400.598874 nChanged 1210 SP:Iteration 4F (4728.252215 sec): 3 clusters Score: Raw -1057494.944610 + Penalty 5030.126990 = -1052464.817620 nChanged 762 SP:Iteration 5F (4728.332477 sec): 3 clusters Score: Raw -1057933.036553 + Penalty 5030.126990 = -1052902.909563 nChanged 490 SP:Iteration 6Q (4728.416231 sec): 3 clusters Score: Raw -1058132.515333 + Penalty 5030.126990 = -1053102.388343 nChanged 295 SP:Iteration 7Q (4728.501251 sec): 3 clusters Score: Raw -1058214.856452 + Penalty 5030.126990 = -1053184.729462 nChanged 171 SP:Iteration 8Q (4728.585676 sec): 3 clusters Score: Raw -1058253.927284 + Penalty 5030.126990 = -1053223.800294 nChanged 99 SP:Iteration 9Q (4728.670690 sec): 3 clusters Score: Raw -1058272.107654 + Penalty 5030.126990 = -1053241.980664 nChanged 64 SP:Iteration 10Q (4728.883827 sec): 3 clusters Score: Raw -1058282.119638 + Penalty 5030.126990 = -1053251.992648 nChanged 50 SP:Iteration 11Q (4729.048079 sec): 3 clusters Score: Raw -1058290.363460 + Penalty 5030.126990 = -1053260.236470 nChanged 47 SP:Iteration 12Q (4729.208195 sec): 3 clusters Score: Raw -1058297.696171 + Penalty 5030.126990 = -1053267.569180 nChanged 29 SP:Iteration 13Q (4729.374888 sec): 3 clusters Score: Raw -1058301.797442 + Penalty 5030.126990 = -1053271.670452 nChanged 27 SP:Iteration 14Q (4729.515718 sec): 3 clusters Score: Raw -1058306.274570 + Penalty 5030.126990 = -1053276.147580 nChanged 25 SP:Iteration 15Q (4729.658106 sec): 3 clusters Score: Raw -1058309.690379 + Penalty 5030.126990 = -1053279.563388 nChanged 18 SP:Iteration 16Q (4729.731126 sec): 3 clusters Score: Raw -1058311.977184 + Penalty 5030.126990 = -1053281.850193 nChanged 19 SP:Iteration 17Q (4729.814881 sec): 3 clusters Score: Raw -1058314.805619 + Penalty 5030.126990 = -1053284.678629 nChanged 20 SP:Iteration 18Q (4729.914040 sec): 3 clusters Score: Raw -1058317.637860 + Penalty 5030.126990 = -1053287.510869 nChanged 21 SP:Iteration 19Q (4729.996569 sec): 3 clusters Score: Raw -1058320.558925 + Penalty 5030.126990 = -1053290.431935 nChanged 24 SP:Iteration 20F (4730.068445 sec): 3 clusters Score: Raw -1058323.899595 + Penalty 5030.126990 = -1053293.772605 nChanged 27 SP:Iteration 21Q (4730.160347 sec): 3 clusters Score: Raw -1058327.838360 + Penalty 5030.126990 = -1053297.711370 nChanged 27 SP:Iteration 22Q (4730.272277 sec): 3 clusters Score: Raw -1058332.081135 + Penalty 5030.126990 = -1053301.954145 nChanged 24 SP:Iteration 23Q (4730.367008 sec): 3 clusters Score: Raw -1058335.935930 + Penalty 5030.126990 = -1053305.808939 nChanged 28 SP:Iteration 24Q (4730.450354 sec): 3 clusters Score: Raw -1058339.067516 + Penalty 5030.126990 = -1053308.940526 nChanged 16 SP:Iteration 25Q (4730.535547 sec): 3 clusters Score: Raw -1058341.096138 + Penalty 5030.126990 = -1053310.969147 nChanged 17 SP:Iteration 26Q (4730.619320 sec): 3 clusters Score: Raw -1058342.763555 + Penalty 5030.126990 = -1053312.636565 nChanged 11 SP:Iteration 27Q (4730.701800 sec): 3 clusters Score: Raw -1058344.002418 + Penalty 5030.126990 = -1053313.875428 nChanged 12 SP:Iteration 28Q (4730.788273 sec): 3 clusters Score: Raw -1058345.457715 + Penalty 5030.126990 = -1053315.330725 nChanged 7 SP:Iteration 29Q (4730.961830 sec): 3 clusters Score: Raw -1058346.318973 + Penalty 5030.126990 = -1053316.191983 nChanged 6 SP:Iteration 30Q (4731.114845 sec): 3 clusters Score: Raw -1058346.770607 + Penalty 5030.126990 = -1053316.643617 nChanged 5 SP:Iteration 31Q (4731.270935 sec): 3 clusters Score: Raw -1058347.430506 + Penalty 5030.126990 = -1053317.303516 nChanged 8 SP:Iteration 32Q (4731.340530 sec): 3 clusters Score: Raw -1058348.656712 + Penalty 5030.126990 = -1053318.529722 nChanged 12 SP:Iteration 33Q (4731.415738 sec): 3 clusters Score: Raw -1058350.023904 + Penalty 5030.126990 = -1053319.896914 nChanged 8 SP:Iteration 34Q (4731.511611 sec): 3 clusters Score: Raw -1058350.730489 + Penalty 5030.126990 = -1053320.603499 nChanged 11 SP:Iteration 35Q (4731.587824 sec): 3 clusters Score: Raw -1058351.550579 + Penalty 5030.126990 = -1053321.423588 nChanged 5 SP:Iteration 36Q (4731.665825 sec): 3 clusters Score: Raw -1058351.948205 + Penalty 5030.126990 = -1053321.821214 nChanged 3 SP:Iteration 37Q (4731.752019 sec): 3 clusters Score: Raw -1058352.140209 + Penalty 5030.126990 = -1053322.013219 nChanged 1 SP:Iteration 38Q (4731.834563 sec): 3 clusters Score: Raw -1058352.222724 + Penalty 5030.126990 = -1053322.095733 nChanged 0 SP:Iteration 39F (4731.918931 sec): 3 clusters Score: Raw -1058352.222724 + Penalty 5030.126990 = -1053322.095733 nChanged 0 Trying to split cluster 3 (4043 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4731.984210 sec): 2 clusters Score: Raw -251249.417252 + Penalty 2192.451959 = -249056.965293 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4732.153627 sec): 3 clusters Score: Raw -249517.073151 + Penalty 4384.903918 = -245132.169233 nChanged 1504 SP:Iteration 1F (4732.262275 sec): 3 clusters Score: Raw -251252.103210 + Penalty 4384.903918 = -246867.199292 nChanged 511 SP:Iteration 2F (4732.382093 sec): 3 clusters Score: Raw -252244.199748 + Penalty 4384.903918 = -247859.295829 nChanged 374 SP:Iteration 3F (4732.503179 sec): 3 clusters Score: Raw -252731.338291 + Penalty 4384.903918 = -248346.434373 nChanged 202 SP:Iteration 4Q (4732.649854 sec): 3 clusters Score: Raw -252965.023607 + Penalty 4384.903918 = -248580.119689 nChanged 150 SP:Iteration 5Q (4732.731102 sec): 3 clusters Score: Raw -253166.772972 + Penalty 4384.903918 = -248781.869053 nChanged 126 SP:Iteration 6Q (4732.775509 sec): 3 clusters Score: Raw -253290.955499 + Penalty 4384.903918 = -248906.051581 nChanged 92 SP:Iteration 7Q (4732.819591 sec): 3 clusters Score: Raw -253367.661241 + Penalty 4384.903918 = -248982.757322 nChanged 72 SP:Iteration 8Q (4732.861893 sec): 3 clusters Score: Raw -253416.611301 + Penalty 4384.903918 = -249031.707383 nChanged 55 SP:Iteration 9Q (4732.903970 sec): 3 clusters Score: Raw -253460.189100 + Penalty 4384.903918 = -249075.285182 nChanged 58 SP:Iteration 10Q (4732.947708 sec): 3 clusters Score: Raw -253512.437327 + Penalty 4384.903918 = -249127.533409 nChanged 51 SP:Iteration 11Q (4732.994988 sec): 3 clusters Score: Raw -253561.127073 + Penalty 4384.903918 = -249176.223155 nChanged 45 SP:Iteration 12Q (4733.043627 sec): 3 clusters Score: Raw -253603.242291 + Penalty 4384.903918 = -249218.338373 nChanged 44 SP:Iteration 13Q (4733.092298 sec): 3 clusters Score: Raw -253637.931609 + Penalty 4384.903918 = -249253.027691 nChanged 37 SP:Iteration 14Q (4733.139921 sec): 3 clusters Score: Raw -253662.010746 + Penalty 4384.903918 = -249277.106828 nChanged 29 SP:Iteration 15Q (4733.182654 sec): 3 clusters Score: Raw -253686.412822 + Penalty 4384.903918 = -249301.508904 nChanged 27 SP:Iteration 16Q (4733.225246 sec): 3 clusters Score: Raw -253704.861667 + Penalty 4384.903918 = -249319.957748 nChanged 29 SP:Iteration 17Q (4733.268141 sec): 3 clusters Score: Raw -253717.291765 + Penalty 4384.903918 = -249332.387847 nChanged 18 SP:Iteration 18Q (4733.312881 sec): 3 clusters Score: Raw -253725.785933 + Penalty 4384.903918 = -249340.882015 nChanged 16 SP:Iteration 19Q (4733.360926 sec): 3 clusters Score: Raw -253737.714255 + Penalty 4384.903918 = -249352.810337 nChanged 13 SP:Iteration 20F (4733.409240 sec): 3 clusters Score: Raw -253780.032187 + Penalty 4384.903918 = -249395.128269 nChanged 19 SP:Iteration 21Q (4733.457325 sec): 3 clusters Score: Raw -253821.214279 + Penalty 4384.903918 = -249436.310361 nChanged 30 SP:Iteration 22Q (4733.502985 sec): 3 clusters Score: Raw -253851.176827 + Penalty 4384.903918 = -249466.272908 nChanged 36 SP:Iteration 23Q (4733.548413 sec): 3 clusters Score: Raw -253883.035558 + Penalty 4384.903918 = -249498.131640 nChanged 35 SP:Iteration 24Q (4733.593833 sec): 3 clusters Score: Raw -253919.261627 + Penalty 4384.903918 = -249534.357708 nChanged 40 SP:Iteration 25Q (4733.639754 sec): 3 clusters Score: Raw -253963.433157 + Penalty 4384.903918 = -249578.529238 nChanged 40 SP:Iteration 26Q (4733.684688 sec): 3 clusters Score: Raw -253994.373675 + Penalty 4384.903918 = -249609.469757 nChanged 42 SP:Iteration 27Q (4733.729783 sec): 3 clusters Score: Raw -254026.640645 + Penalty 4384.903918 = -249641.736726 nChanged 38 SP:Iteration 28Q (4733.774948 sec): 3 clusters Score: Raw -254047.161257 + Penalty 4384.903918 = -249662.257339 nChanged 20 SP:Iteration 29Q (4733.821608 sec): 3 clusters Score: Raw -254057.416575 + Penalty 4384.903918 = -249672.512656 nChanged 18 SP:Iteration 30Q (4733.868763 sec): 3 clusters Score: Raw -254069.560917 + Penalty 4384.903918 = -249684.656999 nChanged 17 SP:Iteration 31Q (4734.011354 sec): 3 clusters Score: Raw -254077.714679 + Penalty 4384.903918 = -249692.810761 nChanged 13 SP:Iteration 32Q (4734.146616 sec): 3 clusters Score: Raw -254083.449134 + Penalty 4384.903918 = -249698.545216 nChanged 17 SP:Iteration 33Q (4734.266244 sec): 3 clusters Score: Raw -254089.649362 + Penalty 4384.903918 = -249704.745444 nChanged 13 SP:Iteration 34Q (4734.386497 sec): 3 clusters Score: Raw -254096.270946 + Penalty 4384.903918 = -249711.367027 nChanged 16 SP:Iteration 35Q (4734.505047 sec): 3 clusters Score: Raw -254102.866387 + Penalty 4384.903918 = -249717.962468 nChanged 10 SP:Iteration 36Q (4734.634595 sec): 3 clusters Score: Raw -254105.959226 + Penalty 4384.903918 = -249721.055308 nChanged 8 SP:Iteration 37Q (4734.674793 sec): 3 clusters Score: Raw -254109.195638 + Penalty 4384.903918 = -249724.291720 nChanged 7 SP:Iteration 38Q (4734.717130 sec): 3 clusters Score: Raw -254111.240957 + Penalty 4384.903918 = -249726.337038 nChanged 4 SP:Iteration 39Q (4734.760287 sec): 3 clusters Score: Raw -254113.838899 + Penalty 4384.903918 = -249728.934980 nChanged 5 SP:Iteration 40F (4734.804060 sec): 3 clusters Score: Raw -254116.500912 + Penalty 4384.903918 = -249731.596994 nChanged 6 SP:Iteration 41Q (4734.846864 sec): 3 clusters Score: Raw -254118.661423 + Penalty 4384.903918 = -249733.757505 nChanged 4 SP:Iteration 42Q (4734.894502 sec): 3 clusters Score: Raw -254120.020223 + Penalty 4384.903918 = -249735.116305 nChanged 1 SP:Iteration 43Q (4734.942148 sec): 3 clusters Score: Raw -254120.408008 + Penalty 4384.903918 = -249735.504089 nChanged 1 SP:Iteration 44Q (4734.987157 sec): 3 clusters Score: Raw -254120.752703 + Penalty 4384.903918 = -249735.848785 nChanged 3 SP:Iteration 45Q (4735.030933 sec): 3 clusters Score: Raw -254121.469310 + Penalty 4384.903918 = -249736.565391 nChanged 0 SP:Iteration 46F (4735.075354 sec): 3 clusters Score: Raw -254121.469310 + Penalty 4384.903918 = -249736.565391 nChanged 0 Score: Raw -11816208.104702 + Penalty 37669.881023 = -11778538.223679 Splitting cluster 3 changes total score from -11778804.009647 to -11778538.223679 So it's not getting split. Trying to split cluster 4 (6258 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4737.462667 sec): 2 clusters Score: Raw -480631.384989 + Penalty 2307.786604 = -478323.598385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4737.511058 sec): 3 clusters Score: Raw -477512.172593 + Penalty 4615.573208 = -472896.599385 nChanged 2436 SP:Iteration 1F (4737.558583 sec): 3 clusters Score: Raw -478954.168639 + Penalty 4615.573208 = -474338.595431 nChanged 525 SP:Iteration 2F (4737.612971 sec): 3 clusters Score: Raw -479321.017236 + Penalty 4615.573208 = -474705.444028 nChanged 363 SP:Iteration 3F (4737.680809 sec): 3 clusters Score: Raw -479558.776943 + Penalty 4615.573208 = -474943.203735 nChanged 292 SP:Iteration 4Q (4737.750523 sec): 3 clusters Score: Raw -479764.212207 + Penalty 4615.573208 = -475148.638999 nChanged 276 SP:Iteration 5Q (4737.818224 sec): 3 clusters Score: Raw -479976.052422 + Penalty 4615.573208 = -475360.479214 nChanged 263 SP:Iteration 6Q (4737.878111 sec): 3 clusters Score: Raw -480192.910326 + Penalty 4615.573208 = -475577.337118 nChanged 247 SP:Iteration 7Q (4737.951472 sec): 3 clusters Score: Raw -480380.384338 + Penalty 4615.573208 = -475764.811130 nChanged 244 SP:Iteration 8Q (4738.011764 sec): 3 clusters Score: Raw -480555.510363 + Penalty 4615.573208 = -475939.937155 nChanged 227 SP:Iteration 9Q (4738.072229 sec): 3 clusters Score: Raw -480736.490719 + Penalty 4615.573208 = -476120.917511 nChanged 210 SP:Iteration 10Q (4738.130012 sec): 3 clusters Score: Raw -480896.863943 + Penalty 4615.573208 = -476281.290735 nChanged 195 SP:Iteration 11Q (4738.185751 sec): 3 clusters Score: Raw -481017.305934 + Penalty 4615.573208 = -476401.732726 nChanged 192 SP:Iteration 12Q (4738.331191 sec): 3 clusters Score: Raw -481137.042602 + Penalty 4615.573208 = -476521.469394 nChanged 202 SP:Iteration 13Q (4738.447059 sec): 3 clusters Score: Raw -481276.454970 + Penalty 4615.573208 = -476660.881762 nChanged 217 SP:Iteration 14Q (4738.577302 sec): 3 clusters Score: Raw -481448.357131 + Penalty 4615.573208 = -476832.783923 nChanged 227 SP:Iteration 15Q (4738.703224 sec): 3 clusters Score: Raw -481639.844403 + Penalty 4615.573208 = -477024.271195 nChanged 226 SP:Iteration 16Q (4738.924068 sec): 3 clusters Score: Raw -481854.717317 + Penalty 4615.573208 = -477239.144109 nChanged 197 SP:Iteration 17Q (4739.045281 sec): 3 clusters Score: Raw -482067.065504 + Penalty 4615.573208 = -477451.492296 nChanged 188 SP:Iteration 18Q (4739.159610 sec): 3 clusters Score: Raw -482282.911951 + Penalty 4615.573208 = -477667.338743 nChanged 151 SP:Iteration 19Q (4739.224592 sec): 3 clusters Score: Raw -482482.076167 + Penalty 4615.573208 = -477866.502959 nChanged 129 SP:Iteration 20F (4739.285756 sec): 3 clusters Score: Raw -482619.314645 + Penalty 4615.573208 = -478003.741437 nChanged 93 SP:Iteration 21Q (4739.338941 sec): 3 clusters Score: Raw -482686.347592 + Penalty 4615.573208 = -478070.774384 nChanged 54 SP:Iteration 22Q (4739.394005 sec): 3 clusters Score: Raw -482723.013179 + Penalty 4615.573208 = -478107.439971 nChanged 46 SP:Iteration 23Q (4739.451446 sec): 3 clusters Score: Raw -482752.509557 + Penalty 4615.573208 = -478136.936349 nChanged 43 SP:Iteration 24Q (4739.509444 sec): 3 clusters Score: Raw -482776.435222 + Penalty 4615.573208 = -478160.862014 nChanged 36 SP:Iteration 25Q (4739.569217 sec): 3 clusters Score: Raw -482797.713341 + Penalty 4615.573208 = -478182.140133 nChanged 29 SP:Iteration 26Q (4739.664532 sec): 3 clusters Score: Raw -482822.773277 + Penalty 4615.573208 = -478207.200069 nChanged 43 SP:Iteration 27Q (4739.717764 sec): 3 clusters Score: Raw -482858.200676 + Penalty 4615.573208 = -478242.627468 nChanged 37 SP:Iteration 28Q (4739.771333 sec): 3 clusters Score: Raw -482885.027006 + Penalty 4615.573208 = -478269.453798 nChanged 42 SP:Iteration 29Q (4739.824562 sec): 3 clusters Score: Raw -482919.550865 + Penalty 4615.573208 = -478303.977657 nChanged 33 SP:Iteration 30Q (4739.879131 sec): 3 clusters Score: Raw -482946.151296 + Penalty 4615.573208 = -478330.578088 nChanged 26 SP:Iteration 31Q (4739.989081 sec): 3 clusters Score: Raw -482962.536548 + Penalty 4615.573208 = -478346.963340 nChanged 16 SP:Iteration 32Q (4740.046606 sec): 3 clusters Score: Raw -482969.024783 + Penalty 4615.573208 = -478353.451575 nChanged 10 SP:Iteration 33Q (4740.169072 sec): 3 clusters Score: Raw -482973.402135 + Penalty 4615.573208 = -478357.828927 nChanged 10 SP:Iteration 34Q (4740.225403 sec): 3 clusters Score: Raw -482977.123200 + Penalty 4615.573208 = -478361.549992 nChanged 5 SP:Iteration 35Q (4740.280102 sec): 3 clusters Score: Raw -482979.265070 + Penalty 4615.573208 = -478363.691862 nChanged 5 SP:Iteration 36Q (4740.333436 sec): 3 clusters Score: Raw -482980.809581 + Penalty 4615.573208 = -478365.236374 nChanged 1 SP:Iteration 37Q (4740.389632 sec): 3 clusters Score: Raw -482981.198527 + Penalty 4615.573208 = -478365.625319 nChanged 1 SP:Iteration 38Q (4740.454309 sec): 3 clusters Score: Raw -482981.365685 + Penalty 4615.573208 = -478365.792477 nChanged 0 SP:Iteration 39F (4740.522840 sec): 3 clusters Score: Raw -482981.365685 + Penalty 4615.573208 = -478365.792477 nChanged 0 Score: Raw -11815686.033340 + Penalty 37669.881023 = -11778016.152318 Splitting cluster 4 changes total score from -11778804.009647 to -11778016.152318 So it's not getting split. Trying to split cluster 5 (8487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4743.157786 sec): 2 clusters Score: Raw -722890.047976 + Penalty 2388.220787 = -720501.827189 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4743.316830 sec): 3 clusters Score: Raw -718456.743794 + Penalty 4776.441574 = -713680.302220 nChanged 3438 SP:Iteration 1F (4743.488471 sec): 3 clusters Score: Raw -720424.364469 + Penalty 4776.441574 = -715647.922895 nChanged 680 SP:Iteration 2F (4743.643105 sec): 3 clusters Score: Raw -720890.306048 + Penalty 4776.441574 = -716113.864474 nChanged 585 SP:Iteration 3F (4743.801243 sec): 3 clusters Score: Raw -721327.942787 + Penalty 4776.441574 = -716551.501213 nChanged 478 SP:Iteration 4F (4743.931291 sec): 3 clusters Score: Raw -721676.897719 + Penalty 4776.441574 = -716900.456145 nChanged 483 SP:Iteration 5F (4744.001868 sec): 3 clusters Score: Raw -722050.887966 + Penalty 4776.441574 = -717274.446392 nChanged 448 SP:Iteration 6F (4744.100375 sec): 3 clusters Score: Raw -722450.588617 + Penalty 4776.441574 = -717674.147043 nChanged 434 SP:Iteration 7F (4744.249895 sec): 3 clusters Score: Raw -722774.501156 + Penalty 4776.441574 = -717998.059582 nChanged 350 SP:Iteration 8Q (4744.311645 sec): 3 clusters Score: Raw -723024.408187 + Penalty 4776.441574 = -718247.966613 nChanged 288 SP:Iteration 9Q (4744.372852 sec): 3 clusters Score: Raw -723204.865213 + Penalty 4776.441574 = -718428.423639 nChanged 234 SP:Iteration 10Q (4744.461103 sec): 3 clusters Score: Raw -723335.148753 + Penalty 4776.441574 = -718558.707179 nChanged 176 SP:Iteration 11Q (4744.543471 sec): 3 clusters Score: Raw -723423.635988 + Penalty 4776.441574 = -718647.194414 nChanged 155 SP:Iteration 12Q (4744.611397 sec): 3 clusters Score: Raw -723500.183041 + Penalty 4776.441574 = -718723.741467 nChanged 130 SP:Iteration 13Q (4744.678742 sec): 3 clusters Score: Raw -723559.228226 + Penalty 4776.441574 = -718782.786652 nChanged 114 SP:Iteration 14Q (4744.747296 sec): 3 clusters Score: Raw -723608.582724 + Penalty 4776.441574 = -718832.141150 nChanged 105 SP:Iteration 15Q (4744.818726 sec): 3 clusters Score: Raw -723651.864696 + Penalty 4776.441574 = -718875.423122 nChanged 83 SP:Iteration 16Q (4744.891560 sec): 3 clusters Score: Raw -723680.551372 + Penalty 4776.441574 = -718904.109798 nChanged 84 SP:Iteration 17Q (4744.966783 sec): 3 clusters Score: Raw -723706.120506 + Penalty 4776.441574 = -718929.678932 nChanged 66 SP:Iteration 18Q (4745.040116 sec): 3 clusters Score: Raw -723723.835056 + Penalty 4776.441574 = -718947.393482 nChanged 42 SP:Iteration 19Q (4745.112279 sec): 3 clusters Score: Raw -723737.474315 + Penalty 4776.441574 = -718961.032741 nChanged 44 SP:Iteration 20F (4745.184537 sec): 3 clusters Score: Raw -723749.363652 + Penalty 4776.441574 = -718972.922078 nChanged 32 SP:Iteration 21Q (4745.255367 sec): 3 clusters Score: Raw -723757.455128 + Penalty 4776.441574 = -718981.013554 nChanged 31 SP:Iteration 22Q (4745.323508 sec): 3 clusters Score: Raw -723764.900726 + Penalty 4776.441574 = -718988.459152 nChanged 25 SP:Iteration 23Q (4745.475614 sec): 3 clusters Score: Raw -723770.604812 + Penalty 4776.441574 = -718994.163238 nChanged 21 SP:Iteration 24Q (4745.572986 sec): 3 clusters Score: Raw -723775.812394 + Penalty 4776.441574 = -718999.370820 nChanged 20 SP:Iteration 25Q (4745.642913 sec): 3 clusters Score: Raw -723780.984672 + Penalty 4776.441574 = -719004.543098 nChanged 22 SP:Iteration 26Q (4745.721008 sec): 3 clusters Score: Raw -723786.994705 + Penalty 4776.441574 = -719010.553131 nChanged 19 SP:Iteration 27Q (4745.799681 sec): 3 clusters Score: Raw -723791.587257 + Penalty 4776.441574 = -719015.145683 nChanged 14 SP:Iteration 28Q (4745.872453 sec): 3 clusters Score: Raw -723794.604016 + Penalty 4776.441574 = -719018.162442 nChanged 11 SP:Iteration 29Q (4745.937693 sec): 3 clusters Score: Raw -723797.024585 + Penalty 4776.441574 = -719020.583011 nChanged 17 SP:Iteration 30Q (4746.005654 sec): 3 clusters Score: Raw -723800.583092 + Penalty 4776.441574 = -719024.141518 nChanged 8 SP:Iteration 31Q (4746.079207 sec): 3 clusters Score: Raw -723801.908140 + Penalty 4776.441574 = -719025.466566 nChanged 3 SP:Iteration 32Q (4746.252234 sec): 3 clusters Score: Raw -723802.606678 + Penalty 4776.441574 = -719026.165104 nChanged 3 SP:Iteration 33Q (4746.433013 sec): 3 clusters Score: Raw -723803.215507 + Penalty 4776.441574 = -719026.773933 nChanged 9 SP:Iteration 34Q (4746.592408 sec): 3 clusters Score: Raw -723805.010505 + Penalty 4776.441574 = -719028.568930 nChanged 7 SP:Iteration 35Q (4746.736296 sec): 3 clusters Score: Raw -723806.398026 + Penalty 4776.441574 = -719029.956452 nChanged 6 SP:Iteration 36Q (4746.886904 sec): 3 clusters Score: Raw -723807.431345 + Penalty 4776.441574 = -719030.989771 nChanged 2 SP:Iteration 37Q (4746.971452 sec): 3 clusters Score: Raw -723807.781139 + Penalty 4776.441574 = -719031.339565 nChanged 2 SP:Iteration 38Q (4747.041201 sec): 3 clusters Score: Raw -723807.901671 + Penalty 4776.441574 = -719031.460097 nChanged 2 SP:Iteration 39Q (4747.101337 sec): 3 clusters Score: Raw -723808.324805 + Penalty 4776.441574 = -719031.883231 nChanged 1 SP:Iteration 40F (4747.179603 sec): 3 clusters Score: Raw -723808.477089 + Penalty 4776.441574 = -719032.035515 nChanged 0 Trying to split cluster 6 (5396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4747.243192 sec): 2 clusters Score: Raw -441787.319231 + Penalty 2268.661089 = -439518.658142 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4747.319860 sec): 3 clusters Score: Raw -439208.306233 + Penalty 4537.322179 = -434670.984054 nChanged 2098 SP:Iteration 1F (4747.397772 sec): 3 clusters Score: Raw -440581.251225 + Penalty 4537.322179 = -436043.929046 nChanged 449 SP:Iteration 2F (4747.468529 sec): 3 clusters Score: Raw -440951.693799 + Penalty 4537.322179 = -436414.371620 nChanged 365 SP:Iteration 3F (4747.516826 sec): 3 clusters Score: Raw -441302.673692 + Penalty 4537.322179 = -436765.351514 nChanged 352 SP:Iteration 4F (4747.565249 sec): 3 clusters Score: Raw -441691.924760 + Penalty 4537.322179 = -437154.602581 nChanged 335 SP:Iteration 5F (4747.613587 sec): 3 clusters Score: Raw -442033.143962 + Penalty 4537.322179 = -437495.821784 nChanged 282 SP:Iteration 6F (4747.661865 sec): 3 clusters Score: Raw -442250.056197 + Penalty 4537.322179 = -437712.734018 nChanged 233 SP:Iteration 7Q (4747.710632 sec): 3 clusters Score: Raw -442414.722358 + Penalty 4537.322179 = -437877.400179 nChanged 172 SP:Iteration 8Q (4747.762275 sec): 3 clusters Score: Raw -442524.315054 + Penalty 4537.322179 = -437986.992875 nChanged 145 SP:Iteration 9Q (4747.823327 sec): 3 clusters Score: Raw -442603.347891 + Penalty 4537.322179 = -438066.025713 nChanged 109 SP:Iteration 10Q (4747.884558 sec): 3 clusters Score: Raw -442650.720631 + Penalty 4537.322179 = -438113.398452 nChanged 80 SP:Iteration 11Q (4747.942650 sec): 3 clusters Score: Raw -442681.673211 + Penalty 4537.322179 = -438144.351032 nChanged 51 SP:Iteration 12Q (4748.000108 sec): 3 clusters Score: Raw -442701.066303 + Penalty 4537.322179 = -438163.744124 nChanged 43 SP:Iteration 13Q (4748.057661 sec): 3 clusters Score: Raw -442717.644283 + Penalty 4537.322179 = -438180.322104 nChanged 38 SP:Iteration 14Q (4748.114695 sec): 3 clusters Score: Raw -442731.399335 + Penalty 4537.322179 = -438194.077156 nChanged 36 SP:Iteration 15Q (4748.172018 sec): 3 clusters Score: Raw -442744.555992 + Penalty 4537.322179 = -438207.233814 nChanged 32 SP:Iteration 16Q (4748.293708 sec): 3 clusters Score: Raw -442758.250606 + Penalty 4537.322179 = -438220.928427 nChanged 28 SP:Iteration 17Q (4748.347595 sec): 3 clusters Score: Raw -442771.531185 + Penalty 4537.322179 = -438234.209007 nChanged 26 SP:Iteration 18Q (4748.402266 sec): 3 clusters Score: Raw -442780.993803 + Penalty 4537.322179 = -438243.671624 nChanged 18 SP:Iteration 19Q (4748.456500 sec): 3 clusters Score: Raw -442788.418388 + Penalty 4537.322179 = -438251.096209 nChanged 14 SP:Iteration 20F (4748.509962 sec): 3 clusters Score: Raw -442792.818596 + Penalty 4537.322179 = -438255.496417 nChanged 15 SP:Iteration 21Q (4748.654794 sec): 3 clusters Score: Raw -442797.478116 + Penalty 4537.322179 = -438260.155937 nChanged 7 SP:Iteration 22Q (4748.812238 sec): 3 clusters Score: Raw -442800.202274 + Penalty 4537.322179 = -438262.880095 nChanged 13 SP:Iteration 23Q (4748.944798 sec): 3 clusters Score: Raw -442803.632879 + Penalty 4537.322179 = -438266.310700 nChanged 11 SP:Iteration 24Q (4749.079226 sec): 3 clusters Score: Raw -442806.787593 + Penalty 4537.322179 = -438269.465414 nChanged 15 SP:Iteration 25Q (4749.243873 sec): 3 clusters Score: Raw -442809.922182 + Penalty 4537.322179 = -438272.600003 nChanged 9 SP:Iteration 26Q (4749.299950 sec): 3 clusters Score: Raw -442812.560622 + Penalty 4537.322179 = -438275.238443 nChanged 9 SP:Iteration 27Q (4749.395310 sec): 3 clusters Score: Raw -442815.067729 + Penalty 4537.322179 = -438277.745550 nChanged 9 SP:Iteration 28Q (4749.552487 sec): 3 clusters Score: Raw -442817.374230 + Penalty 4537.322179 = -438280.052051 nChanged 7 SP:Iteration 29Q (4749.624345 sec): 3 clusters Score: Raw -442819.636180 + Penalty 4537.322179 = -438282.314001 nChanged 7 SP:Iteration 30Q (4749.705296 sec): 3 clusters Score: Raw -442822.265717 + Penalty 4537.322179 = -438284.943538 nChanged 8 SP:Iteration 31Q (4749.775622 sec): 3 clusters Score: Raw -442824.762878 + Penalty 4537.322179 = -438287.440699 nChanged 5 SP:Iteration 32Q (4749.826044 sec): 3 clusters Score: Raw -442826.336439 + Penalty 4537.322179 = -438289.014260 nChanged 5 SP:Iteration 33Q (4749.876539 sec): 3 clusters Score: Raw -442827.629576 + Penalty 4537.322179 = -438290.307397 nChanged 2 SP:Iteration 34Q (4749.931350 sec): 3 clusters Score: Raw -442829.029111 + Penalty 4537.322179 = -438291.706932 nChanged 5 SP:Iteration 35Q (4749.990212 sec): 3 clusters Score: Raw -442830.856510 + Penalty 4537.322179 = -438293.534331 nChanged 2 SP:Iteration 36Q (4750.048808 sec): 3 clusters Score: Raw -442831.454359 + Penalty 4537.322179 = -438294.132180 nChanged 2 SP:Iteration 37Q (4750.106595 sec): 3 clusters Score: Raw -442831.912800 + Penalty 4537.322179 = -438294.590621 nChanged 1 SP:Iteration 38Q (4750.163817 sec): 3 clusters Score: Raw -442832.487899 + Penalty 4537.322179 = -438295.165720 nChanged 3 SP:Iteration 39Q (4750.221030 sec): 3 clusters Score: Raw -442833.191602 + Penalty 4537.322179 = -438295.869423 nChanged 2 SP:Iteration 40F (4750.277089 sec): 3 clusters Score: Raw -442833.782908 + Penalty 4537.322179 = -438296.460729 nChanged 1 SP:Iteration 41Q (4750.331869 sec): 3 clusters Score: Raw -442834.009148 + Penalty 4537.322179 = -438296.686969 nChanged 1 SP:Iteration 42Q (4750.387858 sec): 3 clusters Score: Raw -442834.120781 + Penalty 4537.322179 = -438296.798602 nChanged 0 SP:Iteration 43F (4750.444937 sec): 3 clusters Score: Raw -442834.120781 + Penalty 4537.322179 = -438296.798602 nChanged 0 Trying to split cluster 7 (67176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4750.770344 sec): 2 clusters Score: Raw -5749864.372767 + Penalty 2934.378828 = -5746929.993938 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4751.106176 sec): 3 clusters Score: Raw -5707703.915328 + Penalty 5868.757657 = -5701835.157671 nChanged 31497 SP:Iteration 1F (4751.434161 sec): 3 clusters Score: Raw -5725751.654309 + Penalty 5868.757657 = -5719882.896652 nChanged 3114 SP:Iteration 2Q (4751.771866 sec): 3 clusters Score: Raw -5726925.197710 + Penalty 5868.757657 = -5721056.440053 nChanged 3292 SP:Iteration 3Q (4752.057762 sec): 3 clusters Score: Raw -5728391.566947 + Penalty 5868.757657 = -5722522.809291 nChanged 3495 SP:Iteration 4F (4752.358256 sec): 3 clusters Score: Raw -5730179.880879 + Penalty 5868.757657 = -5724311.123222 nChanged 3737 SP:Iteration 5F (4752.686783 sec): 3 clusters Score: Raw -5732229.736737 + Penalty 5868.757657 = -5726360.979080 nChanged 3865 SP:Iteration 6F (4753.049993 sec): 3 clusters Score: Raw -5734352.371266 + Penalty 5868.757657 = -5728483.613609 nChanged 3590 SP:Iteration 7F (4753.398622 sec): 3 clusters Score: Raw -5736254.551841 + Penalty 5868.757657 = -5730385.794184 nChanged 3201 SP:Iteration 8Q (4753.690232 sec): 3 clusters Score: Raw -5737822.059431 + Penalty 5868.757657 = -5731953.301774 nChanged 2778 SP:Iteration 9Q (4754.000090 sec): 3 clusters Score: Raw -5739071.387023 + Penalty 5868.757657 = -5733202.629366 nChanged 2487 SP:Iteration 10Q (4754.336354 sec): 3 clusters Score: Raw -5740122.207722 + Penalty 5868.757657 = -5734253.450065 nChanged 2281 SP:Iteration 11Q (4754.675212 sec): 3 clusters Score: Raw -5741088.005106 + Penalty 5868.757657 = -5735219.247449 nChanged 2268 SP:Iteration 12Q (4754.964366 sec): 3 clusters Score: Raw -5742055.455581 + Penalty 5868.757657 = -5736186.697924 nChanged 2271 SP:Iteration 13Q (4755.268915 sec): 3 clusters Score: Raw -5743026.580621 + Penalty 5868.757657 = -5737157.822964 nChanged 2301 SP:Iteration 14Q (4755.599458 sec): 3 clusters Score: Raw -5744035.824594 + Penalty 5868.757657 = -5738167.066937 nChanged 2281 SP:Iteration 15Q (4755.872690 sec): 3 clusters Score: Raw -5745057.626754 + Penalty 5868.757657 = -5739188.869097 nChanged 2185 SP:Iteration 16Q (4756.168958 sec): 3 clusters Score: Raw -5746041.575483 + Penalty 5868.757657 = -5740172.817826 nChanged 1998 SP:Iteration 17Q (4756.493309 sec): 3 clusters Score: Raw -5746959.131946 + Penalty 5868.757657 = -5741090.374289 nChanged 1799 SP:Iteration 18Q (4756.757878 sec): 3 clusters Score: Raw -5747787.257862 + Penalty 5868.757657 = -5741918.500205 nChanged 1459 SP:Iteration 19Q (4757.075169 sec): 3 clusters Score: Raw -5748442.647266 + Penalty 5868.757657 = -5742573.889609 nChanged 1184 SP:Iteration 20F (4757.340128 sec): 3 clusters Score: Raw -5748961.033966 + Penalty 5868.757657 = -5743092.276309 nChanged 922 SP:Iteration 21Q (4757.579774 sec): 3 clusters Score: Raw -5749350.206455 + Penalty 5868.757657 = -5743481.448799 nChanged 706 SP:Iteration 22Q (4757.832731 sec): 3 clusters Score: Raw -5749628.623825 + Penalty 5868.757657 = -5743759.866169 nChanged 579 SP:Iteration 23Q (4758.088399 sec): 3 clusters Score: Raw -5749854.331155 + Penalty 5868.757657 = -5743985.573499 nChanged 436 SP:Iteration 24Q (4758.367594 sec): 3 clusters Score: Raw -5750024.673220 + Penalty 5868.757657 = -5744155.915563 nChanged 347 SP:Iteration 25Q (4758.642659 sec): 3 clusters Score: Raw -5750148.905807 + Penalty 5868.757657 = -5744280.148150 nChanged 267 SP:Iteration 26Q (4758.950533 sec): 3 clusters Score: Raw -5750248.665978 + Penalty 5868.757657 = -5744379.908322 nChanged 223 SP:Iteration 27Q (4759.198708 sec): 3 clusters Score: Raw -5750324.975328 + Penalty 5868.757657 = -5744456.217671 nChanged 182 SP:Iteration 28Q (4759.449751 sec): 3 clusters Score: Raw -5750383.522927 + Penalty 5868.757657 = -5744514.765270 nChanged 140 SP:Iteration 29Q (4759.724929 sec): 3 clusters Score: Raw -5750431.195107 + Penalty 5868.757657 = -5744562.437450 nChanged 100 SP:Iteration 30Q (4759.999112 sec): 3 clusters Score: Raw -5750463.272762 + Penalty 5868.757657 = -5744594.515105 nChanged 86 SP:Iteration 31Q (4760.271316 sec): 3 clusters Score: Raw -5750487.745644 + Penalty 5868.757657 = -5744618.987987 nChanged 67 SP:Iteration 32Q (4760.543119 sec): 3 clusters Score: Raw -5750508.930722 + Penalty 5868.757657 = -5744640.173065 nChanged 56 SP:Iteration 33Q (4760.806527 sec): 3 clusters Score: Raw -5750523.508382 + Penalty 5868.757657 = -5744654.750726 nChanged 53 SP:Iteration 34Q (4761.069449 sec): 3 clusters Score: Raw -5750537.316888 + Penalty 5868.757657 = -5744668.559231 nChanged 41 SP:Iteration 35Q (4761.304734 sec): 3 clusters Score: Raw -5750550.554278 + Penalty 5868.757657 = -5744681.796621 nChanged 41 SP:Iteration 36Q (4761.549942 sec): 3 clusters Score: Raw -5750565.757269 + Penalty 5868.757657 = -5744696.999613 nChanged 47 SP:Iteration 37Q (4761.849415 sec): 3 clusters Score: Raw -5750581.209463 + Penalty 5868.757657 = -5744712.451806 nChanged 41 SP:Iteration 38Q (4762.129115 sec): 3 clusters Score: Raw -5750593.323136 + Penalty 5868.757657 = -5744724.565480 nChanged 34 SP:Iteration 39Q (4762.354917 sec): 3 clusters Score: Raw -5750602.964762 + Penalty 5868.757657 = -5744734.207105 nChanged 25 SP:Iteration 40F (4762.615434 sec): 3 clusters Score: Raw -5750609.553613 + Penalty 5868.757657 = -5744740.795956 nChanged 25 SP:Iteration 41Q (4762.903763 sec): 3 clusters Score: Raw -5750616.535628 + Penalty 5868.757657 = -5744747.777972 nChanged 24 SP:Iteration 42Q (4763.135732 sec): 3 clusters Score: Raw -5750622.885693 + Penalty 5868.757657 = -5744754.128036 nChanged 16 SP:Iteration 43Q (4763.462346 sec): 3 clusters Score: Raw -5750626.650051 + Penalty 5868.757657 = -5744757.892394 nChanged 14 SP:Iteration 44Q (4763.746384 sec): 3 clusters Score: Raw -5750630.420085 + Penalty 5868.757657 = -5744761.662428 nChanged 13 SP:Iteration 45Q (4764.047489 sec): 3 clusters Score: Raw -5750633.380172 + Penalty 5868.757657 = -5744764.622515 nChanged 9 SP:Iteration 46Q (4764.399165 sec): 3 clusters Score: Raw -5750635.969946 + Penalty 5868.757657 = -5744767.212289 nChanged 9 SP:Iteration 47Q (4764.683157 sec): 3 clusters Score: Raw -5750638.364722 + Penalty 5868.757657 = -5744769.607065 nChanged 11 SP:Iteration 48Q (4764.918614 sec): 3 clusters Score: Raw -5750641.897099 + Penalty 5868.757657 = -5744773.139442 nChanged 10 SP:Iteration 49Q (4765.263056 sec): 3 clusters Score: Raw -5750644.953117 + Penalty 5868.757657 = -5744776.195460 nChanged 10 SP:Iteration 50Q (4765.580896 sec): 3 clusters Score: Raw -5750647.605822 + Penalty 5868.757657 = -5744778.848165 nChanged 9 SP:Iteration 51Q (4765.818515 sec): 3 clusters Score: Raw -5750650.371137 + Penalty 5868.757657 = -5744781.613480 nChanged 9 SP:Iteration 52Q (4766.117415 sec): 3 clusters Score: Raw -5750652.371809 + Penalty 5868.757657 = -5744783.614152 nChanged 5 SP:Iteration 53Q (4766.355478 sec): 3 clusters Score: Raw -5750653.480408 + Penalty 5868.757657 = -5744784.722752 nChanged 4 SP:Iteration 54Q (4766.640755 sec): 3 clusters Score: Raw -5750654.381155 + Penalty 5868.757657 = -5744785.623498 nChanged 6 SP:Iteration 55Q (4766.919833 sec): 3 clusters Score: Raw -5750656.646682 + Penalty 5868.757657 = -5744787.889025 nChanged 5 SP:Iteration 56Q (4767.200798 sec): 3 clusters Score: Raw -5750657.619956 + Penalty 5868.757657 = -5744788.862299 nChanged 9 SP:Iteration 57Q (4767.488635 sec): 3 clusters Score: Raw -5750659.684626 + Penalty 5868.757657 = -5744790.926969 nChanged 7 SP:Iteration 58Q (4767.730244 sec): 3 clusters Score: Raw -5750661.368510 + Penalty 5868.757657 = -5744792.610853 nChanged 6 SP:Iteration 59Q (4767.958586 sec): 3 clusters Score: Raw -5750663.523888 + Penalty 5868.757657 = -5744794.766231 nChanged 6 SP:Iteration 60F (4768.231870 sec): 3 clusters Score: Raw -5750665.121338 + Penalty 5868.757657 = -5744796.363681 nChanged 8 SP:Iteration 61Q (4768.474900 sec): 3 clusters Score: Raw -5750667.649342 + Penalty 5868.757657 = -5744798.891685 nChanged 9 SP:Iteration 62Q (4768.716321 sec): 3 clusters Score: Raw -5750670.085760 + Penalty 5868.757657 = -5744801.328104 nChanged 7 SP:Iteration 63Q (4768.985965 sec): 3 clusters Score: Raw -5750672.633907 + Penalty 5868.757657 = -5744803.876250 nChanged 12 SP:Iteration 64Q (4769.247871 sec): 3 clusters Score: Raw -5750675.761393 + Penalty 5868.757657 = -5744807.003736 nChanged 15 SP:Iteration 65Q (4769.496377 sec): 3 clusters Score: Raw -5750680.433946 + Penalty 5868.757657 = -5744811.676289 nChanged 10 SP:Iteration 66Q (4769.727599 sec): 3 clusters Score: Raw -5750683.534393 + Penalty 5868.757657 = -5744814.776736 nChanged 14 SP:Iteration 67Q (4769.996911 sec): 3 clusters Score: Raw -5750687.191587 + Penalty 5868.757657 = -5744818.433930 nChanged 7 SP:Iteration 68Q (4770.250481 sec): 3 clusters Score: Raw -5750689.439031 + Penalty 5868.757657 = -5744820.681374 nChanged 11 SP:Iteration 69Q (4770.532905 sec): 3 clusters Score: Raw -5750692.769670 + Penalty 5868.757657 = -5744824.012013 nChanged 9 SP:Iteration 70Q (4770.756329 sec): 3 clusters Score: Raw -5750694.781255 + Penalty 5868.757657 = -5744826.023598 nChanged 11 SP:Iteration 71Q (4771.019099 sec): 3 clusters Score: Raw -5750698.177192 + Penalty 5868.757657 = -5744829.419535 nChanged 13 SP:Iteration 72Q (4771.303749 sec): 3 clusters Score: Raw -5750702.473712 + Penalty 5868.757657 = -5744833.716055 nChanged 8 SP:Iteration 73Q (4771.533743 sec): 3 clusters Score: Raw -5750704.455759 + Penalty 5868.757657 = -5744835.698102 nChanged 7 SP:Iteration 74Q (4771.869338 sec): 3 clusters Score: Raw -5750706.247817 + Penalty 5868.757657 = -5744837.490160 nChanged 5 SP:Iteration 75Q (4772.089879 sec): 3 clusters Score: Raw -5750707.384069 + Penalty 5868.757657 = -5744838.626412 nChanged 3 SP:Iteration 76Q (4772.360811 sec): 3 clusters Score: Raw -5750707.867790 + Penalty 5868.757657 = -5744839.110134 nChanged 1 SP:Iteration 77Q (4772.629365 sec): 3 clusters Score: Raw -5750708.113321 + Penalty 5868.757657 = -5744839.355664 nChanged 1 SP:Iteration 78Q (4772.855244 sec): 3 clusters Score: Raw -5750708.371277 + Penalty 5868.757657 = -5744839.613621 nChanged 2 SP:Iteration 79Q (4773.133644 sec): 3 clusters Score: Raw -5750709.270090 + Penalty 5868.757657 = -5744840.512433 nChanged 1 SP:Iteration 80F (4773.428113 sec): 3 clusters Score: Raw -5750709.442563 + Penalty 5868.757657 = -5744840.684906 nChanged 2 SP:Iteration 81Q (4773.720742 sec): 3 clusters Score: Raw -5750709.990791 + Penalty 5868.757657 = -5744841.233134 nChanged 2 SP:Iteration 82Q (4773.983774 sec): 3 clusters Score: Raw -5750710.708337 + Penalty 5868.757657 = -5744841.950681 nChanged 4 SP:Iteration 83Q (4774.231876 sec): 3 clusters Score: Raw -5750711.557192 + Penalty 5868.757657 = -5744842.799535 nChanged 1 SP:Iteration 84Q (4774.471654 sec): 3 clusters Score: Raw -5750711.819073 + Penalty 5868.757657 = -5744843.061416 nChanged 1 SP:Iteration 85Q (4774.740889 sec): 3 clusters Score: Raw -5750712.077325 + Penalty 5868.757657 = -5744843.319668 nChanged 0 SP:Iteration 86F (4775.034893 sec): 3 clusters Score: Raw -5750712.077325 + Penalty 5868.757657 = -5744843.319668 nChanged 0 Trying to split cluster 8 (3663 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4775.104498 sec): 2 clusters Score: Raw -273741.179152 + Penalty 2166.393969 = -271574.785183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4775.152884 sec): 3 clusters Score: Raw -272139.166050 + Penalty 4332.787939 = -267806.378111 nChanged 1325 SP:Iteration 1F (4775.200820 sec): 3 clusters Score: Raw -273091.518467 + Penalty 4332.787939 = -268758.730529 nChanged 354 SP:Iteration 2F (4775.246515 sec): 3 clusters Score: Raw -273519.959532 + Penalty 4332.787939 = -269187.171594 nChanged 320 SP:Iteration 3F (4775.284717 sec): 3 clusters Score: Raw -273914.562400 + Penalty 4332.787939 = -269581.774461 nChanged 238 SP:Iteration 4F (4775.322898 sec): 3 clusters Score: Raw -274183.218285 + Penalty 4332.787939 = -269850.430346 nChanged 191 SP:Iteration 5F (4775.361099 sec): 3 clusters Score: Raw -274376.340220 + Penalty 4332.787939 = -270043.552281 nChanged 161 SP:Iteration 6Q (4775.399109 sec): 3 clusters Score: Raw -274514.675205 + Penalty 4332.787939 = -270181.887266 nChanged 115 SP:Iteration 7Q (4775.437595 sec): 3 clusters Score: Raw -274599.795435 + Penalty 4332.787939 = -270267.007497 nChanged 77 SP:Iteration 8Q (4775.476867 sec): 3 clusters Score: Raw -274655.608654 + Penalty 4332.787939 = -270322.820716 nChanged 63 SP:Iteration 9Q (4775.516394 sec): 3 clusters Score: Raw -274691.319206 + Penalty 4332.787939 = -270358.531267 nChanged 40 SP:Iteration 10Q (4775.637396 sec): 3 clusters Score: Raw -274709.152315 + Penalty 4332.787939 = -270376.364376 nChanged 23 SP:Iteration 11Q (4775.727933 sec): 3 clusters Score: Raw -274719.028333 + Penalty 4332.787939 = -270386.240395 nChanged 19 SP:Iteration 12Q (4775.847428 sec): 3 clusters Score: Raw -274727.257737 + Penalty 4332.787939 = -270394.469798 nChanged 12 SP:Iteration 13Q (4775.954997 sec): 3 clusters Score: Raw -274731.325310 + Penalty 4332.787939 = -270398.537371 nChanged 10 SP:Iteration 14Q (4776.088077 sec): 3 clusters Score: Raw -274734.303130 + Penalty 4332.787939 = -270401.515191 nChanged 11 SP:Iteration 15Q (4776.171183 sec): 3 clusters Score: Raw -274737.698065 + Penalty 4332.787939 = -270404.910127 nChanged 6 SP:Iteration 16Q (4776.212383 sec): 3 clusters Score: Raw -274739.834071 + Penalty 4332.787939 = -270407.046132 nChanged 2 SP:Iteration 17Q (4776.253531 sec): 3 clusters Score: Raw -274740.778604 + Penalty 4332.787939 = -270407.990665 nChanged 1 SP:Iteration 18Q (4776.294852 sec): 3 clusters Score: Raw -274741.031137 + Penalty 4332.787939 = -270408.243198 nChanged 1 SP:Iteration 19Q (4776.336031 sec): 3 clusters Score: Raw -274741.679350 + Penalty 4332.787939 = -270408.891411 nChanged 1 SP:Iteration 20F (4776.377069 sec): 3 clusters Score: Raw -274742.140970 + Penalty 4332.787939 = -270409.353031 nChanged 1 SP:Iteration 21Q (4776.417292 sec): 3 clusters Score: Raw -274742.924357 + Penalty 4332.787939 = -270410.136418 nChanged 2 SP:Iteration 22Q (4776.456348 sec): 3 clusters Score: Raw -274743.799137 + Penalty 4332.787939 = -270411.011198 nChanged 2 SP:Iteration 23Q (4776.495327 sec): 3 clusters Score: Raw -274744.340993 + Penalty 4332.787939 = -270411.553054 nChanged 4 SP:Iteration 24Q (4776.534517 sec): 3 clusters Score: Raw -274745.371711 + Penalty 4332.787939 = -270412.583772 nChanged 1 SP:Iteration 25Q (4776.573534 sec): 3 clusters Score: Raw -274746.419373 + Penalty 4332.787939 = -270413.631434 nChanged 4 SP:Iteration 26Q (4776.612862 sec): 3 clusters Score: Raw -274748.336681 + Penalty 4332.787939 = -270415.548743 nChanged 5 SP:Iteration 27Q (4776.651965 sec): 3 clusters Score: Raw -274749.943538 + Penalty 4332.787939 = -270417.155599 nChanged 5 SP:Iteration 28Q (4776.693948 sec): 3 clusters Score: Raw -274751.155737 + Penalty 4332.787939 = -270418.367798 nChanged 6 SP:Iteration 29Q (4776.733317 sec): 3 clusters Score: Raw -274753.980464 + Penalty 4332.787939 = -270421.192526 nChanged 9 SP:Iteration 30Q (4776.781133 sec): 3 clusters Score: Raw -274758.185764 + Penalty 4332.787939 = -270425.397825 nChanged 7 SP:Iteration 31Q (4776.830131 sec): 3 clusters Score: Raw -274761.560326 + Penalty 4332.787939 = -270428.772387 nChanged 7 SP:Iteration 32Q (4776.902417 sec): 3 clusters Score: Raw -274763.869390 + Penalty 4332.787939 = -270431.081451 nChanged 8 SP:Iteration 33Q (4776.942950 sec): 3 clusters Score: Raw -274766.815079 + Penalty 4332.787939 = -270434.027140 nChanged 6 SP:Iteration 34Q (4776.983062 sec): 3 clusters Score: Raw -274769.380406 + Penalty 4332.787939 = -270436.592467 nChanged 6 SP:Iteration 35Q (4777.023216 sec): 3 clusters Score: Raw -274773.581177 + Penalty 4332.787939 = -270440.793238 nChanged 8 SP:Iteration 36Q (4777.063632 sec): 3 clusters Score: Raw -274777.764429 + Penalty 4332.787939 = -270444.976490 nChanged 2 SP:Iteration 37Q (4777.104342 sec): 3 clusters Score: Raw -274778.355580 + Penalty 4332.787939 = -270445.567641 nChanged 1 SP:Iteration 38Q (4777.152128 sec): 3 clusters Score: Raw -274778.899982 + Penalty 4332.787939 = -270446.112043 nChanged 2 SP:Iteration 39Q (4777.192671 sec): 3 clusters Score: Raw -274779.765232 + Penalty 4332.787939 = -270446.977293 nChanged 1 SP:Iteration 40F (4777.233336 sec): 3 clusters Score: Raw -274779.874214 + Penalty 4332.787939 = -270447.086276 nChanged 2 SP:Iteration 41Q (4777.273760 sec): 3 clusters Score: Raw -274780.359518 + Penalty 4332.787939 = -270447.571579 nChanged 4 SP:Iteration 42Q (4777.402235 sec): 3 clusters Score: Raw -274782.142525 + Penalty 4332.787939 = -270449.354586 nChanged 3 SP:Iteration 43Q (4777.517021 sec): 3 clusters Score: Raw -274783.123988 + Penalty 4332.787939 = -270450.336049 nChanged 1 SP:Iteration 44Q (4777.634945 sec): 3 clusters Score: Raw -274783.987095 + Penalty 4332.787939 = -270451.199157 nChanged 1 SP:Iteration 45Q (4777.762547 sec): 3 clusters Score: Raw -274784.243940 + Penalty 4332.787939 = -270451.456001 nChanged 3 SP:Iteration 46Q (4777.876688 sec): 3 clusters Score: Raw -274784.994465 + Penalty 4332.787939 = -270452.206526 nChanged 1 SP:Iteration 47Q (4777.918865 sec): 3 clusters Score: Raw -274785.408885 + Penalty 4332.787939 = -270452.620946 nChanged 0 SP:Iteration 48F (4777.960574 sec): 3 clusters Score: Raw -274785.408885 + Penalty 4332.787939 = -270452.620946 nChanged 0 Trying to split cluster 9 (10370 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4778.024584 sec): 2 clusters Score: Raw -802307.783325 + Penalty 2441.121488 = -799866.661838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4778.132498 sec): 3 clusters Score: Raw -796804.691640 + Penalty 4882.242975 = -791922.448665 nChanged 4283 SP:Iteration 1F (4778.204382 sec): 3 clusters Score: Raw -799262.833612 + Penalty 4882.242975 = -794380.590637 nChanged 801 SP:Iteration 2F (4778.262329 sec): 3 clusters Score: Raw -799819.501604 + Penalty 4882.242975 = -794937.258629 nChanged 699 SP:Iteration 3F (4778.364981 sec): 3 clusters Score: Raw -800321.964392 + Penalty 4882.242975 = -795439.721417 nChanged 622 SP:Iteration 4F (4778.499450 sec): 3 clusters Score: Raw -800756.055438 + Penalty 4882.242975 = -795873.812463 nChanged 606 SP:Iteration 5F (4778.627716 sec): 3 clusters Score: Raw -801157.989730 + Penalty 4882.242975 = -796275.746755 nChanged 512 SP:Iteration 6Q (4778.766443 sec): 3 clusters Score: Raw -801480.529589 + Penalty 4882.242975 = -796598.286614 nChanged 418 SP:Iteration 7Q (4778.835087 sec): 3 clusters Score: Raw -801711.162798 + Penalty 4882.242975 = -796828.919823 nChanged 365 SP:Iteration 8Q (4778.904192 sec): 3 clusters Score: Raw -801892.585276 + Penalty 4882.242975 = -797010.342301 nChanged 292 SP:Iteration 9Q (4778.973245 sec): 3 clusters Score: Raw -802033.795378 + Penalty 4882.242975 = -797151.552403 nChanged 272 SP:Iteration 10Q (4779.045910 sec): 3 clusters Score: Raw -802147.219379 + Penalty 4882.242975 = -797264.976404 nChanged 201 SP:Iteration 11Q (4779.121580 sec): 3 clusters Score: Raw -802226.312538 + Penalty 4882.242975 = -797344.069563 nChanged 182 SP:Iteration 12Q (4779.192861 sec): 3 clusters Score: Raw -802299.747058 + Penalty 4882.242975 = -797417.504083 nChanged 192 SP:Iteration 13Q (4779.261209 sec): 3 clusters Score: Raw -802379.745996 + Penalty 4882.242975 = -797497.503020 nChanged 178 SP:Iteration 14Q (4779.329590 sec): 3 clusters Score: Raw -802458.229078 + Penalty 4882.242975 = -797575.986103 nChanged 180 SP:Iteration 15Q (4779.398182 sec): 3 clusters Score: Raw -802534.637137 + Penalty 4882.242975 = -797652.394162 nChanged 165 SP:Iteration 16Q (4779.466078 sec): 3 clusters Score: Raw -802604.504988 + Penalty 4882.242975 = -797722.262013 nChanged 151 SP:Iteration 17Q (4779.538493 sec): 3 clusters Score: Raw -802667.167945 + Penalty 4882.242975 = -797784.924969 nChanged 137 SP:Iteration 18Q (4779.612564 sec): 3 clusters Score: Raw -802720.892826 + Penalty 4882.242975 = -797838.649851 nChanged 145 SP:Iteration 19Q (4779.682310 sec): 3 clusters Score: Raw -802783.045600 + Penalty 4882.242975 = -797900.802625 nChanged 132 SP:Iteration 20F (4779.749521 sec): 3 clusters Score: Raw -802847.499249 + Penalty 4882.242975 = -797965.256274 nChanged 136 SP:Iteration 21Q (4779.817604 sec): 3 clusters Score: Raw -802908.635106 + Penalty 4882.242975 = -798026.392131 nChanged 136 SP:Iteration 22Q (4779.914177 sec): 3 clusters Score: Raw -802962.078456 + Penalty 4882.242975 = -798079.835481 nChanged 110 SP:Iteration 23Q (4780.077710 sec): 3 clusters Score: Raw -802998.163447 + Penalty 4882.242975 = -798115.920472 nChanged 93 SP:Iteration 24Q (4780.210043 sec): 3 clusters Score: Raw -803027.006480 + Penalty 4882.242975 = -798144.763505 nChanged 84 SP:Iteration 25Q (4780.336928 sec): 3 clusters Score: Raw -803050.712762 + Penalty 4882.242975 = -798168.469787 nChanged 71 SP:Iteration 26Q (4780.472014 sec): 3 clusters Score: Raw -803068.659944 + Penalty 4882.242975 = -798186.416969 nChanged 61 SP:Iteration 27Q (4780.567257 sec): 3 clusters Score: Raw -803083.405870 + Penalty 4882.242975 = -798201.162895 nChanged 51 SP:Iteration 28Q (4780.639690 sec): 3 clusters Score: Raw -803092.775884 + Penalty 4882.242975 = -798210.532909 nChanged 32 SP:Iteration 29Q (4780.731481 sec): 3 clusters Score: Raw -803098.822424 + Penalty 4882.242975 = -798216.579449 nChanged 26 SP:Iteration 30Q (4780.812020 sec): 3 clusters Score: Raw -803103.590685 + Penalty 4882.242975 = -798221.347710 nChanged 22 SP:Iteration 31Q (4780.877989 sec): 3 clusters Score: Raw -803108.100504 + Penalty 4882.242975 = -798225.857529 nChanged 27 SP:Iteration 32Q (4780.953177 sec): 3 clusters Score: Raw -803112.904894 + Penalty 4882.242975 = -798230.661919 nChanged 25 SP:Iteration 33Q (4781.034290 sec): 3 clusters Score: Raw -803117.125392 + Penalty 4882.242975 = -798234.882417 nChanged 23 SP:Iteration 34Q (4781.118176 sec): 3 clusters Score: Raw -803121.846585 + Penalty 4882.242975 = -798239.603610 nChanged 22 SP:Iteration 35Q (4781.200971 sec): 3 clusters Score: Raw -803127.003853 + Penalty 4882.242975 = -798244.760878 nChanged 30 SP:Iteration 36Q (4781.275951 sec): 3 clusters Score: Raw -803132.942815 + Penalty 4882.242975 = -798250.699840 nChanged 29 SP:Iteration 37Q (4781.350109 sec): 3 clusters Score: Raw -803138.707258 + Penalty 4882.242975 = -798256.464283 nChanged 18 SP:Iteration 38Q (4781.426029 sec): 3 clusters Score: Raw -803142.406846 + Penalty 4882.242975 = -798260.163871 nChanged 13 SP:Iteration 39Q (4781.513096 sec): 3 clusters Score: Raw -803144.733842 + Penalty 4882.242975 = -798262.490867 nChanged 12 SP:Iteration 40F (4781.599100 sec): 3 clusters Score: Raw -803147.311545 + Penalty 4882.242975 = -798265.068570 nChanged 11 SP:Iteration 41Q (4781.673657 sec): 3 clusters Score: Raw -803148.780328 + Penalty 4882.242975 = -798266.537353 nChanged 7 SP:Iteration 42Q (4781.747850 sec): 3 clusters Score: Raw -803149.564085 + Penalty 4882.242975 = -798267.321110 nChanged 3 SP:Iteration 43Q (4781.825246 sec): 3 clusters Score: Raw -803149.864672 + Penalty 4882.242975 = -798267.621697 nChanged 2 SP:Iteration 44Q (4781.912755 sec): 3 clusters Score: Raw -803150.181498 + Penalty 4882.242975 = -798267.938523 nChanged 3 SP:Iteration 45Q (4782.000120 sec): 3 clusters Score: Raw -803150.762507 + Penalty 4882.242975 = -798268.519532 nChanged 4 SP:Iteration 46Q (4782.077357 sec): 3 clusters Score: Raw -803151.166739 + Penalty 4882.242975 = -798268.923764 nChanged 1 SP:Iteration 47Q (4782.152791 sec): 3 clusters Score: Raw -803151.286789 + Penalty 4882.242975 = -798269.043814 nChanged 1 SP:Iteration 48Q (4782.229801 sec): 3 clusters Score: Raw -803151.368107 + Penalty 4882.242975 = -798269.125132 nChanged 0 SP:Iteration 49F (4782.427991 sec): 3 clusters Score: Raw -803151.368107 + Penalty 4882.242975 = -798269.125132 nChanged 0 Trying to split cluster 10 (3079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4782.451836 sec): 2 clusters Score: Raw -227348.814706 + Penalty 2120.543079 = -225228.271627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4782.504119 sec): 3 clusters Score: Raw -226096.594960 + Penalty 4241.086158 = -221855.508802 nChanged 1071 SP:Iteration 1F (4782.556016 sec): 3 clusters Score: Raw -226939.873770 + Penalty 4241.086158 = -222698.787612 nChanged 300 SP:Iteration 2F (4782.691614 sec): 3 clusters Score: Raw -227324.646456 + Penalty 4241.086158 = -223083.560298 nChanged 219 SP:Iteration 3F (4782.821924 sec): 3 clusters Score: Raw -227650.671347 + Penalty 4241.086158 = -223409.585189 nChanged 220 SP:Iteration 4F (4782.925709 sec): 3 clusters Score: Raw -227999.417592 + Penalty 4241.086158 = -223758.331434 nChanged 214 SP:Iteration 5F (4783.049474 sec): 3 clusters Score: Raw -228334.399304 + Penalty 4241.086158 = -224093.313146 nChanged 159 SP:Iteration 6F (4783.172103 sec): 3 clusters Score: Raw -228505.613146 + Penalty 4241.086158 = -224264.526988 nChanged 103 SP:Iteration 7Q (4783.294210 sec): 3 clusters Score: Raw -228601.424934 + Penalty 4241.086158 = -224360.338776 nChanged 66 SP:Iteration 8Q (4783.406241 sec): 3 clusters Score: Raw -228654.103199 + Penalty 4241.086158 = -224413.017041 nChanged 53 SP:Iteration 9Q (4783.528637 sec): 3 clusters Score: Raw -228698.702369 + Penalty 4241.086158 = -224457.616211 nChanged 34 SP:Iteration 10Q (4783.630134 sec): 3 clusters Score: Raw -228730.810118 + Penalty 4241.086158 = -224489.723960 nChanged 35 SP:Iteration 11Q (4783.670970 sec): 3 clusters Score: Raw -228763.421791 + Penalty 4241.086158 = -224522.335633 nChanged 34 SP:Iteration 12Q (4783.712056 sec): 3 clusters Score: Raw -228788.842934 + Penalty 4241.086158 = -224547.756776 nChanged 30 SP:Iteration 13Q (4783.753530 sec): 3 clusters Score: Raw -228812.319273 + Penalty 4241.086158 = -224571.233115 nChanged 22 SP:Iteration 14Q (4783.876713 sec): 3 clusters Score: Raw -228823.287916 + Penalty 4241.086158 = -224582.201758 nChanged 16 SP:Iteration 15Q (4784.032551 sec): 3 clusters Score: Raw -228834.133496 + Penalty 4241.086158 = -224593.047338 nChanged 21 SP:Iteration 16Q (4784.158577 sec): 3 clusters Score: Raw -228845.384233 + Penalty 4241.086158 = -224604.298075 nChanged 14 SP:Iteration 17Q (4784.259519 sec): 3 clusters Score: Raw -228852.959994 + Penalty 4241.086158 = -224611.873836 nChanged 7 SP:Iteration 18Q (4784.316611 sec): 3 clusters Score: Raw -228855.815760 + Penalty 4241.086158 = -224614.729602 nChanged 7 SP:Iteration 19Q (4784.360921 sec): 3 clusters Score: Raw -228859.620272 + Penalty 4241.086158 = -224618.534114 nChanged 3 SP:Iteration 20F (4784.403011 sec): 3 clusters Score: Raw -228861.384783 + Penalty 4241.086158 = -224620.298624 nChanged 3 SP:Iteration 21Q (4784.442971 sec): 3 clusters Score: Raw -228863.530791 + Penalty 4241.086158 = -224622.444633 nChanged 2 SP:Iteration 22Q (4784.482540 sec): 3 clusters Score: Raw -228864.273680 + Penalty 4241.086158 = -224623.187522 nChanged 2 SP:Iteration 23Q (4784.522525 sec): 3 clusters Score: Raw -228865.546339 + Penalty 4241.086158 = -224624.460181 nChanged 3 SP:Iteration 24Q (4784.563696 sec): 3 clusters Score: Raw -228867.070379 + Penalty 4241.086158 = -224625.984221 nChanged 6 SP:Iteration 25Q (4784.607343 sec): 3 clusters Score: Raw -228870.238467 + Penalty 4241.086158 = -224629.152309 nChanged 7 SP:Iteration 26Q (4784.650725 sec): 3 clusters Score: Raw -228873.440703 + Penalty 4241.086158 = -224632.354545 nChanged 6 SP:Iteration 27Q (4784.694247 sec): 3 clusters Score: Raw -228875.493925 + Penalty 4241.086158 = -224634.407767 nChanged 8 SP:Iteration 28Q (4784.737371 sec): 3 clusters Score: Raw -228880.968457 + Penalty 4241.086158 = -224639.882299 nChanged 5 SP:Iteration 29Q (4784.778262 sec): 3 clusters Score: Raw -228885.008254 + Penalty 4241.086158 = -224643.922096 nChanged 11 SP:Iteration 30Q (4784.818899 sec): 3 clusters Score: Raw -228889.620689 + Penalty 4241.086158 = -224648.534531 nChanged 7 SP:Iteration 31Q (4784.859641 sec): 3 clusters Score: Raw -228892.445410 + Penalty 4241.086158 = -224651.359252 nChanged 6 SP:Iteration 32Q (4784.900413 sec): 3 clusters Score: Raw -228894.699141 + Penalty 4241.086158 = -224653.612983 nChanged 4 SP:Iteration 33Q (4784.941483 sec): 3 clusters Score: Raw -228896.558816 + Penalty 4241.086158 = -224655.472657 nChanged 1 SP:Iteration 34Q (4785.107724 sec): 3 clusters Score: Raw -228896.851974 + Penalty 4241.086158 = -224655.765816 nChanged 1 SP:Iteration 35Q (4785.231071 sec): 3 clusters Score: Raw -228897.062941 + Penalty 4241.086158 = -224655.976783 nChanged 0 SP:Iteration 36F (4785.355185 sec): 3 clusters Score: Raw -228897.062941 + Penalty 4241.086158 = -224655.976783 nChanged 0 Trying to split cluster 11 (13747 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.442052 sec): 2 clusters Score: Raw -1203084.788001 + Penalty 2515.544037 = -1200569.243964 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.623736 sec): 3 clusters Score: Raw -1195480.583901 + Penalty 5031.088074 = -1190449.495827 nChanged 5833 SP:Iteration 1F (4785.776967 sec): 3 clusters Score: Raw -1198515.323345 + Penalty 5031.088074 = -1193484.235271 nChanged 944 SP:Iteration 2F (4785.871811 sec): 3 clusters Score: Raw -1198966.612397 + Penalty 5031.088074 = -1193935.524324 nChanged 780 SP:Iteration 3F (4785.965818 sec): 3 clusters Score: Raw -1199363.297901 + Penalty 5031.088074 = -1194332.209827 nChanged 727 SP:Iteration 4F (4786.064299 sec): 3 clusters Score: Raw -1199746.081967 + Penalty 5031.088074 = -1194714.993893 nChanged 721 SP:Iteration 5F (4786.173181 sec): 3 clusters Score: Raw -1200162.041395 + Penalty 5031.088074 = -1195130.953322 nChanged 725 SP:Iteration 6F (4786.267048 sec): 3 clusters Score: Raw -1200597.528911 + Penalty 5031.088074 = -1195566.440837 nChanged 712 SP:Iteration 7F (4786.380454 sec): 3 clusters Score: Raw -1201042.375274 + Penalty 5031.088074 = -1196011.287200 nChanged 666 SP:Iteration 8Q (4786.475239 sec): 3 clusters Score: Raw -1201441.087398 + Penalty 5031.088074 = -1196409.999324 nChanged 585 SP:Iteration 9Q (4786.570102 sec): 3 clusters Score: Raw -1201758.729405 + Penalty 5031.088074 = -1196727.641331 nChanged 488 SP:Iteration 10Q (4786.686671 sec): 3 clusters Score: Raw -1202008.445193 + Penalty 5031.088074 = -1196977.357119 nChanged 373 SP:Iteration 11Q (4786.780727 sec): 3 clusters Score: Raw -1202184.984484 + Penalty 5031.088074 = -1197153.896410 nChanged 349 SP:Iteration 12Q (4786.950386 sec): 3 clusters Score: Raw -1202332.044009 + Penalty 5031.088074 = -1197300.955935 nChanged 286 SP:Iteration 13Q (4787.122483 sec): 3 clusters Score: Raw -1202435.640093 + Penalty 5031.088074 = -1197404.552019 nChanged 216 SP:Iteration 14Q (4787.277191 sec): 3 clusters Score: Raw -1202513.752499 + Penalty 5031.088074 = -1197482.664425 nChanged 181 SP:Iteration 15Q (4787.366909 sec): 3 clusters Score: Raw -1202580.056149 + Penalty 5031.088074 = -1197548.968075 nChanged 172 SP:Iteration 16Q (4787.462109 sec): 3 clusters Score: Raw -1202640.109351 + Penalty 5031.088074 = -1197609.021277 nChanged 156 SP:Iteration 17Q (4787.559013 sec): 3 clusters Score: Raw -1202690.924203 + Penalty 5031.088074 = -1197659.836129 nChanged 126 SP:Iteration 18Q (4787.680817 sec): 3 clusters Score: Raw -1202729.088753 + Penalty 5031.088074 = -1197698.000679 nChanged 134 SP:Iteration 19Q (4787.910089 sec): 3 clusters Score: Raw -1202770.330237 + Penalty 5031.088074 = -1197739.242163 nChanged 105 SP:Iteration 20F (4788.098152 sec): 3 clusters Score: Raw -1202798.224589 + Penalty 5031.088074 = -1197767.136516 nChanged 92 SP:Iteration 21Q (4788.236019 sec): 3 clusters Score: Raw -1202823.969775 + Penalty 5031.088074 = -1197792.881701 nChanged 98 SP:Iteration 22Q (4788.329864 sec): 3 clusters Score: Raw -1202853.872014 + Penalty 5031.088074 = -1197822.783941 nChanged 80 SP:Iteration 23Q (4788.424555 sec): 3 clusters Score: Raw -1202872.986054 + Penalty 5031.088074 = -1197841.897980 nChanged 75 SP:Iteration 24Q (4788.524244 sec): 3 clusters Score: Raw -1202893.208652 + Penalty 5031.088074 = -1197862.120578 nChanged 76 SP:Iteration 25Q (4788.635666 sec): 3 clusters Score: Raw -1202912.602024 + Penalty 5031.088074 = -1197881.513950 nChanged 63 SP:Iteration 26Q (4788.842525 sec): 3 clusters Score: Raw -1202927.134771 + Penalty 5031.088074 = -1197896.046697 nChanged 62 SP:Iteration 27Q (4789.040406 sec): 3 clusters Score: Raw -1202941.745815 + Penalty 5031.088074 = -1197910.657741 nChanged 66 SP:Iteration 28Q (4789.198884 sec): 3 clusters Score: Raw -1202959.585147 + Penalty 5031.088074 = -1197928.497073 nChanged 61 SP:Iteration 29Q (4789.364617 sec): 3 clusters Score: Raw -1202972.114120 + Penalty 5031.088074 = -1197941.026046 nChanged 47 SP:Iteration 30Q (4789.536613 sec): 3 clusters Score: Raw -1202982.344381 + Penalty 5031.088074 = -1197951.256307 nChanged 43 SP:Iteration 31Q (4789.716655 sec): 3 clusters Score: Raw -1202990.813000 + Penalty 5031.088074 = -1197959.724926 nChanged 31 SP:Iteration 32Q (4789.787802 sec): 3 clusters Score: Raw -1202995.767632 + Penalty 5031.088074 = -1197964.679558 nChanged 24 SP:Iteration 33Q (4789.888364 sec): 3 clusters Score: Raw -1203000.301858 + Penalty 5031.088074 = -1197969.213784 nChanged 27 SP:Iteration 34Q (4789.981518 sec): 3 clusters Score: Raw -1203005.833531 + Penalty 5031.088074 = -1197974.745458 nChanged 42 SP:Iteration 35Q (4790.079770 sec): 3 clusters Score: Raw -1203014.332275 + Penalty 5031.088074 = -1197983.244202 nChanged 37 SP:Iteration 36Q (4790.262135 sec): 3 clusters Score: Raw -1203020.783831 + Penalty 5031.088074 = -1197989.695757 nChanged 25 SP:Iteration 37Q (4790.364443 sec): 3 clusters Score: Raw -1203025.288456 + Penalty 5031.088074 = -1197994.200382 nChanged 25 SP:Iteration 38Q (4790.522688 sec): 3 clusters Score: Raw -1203029.304054 + Penalty 5031.088074 = -1197998.215980 nChanged 21 SP:Iteration 39Q (4790.682558 sec): 3 clusters Score: Raw -1203032.678249 + Penalty 5031.088074 = -1198001.590175 nChanged 17 SP:Iteration 40F (4790.846916 sec): 3 clusters Score: Raw -1203036.474053 + Penalty 5031.088074 = -1198005.385979 nChanged 20 SP:Iteration 41Q (4790.935651 sec): 3 clusters Score: Raw -1203040.181768 + Penalty 5031.088074 = -1198009.093694 nChanged 21 SP:Iteration 42Q (4791.022738 sec): 3 clusters Score: Raw -1203044.051135 + Penalty 5031.088074 = -1198012.963061 nChanged 22 SP:Iteration 43Q (4791.136105 sec): 3 clusters Score: Raw -1203048.191227 + Penalty 5031.088074 = -1198017.103154 nChanged 14 SP:Iteration 44Q (4791.232938 sec): 3 clusters Score: Raw -1203050.820489 + Penalty 5031.088074 = -1198019.732415 nChanged 10 SP:Iteration 45Q (4791.320027 sec): 3 clusters Score: Raw -1203052.818998 + Penalty 5031.088074 = -1198021.730924 nChanged 11 SP:Iteration 46Q (4791.426171 sec): 3 clusters Score: Raw -1203054.859397 + Penalty 5031.088074 = -1198023.771323 nChanged 17 SP:Iteration 47Q (4791.522813 sec): 3 clusters Score: Raw -1203057.934968 + Penalty 5031.088074 = -1198026.846894 nChanged 13 SP:Iteration 48Q (4791.615444 sec): 3 clusters Score: Raw -1203060.458679 + Penalty 5031.088074 = -1198029.370605 nChanged 19 SP:Iteration 49Q (4791.710633 sec): 3 clusters Score: Raw -1203064.515949 + Penalty 5031.088074 = -1198033.427875 nChanged 18 SP:Iteration 50Q (4791.819366 sec): 3 clusters Score: Raw -1203068.707864 + Penalty 5031.088074 = -1198037.619790 nChanged 22 SP:Iteration 51Q (4791.908949 sec): 3 clusters Score: Raw -1203073.531920 + Penalty 5031.088074 = -1198042.443846 nChanged 21 SP:Iteration 52Q (4792.022765 sec): 3 clusters Score: Raw -1203078.007485 + Penalty 5031.088074 = -1198046.919411 nChanged 26 SP:Iteration 53Q (4792.117383 sec): 3 clusters Score: Raw -1203083.825296 + Penalty 5031.088074 = -1198052.737222 nChanged 23 SP:Iteration 54Q (4792.204179 sec): 3 clusters Score: Raw -1203088.382856 + Penalty 5031.088074 = -1198057.294782 nChanged 17 SP:Iteration 55Q (4792.311339 sec): 3 clusters Score: Raw -1203091.661238 + Penalty 5031.088074 = -1198060.573164 nChanged 18 SP:Iteration 56Q (4792.407219 sec): 3 clusters Score: Raw -1203094.441668 + Penalty 5031.088074 = -1198063.353594 nChanged 16 SP:Iteration 57Q (4792.606686 sec): 3 clusters Score: Raw -1203097.444006 + Penalty 5031.088074 = -1198066.355932 nChanged 12 SP:Iteration 58Q (4792.763143 sec): 3 clusters Score: Raw -1203099.324961 + Penalty 5031.088074 = -1198068.236887 nChanged 11 SP:Iteration 59Q (4792.935740 sec): 3 clusters Score: Raw -1203100.787871 + Penalty 5031.088074 = -1198069.699797 nChanged 7 SP:Iteration 60F (4793.029840 sec): 3 clusters Score: Raw -1203101.500043 + Penalty 5031.088074 = -1198070.411969 nChanged 5 SP:Iteration 61Q (4793.123763 sec): 3 clusters Score: Raw -1203102.364280 + Penalty 5031.088074 = -1198071.276207 nChanged 8 SP:Iteration 62Q (4793.215852 sec): 3 clusters Score: Raw -1203103.568991 + Penalty 5031.088074 = -1198072.480917 nChanged 6 SP:Iteration 63Q (4793.311876 sec): 3 clusters Score: Raw -1203104.630897 + Penalty 5031.088074 = -1198073.542823 nChanged 4 SP:Iteration 64Q (4793.421506 sec): 3 clusters Score: Raw -1203105.170042 + Penalty 5031.088074 = -1198074.081968 nChanged 2 SP:Iteration 65Q (4793.510139 sec): 3 clusters Score: Raw -1203105.322984 + Penalty 5031.088074 = -1198074.234910 nChanged 3 SP:Iteration 66Q (4793.620261 sec): 3 clusters Score: Raw -1203105.726079 + Penalty 5031.088074 = -1198074.638005 nChanged 3 SP:Iteration 67Q (4793.713573 sec): 3 clusters Score: Raw -1203106.223732 + Penalty 5031.088074 = -1198075.135658 nChanged 5 SP:Iteration 68Q (4793.802319 sec): 3 clusters Score: Raw -1203107.060338 + Penalty 5031.088074 = -1198075.972264 nChanged 7 SP:Iteration 69Q (4793.907762 sec): 3 clusters Score: Raw -1203108.327642 + Penalty 5031.088074 = -1198077.239568 nChanged 11 SP:Iteration 70Q (4794.003247 sec): 3 clusters Score: Raw -1203110.086475 + Penalty 5031.088074 = -1198078.998402 nChanged 10 SP:Iteration 71Q (4794.094906 sec): 3 clusters Score: Raw -1203111.432011 + Penalty 5031.088074 = -1198080.343938 nChanged 6 SP:Iteration 72Q (4794.189865 sec): 3 clusters Score: Raw -1203112.198900 + Penalty 5031.088074 = -1198081.110826 nChanged 5 SP:Iteration 73Q (4794.299804 sec): 3 clusters Score: Raw -1203112.974161 + Penalty 5031.088074 = -1198081.886087 nChanged 5 SP:Iteration 74Q (4794.389912 sec): 3 clusters Score: Raw -1203113.518036 + Penalty 5031.088074 = -1198082.429962 nChanged 0 SP:Iteration 75F (4794.500859 sec): 3 clusters Score: Raw -1203113.518036 + Penalty 5031.088074 = -1198082.429962 nChanged 0 Iteration 99Q (4796.203146 sec): 12 clusters Score: Raw -11813336.220267 + Penalty 34530.724271 = -11778805.495996 nChanged 15 Iteration 100F (4798.671943 sec): 12 clusters Score: Raw -11813337.077922 + Penalty 34530.724271 = -11778806.353651 nChanged 13 Iteration 101Q (4800.387375 sec): 12 clusters Score: Raw -11813337.666783 + Penalty 34530.724271 = -11778806.942512 nChanged 7 Iteration 102Q (4801.838676 sec): 12 clusters Score: Raw -11813338.087233 + Penalty 34530.724271 = -11778807.362962 nChanged 4 Iteration 103Q (4803.230028 sec): 12 clusters Score: Raw -11813338.440404 + Penalty 34530.724271 = -11778807.716133 nChanged 8 Iteration 104Q (4804.618866 sec): 12 clusters Score: Raw -11813338.743159 + Penalty 34530.724271 = -11778808.018888 nChanged 9 Iteration 105Q (4806.025420 sec): 12 clusters Score: Raw -11813339.288424 + Penalty 34530.724271 = -11778808.564153 nChanged 13 Iteration 106Q (4807.470777 sec): 12 clusters Score: Raw -11813339.772492 + Penalty 34530.724271 = -11778809.048221 nChanged 10 Iteration 107Q (4808.983353 sec): 12 clusters Score: Raw -11813340.516138 + Penalty 34530.724271 = -11778809.791868 nChanged 11 Iteration 108Q (4810.361937 sec): 12 clusters Score: Raw -11813341.455523 + Penalty 34530.724271 = -11778810.731252 nChanged 14 Iteration 109Q (4811.696234 sec): 12 clusters Score: Raw -11813342.227716 + Penalty 34530.724271 = -11778811.503446 nChanged 12 Iteration 110Q (4812.950277 sec): 12 clusters Score: Raw -11813342.665921 + Penalty 34530.724271 = -11778811.941651 nChanged 13 Iteration 111Q (4814.298093 sec): 12 clusters Score: Raw -11813343.436113 + Penalty 34530.724271 = -11778812.711842 nChanged 12 Iteration 112Q (4815.553481 sec): 12 clusters Score: Raw -11813344.352433 + Penalty 34530.724271 = -11778813.628162 nChanged 10 Iteration 113Q (4816.851232 sec): 12 clusters Score: Raw -11813345.131088 + Penalty 34530.724271 = -11778814.406817 nChanged 10 Iteration 114Q (4818.123363 sec): 12 clusters Score: Raw -11813345.808936 + Penalty 34530.724271 = -11778815.084665 nChanged 10 Iteration 115Q (4819.398053 sec): 12 clusters Score: Raw -11813346.459778 + Penalty 34530.724271 = -11778815.735507 nChanged 17 Iteration 116Q (4820.695045 sec): 12 clusters Score: Raw -11813347.354527 + Penalty 34530.724271 = -11778816.630256 nChanged 10 Iteration 117Q (4821.981364 sec): 12 clusters Score: Raw -11813348.041416 + Penalty 34530.724271 = -11778817.317146 nChanged 9 Iteration 118Q (4823.279182 sec): 12 clusters Score: Raw -11813348.737677 + Penalty 34530.724271 = -11778818.013407 nChanged 8 Iteration 119Q (4824.565737 sec): 12 clusters Score: Raw -11813349.336110 + Penalty 34530.724271 = -11778818.611839 nChanged 7 Iteration 120F (4826.380023 sec): 12 clusters Score: Raw -11813349.972260 + Penalty 34530.724271 = -11778819.247989 nChanged 8 Iteration 121Q (4827.699363 sec): 12 clusters Score: Raw -11813350.739630 + Penalty 34530.724271 = -11778820.015359 nChanged 6 Iteration 122Q (4829.209164 sec): 12 clusters Score: Raw -11813351.226581 + Penalty 34530.724271 = -11778820.502310 nChanged 6 Iteration 123Q (4830.479317 sec): 12 clusters Score: Raw -11813351.552403 + Penalty 34530.724271 = -11778820.828132 nChanged 8 Iteration 124Q (4831.755556 sec): 12 clusters Score: Raw -11813352.492353 + Penalty 34530.724271 = -11778821.768083 nChanged 8 Iteration 125Q (4833.010157 sec): 12 clusters Score: Raw -11813353.480612 + Penalty 34530.724271 = -11778822.756342 nChanged 3 Iteration 126Q (4834.247735 sec): 12 clusters Score: Raw -11813354.139882 + Penalty 34530.724271 = -11778823.415612 nChanged 3 Iteration 127Q (4835.563599 sec): 12 clusters Score: Raw -11813354.439368 + Penalty 34530.724271 = -11778823.715097 nChanged 0 Iteration 128F (4837.362136 sec): 12 clusters Score: Raw -11813354.439368 + Penalty 34530.724271 = -11778823.715097 nChanged 0 Compute initial score before splitting: Score: Raw -11813354.439368 + Penalty 34530.724271 = -11778823.715097 Trying to split cluster 1 (9960 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4837.497383 sec): 2 clusters Score: Raw -876832.983283 + Penalty 2430.471741 = -874402.511542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4837.568445 sec): 3 clusters Score: Raw -871527.140834 + Penalty 4860.943481 = -866666.197353 nChanged 4092 SP:Iteration 1F (4837.655908 sec): 3 clusters Score: Raw -873822.856497 + Penalty 4860.943481 = -868961.913016 nChanged 734 SP:Iteration 2F (4837.728827 sec): 3 clusters Score: Raw -874288.007678 + Penalty 4860.943481 = -869427.064197 nChanged 646 SP:Iteration 3F (4837.801906 sec): 3 clusters Score: Raw -874720.348951 + Penalty 4860.943481 = -869859.405470 nChanged 595 SP:Iteration 4F (4837.869151 sec): 3 clusters Score: Raw -875182.901431 + Penalty 4860.943481 = -870321.957950 nChanged 587 SP:Iteration 5F (4837.934813 sec): 3 clusters Score: Raw -875650.898842 + Penalty 4860.943481 = -870789.955361 nChanged 559 SP:Iteration 6F (4838.011250 sec): 3 clusters Score: Raw -876101.695701 + Penalty 4860.943481 = -871240.752220 nChanged 517 SP:Iteration 7F (4838.085355 sec): 3 clusters Score: Raw -876491.900192 + Penalty 4860.943481 = -871630.956711 nChanged 450 SP:Iteration 8Q (4838.149713 sec): 3 clusters Score: Raw -876788.535376 + Penalty 4860.943481 = -871927.591895 nChanged 359 SP:Iteration 9Q (4838.213977 sec): 3 clusters Score: Raw -876982.073658 + Penalty 4860.943481 = -872121.130177 nChanged 259 SP:Iteration 10Q (4838.284303 sec): 3 clusters Score: Raw -877106.354199 + Penalty 4860.943481 = -872245.410718 nChanged 206 SP:Iteration 11Q (4838.448280 sec): 3 clusters Score: Raw -877178.538932 + Penalty 4860.943481 = -872317.595451 nChanged 120 SP:Iteration 12Q (4838.596936 sec): 3 clusters Score: Raw -877222.093552 + Penalty 4860.943481 = -872361.150071 nChanged 113 SP:Iteration 13Q (4838.710574 sec): 3 clusters Score: Raw -877257.987463 + Penalty 4860.943481 = -872397.043982 nChanged 80 SP:Iteration 14Q (4838.863576 sec): 3 clusters Score: Raw -877281.702401 + Penalty 4860.943481 = -872420.758920 nChanged 80 SP:Iteration 15Q (4838.931680 sec): 3 clusters Score: Raw -877304.704362 + Penalty 4860.943481 = -872443.760881 nChanged 59 SP:Iteration 16Q (4839.004676 sec): 3 clusters Score: Raw -877318.737992 + Penalty 4860.943481 = -872457.794511 nChanged 47 SP:Iteration 17Q (4839.074462 sec): 3 clusters Score: Raw -877328.789029 + Penalty 4860.943481 = -872467.845548 nChanged 35 SP:Iteration 18Q (4839.143624 sec): 3 clusters Score: Raw -877336.461195 + Penalty 4860.943481 = -872475.517714 nChanged 35 SP:Iteration 19Q (4839.215360 sec): 3 clusters Score: Raw -877344.308107 + Penalty 4860.943481 = -872483.364626 nChanged 35 SP:Iteration 20F (4839.290167 sec): 3 clusters Score: Raw -877351.059261 + Penalty 4860.943481 = -872490.115779 nChanged 29 SP:Iteration 21Q (4839.360137 sec): 3 clusters Score: Raw -877357.046450 + Penalty 4860.943481 = -872496.102969 nChanged 29 SP:Iteration 22Q (4839.427249 sec): 3 clusters Score: Raw -877361.640527 + Penalty 4860.943481 = -872500.697046 nChanged 28 SP:Iteration 23Q (4839.501699 sec): 3 clusters Score: Raw -877367.395357 + Penalty 4860.943481 = -872506.451876 nChanged 27 SP:Iteration 24Q (4839.577679 sec): 3 clusters Score: Raw -877372.832470 + Penalty 4860.943481 = -872511.888989 nChanged 23 SP:Iteration 25Q (4839.642371 sec): 3 clusters Score: Raw -877376.296646 + Penalty 4860.943481 = -872515.353165 nChanged 18 SP:Iteration 26Q (4839.706908 sec): 3 clusters Score: Raw -877379.560877 + Penalty 4860.943481 = -872518.617396 nChanged 16 SP:Iteration 27Q (4839.773321 sec): 3 clusters Score: Raw -877383.261051 + Penalty 4860.943481 = -872522.317570 nChanged 13 SP:Iteration 28Q (4839.839968 sec): 3 clusters Score: Raw -877385.490535 + Penalty 4860.943481 = -872524.547054 nChanged 18 SP:Iteration 29Q (4839.905978 sec): 3 clusters Score: Raw -877388.153611 + Penalty 4860.943481 = -872527.210130 nChanged 13 SP:Iteration 30Q (4839.972514 sec): 3 clusters Score: Raw -877389.927515 + Penalty 4860.943481 = -872528.984033 nChanged 11 SP:Iteration 31Q (4840.043219 sec): 3 clusters Score: Raw -877391.991332 + Penalty 4860.943481 = -872531.047851 nChanged 11 SP:Iteration 32Q (4840.109706 sec): 3 clusters Score: Raw -877393.718243 + Penalty 4860.943481 = -872532.774762 nChanged 7 SP:Iteration 33Q (4840.176442 sec): 3 clusters Score: Raw -877394.704219 + Penalty 4860.943481 = -872533.760737 nChanged 6 SP:Iteration 34Q (4840.244991 sec): 3 clusters Score: Raw -877395.615334 + Penalty 4860.943481 = -872534.671852 nChanged 7 SP:Iteration 35Q (4840.314558 sec): 3 clusters Score: Raw -877397.357975 + Penalty 4860.943481 = -872536.414494 nChanged 7 SP:Iteration 36Q (4840.383149 sec): 3 clusters Score: Raw -877398.674902 + Penalty 4860.943481 = -872537.731421 nChanged 10 SP:Iteration 37Q (4840.451572 sec): 3 clusters Score: Raw -877400.164635 + Penalty 4860.943481 = -872539.221154 nChanged 7 SP:Iteration 38Q (4840.528075 sec): 3 clusters Score: Raw -877401.470059 + Penalty 4860.943481 = -872540.526578 nChanged 8 SP:Iteration 39Q (4840.603063 sec): 3 clusters Score: Raw -877403.127960 + Penalty 4860.943481 = -872542.184479 nChanged 11 SP:Iteration 40F (4840.666603 sec): 3 clusters Score: Raw -877404.812232 + Penalty 4860.943481 = -872543.868751 nChanged 5 SP:Iteration 41Q (4840.729795 sec): 3 clusters Score: Raw -877405.481229 + Penalty 4860.943481 = -872544.537748 nChanged 2 SP:Iteration 42Q (4840.911503 sec): 3 clusters Score: Raw -877405.734364 + Penalty 4860.943481 = -872544.790883 nChanged 2 SP:Iteration 43Q (4841.072588 sec): 3 clusters Score: Raw -877405.934863 + Penalty 4860.943481 = -872544.991382 nChanged 2 SP:Iteration 44Q (4841.190410 sec): 3 clusters Score: Raw -877406.196920 + Penalty 4860.943481 = -872545.253438 nChanged 1 SP:Iteration 45Q (4841.264924 sec): 3 clusters Score: Raw -877406.359145 + Penalty 4860.943481 = -872545.415664 nChanged 1 SP:Iteration 46Q (4841.333157 sec): 3 clusters Score: Raw -877406.523133 + Penalty 4860.943481 = -872545.579652 nChanged 1 SP:Iteration 47Q (4841.400059 sec): 3 clusters Score: Raw -877406.810669 + Penalty 4860.943481 = -872545.867187 nChanged 3 SP:Iteration 48Q (4841.485492 sec): 3 clusters Score: Raw -877407.151304 + Penalty 4860.943481 = -872546.207823 nChanged 2 SP:Iteration 49Q (4841.558094 sec): 3 clusters Score: Raw -877407.401734 + Penalty 4860.943481 = -872546.458253 nChanged 2 SP:Iteration 50Q (4841.627339 sec): 3 clusters Score: Raw -877407.888407 + Penalty 4860.943481 = -872546.944926 nChanged 4 SP:Iteration 51Q (4841.706589 sec): 3 clusters Score: Raw -877408.254185 + Penalty 4860.943481 = -872547.310704 nChanged 1 SP:Iteration 52Q (4841.785707 sec): 3 clusters Score: Raw -877408.535385 + Penalty 4860.943481 = -872547.591904 nChanged 1 SP:Iteration 53Q (4841.859094 sec): 3 clusters Score: Raw -877408.606575 + Penalty 4860.943481 = -872547.663094 nChanged 1 SP:Iteration 54Q (4841.927566 sec): 3 clusters Score: Raw -877408.672231 + Penalty 4860.943481 = -872547.728750 nChanged 0 SP:Iteration 55F (4842.005545 sec): 3 clusters Score: Raw -877408.672231 + Penalty 4860.943481 = -872547.728750 nChanged 0 Trying to split cluster 2 (13722 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4842.126612 sec): 2 clusters Score: Raw -1056502.838610 + Penalty 2515.063495 = -1053987.775115 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4842.288771 sec): 3 clusters Score: Raw -1048919.794532 + Penalty 5030.126990 = -1043889.667541 nChanged 5879 SP:Iteration 1F (4842.469043 sec): 3 clusters Score: Raw -1052549.805291 + Penalty 5030.126990 = -1047519.678301 nChanged 1228 SP:Iteration 2F (4842.553537 sec): 3 clusters Score: Raw -1053845.001421 + Penalty 5030.126990 = -1048814.874431 nChanged 1326 SP:Iteration 3F (4842.642253 sec): 3 clusters Score: Raw -1055483.257541 + Penalty 5030.126990 = -1050453.130551 nChanged 1271 SP:Iteration 4F (4842.750723 sec): 3 clusters Score: Raw -1056949.055113 + Penalty 5030.126990 = -1051918.928123 nChanged 997 SP:Iteration 5F (4842.837260 sec): 3 clusters Score: Raw -1057771.707348 + Penalty 5030.126990 = -1052741.580358 nChanged 683 SP:Iteration 6Q (4842.918522 sec): 3 clusters Score: Raw -1058131.887661 + Penalty 5030.126990 = -1053101.760670 nChanged 443 SP:Iteration 7Q (4843.021257 sec): 3 clusters Score: Raw -1058313.536860 + Penalty 5030.126990 = -1053283.409870 nChanged 280 SP:Iteration 8Q (4843.113339 sec): 3 clusters Score: Raw -1058407.590641 + Penalty 5030.126990 = -1053377.463651 nChanged 198 SP:Iteration 9Q (4843.201744 sec): 3 clusters Score: Raw -1058463.096035 + Penalty 5030.126990 = -1053432.969045 nChanged 137 SP:Iteration 10Q (4843.288816 sec): 3 clusters Score: Raw -1058498.526401 + Penalty 5030.126990 = -1053468.399411 nChanged 114 SP:Iteration 11Q (4843.392272 sec): 3 clusters Score: Raw -1058523.166164 + Penalty 5030.126990 = -1053493.039174 nChanged 83 SP:Iteration 12Q (4843.485065 sec): 3 clusters Score: Raw -1058535.914480 + Penalty 5030.126990 = -1053505.787490 nChanged 55 SP:Iteration 13Q (4843.573911 sec): 3 clusters Score: Raw -1058544.358886 + Penalty 5030.126990 = -1053514.231896 nChanged 37 SP:Iteration 14Q (4843.660004 sec): 3 clusters Score: Raw -1058550.329331 + Penalty 5030.126990 = -1053520.202341 nChanged 31 SP:Iteration 15Q (4843.760777 sec): 3 clusters Score: Raw -1058555.798657 + Penalty 5030.126990 = -1053525.671667 nChanged 44 SP:Iteration 16Q (4843.959339 sec): 3 clusters Score: Raw -1058562.707687 + Penalty 5030.126990 = -1053532.580697 nChanged 31 SP:Iteration 17Q (4844.146950 sec): 3 clusters Score: Raw -1058568.478851 + Penalty 5030.126990 = -1053538.351860 nChanged 37 SP:Iteration 18Q (4844.330992 sec): 3 clusters Score: Raw -1058573.103781 + Penalty 5030.126990 = -1053542.976790 nChanged 28 SP:Iteration 19Q (4844.464516 sec): 3 clusters Score: Raw -1058576.424499 + Penalty 5030.126990 = -1053546.297509 nChanged 21 SP:Iteration 20F (4844.560004 sec): 3 clusters Score: Raw -1058578.937013 + Penalty 5030.126990 = -1053548.810023 nChanged 18 SP:Iteration 21Q (4844.665822 sec): 3 clusters Score: Raw -1058580.930661 + Penalty 5030.126990 = -1053550.803671 nChanged 13 SP:Iteration 22Q (4844.746678 sec): 3 clusters Score: Raw -1058582.333122 + Penalty 5030.126990 = -1053552.206132 nChanged 12 SP:Iteration 23Q (4844.857643 sec): 3 clusters Score: Raw -1058584.333828 + Penalty 5030.126990 = -1053554.206837 nChanged 16 SP:Iteration 24Q (4845.013721 sec): 3 clusters Score: Raw -1058586.408924 + Penalty 5030.126990 = -1053556.281934 nChanged 14 SP:Iteration 25Q (4845.094560 sec): 3 clusters Score: Raw -1058588.059816 + Penalty 5030.126990 = -1053557.932825 nChanged 10 SP:Iteration 26Q (4845.189798 sec): 3 clusters Score: Raw -1058589.326920 + Penalty 5030.126990 = -1053559.199930 nChanged 7 SP:Iteration 27Q (4845.293061 sec): 3 clusters Score: Raw -1058590.540658 + Penalty 5030.126990 = -1053560.413668 nChanged 9 SP:Iteration 28Q (4845.378012 sec): 3 clusters Score: Raw -1058591.278872 + Penalty 5030.126990 = -1053561.151882 nChanged 6 SP:Iteration 29Q (4845.469834 sec): 3 clusters Score: Raw -1058592.023471 + Penalty 5030.126990 = -1053561.896480 nChanged 10 SP:Iteration 30Q (4845.581496 sec): 3 clusters Score: Raw -1058593.222522 + Penalty 5030.126990 = -1053563.095532 nChanged 7 SP:Iteration 31Q (4845.671849 sec): 3 clusters Score: Raw -1058594.016263 + Penalty 5030.126990 = -1053563.889273 nChanged 5 SP:Iteration 32Q (4845.784211 sec): 3 clusters Score: Raw -1058594.775503 + Penalty 5030.126990 = -1053564.648512 nChanged 5 SP:Iteration 33Q (4845.874053 sec): 3 clusters Score: Raw -1058595.452036 + Penalty 5030.126990 = -1053565.325046 nChanged 5 SP:Iteration 34Q (4845.961495 sec): 3 clusters Score: Raw -1058596.034400 + Penalty 5030.126990 = -1053565.907409 nChanged 7 SP:Iteration 35Q (4846.069482 sec): 3 clusters Score: Raw -1058596.726683 + Penalty 5030.126990 = -1053566.599693 nChanged 9 SP:Iteration 36Q (4846.165793 sec): 3 clusters Score: Raw -1058597.491562 + Penalty 5030.126990 = -1053567.364572 nChanged 3 SP:Iteration 37Q (4846.258166 sec): 3 clusters Score: Raw -1058597.851331 + Penalty 5030.126990 = -1053567.724341 nChanged 3 SP:Iteration 38Q (4846.355811 sec): 3 clusters Score: Raw -1058598.179618 + Penalty 5030.126990 = -1053568.052628 nChanged 6 SP:Iteration 39Q (4846.467996 sec): 3 clusters Score: Raw -1058598.548213 + Penalty 5030.126990 = -1053568.421223 nChanged 2 SP:Iteration 40F (4846.561083 sec): 3 clusters Score: Raw -1058598.761911 + Penalty 5030.126990 = -1053568.634920 nChanged 1 SP:Iteration 41Q (4846.674348 sec): 3 clusters Score: Raw -1058598.834265 + Penalty 5030.126990 = -1053568.707275 nChanged 0 SP:Iteration 42F (4846.764367 sec): 3 clusters Score: Raw -1058598.834265 + Penalty 5030.126990 = -1053568.707275 nChanged 0 Trying to split cluster 3 (4058 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4846.818199 sec): 2 clusters Score: Raw -252279.625170 + Penalty 2193.429617 = -250086.195552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4846.891693 sec): 3 clusters Score: Raw -250490.641222 + Penalty 4386.859235 = -246103.781987 nChanged 1556 SP:Iteration 1F (4846.954398 sec): 3 clusters Score: Raw -251833.496262 + Penalty 4386.859235 = -247446.637027 nChanged 431 SP:Iteration 2F (4847.099468 sec): 3 clusters Score: Raw -252328.835224 + Penalty 4386.859235 = -247941.975989 nChanged 321 SP:Iteration 3F (4847.263175 sec): 3 clusters Score: Raw -252732.958764 + Penalty 4386.859235 = -248346.099529 nChanged 260 SP:Iteration 4F (4847.402188 sec): 3 clusters Score: Raw -253130.597481 + Penalty 4386.859235 = -248743.738246 nChanged 242 SP:Iteration 5F (4847.546970 sec): 3 clusters Score: Raw -253482.486766 + Penalty 4386.859235 = -249095.627531 nChanged 206 SP:Iteration 6F (4847.682015 sec): 3 clusters Score: Raw -253788.531733 + Penalty 4386.859235 = -249401.672499 nChanged 195 SP:Iteration 7Q (4847.786759 sec): 3 clusters Score: Raw -254024.528484 + Penalty 4386.859235 = -249637.669250 nChanged 152 SP:Iteration 8Q (4847.836522 sec): 3 clusters Score: Raw -254185.981748 + Penalty 4386.859235 = -249799.122513 nChanged 109 SP:Iteration 9Q (4847.957222 sec): 3 clusters Score: Raw -254328.015889 + Penalty 4386.859235 = -249941.156654 nChanged 85 SP:Iteration 10Q (4848.099222 sec): 3 clusters Score: Raw -254416.487891 + Penalty 4386.859235 = -250029.628657 nChanged 82 SP:Iteration 11Q (4848.208183 sec): 3 clusters Score: Raw -254491.253374 + Penalty 4386.859235 = -250104.394140 nChanged 73 SP:Iteration 12Q (4848.389390 sec): 3 clusters Score: Raw -254578.963790 + Penalty 4386.859235 = -250192.104556 nChanged 80 SP:Iteration 13Q (4848.447531 sec): 3 clusters Score: Raw -254663.453727 + Penalty 4386.859235 = -250276.594492 nChanged 69 SP:Iteration 14Q (4848.492371 sec): 3 clusters Score: Raw -254717.101783 + Penalty 4386.859235 = -250330.242548 nChanged 60 SP:Iteration 15Q (4848.540590 sec): 3 clusters Score: Raw -254770.089490 + Penalty 4386.859235 = -250383.230255 nChanged 46 SP:Iteration 16Q (4848.586219 sec): 3 clusters Score: Raw -254797.106473 + Penalty 4386.859235 = -250410.247238 nChanged 33 SP:Iteration 17Q (4848.630857 sec): 3 clusters Score: Raw -254814.363007 + Penalty 4386.859235 = -250427.503772 nChanged 24 SP:Iteration 18Q (4848.684392 sec): 3 clusters Score: Raw -254822.853743 + Penalty 4386.859235 = -250435.994508 nChanged 12 SP:Iteration 19Q (4848.730170 sec): 3 clusters Score: Raw -254826.520148 + Penalty 4386.859235 = -250439.660914 nChanged 5 SP:Iteration 20F (4848.775457 sec): 3 clusters Score: Raw -254827.711711 + Penalty 4386.859235 = -250440.852477 nChanged 2 SP:Iteration 21Q (4848.820307 sec): 3 clusters Score: Raw -254828.074624 + Penalty 4386.859235 = -250441.215390 nChanged 2 SP:Iteration 22Q (4848.866311 sec): 3 clusters Score: Raw -254829.819544 + Penalty 4386.859235 = -250442.960309 nChanged 4 SP:Iteration 23Q (4848.914774 sec): 3 clusters Score: Raw -254832.032140 + Penalty 4386.859235 = -250445.172906 nChanged 7 SP:Iteration 24Q (4848.962861 sec): 3 clusters Score: Raw -254836.072841 + Penalty 4386.859235 = -250449.213606 nChanged 15 SP:Iteration 25Q (4849.011482 sec): 3 clusters Score: Raw -254842.183715 + Penalty 4386.859235 = -250455.324480 nChanged 9 SP:Iteration 26Q (4849.060360 sec): 3 clusters Score: Raw -254846.452253 + Penalty 4386.859235 = -250459.593019 nChanged 5 SP:Iteration 27Q (4849.108894 sec): 3 clusters Score: Raw -254848.117258 + Penalty 4386.859235 = -250461.258024 nChanged 4 SP:Iteration 28Q (4849.157833 sec): 3 clusters Score: Raw -254848.903108 + Penalty 4386.859235 = -250462.043874 nChanged 4 SP:Iteration 29Q (4849.205571 sec): 3 clusters Score: Raw -254849.617512 + Penalty 4386.859235 = -250462.758278 nChanged 2 SP:Iteration 30Q (4849.251382 sec): 3 clusters Score: Raw -254850.577535 + Penalty 4386.859235 = -250463.718301 nChanged 1 SP:Iteration 31Q (4849.297484 sec): 3 clusters Score: Raw -254850.725373 + Penalty 4386.859235 = -250463.866138 nChanged 0 SP:Iteration 32F (4849.344602 sec): 3 clusters Score: Raw -254850.725373 + Penalty 4386.859235 = -250463.866138 nChanged 0 Score: Raw -11815925.539571 + Penalty 37669.881023 = -11778255.658549 Splitting cluster 3 changes total score from -11778823.715097 to -11778255.658549 So it's not getting split. Trying to split cluster 4 (6273 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4851.955950 sec): 2 clusters Score: Raw -481824.049932 + Penalty 2308.418637 = -479515.631296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4852.030158 sec): 3 clusters Score: Raw -478722.380083 + Penalty 4616.837274 = -474105.542809 nChanged 2454 SP:Iteration 1F (4852.110200 sec): 3 clusters Score: Raw -480244.060387 + Penalty 4616.837274 = -475627.223113 nChanged 518 SP:Iteration 2F (4852.177508 sec): 3 clusters Score: Raw -480627.994146 + Penalty 4616.837274 = -476011.156872 nChanged 413 SP:Iteration 3F (4852.229169 sec): 3 clusters Score: Raw -480949.201111 + Penalty 4616.837274 = -476332.363838 nChanged 353 SP:Iteration 4F (4852.281056 sec): 3 clusters Score: Raw -481268.493656 + Penalty 4616.837274 = -476651.656382 nChanged 353 SP:Iteration 5F (4852.343649 sec): 3 clusters Score: Raw -481627.886088 + Penalty 4616.837274 = -477011.048814 nChanged 325 SP:Iteration 6F (4852.406549 sec): 3 clusters Score: Raw -481983.327426 + Penalty 4616.837274 = -477366.490153 nChanged 328 SP:Iteration 7F (4852.468428 sec): 3 clusters Score: Raw -482356.185949 + Penalty 4616.837274 = -477739.348675 nChanged 303 SP:Iteration 8Q (4852.526025 sec): 3 clusters Score: Raw -482621.162506 + Penalty 4616.837274 = -478004.325232 nChanged 226 SP:Iteration 9Q (4852.583769 sec): 3 clusters Score: Raw -482791.805259 + Penalty 4616.837274 = -478174.967985 nChanged 197 SP:Iteration 10Q (4852.647048 sec): 3 clusters Score: Raw -482953.294659 + Penalty 4616.837274 = -478336.457385 nChanged 187 SP:Iteration 11Q (4852.709865 sec): 3 clusters Score: Raw -483138.419394 + Penalty 4616.837274 = -478521.582120 nChanged 176 SP:Iteration 12Q (4852.771410 sec): 3 clusters Score: Raw -483361.279152 + Penalty 4616.837274 = -478744.441878 nChanged 148 SP:Iteration 13Q (4852.827100 sec): 3 clusters Score: Raw -483609.602949 + Penalty 4616.837274 = -478992.765676 nChanged 110 SP:Iteration 14Q (4852.882235 sec): 3 clusters Score: Raw -483812.723477 + Penalty 4616.837274 = -479195.886203 nChanged 98 SP:Iteration 15Q (4852.944710 sec): 3 clusters Score: Raw -483920.038488 + Penalty 4616.837274 = -479303.201215 nChanged 72 SP:Iteration 16Q (4853.007285 sec): 3 clusters Score: Raw -483969.220207 + Penalty 4616.837274 = -479352.382933 nChanged 53 SP:Iteration 17Q (4853.068223 sec): 3 clusters Score: Raw -483992.219601 + Penalty 4616.837274 = -479375.382327 nChanged 32 SP:Iteration 18Q (4853.124670 sec): 3 clusters Score: Raw -484006.015329 + Penalty 4616.837274 = -479389.178055 nChanged 24 SP:Iteration 19Q (4853.179183 sec): 3 clusters Score: Raw -484013.923785 + Penalty 4616.837274 = -479397.086512 nChanged 12 SP:Iteration 20F (4853.241060 sec): 3 clusters Score: Raw -484017.869466 + Penalty 4616.837274 = -479401.032193 nChanged 3 SP:Iteration 21Q (4853.302200 sec): 3 clusters Score: Raw -484018.513361 + Penalty 4616.837274 = -479401.676087 nChanged 1 SP:Iteration 22Q (4853.362919 sec): 3 clusters Score: Raw -484018.796045 + Penalty 4616.837274 = -479401.958771 nChanged 2 SP:Iteration 23Q (4853.422779 sec): 3 clusters Score: Raw -484019.291592 + Penalty 4616.837274 = -479402.454318 nChanged 1 SP:Iteration 24Q (4853.479530 sec): 3 clusters Score: Raw -484019.737540 + Penalty 4616.837274 = -479402.900267 nChanged 2 SP:Iteration 25Q (4853.538277 sec): 3 clusters Score: Raw -484020.421275 + Penalty 4616.837274 = -479403.584001 nChanged 2 SP:Iteration 26Q (4853.599651 sec): 3 clusters Score: Raw -484020.944113 + Penalty 4616.837274 = -479404.106840 nChanged 0 SP:Iteration 27F (4853.662863 sec): 3 clusters Score: Raw -484020.944113 + Penalty 4616.837274 = -479404.106840 nChanged 0 Trying to split cluster 5 (8526 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4853.759857 sec): 2 clusters Score: Raw -726145.216085 + Penalty 2389.431158 = -723755.784927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4853.918547 sec): 3 clusters Score: Raw -721711.596492 + Penalty 4778.862315 = -716932.734177 nChanged 3428 SP:Iteration 1F (4854.061168 sec): 3 clusters Score: Raw -723771.449564 + Penalty 4778.862315 = -718992.587249 nChanged 661 SP:Iteration 2F (4854.206189 sec): 3 clusters Score: Raw -724189.830747 + Penalty 4778.862315 = -719410.968432 nChanged 529 SP:Iteration 3F (4854.295702 sec): 3 clusters Score: Raw -724531.647211 + Penalty 4778.862315 = -719752.784895 nChanged 422 SP:Iteration 4Q (4854.362197 sec): 3 clusters Score: Raw -724808.117491 + Penalty 4778.862315 = -720029.255175 nChanged 384 SP:Iteration 5Q (4854.438615 sec): 3 clusters Score: Raw -725056.796749 + Penalty 4778.862315 = -720277.934433 nChanged 346 SP:Iteration 6Q (4854.521918 sec): 3 clusters Score: Raw -725277.141628 + Penalty 4778.862315 = -720498.279312 nChanged 313 SP:Iteration 7Q (4854.595700 sec): 3 clusters Score: Raw -725471.172848 + Penalty 4778.862315 = -720692.310533 nChanged 281 SP:Iteration 8Q (4854.670061 sec): 3 clusters Score: Raw -725648.940401 + Penalty 4778.862315 = -720870.078086 nChanged 272 SP:Iteration 9Q (4854.741890 sec): 3 clusters Score: Raw -725826.121074 + Penalty 4778.862315 = -721047.258759 nChanged 260 SP:Iteration 10Q (4854.811741 sec): 3 clusters Score: Raw -725978.510316 + Penalty 4778.862315 = -721199.648001 nChanged 239 SP:Iteration 11Q (4854.885794 sec): 3 clusters Score: Raw -726122.349179 + Penalty 4778.862315 = -721343.486864 nChanged 226 SP:Iteration 12Q (4854.960334 sec): 3 clusters Score: Raw -726245.703391 + Penalty 4778.862315 = -721466.841076 nChanged 205 SP:Iteration 13Q (4855.029490 sec): 3 clusters Score: Raw -726355.256009 + Penalty 4778.862315 = -721576.393693 nChanged 201 SP:Iteration 14Q (4855.100103 sec): 3 clusters Score: Raw -726464.040687 + Penalty 4778.862315 = -721685.178372 nChanged 194 SP:Iteration 15Q (4855.174683 sec): 3 clusters Score: Raw -726569.692670 + Penalty 4778.862315 = -721790.830354 nChanged 175 SP:Iteration 16Q (4855.249915 sec): 3 clusters Score: Raw -726660.731286 + Penalty 4778.862315 = -721881.868970 nChanged 164 SP:Iteration 17Q (4855.325119 sec): 3 clusters Score: Raw -726735.366853 + Penalty 4778.862315 = -721956.504537 nChanged 145 SP:Iteration 18Q (4855.398764 sec): 3 clusters Score: Raw -726804.000435 + Penalty 4778.862315 = -722025.138120 nChanged 131 SP:Iteration 19Q (4855.471516 sec): 3 clusters Score: Raw -726857.480465 + Penalty 4778.862315 = -722078.618149 nChanged 100 SP:Iteration 20F (4855.543910 sec): 3 clusters Score: Raw -726896.566209 + Penalty 4778.862315 = -722117.703893 nChanged 85 SP:Iteration 21Q (4855.616438 sec): 3 clusters Score: Raw -726923.169466 + Penalty 4778.862315 = -722144.307151 nChanged 67 SP:Iteration 22Q (4855.689967 sec): 3 clusters Score: Raw -726945.355070 + Penalty 4778.862315 = -722166.492754 nChanged 67 SP:Iteration 23Q (4855.763701 sec): 3 clusters Score: Raw -726963.091583 + Penalty 4778.862315 = -722184.229268 nChanged 54 SP:Iteration 24Q (4855.838085 sec): 3 clusters Score: Raw -726978.615637 + Penalty 4778.862315 = -722199.753322 nChanged 50 SP:Iteration 25Q (4855.912321 sec): 3 clusters Score: Raw -726993.491901 + Penalty 4778.862315 = -722214.629586 nChanged 52 SP:Iteration 26Q (4855.985858 sec): 3 clusters Score: Raw -727008.690979 + Penalty 4778.862315 = -722229.828664 nChanged 43 SP:Iteration 27Q (4856.059702 sec): 3 clusters Score: Raw -727022.045877 + Penalty 4778.862315 = -722243.183562 nChanged 44 SP:Iteration 28Q (4856.131469 sec): 3 clusters Score: Raw -727034.899260 + Penalty 4778.862315 = -722256.036944 nChanged 40 SP:Iteration 29Q (4856.199831 sec): 3 clusters Score: Raw -727044.263074 + Penalty 4778.862315 = -722265.400759 nChanged 40 SP:Iteration 30Q (4856.368673 sec): 3 clusters Score: Raw -727053.684400 + Penalty 4778.862315 = -722274.822085 nChanged 28 SP:Iteration 31Q (4856.518256 sec): 3 clusters Score: Raw -727062.399186 + Penalty 4778.862315 = -722283.536871 nChanged 31 SP:Iteration 32Q (4856.644344 sec): 3 clusters Score: Raw -727069.350803 + Penalty 4778.862315 = -722290.488488 nChanged 32 SP:Iteration 33Q (4856.785500 sec): 3 clusters Score: Raw -727076.621758 + Penalty 4778.862315 = -722297.759443 nChanged 23 SP:Iteration 34Q (4856.948087 sec): 3 clusters Score: Raw -727081.690837 + Penalty 4778.862315 = -722302.828522 nChanged 24 SP:Iteration 35Q (4857.070484 sec): 3 clusters Score: Raw -727087.059383 + Penalty 4778.862315 = -722308.197068 nChanged 19 SP:Iteration 36Q (4857.134786 sec): 3 clusters Score: Raw -727090.746836 + Penalty 4778.862315 = -722311.884520 nChanged 14 SP:Iteration 37Q (4857.202257 sec): 3 clusters Score: Raw -727093.686914 + Penalty 4778.862315 = -722314.824599 nChanged 12 SP:Iteration 38Q (4857.270652 sec): 3 clusters Score: Raw -727096.634935 + Penalty 4778.862315 = -722317.772620 nChanged 17 SP:Iteration 39Q (4857.347344 sec): 3 clusters Score: Raw -727100.140901 + Penalty 4778.862315 = -722321.278585 nChanged 13 SP:Iteration 40F (4857.424136 sec): 3 clusters Score: Raw -727101.911114 + Penalty 4778.862315 = -722323.048799 nChanged 12 SP:Iteration 41Q (4857.496019 sec): 3 clusters Score: Raw -727103.923940 + Penalty 4778.862315 = -722325.061625 nChanged 14 SP:Iteration 42Q (4857.568496 sec): 3 clusters Score: Raw -727106.427927 + Penalty 4778.862315 = -722327.565612 nChanged 15 SP:Iteration 43Q (4857.642487 sec): 3 clusters Score: Raw -727108.932025 + Penalty 4778.862315 = -722330.069709 nChanged 14 SP:Iteration 44Q (4857.717190 sec): 3 clusters Score: Raw -727111.663587 + Penalty 4778.862315 = -722332.801272 nChanged 7 SP:Iteration 45Q (4857.818060 sec): 3 clusters Score: Raw -727112.564553 + Penalty 4778.862315 = -722333.702238 nChanged 6 SP:Iteration 46Q (4857.972709 sec): 3 clusters Score: Raw -727113.490977 + Penalty 4778.862315 = -722334.628662 nChanged 7 SP:Iteration 47Q (4858.038481 sec): 3 clusters Score: Raw -727114.393161 + Penalty 4778.862315 = -722335.530846 nChanged 2 SP:Iteration 48Q (4858.106176 sec): 3 clusters Score: Raw -727115.041354 + Penalty 4778.862315 = -722336.179038 nChanged 2 SP:Iteration 49Q (4858.180064 sec): 3 clusters Score: Raw -727115.712112 + Penalty 4778.862315 = -722336.849796 nChanged 2 SP:Iteration 50Q (4858.257074 sec): 3 clusters Score: Raw -727116.081170 + Penalty 4778.862315 = -722337.218855 nChanged 4 SP:Iteration 51Q (4858.331113 sec): 3 clusters Score: Raw -727117.188379 + Penalty 4778.862315 = -722338.326064 nChanged 5 SP:Iteration 52Q (4858.404191 sec): 3 clusters Score: Raw -727118.262836 + Penalty 4778.862315 = -722339.400521 nChanged 5 SP:Iteration 53Q (4858.497818 sec): 3 clusters Score: Raw -727119.750219 + Penalty 4778.862315 = -722340.887903 nChanged 7 SP:Iteration 54Q (4858.623455 sec): 3 clusters Score: Raw -727121.067269 + Penalty 4778.862315 = -722342.204953 nChanged 4 SP:Iteration 55Q (4858.768911 sec): 3 clusters Score: Raw -727121.869755 + Penalty 4778.862315 = -722343.007439 nChanged 2 SP:Iteration 56Q (4858.859874 sec): 3 clusters Score: Raw -727122.158760 + Penalty 4778.862315 = -722343.296445 nChanged 2 SP:Iteration 57Q (4858.920349 sec): 3 clusters Score: Raw -727122.334685 + Penalty 4778.862315 = -722343.472369 nChanged 0 SP:Iteration 58F (4858.979922 sec): 3 clusters Score: Raw -727122.334685 + Penalty 4778.862315 = -722343.472369 nChanged 0 Trying to split cluster 6 (5387 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4859.050487 sec): 2 clusters Score: Raw -441100.023531 + Penalty 2268.220396 = -438831.803136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4859.125876 sec): 3 clusters Score: Raw -438536.227065 + Penalty 4536.440791 = -433999.786274 nChanged 2043 SP:Iteration 1F (4859.233824 sec): 3 clusters Score: Raw -439801.288773 + Penalty 4536.440791 = -435264.847982 nChanged 428 SP:Iteration 2F (4859.382005 sec): 3 clusters Score: Raw -440090.314740 + Penalty 4536.440791 = -435553.873949 nChanged 291 SP:Iteration 3F (4859.521291 sec): 3 clusters Score: Raw -440270.085736 + Penalty 4536.440791 = -435733.644945 nChanged 235 SP:Iteration 4Q (4859.656999 sec): 3 clusters Score: Raw -440441.992885 + Penalty 4536.440791 = -435905.552094 nChanged 230 SP:Iteration 5Q (4859.821235 sec): 3 clusters Score: Raw -440621.556321 + Penalty 4536.440791 = -436085.115529 nChanged 255 SP:Iteration 6Q (4859.881277 sec): 3 clusters Score: Raw -440829.907188 + Penalty 4536.440791 = -436293.466397 nChanged 269 SP:Iteration 7Q (4859.944409 sec): 3 clusters Score: Raw -441083.512728 + Penalty 4536.440791 = -436547.071937 nChanged 275 SP:Iteration 8F (4860.004547 sec): 3 clusters Score: Raw -441326.836525 + Penalty 4536.440791 = -436790.395734 nChanged 241 SP:Iteration 9Q (4860.066500 sec): 3 clusters Score: Raw -441515.590370 + Penalty 4536.440791 = -436979.149579 nChanged 190 SP:Iteration 10Q (4860.125545 sec): 3 clusters Score: Raw -441684.388987 + Penalty 4536.440791 = -437147.948196 nChanged 176 SP:Iteration 11Q (4860.179901 sec): 3 clusters Score: Raw -441822.264060 + Penalty 4536.440791 = -437285.823269 nChanged 158 SP:Iteration 12Q (4860.234311 sec): 3 clusters Score: Raw -441926.568473 + Penalty 4536.440791 = -437390.127682 nChanged 103 SP:Iteration 13Q (4860.290650 sec): 3 clusters Score: Raw -441986.921411 + Penalty 4536.440791 = -437450.480619 nChanged 74 SP:Iteration 14Q (4860.347534 sec): 3 clusters Score: Raw -442021.447162 + Penalty 4536.440791 = -437485.006371 nChanged 64 SP:Iteration 15Q (4860.404297 sec): 3 clusters Score: Raw -442051.194266 + Penalty 4536.440791 = -437514.753475 nChanged 57 SP:Iteration 16Q (4860.461302 sec): 3 clusters Score: Raw -442078.631302 + Penalty 4536.440791 = -437542.190511 nChanged 50 SP:Iteration 17Q (4860.518927 sec): 3 clusters Score: Raw -442100.433315 + Penalty 4536.440791 = -437563.992524 nChanged 38 SP:Iteration 18Q (4860.575652 sec): 3 clusters Score: Raw -442115.058503 + Penalty 4536.440791 = -437578.617712 nChanged 19 SP:Iteration 19Q (4860.629407 sec): 3 clusters Score: Raw -442125.665684 + Penalty 4536.440791 = -437589.224893 nChanged 17 SP:Iteration 20F (4860.682809 sec): 3 clusters Score: Raw -442134.789716 + Penalty 4536.440791 = -437598.348924 nChanged 18 SP:Iteration 21Q (4860.738970 sec): 3 clusters Score: Raw -442143.171867 + Penalty 4536.440791 = -437606.731076 nChanged 21 SP:Iteration 22Q (4860.796528 sec): 3 clusters Score: Raw -442150.933540 + Penalty 4536.440791 = -437614.492749 nChanged 19 SP:Iteration 23Q (4860.854178 sec): 3 clusters Score: Raw -442160.781931 + Penalty 4536.440791 = -437624.341140 nChanged 22 SP:Iteration 24Q (4860.911776 sec): 3 clusters Score: Raw -442170.319345 + Penalty 4536.440791 = -437633.878554 nChanged 21 SP:Iteration 25Q (4860.969268 sec): 3 clusters Score: Raw -442178.103564 + Penalty 4536.440791 = -437641.662773 nChanged 25 SP:Iteration 26Q (4861.026674 sec): 3 clusters Score: Raw -442185.023110 + Penalty 4536.440791 = -437648.582319 nChanged 15 SP:Iteration 27Q (4861.166194 sec): 3 clusters Score: Raw -442189.699391 + Penalty 4536.440791 = -437653.258599 nChanged 10 SP:Iteration 28Q (4861.303939 sec): 3 clusters Score: Raw -442193.110202 + Penalty 4536.440791 = -437656.669410 nChanged 9 SP:Iteration 29Q (4861.437696 sec): 3 clusters Score: Raw -442196.161787 + Penalty 4536.440791 = -437659.720996 nChanged 13 SP:Iteration 30Q (4861.539645 sec): 3 clusters Score: Raw -442200.224125 + Penalty 4536.440791 = -437663.783334 nChanged 8 SP:Iteration 31Q (4861.599648 sec): 3 clusters Score: Raw -442202.773333 + Penalty 4536.440791 = -437666.332542 nChanged 10 SP:Iteration 32Q (4861.771391 sec): 3 clusters Score: Raw -442205.706240 + Penalty 4536.440791 = -437669.265449 nChanged 7 SP:Iteration 33Q (4861.902885 sec): 3 clusters Score: Raw -442208.472399 + Penalty 4536.440791 = -437672.031608 nChanged 10 SP:Iteration 34Q (4862.054522 sec): 3 clusters Score: Raw -442211.585131 + Penalty 4536.440791 = -437675.144340 nChanged 12 SP:Iteration 35Q (4862.177245 sec): 3 clusters Score: Raw -442216.811663 + Penalty 4536.440791 = -437680.370872 nChanged 15 SP:Iteration 36Q (4862.325839 sec): 3 clusters Score: Raw -442222.715805 + Penalty 4536.440791 = -437686.275014 nChanged 15 SP:Iteration 37Q (4862.463265 sec): 3 clusters Score: Raw -442228.884474 + Penalty 4536.440791 = -437692.443682 nChanged 13 SP:Iteration 38Q (4862.530481 sec): 3 clusters Score: Raw -442233.775663 + Penalty 4536.440791 = -437697.334872 nChanged 13 SP:Iteration 39Q (4862.585821 sec): 3 clusters Score: Raw -442240.234221 + Penalty 4536.440791 = -437703.793430 nChanged 9 SP:Iteration 40F (4862.643117 sec): 3 clusters Score: Raw -442242.922010 + Penalty 4536.440791 = -437706.481218 nChanged 7 SP:Iteration 41Q (4862.701097 sec): 3 clusters Score: Raw -442245.238298 + Penalty 4536.440791 = -437708.797507 nChanged 5 SP:Iteration 42Q (4862.873464 sec): 3 clusters Score: Raw -442246.642694 + Penalty 4536.440791 = -437710.201903 nChanged 2 SP:Iteration 43Q (4862.991203 sec): 3 clusters Score: Raw -442247.216341 + Penalty 4536.440791 = -437710.775550 nChanged 2 SP:Iteration 44Q (4863.132623 sec): 3 clusters Score: Raw -442247.696893 + Penalty 4536.440791 = -437711.256102 nChanged 2 SP:Iteration 45Q (4863.250435 sec): 3 clusters Score: Raw -442248.179469 + Penalty 4536.440791 = -437711.738678 nChanged 2 SP:Iteration 46Q (4863.359279 sec): 3 clusters Score: Raw -442248.643854 + Penalty 4536.440791 = -437712.203063 nChanged 3 SP:Iteration 47Q (4863.413899 sec): 3 clusters Score: Raw -442249.477152 + Penalty 4536.440791 = -437713.036361 nChanged 4 SP:Iteration 48Q (4863.468666 sec): 3 clusters Score: Raw -442250.652303 + Penalty 4536.440791 = -437714.211512 nChanged 3 SP:Iteration 49Q (4863.523555 sec): 3 clusters Score: Raw -442251.150376 + Penalty 4536.440791 = -437714.709585 nChanged 2 SP:Iteration 50Q (4863.578595 sec): 3 clusters Score: Raw -442251.493350 + Penalty 4536.440791 = -437715.052559 nChanged 3 SP:Iteration 51Q (4863.633706 sec): 3 clusters Score: Raw -442251.983935 + Penalty 4536.440791 = -437715.543143 nChanged 3 SP:Iteration 52Q (4863.690413 sec): 3 clusters Score: Raw -442252.833053 + Penalty 4536.440791 = -437716.392262 nChanged 3 SP:Iteration 53Q (4863.748076 sec): 3 clusters Score: Raw -442254.143193 + Penalty 4536.440791 = -437717.702402 nChanged 7 SP:Iteration 54Q (4863.805931 sec): 3 clusters Score: Raw -442255.978531 + Penalty 4536.440791 = -437719.537740 nChanged 6 SP:Iteration 55Q (4863.863314 sec): 3 clusters Score: Raw -442257.785992 + Penalty 4536.440791 = -437721.345201 nChanged 5 SP:Iteration 56Q (4863.920604 sec): 3 clusters Score: Raw -442259.232768 + Penalty 4536.440791 = -437722.791977 nChanged 5 SP:Iteration 57Q (4863.978392 sec): 3 clusters Score: Raw -442261.299569 + Penalty 4536.440791 = -437724.858777 nChanged 6 SP:Iteration 58Q (4864.035257 sec): 3 clusters Score: Raw -442263.477180 + Penalty 4536.440791 = -437727.036389 nChanged 5 SP:Iteration 59Q (4864.089918 sec): 3 clusters Score: Raw -442264.696556 + Penalty 4536.440791 = -437728.255765 nChanged 4 SP:Iteration 60F (4864.145327 sec): 3 clusters Score: Raw -442265.599332 + Penalty 4536.440791 = -437729.158541 nChanged 2 SP:Iteration 61Q (4864.203000 sec): 3 clusters Score: Raw -442266.038401 + Penalty 4536.440791 = -437729.597610 nChanged 2 SP:Iteration 62Q (4864.260668 sec): 3 clusters Score: Raw -442266.323908 + Penalty 4536.440791 = -437729.883117 nChanged 0 SP:Iteration 63F (4864.319301 sec): 3 clusters Score: Raw -442266.323908 + Penalty 4536.440791 = -437729.883117 nChanged 0 Trying to split cluster 7 (67131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4864.661531 sec): 2 clusters Score: Raw -5746147.940361 + Penalty 2934.201920 = -5743213.738441 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4864.984302 sec): 3 clusters Score: Raw -5703892.260151 + Penalty 5868.403841 = -5698023.856311 nChanged 31438 SP:Iteration 1F (4865.314913 sec): 3 clusters Score: Raw -5722823.268361 + Penalty 5868.403841 = -5716954.864520 nChanged 3779 SP:Iteration 2F (4865.591210 sec): 3 clusters Score: Raw -5724608.808838 + Penalty 5868.403841 = -5718740.404997 nChanged 4013 SP:Iteration 3F (4865.949378 sec): 3 clusters Score: Raw -5726735.807879 + Penalty 5868.403841 = -5720867.404039 nChanged 4243 SP:Iteration 4F (4866.286189 sec): 3 clusters Score: Raw -5729142.778154 + Penalty 5868.403841 = -5723274.374313 nChanged 4230 SP:Iteration 5F (4866.581378 sec): 3 clusters Score: Raw -5731463.199607 + Penalty 5868.403841 = -5725594.795767 nChanged 3856 SP:Iteration 6F (4866.841476 sec): 3 clusters Score: Raw -5733378.974859 + Penalty 5868.403841 = -5727510.571018 nChanged 3225 SP:Iteration 7Q (4867.153511 sec): 3 clusters Score: Raw -5734855.381508 + Penalty 5868.403841 = -5728986.977668 nChanged 2832 SP:Iteration 8Q (4867.470167 sec): 3 clusters Score: Raw -5736115.541395 + Penalty 5868.403841 = -5730247.137554 nChanged 2465 SP:Iteration 9Q (4867.714774 sec): 3 clusters Score: Raw -5737228.784146 + Penalty 5868.403841 = -5731360.380305 nChanged 2285 SP:Iteration 10Q (4867.995625 sec): 3 clusters Score: Raw -5738286.235776 + Penalty 5868.403841 = -5732417.831935 nChanged 2148 SP:Iteration 11Q (4868.248637 sec): 3 clusters Score: Raw -5739364.058801 + Penalty 5868.403841 = -5733495.654961 nChanged 2162 SP:Iteration 12Q (4868.526210 sec): 3 clusters Score: Raw -5740580.541704 + Penalty 5868.403841 = -5734712.137863 nChanged 2106 SP:Iteration 13Q (4868.887263 sec): 3 clusters Score: Raw -5741854.568532 + Penalty 5868.403841 = -5735986.164692 nChanged 1961 SP:Iteration 14Q (4869.215319 sec): 3 clusters Score: Raw -5743179.766082 + Penalty 5868.403841 = -5737311.362241 nChanged 1643 SP:Iteration 15Q (4869.489016 sec): 3 clusters Score: Raw -5744302.903126 + Penalty 5868.403841 = -5738434.499285 nChanged 1281 SP:Iteration 16Q (4869.783104 sec): 3 clusters Score: Raw -5745157.936193 + Penalty 5868.403841 = -5739289.532352 nChanged 991 SP:Iteration 17Q (4870.045781 sec): 3 clusters Score: Raw -5745806.360058 + Penalty 5868.403841 = -5739937.956218 nChanged 728 SP:Iteration 18Q (4870.328235 sec): 3 clusters Score: Raw -5746248.704461 + Penalty 5868.403841 = -5740380.300620 nChanged 536 SP:Iteration 19Q (4870.587691 sec): 3 clusters Score: Raw -5746541.287205 + Penalty 5868.403841 = -5740672.883364 nChanged 405 SP:Iteration 20F (4870.883099 sec): 3 clusters Score: Raw -5746745.836058 + Penalty 5868.403841 = -5740877.432218 nChanged 282 SP:Iteration 21Q (4871.137054 sec): 3 clusters Score: Raw -5746878.220239 + Penalty 5868.403841 = -5741009.816398 nChanged 237 SP:Iteration 22Q (4871.436186 sec): 3 clusters Score: Raw -5746995.057822 + Penalty 5868.403841 = -5741126.653982 nChanged 192 SP:Iteration 23Q (4871.683236 sec): 3 clusters Score: Raw -5747077.486459 + Penalty 5868.403841 = -5741209.082618 nChanged 151 SP:Iteration 24Q (4871.979040 sec): 3 clusters Score: Raw -5747140.358281 + Penalty 5868.403841 = -5741271.954440 nChanged 111 SP:Iteration 25Q (4872.232078 sec): 3 clusters Score: Raw -5747176.981219 + Penalty 5868.403841 = -5741308.577378 nChanged 78 SP:Iteration 26Q (4872.502369 sec): 3 clusters Score: Raw -5747201.600742 + Penalty 5868.403841 = -5741333.196901 nChanged 80 SP:Iteration 27Q (4872.788520 sec): 3 clusters Score: Raw -5747233.861073 + Penalty 5868.403841 = -5741365.457233 nChanged 75 SP:Iteration 28Q (4873.107273 sec): 3 clusters Score: Raw -5747260.207928 + Penalty 5868.403841 = -5741391.804088 nChanged 58 SP:Iteration 29Q (4873.414603 sec): 3 clusters Score: Raw -5747279.876876 + Penalty 5868.403841 = -5741411.473035 nChanged 50 SP:Iteration 30Q (4873.654254 sec): 3 clusters Score: Raw -5747297.662075 + Penalty 5868.403841 = -5741429.258235 nChanged 40 SP:Iteration 31Q (4873.899448 sec): 3 clusters Score: Raw -5747309.955129 + Penalty 5868.403841 = -5741441.551289 nChanged 29 SP:Iteration 32Q (4874.203610 sec): 3 clusters Score: Raw -5747318.904569 + Penalty 5868.403841 = -5741450.500728 nChanged 29 SP:Iteration 33Q (4874.446229 sec): 3 clusters Score: Raw -5747325.985629 + Penalty 5868.403841 = -5741457.581789 nChanged 23 SP:Iteration 34Q (4874.689955 sec): 3 clusters Score: Raw -5747333.067880 + Penalty 5868.403841 = -5741464.664040 nChanged 26 SP:Iteration 35Q (4874.918784 sec): 3 clusters Score: Raw -5747341.735826 + Penalty 5868.403841 = -5741473.331985 nChanged 25 SP:Iteration 36Q (4875.153266 sec): 3 clusters Score: Raw -5747348.254009 + Penalty 5868.403841 = -5741479.850168 nChanged 23 SP:Iteration 37Q (4875.417225 sec): 3 clusters Score: Raw -5747355.498868 + Penalty 5868.403841 = -5741487.095028 nChanged 24 SP:Iteration 38Q (4875.660475 sec): 3 clusters Score: Raw -5747361.586202 + Penalty 5868.403841 = -5741493.182361 nChanged 19 SP:Iteration 39Q (4875.955972 sec): 3 clusters Score: Raw -5747367.403379 + Penalty 5868.403841 = -5741498.999538 nChanged 22 SP:Iteration 40F (4876.233289 sec): 3 clusters Score: Raw -5747373.400169 + Penalty 5868.403841 = -5741504.996328 nChanged 15 SP:Iteration 41Q (4876.514161 sec): 3 clusters Score: Raw -5747377.172754 + Penalty 5868.403841 = -5741508.768913 nChanged 14 SP:Iteration 42Q (4876.773691 sec): 3 clusters Score: Raw -5747380.630404 + Penalty 5868.403841 = -5741512.226563 nChanged 8 SP:Iteration 43Q (4877.018270 sec): 3 clusters Score: Raw -5747382.683425 + Penalty 5868.403841 = -5741514.279585 nChanged 6 SP:Iteration 44Q (4877.262910 sec): 3 clusters Score: Raw -5747384.224603 + Penalty 5868.403841 = -5741515.820762 nChanged 6 SP:Iteration 45Q (4877.531828 sec): 3 clusters Score: Raw -5747385.170549 + Penalty 5868.403841 = -5741516.766708 nChanged 1 SP:Iteration 46Q (4877.850761 sec): 3 clusters Score: Raw -5747385.332854 + Penalty 5868.403841 = -5741516.929013 nChanged 1 SP:Iteration 47Q (4878.074718 sec): 3 clusters Score: Raw -5747385.540041 + Penalty 5868.403841 = -5741517.136201 nChanged 0 SP:Iteration 48F (4878.345961 sec): 3 clusters Score: Raw -5747385.540041 + Penalty 5868.403841 = -5741517.136201 nChanged 0 Trying to split cluster 8 (3664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4878.415460 sec): 2 clusters Score: Raw -273810.213569 + Penalty 2166.466032 = -271643.747538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4878.463989 sec): 3 clusters Score: Raw -272256.951004 + Penalty 4332.932063 = -267924.018941 nChanged 1303 SP:Iteration 1F (4878.510943 sec): 3 clusters Score: Raw -273133.932721 + Penalty 4332.932063 = -268801.000658 nChanged 320 SP:Iteration 2F (4878.554801 sec): 3 clusters Score: Raw -273427.359913 + Penalty 4332.932063 = -269094.427850 nChanged 223 SP:Iteration 3F (4878.593057 sec): 3 clusters Score: Raw -273658.190391 + Penalty 4332.932063 = -269325.258328 nChanged 200 SP:Iteration 4F (4878.631229 sec): 3 clusters Score: Raw -273832.964707 + Penalty 4332.932063 = -269500.032644 nChanged 174 SP:Iteration 5Q (4878.669715 sec): 3 clusters Score: Raw -274005.967798 + Penalty 4332.932063 = -269673.035735 nChanged 141 SP:Iteration 6Q (4878.708263 sec): 3 clusters Score: Raw -274131.926089 + Penalty 4332.932063 = -269798.994026 nChanged 131 SP:Iteration 7Q (4878.747348 sec): 3 clusters Score: Raw -274243.978114 + Penalty 4332.932063 = -269911.046051 nChanged 102 SP:Iteration 8Q (4878.786883 sec): 3 clusters Score: Raw -274331.979858 + Penalty 4332.932063 = -269999.047795 nChanged 91 SP:Iteration 9Q (4878.915581 sec): 3 clusters Score: Raw -274394.663480 + Penalty 4332.932063 = -270061.731417 nChanged 74 SP:Iteration 10Q (4879.037609 sec): 3 clusters Score: Raw -274444.531795 + Penalty 4332.932063 = -270111.599732 nChanged 61 SP:Iteration 11Q (4879.145906 sec): 3 clusters Score: Raw -274483.295167 + Penalty 4332.932063 = -270150.363104 nChanged 52 SP:Iteration 12Q (4879.255431 sec): 3 clusters Score: Raw -274516.363441 + Penalty 4332.932063 = -270183.431378 nChanged 48 SP:Iteration 13Q (4879.370116 sec): 3 clusters Score: Raw -274547.996881 + Penalty 4332.932063 = -270215.064818 nChanged 45 SP:Iteration 14Q (4879.446857 sec): 3 clusters Score: Raw -274579.814928 + Penalty 4332.932063 = -270246.882865 nChanged 48 SP:Iteration 15Q (4879.488334 sec): 3 clusters Score: Raw -274613.408832 + Penalty 4332.932063 = -270280.476769 nChanged 46 SP:Iteration 16Q (4879.533121 sec): 3 clusters Score: Raw -274646.348742 + Penalty 4332.932063 = -270313.416679 nChanged 48 SP:Iteration 17Q (4879.578580 sec): 3 clusters Score: Raw -274678.170695 + Penalty 4332.932063 = -270345.238631 nChanged 44 SP:Iteration 18Q (4879.624000 sec): 3 clusters Score: Raw -274710.456810 + Penalty 4332.932063 = -270377.524747 nChanged 50 SP:Iteration 19Q (4879.664044 sec): 3 clusters Score: Raw -274747.595571 + Penalty 4332.932063 = -270414.663507 nChanged 39 SP:Iteration 20F (4879.704192 sec): 3 clusters Score: Raw -274781.699999 + Penalty 4332.932063 = -270448.767936 nChanged 41 SP:Iteration 21Q (4879.743747 sec): 3 clusters Score: Raw -274812.621507 + Penalty 4332.932063 = -270479.689443 nChanged 31 SP:Iteration 22Q (4879.783671 sec): 3 clusters Score: Raw -274833.965919 + Penalty 4332.932063 = -270501.033856 nChanged 24 SP:Iteration 23Q (4879.823248 sec): 3 clusters Score: Raw -274847.779710 + Penalty 4332.932063 = -270514.847646 nChanged 20 SP:Iteration 24Q (4879.862357 sec): 3 clusters Score: Raw -274862.077564 + Penalty 4332.932063 = -270529.145501 nChanged 21 SP:Iteration 25Q (4879.901235 sec): 3 clusters Score: Raw -274871.340209 + Penalty 4332.932063 = -270538.408146 nChanged 10 SP:Iteration 26Q (4879.939752 sec): 3 clusters Score: Raw -274876.794736 + Penalty 4332.932063 = -270543.862673 nChanged 9 SP:Iteration 27Q (4879.978516 sec): 3 clusters Score: Raw -274879.672630 + Penalty 4332.932063 = -270546.740566 nChanged 9 SP:Iteration 28Q (4880.017217 sec): 3 clusters Score: Raw -274884.631493 + Penalty 4332.932063 = -270551.699430 nChanged 8 SP:Iteration 29Q (4880.055836 sec): 3 clusters Score: Raw -274888.087394 + Penalty 4332.932063 = -270555.155331 nChanged 9 SP:Iteration 30Q (4880.094559 sec): 3 clusters Score: Raw -274893.535374 + Penalty 4332.932063 = -270560.603311 nChanged 5 SP:Iteration 31Q (4880.133503 sec): 3 clusters Score: Raw -274897.449983 + Penalty 4332.932063 = -270564.517920 nChanged 5 SP:Iteration 32Q (4880.172114 sec): 3 clusters Score: Raw -274900.789024 + Penalty 4332.932063 = -270567.856961 nChanged 7 SP:Iteration 33Q (4880.211450 sec): 3 clusters Score: Raw -274904.799754 + Penalty 4332.932063 = -270571.867691 nChanged 8 SP:Iteration 34Q (4880.250898 sec): 3 clusters Score: Raw -274910.032560 + Penalty 4332.932063 = -270577.100497 nChanged 10 SP:Iteration 35Q (4880.354672 sec): 3 clusters Score: Raw -274918.242838 + Penalty 4332.932063 = -270585.310775 nChanged 9 SP:Iteration 36Q (4880.416429 sec): 3 clusters Score: Raw -274923.190434 + Penalty 4332.932063 = -270590.258371 nChanged 11 SP:Iteration 37Q (4880.455024 sec): 3 clusters Score: Raw -274930.396121 + Penalty 4332.932063 = -270597.464058 nChanged 8 SP:Iteration 38Q (4880.493775 sec): 3 clusters Score: Raw -274935.650751 + Penalty 4332.932063 = -270602.718688 nChanged 8 SP:Iteration 39Q (4880.532336 sec): 3 clusters Score: Raw -274940.016602 + Penalty 4332.932063 = -270607.084539 nChanged 3 SP:Iteration 40F (4880.572439 sec): 3 clusters Score: Raw -274942.340238 + Penalty 4332.932063 = -270609.408175 nChanged 5 SP:Iteration 41Q (4880.700866 sec): 3 clusters Score: Raw -274943.848718 + Penalty 4332.932063 = -270610.916655 nChanged 3 SP:Iteration 42Q (4880.830529 sec): 3 clusters Score: Raw -274945.158170 + Penalty 4332.932063 = -270612.226107 nChanged 2 SP:Iteration 43Q (4880.942587 sec): 3 clusters Score: Raw -274946.038440 + Penalty 4332.932063 = -270613.106376 nChanged 3 SP:Iteration 44Q (4881.049157 sec): 3 clusters Score: Raw -274947.900101 + Penalty 4332.932063 = -270614.968038 nChanged 5 SP:Iteration 45Q (4881.153515 sec): 3 clusters Score: Raw -274950.630391 + Penalty 4332.932063 = -270617.698328 nChanged 5 SP:Iteration 46Q (4881.282691 sec): 3 clusters Score: Raw -274955.533110 + Penalty 4332.932063 = -270622.601047 nChanged 6 SP:Iteration 47Q (4881.347232 sec): 3 clusters Score: Raw -274959.218498 + Penalty 4332.932063 = -270626.286435 nChanged 6 SP:Iteration 48Q (4881.386675 sec): 3 clusters Score: Raw -274963.327521 + Penalty 4332.932063 = -270630.395458 nChanged 7 SP:Iteration 49Q (4881.427245 sec): 3 clusters Score: Raw -274968.403854 + Penalty 4332.932063 = -270635.471790 nChanged 11 SP:Iteration 50Q (4881.468279 sec): 3 clusters Score: Raw -274975.183196 + Penalty 4332.932063 = -270642.251133 nChanged 8 SP:Iteration 51Q (4881.507630 sec): 3 clusters Score: Raw -274978.666937 + Penalty 4332.932063 = -270645.734874 nChanged 3 SP:Iteration 52Q (4881.627666 sec): 3 clusters Score: Raw -274979.919487 + Penalty 4332.932063 = -270646.987424 nChanged 2 SP:Iteration 53Q (4881.718225 sec): 3 clusters Score: Raw -274980.875635 + Penalty 4332.932063 = -270647.943572 nChanged 2 SP:Iteration 54Q (4881.818605 sec): 3 clusters Score: Raw -274981.561496 + Penalty 4332.932063 = -270648.629433 nChanged 2 SP:Iteration 55Q (4881.930582 sec): 3 clusters Score: Raw -274982.925959 + Penalty 4332.932063 = -270649.993896 nChanged 0 SP:Iteration 56F (4882.054327 sec): 3 clusters Score: Raw -274982.925959 + Penalty 4332.932063 = -270649.993896 nChanged 0 Trying to split cluster 9 (10394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4882.156723 sec): 2 clusters Score: Raw -804246.924097 + Penalty 2441.731775 = -801805.192322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4882.273661 sec): 3 clusters Score: Raw -798813.467598 + Penalty 4883.463550 = -793930.004049 nChanged 4213 SP:Iteration 1F (4882.356900 sec): 3 clusters Score: Raw -801133.340691 + Penalty 4883.463550 = -796249.877141 nChanged 773 SP:Iteration 2F (4882.423938 sec): 3 clusters Score: Raw -801644.445006 + Penalty 4883.463550 = -796760.981457 nChanged 702 SP:Iteration 3F (4882.489587 sec): 3 clusters Score: Raw -802205.412266 + Penalty 4883.463550 = -797321.948716 nChanged 751 SP:Iteration 4F (4882.555503 sec): 3 clusters Score: Raw -802856.760248 + Penalty 4883.463550 = -797973.296698 nChanged 700 SP:Iteration 5F (4882.625487 sec): 3 clusters Score: Raw -803437.457278 + Penalty 4883.463550 = -798553.993728 nChanged 591 SP:Iteration 6F (4882.697031 sec): 3 clusters Score: Raw -803934.521402 + Penalty 4883.463550 = -799051.057852 nChanged 491 SP:Iteration 7Q (4882.768037 sec): 3 clusters Score: Raw -804334.371620 + Penalty 4883.463550 = -799450.908070 nChanged 399 SP:Iteration 8Q (4882.836789 sec): 3 clusters Score: Raw -804632.528199 + Penalty 4883.463550 = -799749.064649 nChanged 319 SP:Iteration 9Q (4882.905073 sec): 3 clusters Score: Raw -804847.778952 + Penalty 4883.463550 = -799964.315402 nChanged 272 SP:Iteration 10Q (4882.976518 sec): 3 clusters Score: Raw -805019.603724 + Penalty 4883.463550 = -800136.140175 nChanged 250 SP:Iteration 11Q (4883.055097 sec): 3 clusters Score: Raw -805164.804184 + Penalty 4883.463550 = -800281.340635 nChanged 193 SP:Iteration 12Q (4883.130231 sec): 3 clusters Score: Raw -805262.595596 + Penalty 4883.463550 = -800379.132046 nChanged 173 SP:Iteration 13Q (4883.248910 sec): 3 clusters Score: Raw -805338.933758 + Penalty 4883.463550 = -800455.470209 nChanged 143 SP:Iteration 14Q (4883.425623 sec): 3 clusters Score: Raw -805399.874765 + Penalty 4883.463550 = -800516.411215 nChanged 130 SP:Iteration 15Q (4883.557863 sec): 3 clusters Score: Raw -805446.319775 + Penalty 4883.463550 = -800562.856225 nChanged 93 SP:Iteration 16Q (4883.661402 sec): 3 clusters Score: Raw -805479.116510 + Penalty 4883.463550 = -800595.652960 nChanged 76 SP:Iteration 17Q (4883.749233 sec): 3 clusters Score: Raw -805502.574212 + Penalty 4883.463550 = -800619.110663 nChanged 54 SP:Iteration 18Q (4883.819172 sec): 3 clusters Score: Raw -805516.226837 + Penalty 4883.463550 = -800632.763287 nChanged 40 SP:Iteration 19Q (4883.887893 sec): 3 clusters Score: Raw -805528.224358 + Penalty 4883.463550 = -800644.760809 nChanged 41 SP:Iteration 20F (4883.984738 sec): 3 clusters Score: Raw -805541.462018 + Penalty 4883.463550 = -800657.998469 nChanged 47 SP:Iteration 21Q (4884.071373 sec): 3 clusters Score: Raw -805552.825662 + Penalty 4883.463550 = -800669.362113 nChanged 28 SP:Iteration 22Q (4884.128707 sec): 3 clusters Score: Raw -805559.168850 + Penalty 4883.463550 = -800675.705300 nChanged 25 SP:Iteration 23Q (4884.188141 sec): 3 clusters Score: Raw -805562.798310 + Penalty 4883.463550 = -800679.334760 nChanged 13 SP:Iteration 24Q (4884.332070 sec): 3 clusters Score: Raw -805564.894692 + Penalty 4883.463550 = -800681.431142 nChanged 11 SP:Iteration 25Q (4884.518863 sec): 3 clusters Score: Raw -805566.824907 + Penalty 4883.463550 = -800683.361357 nChanged 13 SP:Iteration 26Q (4884.580695 sec): 3 clusters Score: Raw -805568.594208 + Penalty 4883.463550 = -800685.130658 nChanged 8 SP:Iteration 27Q (4884.642841 sec): 3 clusters Score: Raw -805569.970873 + Penalty 4883.463550 = -800686.507323 nChanged 5 SP:Iteration 28Q (4884.709252 sec): 3 clusters Score: Raw -805570.539811 + Penalty 4883.463550 = -800687.076261 nChanged 4 SP:Iteration 29Q (4884.792480 sec): 3 clusters Score: Raw -805570.902751 + Penalty 4883.463550 = -800687.439201 nChanged 2 SP:Iteration 30Q (4884.857132 sec): 3 clusters Score: Raw -805571.462251 + Penalty 4883.463550 = -800687.998701 nChanged 3 SP:Iteration 31Q (4884.927495 sec): 3 clusters Score: Raw -805572.055300 + Penalty 4883.463550 = -800688.591750 nChanged 7 SP:Iteration 32Q (4885.008745 sec): 3 clusters Score: Raw -805573.231553 + Penalty 4883.463550 = -800689.768004 nChanged 1 SP:Iteration 33Q (4885.099951 sec): 3 clusters Score: Raw -805573.314159 + Penalty 4883.463550 = -800689.850610 nChanged 0 SP:Iteration 34F (4885.190835 sec): 3 clusters Score: Raw -805573.314159 + Penalty 4883.463550 = -800689.850610 nChanged 0 Trying to split cluster 10 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4885.241197 sec): 2 clusters Score: Raw -227506.367095 + Penalty 2120.714508 = -225385.652587 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4885.293433 sec): 3 clusters Score: Raw -226247.298168 + Penalty 4241.429015 = -222005.869152 nChanged 1075 SP:Iteration 1F (4885.344313 sec): 3 clusters Score: Raw -227056.437537 + Penalty 4241.429015 = -222815.008522 nChanged 270 SP:Iteration 2F (4885.390101 sec): 3 clusters Score: Raw -227292.250913 + Penalty 4241.429015 = -223050.821898 nChanged 162 SP:Iteration 3F (4885.428545 sec): 3 clusters Score: Raw -227440.338297 + Penalty 4241.429015 = -223198.909282 nChanged 137 SP:Iteration 4Q (4885.467257 sec): 3 clusters Score: Raw -227578.891237 + Penalty 4241.429015 = -223337.462221 nChanged 117 SP:Iteration 5Q (4885.505927 sec): 3 clusters Score: Raw -227697.776601 + Penalty 4241.429015 = -223456.347586 nChanged 108 SP:Iteration 6Q (4885.544664 sec): 3 clusters Score: Raw -227803.964434 + Penalty 4241.429015 = -223562.535419 nChanged 94 SP:Iteration 7Q (4885.588572 sec): 3 clusters Score: Raw -227897.549753 + Penalty 4241.429015 = -223656.120738 nChanged 96 SP:Iteration 8Q (4885.749000 sec): 3 clusters Score: Raw -227988.154604 + Penalty 4241.429015 = -223746.725589 nChanged 70 SP:Iteration 9Q (4885.881365 sec): 3 clusters Score: Raw -228055.750640 + Penalty 4241.429015 = -223814.321625 nChanged 51 SP:Iteration 10Q (4886.009358 sec): 3 clusters Score: Raw -228095.046003 + Penalty 4241.429015 = -223853.616988 nChanged 53 SP:Iteration 11Q (4886.104797 sec): 3 clusters Score: Raw -228126.436862 + Penalty 4241.429015 = -223885.007846 nChanged 43 SP:Iteration 12Q (4886.249625 sec): 3 clusters Score: Raw -228158.003923 + Penalty 4241.429015 = -223916.574907 nChanged 56 SP:Iteration 13Q (4886.353113 sec): 3 clusters Score: Raw -228199.990334 + Penalty 4241.429015 = -223958.561319 nChanged 45 SP:Iteration 14Q (4886.476197 sec): 3 clusters Score: Raw -228238.312174 + Penalty 4241.429015 = -223996.883159 nChanged 61 SP:Iteration 15Q (4886.517187 sec): 3 clusters Score: Raw -228299.934996 + Penalty 4241.429015 = -224058.505981 nChanged 57 SP:Iteration 16Q (4886.558077 sec): 3 clusters Score: Raw -228349.415554 + Penalty 4241.429015 = -224107.986538 nChanged 48 SP:Iteration 17Q (4886.599078 sec): 3 clusters Score: Raw -228382.518654 + Penalty 4241.429015 = -224141.089639 nChanged 38 SP:Iteration 18Q (4886.640693 sec): 3 clusters Score: Raw -228407.813786 + Penalty 4241.429015 = -224166.384770 nChanged 32 SP:Iteration 19Q (4886.684813 sec): 3 clusters Score: Raw -228430.601360 + Penalty 4241.429015 = -224189.172345 nChanged 29 SP:Iteration 20F (4886.764414 sec): 3 clusters Score: Raw -228450.498057 + Penalty 4241.429015 = -224209.069042 nChanged 25 SP:Iteration 21Q (4886.808680 sec): 3 clusters Score: Raw -228467.644290 + Penalty 4241.429015 = -224226.215275 nChanged 23 SP:Iteration 22Q (4886.850598 sec): 3 clusters Score: Raw -228488.635808 + Penalty 4241.429015 = -224247.206792 nChanged 27 SP:Iteration 23Q (4886.892642 sec): 3 clusters Score: Raw -228502.872012 + Penalty 4241.429015 = -224261.442997 nChanged 25 SP:Iteration 24Q (4886.934555 sec): 3 clusters Score: Raw -228516.913205 + Penalty 4241.429015 = -224275.484190 nChanged 17 SP:Iteration 25Q (4886.976636 sec): 3 clusters Score: Raw -228529.313466 + Penalty 4241.429015 = -224287.884451 nChanged 18 SP:Iteration 26Q (4887.019595 sec): 3 clusters Score: Raw -228539.790677 + Penalty 4241.429015 = -224298.361661 nChanged 15 SP:Iteration 27Q (4887.062518 sec): 3 clusters Score: Raw -228550.930495 + Penalty 4241.429015 = -224309.501479 nChanged 13 SP:Iteration 28Q (4887.105344 sec): 3 clusters Score: Raw -228558.951267 + Penalty 4241.429015 = -224317.522252 nChanged 15 SP:Iteration 29Q (4887.148232 sec): 3 clusters Score: Raw -228569.204430 + Penalty 4241.429015 = -224327.775415 nChanged 14 SP:Iteration 30Q (4887.190255 sec): 3 clusters Score: Raw -228578.787569 + Penalty 4241.429015 = -224337.358554 nChanged 13 SP:Iteration 31Q (4887.232365 sec): 3 clusters Score: Raw -228587.533138 + Penalty 4241.429015 = -224346.104123 nChanged 9 SP:Iteration 32Q (4887.274082 sec): 3 clusters Score: Raw -228592.082302 + Penalty 4241.429015 = -224350.653286 nChanged 9 SP:Iteration 33Q (4887.315948 sec): 3 clusters Score: Raw -228597.295675 + Penalty 4241.429015 = -224355.866660 nChanged 7 SP:Iteration 34Q (4887.358541 sec): 3 clusters Score: Raw -228600.231240 + Penalty 4241.429015 = -224358.802225 nChanged 6 SP:Iteration 35Q (4887.401194 sec): 3 clusters Score: Raw -228603.027972 + Penalty 4241.429015 = -224361.598957 nChanged 7 SP:Iteration 36Q (4887.444093 sec): 3 clusters Score: Raw -228607.145846 + Penalty 4241.429015 = -224365.716831 nChanged 11 SP:Iteration 37Q (4887.486704 sec): 3 clusters Score: Raw -228614.623254 + Penalty 4241.429015 = -224373.194239 nChanged 14 SP:Iteration 38Q (4887.528906 sec): 3 clusters Score: Raw -228623.687078 + Penalty 4241.429015 = -224382.258063 nChanged 10 SP:Iteration 39Q (4887.674319 sec): 3 clusters Score: Raw -228631.083356 + Penalty 4241.429015 = -224389.654341 nChanged 9 SP:Iteration 40F (4887.823279 sec): 3 clusters Score: Raw -228635.696138 + Penalty 4241.429015 = -224394.267123 nChanged 5 SP:Iteration 41Q (4887.944964 sec): 3 clusters Score: Raw -228637.930139 + Penalty 4241.429015 = -224396.501124 nChanged 6 SP:Iteration 42Q (4888.096145 sec): 3 clusters Score: Raw -228640.762841 + Penalty 4241.429015 = -224399.333826 nChanged 3 SP:Iteration 43Q (4888.182246 sec): 3 clusters Score: Raw -228643.167386 + Penalty 4241.429015 = -224401.738371 nChanged 4 SP:Iteration 44Q (4888.265531 sec): 3 clusters Score: Raw -228644.812296 + Penalty 4241.429015 = -224403.383281 nChanged 0 SP:Iteration 45F (4888.382767 sec): 3 clusters Score: Raw -228644.812296 + Penalty 4241.429015 = -224403.383281 nChanged 0 Trying to split cluster 11 (13706 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4888.464750 sec): 2 clusters Score: Raw -1199839.620768 + Penalty 2514.755489 = -1197324.865279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4888.573381 sec): 3 clusters Score: Raw -1192179.132049 + Penalty 5029.510977 = -1187149.621072 nChanged 5837 SP:Iteration 1F (4888.692582 sec): 3 clusters Score: Raw -1195349.675329 + Penalty 5029.510977 = -1190320.164352 nChanged 887 SP:Iteration 2F (4888.787652 sec): 3 clusters Score: Raw -1195772.205837 + Penalty 5029.510977 = -1190742.694860 nChanged 726 SP:Iteration 3F (4888.882558 sec): 3 clusters Score: Raw -1196118.211032 + Penalty 5029.510977 = -1191088.700055 nChanged 649 SP:Iteration 4Q (4888.999738 sec): 3 clusters Score: Raw -1196422.964255 + Penalty 5029.510977 = -1191393.453278 nChanged 583 SP:Iteration 5Q (4889.098391 sec): 3 clusters Score: Raw -1196696.263005 + Penalty 5029.510977 = -1191666.752028 nChanged 571 SP:Iteration 6Q (4889.217913 sec): 3 clusters Score: Raw -1196992.981284 + Penalty 5029.510977 = -1191963.470306 nChanged 587 SP:Iteration 7Q (4889.310174 sec): 3 clusters Score: Raw -1197290.052924 + Penalty 5029.510977 = -1192260.541947 nChanged 572 SP:Iteration 8Q (4889.411461 sec): 3 clusters Score: Raw -1197579.734198 + Penalty 5029.510977 = -1192550.223220 nChanged 523 SP:Iteration 9Q (4889.522058 sec): 3 clusters Score: Raw -1197827.811090 + Penalty 5029.510977 = -1192798.300113 nChanged 505 SP:Iteration 10Q (4889.623964 sec): 3 clusters Score: Raw -1198073.938151 + Penalty 5029.510977 = -1193044.427174 nChanged 476 SP:Iteration 11Q (4889.738178 sec): 3 clusters Score: Raw -1198326.196748 + Penalty 5029.510977 = -1193296.685771 nChanged 484 SP:Iteration 12Q (4889.828200 sec): 3 clusters Score: Raw -1198612.359011 + Penalty 5029.510977 = -1193582.848034 nChanged 467 SP:Iteration 13Q (4889.924970 sec): 3 clusters Score: Raw -1198897.384111 + Penalty 5029.510977 = -1193867.873134 nChanged 424 SP:Iteration 14Q (4890.029870 sec): 3 clusters Score: Raw -1199139.887809 + Penalty 5029.510977 = -1194110.376831 nChanged 407 SP:Iteration 15Q (4890.146004 sec): 3 clusters Score: Raw -1199398.205925 + Penalty 5029.510977 = -1194368.694948 nChanged 353 SP:Iteration 16Q (4890.242201 sec): 3 clusters Score: Raw -1199598.361148 + Penalty 5029.510977 = -1194568.850171 nChanged 302 SP:Iteration 17Q (4890.358805 sec): 3 clusters Score: Raw -1199760.692440 + Penalty 5029.510977 = -1194731.181463 nChanged 246 SP:Iteration 18Q (4890.449497 sec): 3 clusters Score: Raw -1199881.140781 + Penalty 5029.510977 = -1194851.629804 nChanged 211 SP:Iteration 19Q (4890.545323 sec): 3 clusters Score: Raw -1199992.277124 + Penalty 5029.510977 = -1194962.766147 nChanged 191 SP:Iteration 20F (4890.658261 sec): 3 clusters Score: Raw -1200088.435807 + Penalty 5029.510977 = -1195058.924830 nChanged 176 SP:Iteration 21Q (4890.752118 sec): 3 clusters Score: Raw -1200170.074180 + Penalty 5029.510977 = -1195140.563203 nChanged 154 SP:Iteration 22Q (4890.989859 sec): 3 clusters Score: Raw -1200238.993201 + Penalty 5029.510977 = -1195209.482224 nChanged 119 SP:Iteration 23Q (4891.143765 sec): 3 clusters Score: Raw -1200286.336528 + Penalty 5029.510977 = -1195256.825550 nChanged 79 SP:Iteration 24Q (4891.356790 sec): 3 clusters Score: Raw -1200312.173878 + Penalty 5029.510977 = -1195282.662900 nChanged 81 SP:Iteration 25Q (4891.477269 sec): 3 clusters Score: Raw -1200337.499708 + Penalty 5029.510977 = -1195307.988730 nChanged 66 SP:Iteration 26Q (4891.640688 sec): 3 clusters Score: Raw -1200357.659536 + Penalty 5029.510977 = -1195328.148559 nChanged 67 SP:Iteration 27Q (4891.730166 sec): 3 clusters Score: Raw -1200379.496482 + Penalty 5029.510977 = -1195349.985505 nChanged 56 SP:Iteration 28Q (4891.846412 sec): 3 clusters Score: Raw -1200397.100269 + Penalty 5029.510977 = -1195367.589291 nChanged 52 SP:Iteration 29Q (4891.944126 sec): 3 clusters Score: Raw -1200415.622747 + Penalty 5029.510977 = -1195386.111770 nChanged 51 SP:Iteration 30Q (4892.060142 sec): 3 clusters Score: Raw -1200429.123203 + Penalty 5029.510977 = -1195399.612226 nChanged 37 SP:Iteration 31Q (4892.233478 sec): 3 clusters Score: Raw -1200438.510979 + Penalty 5029.510977 = -1195409.000002 nChanged 30 SP:Iteration 32Q (4892.322564 sec): 3 clusters Score: Raw -1200446.539129 + Penalty 5029.510977 = -1195417.028152 nChanged 28 SP:Iteration 33Q (4892.415081 sec): 3 clusters Score: Raw -1200453.773013 + Penalty 5029.510977 = -1195424.262035 nChanged 20 SP:Iteration 34Q (4892.537054 sec): 3 clusters Score: Raw -1200457.493158 + Penalty 5029.510977 = -1195427.982181 nChanged 17 SP:Iteration 35Q (4892.620120 sec): 3 clusters Score: Raw -1200462.327858 + Penalty 5029.510977 = -1195432.816880 nChanged 19 SP:Iteration 36Q (4892.705167 sec): 3 clusters Score: Raw -1200466.928221 + Penalty 5029.510977 = -1195437.417244 nChanged 15 SP:Iteration 37Q (4892.793092 sec): 3 clusters Score: Raw -1200470.781442 + Penalty 5029.510977 = -1195441.270465 nChanged 14 SP:Iteration 38Q (4892.899395 sec): 3 clusters Score: Raw -1200474.814880 + Penalty 5029.510977 = -1195445.303902 nChanged 17 SP:Iteration 39Q (4892.992381 sec): 3 clusters Score: Raw -1200479.454091 + Penalty 5029.510977 = -1195449.943114 nChanged 18 SP:Iteration 40F (4893.086118 sec): 3 clusters Score: Raw -1200484.832583 + Penalty 5029.510977 = -1195455.321606 nChanged 13 SP:Iteration 41Q (4893.176746 sec): 3 clusters Score: Raw -1200489.730628 + Penalty 5029.510977 = -1195460.219651 nChanged 14 SP:Iteration 42Q (4893.278389 sec): 3 clusters Score: Raw -1200493.443903 + Penalty 5029.510977 = -1195463.932926 nChanged 9 SP:Iteration 43Q (4893.371381 sec): 3 clusters Score: Raw -1200495.412106 + Penalty 5029.510977 = -1195465.901129 nChanged 8 SP:Iteration 44Q (4893.459843 sec): 3 clusters Score: Raw -1200496.980821 + Penalty 5029.510977 = -1195467.469844 nChanged 4 SP:Iteration 45Q (4893.550517 sec): 3 clusters Score: Raw -1200498.086827 + Penalty 5029.510977 = -1195468.575849 nChanged 4 SP:Iteration 46Q (4893.651434 sec): 3 clusters Score: Raw -1200499.184956 + Penalty 5029.510977 = -1195469.673979 nChanged 6 SP:Iteration 47Q (4893.744476 sec): 3 clusters Score: Raw -1200500.176020 + Penalty 5029.510977 = -1195470.665043 nChanged 5 SP:Iteration 48Q (4893.832701 sec): 3 clusters Score: Raw -1200501.644973 + Penalty 5029.510977 = -1195472.133996 nChanged 10 SP:Iteration 49Q (4893.923464 sec): 3 clusters Score: Raw -1200504.346502 + Penalty 5029.510977 = -1195474.835525 nChanged 7 SP:Iteration 50Q (4894.027887 sec): 3 clusters Score: Raw -1200506.046306 + Penalty 5029.510977 = -1195476.535329 nChanged 9 SP:Iteration 51Q (4894.114968 sec): 3 clusters Score: Raw -1200507.966861 + Penalty 5029.510977 = -1195478.455884 nChanged 11 SP:Iteration 52Q (4894.217016 sec): 3 clusters Score: Raw -1200510.648837 + Penalty 5029.510977 = -1195481.137860 nChanged 10 SP:Iteration 53Q (4894.310607 sec): 3 clusters Score: Raw -1200512.718421 + Penalty 5029.510977 = -1195483.207444 nChanged 5 SP:Iteration 54Q (4894.491753 sec): 3 clusters Score: Raw -1200513.700060 + Penalty 5029.510977 = -1195484.189083 nChanged 2 SP:Iteration 55Q (4894.684618 sec): 3 clusters Score: Raw -1200514.063344 + Penalty 5029.510977 = -1195484.552367 nChanged 2 SP:Iteration 56Q (4894.782694 sec): 3 clusters Score: Raw -1200515.205697 + Penalty 5029.510977 = -1195485.694720 nChanged 2 SP:Iteration 57Q (4894.887576 sec): 3 clusters Score: Raw -1200515.516001 + Penalty 5029.510977 = -1195486.005024 nChanged 0 SP:Iteration 58F (4894.978468 sec): 3 clusters Score: Raw -1200515.516001 + Penalty 5029.510977 = -1195486.005024 nChanged 0 Time taken for this iteration:452.751712 seconds. 8->12 Clusters: Score -11778823.715097, best is -11780071.406710 Starting from 9 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 9 initial classes randomly. Deleting Class 6 (12969 points): Lose 1587.048091 but Gain 3139.156752 Iteration 0F (4896.707226 sec): 8 clusters Score: Raw -11180741.309472 + Penalty 21974.097263 = -11158767.212209 nChanged 124771 Iteration 1F (4898.204109 sec): 8 clusters Score: Raw -11495255.925238 + Penalty 21974.097263 = -11473281.827974 nChanged 57932 Iteration 2F (4899.755162 sec): 8 clusters Score: Raw -11652788.112372 + Penalty 21974.097263 = -11630814.015109 nChanged 34234 Iteration 3F (4901.302518 sec): 8 clusters Score: Raw -11698636.784933 + Penalty 21974.097263 = -11676662.687670 nChanged 17550 Iteration 4F (4902.715636 sec): 8 clusters Score: Raw -11719638.683552 + Penalty 21974.097263 = -11697664.586289 nChanged 11451 Iteration 5F (4904.077284 sec): 8 clusters Score: Raw -11731550.856642 + Penalty 21974.097263 = -11709576.759379 nChanged 8149 Iteration 6F (4905.415097 sec): 8 clusters Score: Raw -11739375.348175 + Penalty 21974.097263 = -11717401.250912 nChanged 6316 Iteration 7Q (4906.569117 sec): 8 clusters Score: Raw -11745373.241171 + Penalty 21974.097263 = -11723399.143908 nChanged 5420 Iteration 8Q (4907.689738 sec): 8 clusters Score: Raw -11750497.680906 + Penalty 21974.097263 = -11728523.583643 nChanged 4946 Iteration 9Q (4908.754921 sec): 8 clusters Score: Raw -11755326.389609 + Penalty 21974.097263 = -11733352.292346 nChanged 4851 Iteration 10Q (4909.815232 sec): 8 clusters Score: Raw -11760147.853722 + Penalty 21974.097263 = -11738173.756459 nChanged 4836 Iteration 11Q (4910.934635 sec): 8 clusters Score: Raw -11765045.481157 + Penalty 21974.097263 = -11743071.383894 nChanged 4729 Iteration 12Q (4911.951273 sec): 8 clusters Score: Raw -11769578.224943 + Penalty 21974.097263 = -11747604.127680 nChanged 4279 Iteration 13Q (4912.951679 sec): 8 clusters Score: Raw -11773006.586261 + Penalty 21974.097263 = -11751032.488998 nChanged 3816 Iteration 14Q (4913.890085 sec): 8 clusters Score: Raw -11775308.723554 + Penalty 21974.097263 = -11753334.626291 nChanged 3266 Iteration 15Q (4914.871191 sec): 8 clusters Score: Raw -11776835.649913 + Penalty 21974.097263 = -11754861.552650 nChanged 2658 Iteration 16Q (4915.825833 sec): 8 clusters Score: Raw -11777937.881870 + Penalty 21974.097263 = -11755963.784606 nChanged 2269 Iteration 17Q (4916.799481 sec): 8 clusters Score: Raw -11778795.753452 + Penalty 21974.097263 = -11756821.656189 nChanged 2017 Iteration 18Q (4917.718998 sec): 8 clusters Score: Raw -11779500.993392 + Penalty 21974.097263 = -11757526.896129 nChanged 1798 Iteration 19Q (4918.754629 sec): 8 clusters Score: Raw -11780089.445611 + Penalty 21974.097263 = -11758115.348348 nChanged 1619 Writing temp clu file Because OldScore, -11757526.896129, is greater than current (better) Score,-11758115.348348 Compute initial score before splitting: Score: Raw -11780089.445611 + Penalty 21974.097263 = -11758115.348348 Trying to split cluster 1 (72736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4919.162719 sec): 2 clusters Score: Raw -6222933.738520 + Penalty 2955.372216 = -6219978.366304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4919.533582 sec): 3 clusters Score: Raw -6176901.141803 + Penalty 5910.744432 = -6170990.397371 nChanged 34126 SP:Iteration 1F (4919.824550 sec): 3 clusters Score: Raw -6196547.374241 + Penalty 5910.744432 = -6190636.629809 nChanged 3304 SP:Iteration 2Q (4920.193863 sec): 3 clusters Score: Raw -6197764.283362 + Penalty 5910.744432 = -6191853.538930 nChanged 3420 SP:Iteration 3Q (4920.535703 sec): 3 clusters Score: Raw -6199159.976094 + Penalty 5910.744432 = -6193249.231662 nChanged 3490 SP:Iteration 4Q (4920.843531 sec): 3 clusters Score: Raw -6200776.665902 + Penalty 5910.744432 = -6194865.921470 nChanged 3755 SP:Iteration 5F (4921.111684 sec): 3 clusters Score: Raw -6202631.109492 + Penalty 5910.744432 = -6196720.365061 nChanged 3884 SP:Iteration 6F (4921.444297 sec): 3 clusters Score: Raw -6204545.619398 + Penalty 5910.744432 = -6198634.874966 nChanged 3860 SP:Iteration 7F (4921.773579 sec): 3 clusters Score: Raw -6206511.582733 + Penalty 5910.744432 = -6200600.838301 nChanged 3861 SP:Iteration 8F (4922.073205 sec): 3 clusters Score: Raw -6208675.521970 + Penalty 5910.744432 = -6202764.777538 nChanged 3844 SP:Iteration 9F (4922.349991 sec): 3 clusters Score: Raw -6211123.884642 + Penalty 5910.744432 = -6205213.140210 nChanged 3851 SP:Iteration 10F (4922.622694 sec): 3 clusters Score: Raw -6213909.069991 + Penalty 5910.744432 = -6207998.325559 nChanged 3532 SP:Iteration 11Q (4922.885418 sec): 3 clusters Score: Raw -6216788.304049 + Penalty 5910.744432 = -6210877.559617 nChanged 2998 SP:Iteration 12Q (4923.137930 sec): 3 clusters Score: Raw -6219393.184923 + Penalty 5910.744432 = -6213482.440492 nChanged 2242 SP:Iteration 13Q (4923.386564 sec): 3 clusters Score: Raw -6221289.182337 + Penalty 5910.744432 = -6215378.437906 nChanged 1580 SP:Iteration 14Q (4923.624083 sec): 3 clusters Score: Raw -6222657.262377 + Penalty 5910.744432 = -6216746.517945 nChanged 1096 SP:Iteration 15Q (4923.847807 sec): 3 clusters Score: Raw -6223630.999416 + Penalty 5910.744432 = -6217720.254985 nChanged 801 SP:Iteration 16Q (4924.154988 sec): 3 clusters Score: Raw -6224268.951898 + Penalty 5910.744432 = -6218358.207466 nChanged 544 SP:Iteration 17Q (4924.413847 sec): 3 clusters Score: Raw -6224569.429065 + Penalty 5910.744432 = -6218658.684633 nChanged 366 SP:Iteration 18Q (4924.690023 sec): 3 clusters Score: Raw -6224699.447971 + Penalty 5910.744432 = -6218788.703539 nChanged 238 SP:Iteration 19Q (4924.967120 sec): 3 clusters Score: Raw -6224766.150603 + Penalty 5910.744432 = -6218855.406171 nChanged 172 SP:Iteration 20F (4925.283827 sec): 3 clusters Score: Raw -6224809.962038 + Penalty 5910.744432 = -6218899.217607 nChanged 134 SP:Iteration 21Q (4925.560486 sec): 3 clusters Score: Raw -6224838.911444 + Penalty 5910.744432 = -6218928.167013 nChanged 117 SP:Iteration 22Q (4925.816387 sec): 3 clusters Score: Raw -6224860.791967 + Penalty 5910.744432 = -6218950.047535 nChanged 81 SP:Iteration 23Q (4926.139216 sec): 3 clusters Score: Raw -6224873.921342 + Penalty 5910.744432 = -6218963.176910 nChanged 71 SP:Iteration 24Q (4926.408616 sec): 3 clusters Score: Raw -6224885.868649 + Penalty 5910.744432 = -6218975.124218 nChanged 59 SP:Iteration 25Q (4926.659316 sec): 3 clusters Score: Raw -6224893.586869 + Penalty 5910.744432 = -6218982.842437 nChanged 38 SP:Iteration 26Q (4926.932377 sec): 3 clusters Score: Raw -6224897.848511 + Penalty 5910.744432 = -6218987.104080 nChanged 26 SP:Iteration 27Q (4927.206964 sec): 3 clusters Score: Raw -6224900.580054 + Penalty 5910.744432 = -6218989.835622 nChanged 28 SP:Iteration 28Q (4927.435356 sec): 3 clusters Score: Raw -6224904.040478 + Penalty 5910.744432 = -6218993.296046 nChanged 24 SP:Iteration 29Q (4927.679688 sec): 3 clusters Score: Raw -6224907.217337 + Penalty 5910.744432 = -6218996.472906 nChanged 24 SP:Iteration 30Q (4927.960791 sec): 3 clusters Score: Raw -6224909.508834 + Penalty 5910.744432 = -6218998.764402 nChanged 16 SP:Iteration 31Q (4928.251927 sec): 3 clusters Score: Raw -6224910.676445 + Penalty 5910.744432 = -6218999.932013 nChanged 6 SP:Iteration 32Q (4928.601635 sec): 3 clusters Score: Raw -6224911.143327 + Penalty 5910.744432 = -6219000.398896 nChanged 9 SP:Iteration 33Q (4928.854362 sec): 3 clusters Score: Raw -6224911.812071 + Penalty 5910.744432 = -6219001.067639 nChanged 9 SP:Iteration 34Q (4929.117527 sec): 3 clusters Score: Raw -6224912.702066 + Penalty 5910.744432 = -6219001.957635 nChanged 6 SP:Iteration 35Q (4929.401992 sec): 3 clusters Score: Raw -6224913.237030 + Penalty 5910.744432 = -6219002.492599 nChanged 5 SP:Iteration 36Q (4929.693560 sec): 3 clusters Score: Raw -6224913.551507 + Penalty 5910.744432 = -6219002.807076 nChanged 3 SP:Iteration 37Q (4929.928139 sec): 3 clusters Score: Raw -6224913.851977 + Penalty 5910.744432 = -6219003.107545 nChanged 5 SP:Iteration 38Q (4930.194761 sec): 3 clusters Score: Raw -6224914.216092 + Penalty 5910.744432 = -6219003.471660 nChanged 6 SP:Iteration 39Q (4930.461452 sec): 3 clusters Score: Raw -6224914.628046 + Penalty 5910.744432 = -6219003.883614 nChanged 3 SP:Iteration 40F (4930.837923 sec): 3 clusters Score: Raw -6224914.911299 + Penalty 5910.744432 = -6219004.166867 nChanged 5 SP:Iteration 41Q (4931.107984 sec): 3 clusters Score: Raw -6224915.330843 + Penalty 5910.744432 = -6219004.586411 nChanged 5 SP:Iteration 42Q (4931.370259 sec): 3 clusters Score: Raw -6224915.776398 + Penalty 5910.744432 = -6219005.031966 nChanged 9 SP:Iteration 43Q (4931.590736 sec): 3 clusters Score: Raw -6224916.572736 + Penalty 5910.744432 = -6219005.828305 nChanged 9 SP:Iteration 44Q (4931.829206 sec): 3 clusters Score: Raw -6224917.064854 + Penalty 5910.744432 = -6219006.320422 nChanged 4 SP:Iteration 45Q (4932.064694 sec): 3 clusters Score: Raw -6224917.477699 + Penalty 5910.744432 = -6219006.733267 nChanged 8 SP:Iteration 46Q (4932.300203 sec): 3 clusters Score: Raw -6224918.168324 + Penalty 5910.744432 = -6219007.423892 nChanged 8 SP:Iteration 47Q (4932.538350 sec): 3 clusters Score: Raw -6224918.838136 + Penalty 5910.744432 = -6219008.093705 nChanged 9 SP:Iteration 48Q (4932.774466 sec): 3 clusters Score: Raw -6224919.518663 + Penalty 5910.744432 = -6219008.774231 nChanged 6 SP:Iteration 49Q (4933.042917 sec): 3 clusters Score: Raw -6224919.922472 + Penalty 5910.744432 = -6219009.178041 nChanged 8 SP:Iteration 50Q (4933.278850 sec): 3 clusters Score: Raw -6224920.433131 + Penalty 5910.744432 = -6219009.688699 nChanged 4 SP:Iteration 51Q (4933.546304 sec): 3 clusters Score: Raw -6224920.739977 + Penalty 5910.744432 = -6219009.995545 nChanged 6 SP:Iteration 52Q (4933.781393 sec): 3 clusters Score: Raw -6224921.152034 + Penalty 5910.744432 = -6219010.407603 nChanged 5 SP:Iteration 53Q (4934.015108 sec): 3 clusters Score: Raw -6224921.469821 + Penalty 5910.744432 = -6219010.725389 nChanged 6 SP:Iteration 54Q (4934.254352 sec): 3 clusters Score: Raw -6224922.030416 + Penalty 5910.744432 = -6219011.285985 nChanged 3 SP:Iteration 55Q (4934.492949 sec): 3 clusters Score: Raw -6224922.200998 + Penalty 5910.744432 = -6219011.456567 nChanged 4 SP:Iteration 56Q (4934.732276 sec): 3 clusters Score: Raw -6224922.406070 + Penalty 5910.744432 = -6219011.661638 nChanged 2 SP:Iteration 57Q (4934.970689 sec): 3 clusters Score: Raw -6224922.486523 + Penalty 5910.744432 = -6219011.742091 nChanged 0 SP:Iteration 58F (4935.282869 sec): 3 clusters Score: Raw -6224922.486523 + Penalty 5910.744432 = -6219011.742091 nChanged 0 Trying to split cluster 2 (9417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4935.366591 sec): 2 clusters Score: Raw -741691.286633 + Penalty 2415.671767 = -739275.614865 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4935.466391 sec): 3 clusters Score: Raw -736799.881110 + Penalty 4831.343534 = -731968.537575 nChanged 3910 SP:Iteration 1F (4935.661596 sec): 3 clusters Score: Raw -739798.069364 + Penalty 4831.343534 = -734966.725830 nChanged 1025 SP:Iteration 2F (4935.845047 sec): 3 clusters Score: Raw -741056.430457 + Penalty 4831.343534 = -736225.086923 nChanged 1006 SP:Iteration 3F (4935.962330 sec): 3 clusters Score: Raw -742290.823095 + Penalty 4831.343534 = -737459.479560 nChanged 887 SP:Iteration 4F (4936.086643 sec): 3 clusters Score: Raw -743271.476029 + Penalty 4831.343534 = -738440.132494 nChanged 663 SP:Iteration 5F (4936.247394 sec): 3 clusters Score: Raw -743874.537079 + Penalty 4831.343534 = -739043.193544 nChanged 409 SP:Iteration 6Q (4936.368080 sec): 3 clusters Score: Raw -744165.205109 + Penalty 4831.343534 = -739333.861574 nChanged 250 SP:Iteration 7Q (4936.438140 sec): 3 clusters Score: Raw -744308.271103 + Penalty 4831.343534 = -739476.927568 nChanged 141 SP:Iteration 8Q (4936.506542 sec): 3 clusters Score: Raw -744379.807357 + Penalty 4831.343534 = -739548.463822 nChanged 94 SP:Iteration 9Q (4936.569298 sec): 3 clusters Score: Raw -744425.527022 + Penalty 4831.343534 = -739594.183488 nChanged 77 SP:Iteration 10Q (4936.630173 sec): 3 clusters Score: Raw -744460.505450 + Penalty 4831.343534 = -739629.161915 nChanged 60 SP:Iteration 11Q (4936.704198 sec): 3 clusters Score: Raw -744492.767922 + Penalty 4831.343534 = -739661.424388 nChanged 63 SP:Iteration 12Q (4936.778727 sec): 3 clusters Score: Raw -744525.062592 + Penalty 4831.343534 = -739693.719057 nChanged 58 SP:Iteration 13Q (4936.843031 sec): 3 clusters Score: Raw -744553.580072 + Penalty 4831.343534 = -739722.236537 nChanged 50 SP:Iteration 14Q (4936.907284 sec): 3 clusters Score: Raw -744586.885650 + Penalty 4831.343534 = -739755.542116 nChanged 53 SP:Iteration 15Q (4936.979745 sec): 3 clusters Score: Raw -744619.382851 + Penalty 4831.343534 = -739788.039316 nChanged 51 SP:Iteration 16Q (4937.052392 sec): 3 clusters Score: Raw -744653.995028 + Penalty 4831.343534 = -739822.651493 nChanged 69 SP:Iteration 17Q (4937.116086 sec): 3 clusters Score: Raw -744690.514885 + Penalty 4831.343534 = -739859.171351 nChanged 61 SP:Iteration 18Q (4937.179510 sec): 3 clusters Score: Raw -744721.220382 + Penalty 4831.343534 = -739889.876847 nChanged 49 SP:Iteration 19Q (4937.244924 sec): 3 clusters Score: Raw -744744.460800 + Penalty 4831.343534 = -739913.117266 nChanged 53 SP:Iteration 20F (4937.310555 sec): 3 clusters Score: Raw -744779.074235 + Penalty 4831.343534 = -739947.730701 nChanged 61 SP:Iteration 21Q (4937.377055 sec): 3 clusters Score: Raw -744814.436112 + Penalty 4831.343534 = -739983.092577 nChanged 53 SP:Iteration 22Q (4937.443607 sec): 3 clusters Score: Raw -744845.630808 + Penalty 4831.343534 = -740014.287273 nChanged 53 SP:Iteration 23Q (4937.509936 sec): 3 clusters Score: Raw -744870.490092 + Penalty 4831.343534 = -740039.146558 nChanged 55 SP:Iteration 24Q (4937.576281 sec): 3 clusters Score: Raw -744896.429363 + Penalty 4831.343534 = -740065.085828 nChanged 54 SP:Iteration 25Q (4937.643484 sec): 3 clusters Score: Raw -744914.446013 + Penalty 4831.343534 = -740083.102479 nChanged 44 SP:Iteration 26Q (4937.716636 sec): 3 clusters Score: Raw -744926.366670 + Penalty 4831.343534 = -740095.023135 nChanged 36 SP:Iteration 27Q (4937.790927 sec): 3 clusters Score: Raw -744936.790724 + Penalty 4831.343534 = -740105.447189 nChanged 29 SP:Iteration 28Q (4937.861014 sec): 3 clusters Score: Raw -744947.429003 + Penalty 4831.343534 = -740116.085468 nChanged 28 SP:Iteration 29Q (4937.930967 sec): 3 clusters Score: Raw -744956.746018 + Penalty 4831.343534 = -740125.402484 nChanged 32 SP:Iteration 30Q (4937.995888 sec): 3 clusters Score: Raw -744964.721585 + Penalty 4831.343534 = -740133.378051 nChanged 25 SP:Iteration 31Q (4938.060310 sec): 3 clusters Score: Raw -744971.099952 + Penalty 4831.343534 = -740139.756417 nChanged 19 SP:Iteration 32Q (4938.232161 sec): 3 clusters Score: Raw -744974.730231 + Penalty 4831.343534 = -740143.386697 nChanged 12 SP:Iteration 33Q (4938.397705 sec): 3 clusters Score: Raw -744976.665299 + Penalty 4831.343534 = -740145.321765 nChanged 11 SP:Iteration 34Q (4938.544597 sec): 3 clusters Score: Raw -744978.545620 + Penalty 4831.343534 = -740147.202085 nChanged 10 SP:Iteration 35Q (4938.652445 sec): 3 clusters Score: Raw -744980.258570 + Penalty 4831.343534 = -740148.915036 nChanged 9 SP:Iteration 36Q (4938.713829 sec): 3 clusters Score: Raw -744981.604087 + Penalty 4831.343534 = -740150.260552 nChanged 9 SP:Iteration 37Q (4938.806488 sec): 3 clusters Score: Raw -744982.989438 + Penalty 4831.343534 = -740151.645904 nChanged 11 SP:Iteration 38Q (4938.874276 sec): 3 clusters Score: Raw -744984.792338 + Penalty 4831.343534 = -740153.448803 nChanged 7 SP:Iteration 39Q (4938.941194 sec): 3 clusters Score: Raw -744986.075039 + Penalty 4831.343534 = -740154.731505 nChanged 10 SP:Iteration 40F (4939.021885 sec): 3 clusters Score: Raw -744988.880482 + Penalty 4831.343534 = -740157.536947 nChanged 10 SP:Iteration 41Q (4939.102820 sec): 3 clusters Score: Raw -744990.562701 + Penalty 4831.343534 = -740159.219166 nChanged 8 SP:Iteration 42Q (4939.177013 sec): 3 clusters Score: Raw -744992.038222 + Penalty 4831.343534 = -740160.694688 nChanged 6 SP:Iteration 43Q (4939.244523 sec): 3 clusters Score: Raw -744993.644428 + Penalty 4831.343534 = -740162.300893 nChanged 6 SP:Iteration 44Q (4939.319208 sec): 3 clusters Score: Raw -744994.800205 + Penalty 4831.343534 = -740163.456671 nChanged 8 SP:Iteration 45Q (4939.395141 sec): 3 clusters Score: Raw -744996.631071 + Penalty 4831.343534 = -740165.287536 nChanged 9 SP:Iteration 46Q (4939.468055 sec): 3 clusters Score: Raw -744998.472691 + Penalty 4831.343534 = -740167.129156 nChanged 5 SP:Iteration 47Q (4939.543922 sec): 3 clusters Score: Raw -744999.491896 + Penalty 4831.343534 = -740168.148362 nChanged 5 SP:Iteration 48Q (4939.621389 sec): 3 clusters Score: Raw -745000.465485 + Penalty 4831.343534 = -740169.121951 nChanged 4 SP:Iteration 49Q (4939.698018 sec): 3 clusters Score: Raw -745000.943733 + Penalty 4831.343534 = -740169.600198 nChanged 5 SP:Iteration 50Q (4939.774754 sec): 3 clusters Score: Raw -745001.955316 + Penalty 4831.343534 = -740170.611782 nChanged 9 SP:Iteration 51Q (4939.851965 sec): 3 clusters Score: Raw -745003.645820 + Penalty 4831.343534 = -740172.302286 nChanged 7 SP:Iteration 52Q (4939.928968 sec): 3 clusters Score: Raw -745004.540732 + Penalty 4831.343534 = -740173.197197 nChanged 4 SP:Iteration 53Q (4940.000583 sec): 3 clusters Score: Raw -745005.246923 + Penalty 4831.343534 = -740173.903389 nChanged 3 SP:Iteration 54Q (4940.068431 sec): 3 clusters Score: Raw -745005.901265 + Penalty 4831.343534 = -740174.557731 nChanged 4 SP:Iteration 55Q (4940.145901 sec): 3 clusters Score: Raw -745006.512133 + Penalty 4831.343534 = -740175.168599 nChanged 3 SP:Iteration 56Q (4940.218394 sec): 3 clusters Score: Raw -745007.126511 + Penalty 4831.343534 = -740175.782977 nChanged 4 SP:Iteration 57Q (4940.287531 sec): 3 clusters Score: Raw -745007.828307 + Penalty 4831.343534 = -740176.484772 nChanged 4 SP:Iteration 58Q (4940.364003 sec): 3 clusters Score: Raw -745008.858296 + Penalty 4831.343534 = -740177.514762 nChanged 3 SP:Iteration 59Q (4940.442410 sec): 3 clusters Score: Raw -745009.474211 + Penalty 4831.343534 = -740178.130676 nChanged 5 SP:Iteration 60F (4940.517517 sec): 3 clusters Score: Raw -745010.405409 + Penalty 4831.343534 = -740179.061874 nChanged 4 SP:Iteration 61Q (4940.592918 sec): 3 clusters Score: Raw -745010.995317 + Penalty 4831.343534 = -740179.651783 nChanged 5 SP:Iteration 62Q (4940.665032 sec): 3 clusters Score: Raw -745012.212279 + Penalty 4831.343534 = -740180.868745 nChanged 6 SP:Iteration 63Q (4940.734215 sec): 3 clusters Score: Raw -745013.411714 + Penalty 4831.343534 = -740182.068180 nChanged 4 SP:Iteration 64Q (4940.928717 sec): 3 clusters Score: Raw -745013.889533 + Penalty 4831.343534 = -740182.545999 nChanged 6 SP:Iteration 65Q (4941.069919 sec): 3 clusters Score: Raw -745014.764388 + Penalty 4831.343534 = -740183.420853 nChanged 8 SP:Iteration 66Q (4941.249742 sec): 3 clusters Score: Raw -745016.086055 + Penalty 4831.343534 = -740184.742521 nChanged 7 SP:Iteration 67Q (4941.384273 sec): 3 clusters Score: Raw -745017.598653 + Penalty 4831.343534 = -740186.255118 nChanged 7 SP:Iteration 68Q (4941.533571 sec): 3 clusters Score: Raw -745018.796825 + Penalty 4831.343534 = -740187.453291 nChanged 5 SP:Iteration 69Q (4941.604131 sec): 3 clusters Score: Raw -745019.825656 + Penalty 4831.343534 = -740188.482121 nChanged 6 SP:Iteration 70Q (4941.675888 sec): 3 clusters Score: Raw -745020.857298 + Penalty 4831.343534 = -740189.513764 nChanged 8 SP:Iteration 71Q (4941.750129 sec): 3 clusters Score: Raw -745022.591364 + Penalty 4831.343534 = -740191.247829 nChanged 14 SP:Iteration 72Q (4941.827769 sec): 3 clusters Score: Raw -745025.290109 + Penalty 4831.343534 = -740193.946575 nChanged 10 SP:Iteration 73Q (4941.908848 sec): 3 clusters Score: Raw -745027.100715 + Penalty 4831.343534 = -740195.757180 nChanged 9 SP:Iteration 74Q (4941.990640 sec): 3 clusters Score: Raw -745028.704570 + Penalty 4831.343534 = -740197.361035 nChanged 4 SP:Iteration 75Q (4942.069520 sec): 3 clusters Score: Raw -745029.319919 + Penalty 4831.343534 = -740197.976384 nChanged 4 SP:Iteration 76Q (4942.148515 sec): 3 clusters Score: Raw -745029.810681 + Penalty 4831.343534 = -740198.467147 nChanged 5 SP:Iteration 77Q (4942.222264 sec): 3 clusters Score: Raw -745030.793226 + Penalty 4831.343534 = -740199.449692 nChanged 3 SP:Iteration 78Q (4942.296302 sec): 3 clusters Score: Raw -745031.316613 + Penalty 4831.343534 = -740199.973079 nChanged 3 SP:Iteration 79Q (4942.372736 sec): 3 clusters Score: Raw -745032.098575 + Penalty 4831.343534 = -740200.755041 nChanged 6 SP:Iteration 80F (4942.452867 sec): 3 clusters Score: Raw -745032.860331 + Penalty 4831.343534 = -740201.516797 nChanged 5 SP:Iteration 81Q (4942.534302 sec): 3 clusters Score: Raw -745033.812011 + Penalty 4831.343534 = -740202.468477 nChanged 7 SP:Iteration 82Q (4942.613299 sec): 3 clusters Score: Raw -745035.177024 + Penalty 4831.343534 = -740203.833489 nChanged 7 SP:Iteration 83Q (4942.692148 sec): 3 clusters Score: Raw -745036.702909 + Penalty 4831.343534 = -740205.359374 nChanged 11 SP:Iteration 84Q (4942.766066 sec): 3 clusters Score: Raw -745038.630339 + Penalty 4831.343534 = -740207.286805 nChanged 6 SP:Iteration 85Q (4942.839800 sec): 3 clusters Score: Raw -745040.147555 + Penalty 4831.343534 = -740208.804020 nChanged 8 SP:Iteration 86Q (4942.917225 sec): 3 clusters Score: Raw -745042.995655 + Penalty 4831.343534 = -740211.652120 nChanged 10 SP:Iteration 87Q (4942.998503 sec): 3 clusters Score: Raw -745044.842038 + Penalty 4831.343534 = -740213.498503 nChanged 6 SP:Iteration 88Q (4943.079930 sec): 3 clusters Score: Raw -745046.245221 + Penalty 4831.343534 = -740214.901687 nChanged 5 SP:Iteration 89Q (4943.158950 sec): 3 clusters Score: Raw -745047.485606 + Penalty 4831.343534 = -740216.142072 nChanged 4 SP:Iteration 90Q (4943.237986 sec): 3 clusters Score: Raw -745048.375967 + Penalty 4831.343534 = -740217.032433 nChanged 4 SP:Iteration 91Q (4943.312501 sec): 3 clusters Score: Raw -745049.236984 + Penalty 4831.343534 = -740217.893449 nChanged 5 SP:Iteration 92Q (4943.386313 sec): 3 clusters Score: Raw -745050.245766 + Penalty 4831.343534 = -740218.902232 nChanged 4 SP:Iteration 93Q (4943.462021 sec): 3 clusters Score: Raw -745051.095136 + Penalty 4831.343534 = -740219.751602 nChanged 2 SP:Iteration 94Q (4943.544559 sec): 3 clusters Score: Raw -745051.400027 + Penalty 4831.343534 = -740220.056493 nChanged 0 SP:Iteration 95F (4943.649210 sec): 3 clusters Score: Raw -745051.400027 + Penalty 4831.343534 = -740220.056493 nChanged 0 Score: Raw -11783742.101235 + Penalty 25113.254015 = -11758628.847220 Splitting cluster 2 changes total score from -11758115.348348 to -11758628.847220 So it's getting split into cluster 6. Trying to split cluster 3 (14209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4945.563186 sec): 2 clusters Score: Raw -1197503.736286 + Penalty 2524.270543 = -1194979.465743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4945.677336 sec): 3 clusters Score: Raw -1189721.366844 + Penalty 5048.541086 = -1184672.825757 nChanged 6087 SP:Iteration 1F (4945.787953 sec): 3 clusters Score: Raw -1193326.813356 + Penalty 5048.541086 = -1188278.272270 nChanged 1080 SP:Iteration 2F (4945.887713 sec): 3 clusters Score: Raw -1194015.406158 + Penalty 5048.541086 = -1188966.865072 nChanged 912 SP:Iteration 3F (4946.027990 sec): 3 clusters Score: Raw -1194556.348586 + Penalty 5048.541086 = -1189507.807499 nChanged 804 SP:Iteration 4F (4946.133718 sec): 3 clusters Score: Raw -1195044.411352 + Penalty 5048.541086 = -1189995.870266 nChanged 708 SP:Iteration 5Q (4946.235495 sec): 3 clusters Score: Raw -1195486.767896 + Penalty 5048.541086 = -1190438.226809 nChanged 706 SP:Iteration 6Q (4946.358873 sec): 3 clusters Score: Raw -1196026.758357 + Penalty 5048.541086 = -1190978.217271 nChanged 754 SP:Iteration 7F (4946.448419 sec): 3 clusters Score: Raw -1196749.200846 + Penalty 5048.541086 = -1191700.659760 nChanged 816 SP:Iteration 8F (4946.541655 sec): 3 clusters Score: Raw -1197655.625958 + Penalty 5048.541086 = -1192607.084872 nChanged 826 SP:Iteration 9F (4946.642477 sec): 3 clusters Score: Raw -1198543.319450 + Penalty 5048.541086 = -1193494.778363 nChanged 795 SP:Iteration 10F (4946.751997 sec): 3 clusters Score: Raw -1199346.365883 + Penalty 5048.541086 = -1194297.824796 nChanged 717 SP:Iteration 11F (4946.849820 sec): 3 clusters Score: Raw -1200074.530186 + Penalty 5048.541086 = -1195025.989099 nChanged 686 SP:Iteration 12Q (4946.946851 sec): 3 clusters Score: Raw -1200697.894301 + Penalty 5048.541086 = -1195649.353215 nChanged 577 SP:Iteration 13Q (4947.043038 sec): 3 clusters Score: Raw -1201143.731986 + Penalty 5048.541086 = -1196095.190900 nChanged 445 SP:Iteration 14Q (4947.143021 sec): 3 clusters Score: Raw -1201449.661100 + Penalty 5048.541086 = -1196401.120013 nChanged 370 SP:Iteration 15Q (4947.259693 sec): 3 clusters Score: Raw -1201678.426783 + Penalty 5048.541086 = -1196629.885697 nChanged 306 SP:Iteration 16Q (4947.410725 sec): 3 clusters Score: Raw -1201860.645445 + Penalty 5048.541086 = -1196812.104358 nChanged 265 SP:Iteration 17Q (4947.589561 sec): 3 clusters Score: Raw -1201984.148566 + Penalty 5048.541086 = -1196935.607480 nChanged 180 SP:Iteration 18Q (4947.679016 sec): 3 clusters Score: Raw -1202052.378946 + Penalty 5048.541086 = -1197003.837860 nChanged 122 SP:Iteration 19Q (4947.772688 sec): 3 clusters Score: Raw -1202089.305123 + Penalty 5048.541086 = -1197040.764037 nChanged 92 SP:Iteration 20F (4947.908812 sec): 3 clusters Score: Raw -1202120.352208 + Penalty 5048.541086 = -1197071.811121 nChanged 71 SP:Iteration 21Q (4948.028787 sec): 3 clusters Score: Raw -1202138.265429 + Penalty 5048.541086 = -1197089.724343 nChanged 70 SP:Iteration 22Q (4948.219104 sec): 3 clusters Score: Raw -1202156.152590 + Penalty 5048.541086 = -1197107.611503 nChanged 70 SP:Iteration 23Q (4948.365191 sec): 3 clusters Score: Raw -1202172.210378 + Penalty 5048.541086 = -1197123.669291 nChanged 55 SP:Iteration 24Q (4948.445170 sec): 3 clusters Score: Raw -1202184.291105 + Penalty 5048.541086 = -1197135.750019 nChanged 47 SP:Iteration 25Q (4948.596151 sec): 3 clusters Score: Raw -1202194.059764 + Penalty 5048.541086 = -1197145.518677 nChanged 34 SP:Iteration 26Q (4948.674084 sec): 3 clusters Score: Raw -1202199.755178 + Penalty 5048.541086 = -1197151.214091 nChanged 27 SP:Iteration 27Q (4948.887278 sec): 3 clusters Score: Raw -1202203.373776 + Penalty 5048.541086 = -1197154.832690 nChanged 16 SP:Iteration 28Q (4949.130194 sec): 3 clusters Score: Raw -1202205.579149 + Penalty 5048.541086 = -1197157.038063 nChanged 15 SP:Iteration 29Q (4949.319260 sec): 3 clusters Score: Raw -1202207.925596 + Penalty 5048.541086 = -1197159.384509 nChanged 13 SP:Iteration 30Q (4949.445980 sec): 3 clusters Score: Raw -1202210.280450 + Penalty 5048.541086 = -1197161.739363 nChanged 11 SP:Iteration 31Q (4949.546709 sec): 3 clusters Score: Raw -1202211.597968 + Penalty 5048.541086 = -1197163.056882 nChanged 4 SP:Iteration 32Q (4949.641540 sec): 3 clusters Score: Raw -1202211.952451 + Penalty 5048.541086 = -1197163.411364 nChanged 1 SP:Iteration 33Q (4949.773096 sec): 3 clusters Score: Raw -1202212.088618 + Penalty 5048.541086 = -1197163.547531 nChanged 1 SP:Iteration 34Q (4949.870067 sec): 3 clusters Score: Raw -1202212.275767 + Penalty 5048.541086 = -1197163.734681 nChanged 4 SP:Iteration 35Q (4949.988984 sec): 3 clusters Score: Raw -1202212.662661 + Penalty 5048.541086 = -1197164.121574 nChanged 3 SP:Iteration 36Q (4950.077071 sec): 3 clusters Score: Raw -1202213.082942 + Penalty 5048.541086 = -1197164.541856 nChanged 6 SP:Iteration 37Q (4950.169163 sec): 3 clusters Score: Raw -1202213.677608 + Penalty 5048.541086 = -1197165.136522 nChanged 4 SP:Iteration 38Q (4950.270831 sec): 3 clusters Score: Raw -1202214.038858 + Penalty 5048.541086 = -1197165.497771 nChanged 6 SP:Iteration 39Q (4950.387173 sec): 3 clusters Score: Raw -1202214.629790 + Penalty 5048.541086 = -1197166.088703 nChanged 4 SP:Iteration 40F (4950.481993 sec): 3 clusters Score: Raw -1202215.331844 + Penalty 5048.541086 = -1197166.790757 nChanged 4 SP:Iteration 41Q (4950.598809 sec): 3 clusters Score: Raw -1202216.026793 + Penalty 5048.541086 = -1197167.485707 nChanged 2 SP:Iteration 42Q (4950.690335 sec): 3 clusters Score: Raw -1202216.406248 + Penalty 5048.541086 = -1197167.865161 nChanged 1 SP:Iteration 43Q (4950.788003 sec): 3 clusters Score: Raw -1202216.436142 + Penalty 5048.541086 = -1197167.895056 nChanged 1 SP:Iteration 44Q (4950.905405 sec): 3 clusters Score: Raw -1202216.514131 + Penalty 5048.541086 = -1197167.973045 nChanged 0 SP:Iteration 45F (4951.004910 sec): 3 clusters Score: Raw -1202216.514131 + Penalty 5048.541086 = -1197167.973045 nChanged 0 Score: Raw -11788454.879080 + Penalty 28252.410767 = -11760202.468313 Splitting cluster 3 changes total score from -11758115.348348 to -11760202.468313 So it's getting split into cluster 9. Trying to split cluster 4 (16585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4953.000214 sec): 2 clusters Score: Raw -1426081.117692 + Penalty 2565.091043 = -1423516.026649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4953.141561 sec): 3 clusters Score: Raw -1416568.837169 + Penalty 5130.182086 = -1411438.655083 nChanged 7304 SP:Iteration 1F (4953.226671 sec): 3 clusters Score: Raw -1420616.358390 + Penalty 5130.182086 = -1415486.176304 nChanged 1136 SP:Iteration 2F (4953.313717 sec): 3 clusters Score: Raw -1421185.512219 + Penalty 5130.182086 = -1416055.330132 nChanged 955 SP:Iteration 3F (4953.422555 sec): 3 clusters Score: Raw -1421676.624446 + Penalty 5130.182086 = -1416546.442359 nChanged 881 SP:Iteration 4F (4953.519079 sec): 3 clusters Score: Raw -1422143.445246 + Penalty 5130.182086 = -1417013.263160 nChanged 867 SP:Iteration 5F (4953.609079 sec): 3 clusters Score: Raw -1422566.843422 + Penalty 5130.182086 = -1417436.661336 nChanged 776 SP:Iteration 6Q (4953.703507 sec): 3 clusters Score: Raw -1422953.076137 + Penalty 5130.182086 = -1417822.894051 nChanged 742 SP:Iteration 7Q (4953.811874 sec): 3 clusters Score: Raw -1423298.874869 + Penalty 5130.182086 = -1418168.692782 nChanged 666 SP:Iteration 8Q (4953.913645 sec): 3 clusters Score: Raw -1423638.897215 + Penalty 5130.182086 = -1418508.715128 nChanged 627 SP:Iteration 9Q (4954.063200 sec): 3 clusters Score: Raw -1423980.519191 + Penalty 5130.182086 = -1418850.337104 nChanged 586 SP:Iteration 10Q (4954.240627 sec): 3 clusters Score: Raw -1424309.893078 + Penalty 5130.182086 = -1419179.710992 nChanged 590 SP:Iteration 11Q (4954.356969 sec): 3 clusters Score: Raw -1424663.115679 + Penalty 5130.182086 = -1419532.933593 nChanged 571 SP:Iteration 12Q (4954.468086 sec): 3 clusters Score: Raw -1425036.355230 + Penalty 5130.182086 = -1419906.173144 nChanged 521 SP:Iteration 13Q (4954.577021 sec): 3 clusters Score: Raw -1425368.030575 + Penalty 5130.182086 = -1420237.848489 nChanged 501 SP:Iteration 14Q (4954.686177 sec): 3 clusters Score: Raw -1425682.335133 + Penalty 5130.182086 = -1420552.153047 nChanged 450 SP:Iteration 15Q (4954.793157 sec): 3 clusters Score: Raw -1425954.932668 + Penalty 5130.182086 = -1420824.750581 nChanged 374 SP:Iteration 16Q (4954.910765 sec): 3 clusters Score: Raw -1426142.281103 + Penalty 5130.182086 = -1421012.099017 nChanged 277 SP:Iteration 17Q (4955.023077 sec): 3 clusters Score: Raw -1426251.042258 + Penalty 5130.182086 = -1421120.860171 nChanged 228 SP:Iteration 18Q (4955.112646 sec): 3 clusters Score: Raw -1426343.587960 + Penalty 5130.182086 = -1421213.405873 nChanged 210 SP:Iteration 19Q (4955.236078 sec): 3 clusters Score: Raw -1426423.309861 + Penalty 5130.182086 = -1421293.127775 nChanged 178 SP:Iteration 20F (4955.351373 sec): 3 clusters Score: Raw -1426481.265996 + Penalty 5130.182086 = -1421351.083910 nChanged 140 SP:Iteration 21Q (4955.473398 sec): 3 clusters Score: Raw -1426520.774433 + Penalty 5130.182086 = -1421390.592347 nChanged 104 SP:Iteration 22Q (4955.569341 sec): 3 clusters Score: Raw -1426550.506126 + Penalty 5130.182086 = -1421420.324039 nChanged 116 SP:Iteration 23Q (4955.679594 sec): 3 clusters Score: Raw -1426582.296522 + Penalty 5130.182086 = -1421452.114436 nChanged 93 SP:Iteration 24Q (4955.783833 sec): 3 clusters Score: Raw -1426604.622795 + Penalty 5130.182086 = -1421474.440708 nChanged 81 SP:Iteration 25Q (4955.886987 sec): 3 clusters Score: Raw -1426623.460442 + Penalty 5130.182086 = -1421493.278355 nChanged 75 SP:Iteration 26Q (4955.990925 sec): 3 clusters Score: Raw -1426639.308167 + Penalty 5130.182086 = -1421509.126081 nChanged 67 SP:Iteration 27Q (4956.094164 sec): 3 clusters Score: Raw -1426653.394746 + Penalty 5130.182086 = -1421523.212659 nChanged 55 SP:Iteration 28Q (4956.210470 sec): 3 clusters Score: Raw -1426665.514610 + Penalty 5130.182086 = -1421535.332524 nChanged 53 SP:Iteration 29Q (4956.331701 sec): 3 clusters Score: Raw -1426675.720696 + Penalty 5130.182086 = -1421545.538609 nChanged 41 SP:Iteration 30Q (4956.429288 sec): 3 clusters Score: Raw -1426683.085005 + Penalty 5130.182086 = -1421552.902919 nChanged 53 SP:Iteration 31Q (4956.541328 sec): 3 clusters Score: Raw -1426694.542324 + Penalty 5130.182086 = -1421564.360237 nChanged 50 SP:Iteration 32Q (4956.660133 sec): 3 clusters Score: Raw -1426705.738026 + Penalty 5130.182086 = -1421575.555940 nChanged 46 SP:Iteration 33Q (4956.754734 sec): 3 clusters Score: Raw -1426716.218520 + Penalty 5130.182086 = -1421586.036433 nChanged 49 SP:Iteration 34Q (4956.925176 sec): 3 clusters Score: Raw -1426725.680760 + Penalty 5130.182086 = -1421595.498673 nChanged 48 SP:Iteration 35Q (4957.027363 sec): 3 clusters Score: Raw -1426735.762139 + Penalty 5130.182086 = -1421605.580053 nChanged 55 SP:Iteration 36Q (4957.129730 sec): 3 clusters Score: Raw -1426748.626007 + Penalty 5130.182086 = -1421618.443920 nChanged 49 SP:Iteration 37Q (4957.250679 sec): 3 clusters Score: Raw -1426755.796305 + Penalty 5130.182086 = -1421625.614218 nChanged 37 SP:Iteration 38Q (4957.352376 sec): 3 clusters Score: Raw -1426761.853070 + Penalty 5130.182086 = -1421631.670983 nChanged 24 SP:Iteration 39Q (4957.486152 sec): 3 clusters Score: Raw -1426765.986416 + Penalty 5130.182086 = -1421635.804330 nChanged 19 SP:Iteration 40F (4957.679326 sec): 3 clusters Score: Raw -1426769.736271 + Penalty 5130.182086 = -1421639.554185 nChanged 22 SP:Iteration 41Q (4957.841633 sec): 3 clusters Score: Raw -1426773.730652 + Penalty 5130.182086 = -1421643.548566 nChanged 23 SP:Iteration 42Q (4958.008311 sec): 3 clusters Score: Raw -1426778.952260 + Penalty 5130.182086 = -1421648.770173 nChanged 24 SP:Iteration 43Q (4958.103375 sec): 3 clusters Score: Raw -1426783.562016 + Penalty 5130.182086 = -1421653.379929 nChanged 28 SP:Iteration 44Q (4958.206545 sec): 3 clusters Score: Raw -1426787.757252 + Penalty 5130.182086 = -1421657.575166 nChanged 23 SP:Iteration 45Q (4958.315425 sec): 3 clusters Score: Raw -1426791.002794 + Penalty 5130.182086 = -1421660.820707 nChanged 23 SP:Iteration 46Q (4958.429881 sec): 3 clusters Score: Raw -1426794.386491 + Penalty 5130.182086 = -1421664.204405 nChanged 16 SP:Iteration 47Q (4958.550897 sec): 3 clusters Score: Raw -1426796.264600 + Penalty 5130.182086 = -1421666.082514 nChanged 12 SP:Iteration 48Q (4958.647409 sec): 3 clusters Score: Raw -1426798.015556 + Penalty 5130.182086 = -1421667.833469 nChanged 17 SP:Iteration 49Q (4958.758900 sec): 3 clusters Score: Raw -1426801.700326 + Penalty 5130.182086 = -1421671.518239 nChanged 15 SP:Iteration 50Q (4958.864808 sec): 3 clusters Score: Raw -1426804.074833 + Penalty 5130.182086 = -1421673.892747 nChanged 19 SP:Iteration 51Q (4958.971249 sec): 3 clusters Score: Raw -1426806.855537 + Penalty 5130.182086 = -1421676.673451 nChanged 21 SP:Iteration 52Q (4959.078583 sec): 3 clusters Score: Raw -1426810.565596 + Penalty 5130.182086 = -1421680.383510 nChanged 19 SP:Iteration 53Q (4959.185755 sec): 3 clusters Score: Raw -1426812.879344 + Penalty 5130.182086 = -1421682.697258 nChanged 11 SP:Iteration 54Q (4959.308673 sec): 3 clusters Score: Raw -1426814.576486 + Penalty 5130.182086 = -1421684.394399 nChanged 11 SP:Iteration 55Q (4959.428936 sec): 3 clusters Score: Raw -1426816.366857 + Penalty 5130.182086 = -1421686.184770 nChanged 9 SP:Iteration 56Q (4959.532145 sec): 3 clusters Score: Raw -1426818.136230 + Penalty 5130.182086 = -1421687.954144 nChanged 10 SP:Iteration 57Q (4959.642137 sec): 3 clusters Score: Raw -1426819.581675 + Penalty 5130.182086 = -1421689.399588 nChanged 10 SP:Iteration 58Q (4959.748778 sec): 3 clusters Score: Raw -1426821.360616 + Penalty 5130.182086 = -1421691.178530 nChanged 14 SP:Iteration 59Q (4959.869948 sec): 3 clusters Score: Raw -1426823.732760 + Penalty 5130.182086 = -1421693.550674 nChanged 11 SP:Iteration 60F (4959.999733 sec): 3 clusters Score: Raw -1426825.507679 + Penalty 5130.182086 = -1421695.325592 nChanged 12 SP:Iteration 61Q (4960.102857 sec): 3 clusters Score: Raw -1426826.786395 + Penalty 5130.182086 = -1421696.604308 nChanged 9 SP:Iteration 62Q (4960.215485 sec): 3 clusters Score: Raw -1426827.726265 + Penalty 5130.182086 = -1421697.544178 nChanged 9 SP:Iteration 63Q (4960.322919 sec): 3 clusters Score: Raw -1426828.859371 + Penalty 5130.182086 = -1421698.677285 nChanged 5 SP:Iteration 64Q (4960.430061 sec): 3 clusters Score: Raw -1426829.515592 + Penalty 5130.182086 = -1421699.333506 nChanged 3 SP:Iteration 65Q (4960.537837 sec): 3 clusters Score: Raw -1426829.824882 + Penalty 5130.182086 = -1421699.642796 nChanged 1 SP:Iteration 66Q (4960.645047 sec): 3 clusters Score: Raw -1426829.908881 + Penalty 5130.182086 = -1421699.726795 nChanged 1 SP:Iteration 67Q (4960.752291 sec): 3 clusters Score: Raw -1426830.081763 + Penalty 5130.182086 = -1421699.899677 nChanged 2 SP:Iteration 68Q (4960.859794 sec): 3 clusters Score: Raw -1426830.237404 + Penalty 5130.182086 = -1421700.055318 nChanged 1 SP:Iteration 69Q (4960.983349 sec): 3 clusters Score: Raw -1426830.476942 + Penalty 5130.182086 = -1421700.294856 nChanged 1 SP:Iteration 70Q (4961.100672 sec): 3 clusters Score: Raw -1426830.604697 + Penalty 5130.182086 = -1421700.422611 nChanged 0 SP:Iteration 71F (4961.301659 sec): 3 clusters Score: Raw -1426830.604697 + Penalty 5130.182086 = -1421700.422611 nChanged 0 Trying to split cluster 5 (6161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4961.383554 sec): 2 clusters Score: Raw -388953.766252 + Penalty 2303.662517 = -386650.103735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4961.579115 sec): 3 clusters Score: Raw -386070.909161 + Penalty 4607.325033 = -381463.584128 nChanged 2471 SP:Iteration 1F (4961.643924 sec): 3 clusters Score: Raw -388499.320886 + Penalty 4607.325033 = -383891.995853 nChanged 819 SP:Iteration 2F (4961.696419 sec): 3 clusters Score: Raw -390168.096746 + Penalty 4607.325033 = -385560.771713 nChanged 668 SP:Iteration 3F (4961.748427 sec): 3 clusters Score: Raw -391409.468358 + Penalty 4607.325033 = -386802.143325 nChanged 458 SP:Iteration 4F (4961.804832 sec): 3 clusters Score: Raw -392058.900570 + Penalty 4607.325033 = -387451.575537 nChanged 323 SP:Iteration 5F (4961.870571 sec): 3 clusters Score: Raw -392412.617308 + Penalty 4607.325033 = -387805.292275 nChanged 232 SP:Iteration 6Q (4961.938346 sec): 3 clusters Score: Raw -392646.044088 + Penalty 4607.325033 = -388038.719055 nChanged 165 SP:Iteration 7Q (4962.002541 sec): 3 clusters Score: Raw -392787.570967 + Penalty 4607.325033 = -388180.245934 nChanged 116 SP:Iteration 8Q (4962.058623 sec): 3 clusters Score: Raw -392874.076774 + Penalty 4607.325033 = -388266.751741 nChanged 103 SP:Iteration 9Q (4962.111968 sec): 3 clusters Score: Raw -392944.861492 + Penalty 4607.325033 = -388337.536459 nChanged 87 SP:Iteration 10Q (4962.171329 sec): 3 clusters Score: Raw -392998.372488 + Penalty 4607.325033 = -388391.047454 nChanged 70 SP:Iteration 11Q (4962.233582 sec): 3 clusters Score: Raw -393039.207666 + Penalty 4607.325033 = -388431.882633 nChanged 55 SP:Iteration 12Q (4962.295470 sec): 3 clusters Score: Raw -393062.955883 + Penalty 4607.325033 = -388455.630850 nChanged 37 SP:Iteration 13Q (4962.356211 sec): 3 clusters Score: Raw -393080.754107 + Penalty 4607.325033 = -388473.429074 nChanged 35 SP:Iteration 14Q (4962.412619 sec): 3 clusters Score: Raw -393095.198589 + Penalty 4607.325033 = -388487.873556 nChanged 19 SP:Iteration 15Q (4962.471815 sec): 3 clusters Score: Raw -393103.609804 + Penalty 4607.325033 = -388496.284771 nChanged 21 SP:Iteration 16Q (4962.533323 sec): 3 clusters Score: Raw -393111.221671 + Penalty 4607.325033 = -388503.896638 nChanged 16 SP:Iteration 17Q (4962.594706 sec): 3 clusters Score: Raw -393119.543815 + Penalty 4607.325033 = -388512.218782 nChanged 27 SP:Iteration 18Q (4962.653444 sec): 3 clusters Score: Raw -393132.548768 + Penalty 4607.325033 = -388525.223735 nChanged 26 SP:Iteration 19Q (4962.712206 sec): 3 clusters Score: Raw -393145.250216 + Penalty 4607.325033 = -388537.925183 nChanged 25 SP:Iteration 20F (4962.771437 sec): 3 clusters Score: Raw -393161.575056 + Penalty 4607.325033 = -388554.250023 nChanged 34 SP:Iteration 21Q (4962.827774 sec): 3 clusters Score: Raw -393186.790570 + Penalty 4607.325033 = -388579.465536 nChanged 35 SP:Iteration 22Q (4962.884491 sec): 3 clusters Score: Raw -393217.495752 + Penalty 4607.325033 = -388610.170719 nChanged 46 SP:Iteration 23Q (4962.946612 sec): 3 clusters Score: Raw -393263.613698 + Penalty 4607.325033 = -388656.288665 nChanged 67 SP:Iteration 24Q (4963.008970 sec): 3 clusters Score: Raw -393334.790146 + Penalty 4607.325033 = -388727.465113 nChanged 85 SP:Iteration 25Q (4963.069024 sec): 3 clusters Score: Raw -393429.472205 + Penalty 4607.325033 = -388822.147172 nChanged 79 SP:Iteration 26Q (4963.123158 sec): 3 clusters Score: Raw -393526.977655 + Penalty 4607.325033 = -388919.652622 nChanged 79 SP:Iteration 27Q (4963.179224 sec): 3 clusters Score: Raw -393585.721733 + Penalty 4607.325033 = -388978.396700 nChanged 45 SP:Iteration 28Q (4963.351736 sec): 3 clusters Score: Raw -393606.572337 + Penalty 4607.325033 = -388999.247304 nChanged 35 SP:Iteration 29Q (4963.510068 sec): 3 clusters Score: Raw -393620.373443 + Penalty 4607.325033 = -389013.048410 nChanged 26 SP:Iteration 30Q (4963.643728 sec): 3 clusters Score: Raw -393632.656248 + Penalty 4607.325033 = -389025.331214 nChanged 26 SP:Iteration 31Q (4963.709115 sec): 3 clusters Score: Raw -393652.614133 + Penalty 4607.325033 = -389045.289100 nChanged 25 SP:Iteration 32Q (4963.778320 sec): 3 clusters Score: Raw -393665.473136 + Penalty 4607.325033 = -389058.148103 nChanged 25 SP:Iteration 33Q (4963.855086 sec): 3 clusters Score: Raw -393673.949905 + Penalty 4607.325033 = -389066.624872 nChanged 19 SP:Iteration 34Q (4963.933097 sec): 3 clusters Score: Raw -393681.778099 + Penalty 4607.325033 = -389074.453066 nChanged 20 SP:Iteration 35Q (4963.998216 sec): 3 clusters Score: Raw -393689.503909 + Penalty 4607.325033 = -389082.178876 nChanged 21 SP:Iteration 36Q (4964.048938 sec): 3 clusters Score: Raw -393697.191985 + Penalty 4607.325033 = -389089.866952 nChanged 18 SP:Iteration 37Q (4964.100314 sec): 3 clusters Score: Raw -393703.254184 + Penalty 4607.325033 = -389095.929151 nChanged 13 SP:Iteration 38Q (4964.159318 sec): 3 clusters Score: Raw -393706.433960 + Penalty 4607.325033 = -389099.108927 nChanged 7 SP:Iteration 39Q (4964.221395 sec): 3 clusters Score: Raw -393707.930625 + Penalty 4607.325033 = -389100.605592 nChanged 8 SP:Iteration 40F (4964.284622 sec): 3 clusters Score: Raw -393714.068034 + Penalty 4607.325033 = -389106.743001 nChanged 5 SP:Iteration 41Q (4964.345331 sec): 3 clusters Score: Raw -393716.895838 + Penalty 4607.325033 = -389109.570805 nChanged 4 SP:Iteration 42Q (4964.401690 sec): 3 clusters Score: Raw -393717.781749 + Penalty 4607.325033 = -389110.456716 nChanged 3 SP:Iteration 43Q (4964.461671 sec): 3 clusters Score: Raw -393718.393916 + Penalty 4607.325033 = -389111.068883 nChanged 1 SP:Iteration 44Q (4964.523367 sec): 3 clusters Score: Raw -393718.493467 + Penalty 4607.325033 = -389111.168434 nChanged 0 SP:Iteration 45F (4964.586144 sec): 3 clusters Score: Raw -393718.493467 + Penalty 4607.325033 = -389111.168434 nChanged 0 Score: Raw -11793219.606296 + Penalty 31391.567519 = -11761828.038777 Splitting cluster 5 changes total score from -11758115.348348 to -11761828.038777 So it's getting split into cluster 10. Trying to split cluster 7 (11829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4966.782516 sec): 2 clusters Score: Raw -899787.204847 + Penalty 2475.873688 = -897311.331159 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4966.915621 sec): 3 clusters Score: Raw -893325.857653 + Penalty 4951.747375 = -888374.110278 nChanged 4984 SP:Iteration 1F (4967.002196 sec): 3 clusters Score: Raw -896464.630303 + Penalty 4951.747375 = -891512.882928 nChanged 1087 SP:Iteration 2F (4967.084301 sec): 3 clusters Score: Raw -897649.044594 + Penalty 4951.747375 = -892697.297219 nChanged 1112 SP:Iteration 3F (4967.193669 sec): 3 clusters Score: Raw -899050.873567 + Penalty 4951.747375 = -894099.126192 nChanged 1060 SP:Iteration 4F (4967.274208 sec): 3 clusters Score: Raw -900153.513372 + Penalty 4951.747375 = -895201.765997 nChanged 792 SP:Iteration 5F (4967.377428 sec): 3 clusters Score: Raw -900831.121555 + Penalty 4951.747375 = -895879.374180 nChanged 584 SP:Iteration 6Q (4967.517545 sec): 3 clusters Score: Raw -901223.834022 + Penalty 4951.747375 = -896272.086647 nChanged 397 SP:Iteration 7Q (4967.717525 sec): 3 clusters Score: Raw -901449.183287 + Penalty 4951.747375 = -896497.435912 nChanged 275 SP:Iteration 8Q (4967.851367 sec): 3 clusters Score: Raw -901602.245943 + Penalty 4951.747375 = -896650.498568 nChanged 222 SP:Iteration 9Q (4968.010088 sec): 3 clusters Score: Raw -901715.535482 + Penalty 4951.747375 = -896763.788107 nChanged 174 SP:Iteration 10Q (4968.170580 sec): 3 clusters Score: Raw -901798.165680 + Penalty 4951.747375 = -896846.418305 nChanged 154 SP:Iteration 11Q (4968.356411 sec): 3 clusters Score: Raw -901858.360171 + Penalty 4951.747375 = -896906.612796 nChanged 126 SP:Iteration 12Q (4968.557710 sec): 3 clusters Score: Raw -901911.559073 + Penalty 4951.747375 = -896959.811698 nChanged 105 SP:Iteration 13Q (4968.748885 sec): 3 clusters Score: Raw -901955.324374 + Penalty 4951.747375 = -897003.576999 nChanged 93 SP:Iteration 14Q (4968.940411 sec): 3 clusters Score: Raw -901997.516008 + Penalty 4951.747375 = -897045.768633 nChanged 91 SP:Iteration 15Q (4969.078550 sec): 3 clusters Score: Raw -902036.443760 + Penalty 4951.747375 = -897084.696385 nChanged 86 SP:Iteration 16Q (4969.170489 sec): 3 clusters Score: Raw -902074.712499 + Penalty 4951.747375 = -897122.965124 nChanged 83 SP:Iteration 17Q (4969.247923 sec): 3 clusters Score: Raw -902119.705022 + Penalty 4951.747375 = -897167.957647 nChanged 86 SP:Iteration 18Q (4969.324681 sec): 3 clusters Score: Raw -902173.587312 + Penalty 4951.747375 = -897221.839937 nChanged 100 SP:Iteration 19Q (4969.417493 sec): 3 clusters Score: Raw -902233.192175 + Penalty 4951.747375 = -897281.444800 nChanged 85 SP:Iteration 20F (4969.504070 sec): 3 clusters Score: Raw -902290.387635 + Penalty 4951.747375 = -897338.640260 nChanged 88 SP:Iteration 21Q (4969.587910 sec): 3 clusters Score: Raw -902352.866242 + Penalty 4951.747375 = -897401.118867 nChanged 96 SP:Iteration 22Q (4969.673936 sec): 3 clusters Score: Raw -902406.759368 + Penalty 4951.747375 = -897455.011993 nChanged 77 SP:Iteration 23Q (4969.759465 sec): 3 clusters Score: Raw -902446.492045 + Penalty 4951.747375 = -897494.744670 nChanged 61 SP:Iteration 24Q (4969.844486 sec): 3 clusters Score: Raw -902477.029125 + Penalty 4951.747375 = -897525.281750 nChanged 56 SP:Iteration 25Q (4969.929583 sec): 3 clusters Score: Raw -902499.117296 + Penalty 4951.747375 = -897547.369921 nChanged 44 SP:Iteration 26Q (4970.014119 sec): 3 clusters Score: Raw -902520.034782 + Penalty 4951.747375 = -897568.287407 nChanged 32 SP:Iteration 27Q (4970.098145 sec): 3 clusters Score: Raw -902535.981997 + Penalty 4951.747375 = -897584.234622 nChanged 42 SP:Iteration 28Q (4970.182565 sec): 3 clusters Score: Raw -902556.989087 + Penalty 4951.747375 = -897605.241712 nChanged 46 SP:Iteration 29Q (4970.327154 sec): 3 clusters Score: Raw -902581.097162 + Penalty 4951.747375 = -897629.349787 nChanged 51 SP:Iteration 30Q (4970.402403 sec): 3 clusters Score: Raw -902619.952061 + Penalty 4951.747375 = -897668.204686 nChanged 63 SP:Iteration 31Q (4970.476125 sec): 3 clusters Score: Raw -902659.557782 + Penalty 4951.747375 = -897707.810407 nChanged 62 SP:Iteration 32Q (4970.561641 sec): 3 clusters Score: Raw -902687.602419 + Penalty 4951.747375 = -897735.855044 nChanged 47 SP:Iteration 33Q (4970.645915 sec): 3 clusters Score: Raw -902711.587632 + Penalty 4951.747375 = -897759.840257 nChanged 46 SP:Iteration 34Q (4970.728931 sec): 3 clusters Score: Raw -902733.987119 + Penalty 4951.747375 = -897782.239744 nChanged 34 SP:Iteration 35Q (4970.812104 sec): 3 clusters Score: Raw -902749.982410 + Penalty 4951.747375 = -897798.235035 nChanged 36 SP:Iteration 36Q (4970.894698 sec): 3 clusters Score: Raw -902764.587414 + Penalty 4951.747375 = -897812.840039 nChanged 30 SP:Iteration 37Q (4970.977323 sec): 3 clusters Score: Raw -902773.989374 + Penalty 4951.747375 = -897822.241999 nChanged 19 SP:Iteration 38Q (4971.060091 sec): 3 clusters Score: Raw -902779.677848 + Penalty 4951.747375 = -897827.930473 nChanged 21 SP:Iteration 39Q (4971.143276 sec): 3 clusters Score: Raw -902786.792269 + Penalty 4951.747375 = -897835.044894 nChanged 15 SP:Iteration 40F (4971.236426 sec): 3 clusters Score: Raw -902802.093611 + Penalty 4951.747375 = -897850.346236 nChanged 13 SP:Iteration 41Q (4971.332611 sec): 3 clusters Score: Raw -902810.285599 + Penalty 4951.747375 = -897858.538224 nChanged 18 SP:Iteration 42Q (4971.515745 sec): 3 clusters Score: Raw -902816.989875 + Penalty 4951.747375 = -897865.242500 nChanged 19 SP:Iteration 43Q (4971.718578 sec): 3 clusters Score: Raw -902822.073943 + Penalty 4951.747375 = -897870.326568 nChanged 15 SP:Iteration 44Q (4971.869836 sec): 3 clusters Score: Raw -902825.889977 + Penalty 4951.747375 = -897874.142602 nChanged 12 SP:Iteration 45Q (4972.082449 sec): 3 clusters Score: Raw -902830.010704 + Penalty 4951.747375 = -897878.263329 nChanged 19 SP:Iteration 46Q (4972.161548 sec): 3 clusters Score: Raw -902835.372457 + Penalty 4951.747375 = -897883.625082 nChanged 19 SP:Iteration 47Q (4972.239439 sec): 3 clusters Score: Raw -902841.434328 + Penalty 4951.747375 = -897889.686953 nChanged 15 SP:Iteration 48Q (4972.318074 sec): 3 clusters Score: Raw -902847.190822 + Penalty 4951.747375 = -897895.443447 nChanged 20 SP:Iteration 49Q (4972.401078 sec): 3 clusters Score: Raw -902852.458283 + Penalty 4951.747375 = -897900.710908 nChanged 14 SP:Iteration 50Q (4972.484247 sec): 3 clusters Score: Raw -902856.408727 + Penalty 4951.747375 = -897904.661351 nChanged 11 SP:Iteration 51Q (4972.567378 sec): 3 clusters Score: Raw -902859.026942 + Penalty 4951.747375 = -897907.279567 nChanged 11 SP:Iteration 52Q (4972.735402 sec): 3 clusters Score: Raw -902862.320238 + Penalty 4951.747375 = -897910.572863 nChanged 12 SP:Iteration 53Q (4972.896399 sec): 3 clusters Score: Raw -902865.900360 + Penalty 4951.747375 = -897914.152985 nChanged 9 SP:Iteration 54Q (4973.032407 sec): 3 clusters Score: Raw -902867.813175 + Penalty 4951.747375 = -897916.065799 nChanged 5 SP:Iteration 55Q (4973.191592 sec): 3 clusters Score: Raw -902868.942357 + Penalty 4951.747375 = -897917.194981 nChanged 5 SP:Iteration 56Q (4973.265223 sec): 3 clusters Score: Raw -902870.508362 + Penalty 4951.747375 = -897918.760987 nChanged 7 SP:Iteration 57Q (4973.345350 sec): 3 clusters Score: Raw -902872.226060 + Penalty 4951.747375 = -897920.478685 nChanged 3 SP:Iteration 58Q (4973.434617 sec): 3 clusters Score: Raw -902873.066610 + Penalty 4951.747375 = -897921.319235 nChanged 7 SP:Iteration 59Q (4973.530774 sec): 3 clusters Score: Raw -902874.970754 + Penalty 4951.747375 = -897923.223379 nChanged 8 SP:Iteration 60F (4973.617781 sec): 3 clusters Score: Raw -902876.507327 + Penalty 4951.747375 = -897924.759952 nChanged 3 SP:Iteration 61Q (4973.697557 sec): 3 clusters Score: Raw -902876.846382 + Penalty 4951.747375 = -897925.099007 nChanged 2 SP:Iteration 62Q (4973.798311 sec): 3 clusters Score: Raw -902877.097909 + Penalty 4951.747375 = -897925.350534 nChanged 2 SP:Iteration 63Q (4973.893348 sec): 3 clusters Score: Raw -902877.539381 + Penalty 4951.747375 = -897925.792005 nChanged 3 SP:Iteration 64Q (4973.983453 sec): 3 clusters Score: Raw -902878.412594 + Penalty 4951.747375 = -897926.665219 nChanged 4 SP:Iteration 65Q (4974.088319 sec): 3 clusters Score: Raw -902879.367228 + Penalty 4951.747375 = -897927.619853 nChanged 5 SP:Iteration 66Q (4974.160953 sec): 3 clusters Score: Raw -902880.290295 + Penalty 4951.747375 = -897928.542920 nChanged 2 SP:Iteration 67Q (4974.239699 sec): 3 clusters Score: Raw -902880.572773 + Penalty 4951.747375 = -897928.825398 nChanged 5 SP:Iteration 68Q (4974.327743 sec): 3 clusters Score: Raw -902881.257058 + Penalty 4951.747375 = -897929.509683 nChanged 5 SP:Iteration 69Q (4974.409296 sec): 3 clusters Score: Raw -902882.261081 + Penalty 4951.747375 = -897930.513706 nChanged 7 SP:Iteration 70Q (4974.487104 sec): 3 clusters Score: Raw -902884.004332 + Penalty 4951.747375 = -897932.256957 nChanged 9 SP:Iteration 71Q (4974.564587 sec): 3 clusters Score: Raw -902885.957335 + Penalty 4951.747375 = -897934.209960 nChanged 6 SP:Iteration 72Q (4974.667943 sec): 3 clusters Score: Raw -902887.404955 + Penalty 4951.747375 = -897935.657579 nChanged 6 SP:Iteration 73Q (4974.753583 sec): 3 clusters Score: Raw -902888.831108 + Penalty 4951.747375 = -897937.083733 nChanged 4 SP:Iteration 74Q (4974.920242 sec): 3 clusters Score: Raw -902889.714021 + Penalty 4951.747375 = -897937.966645 nChanged 2 SP:Iteration 75Q (4975.105440 sec): 3 clusters Score: Raw -902889.989597 + Penalty 4951.747375 = -897938.242222 nChanged 1 SP:Iteration 76Q (4975.290498 sec): 3 clusters Score: Raw -902890.219681 + Penalty 4951.747375 = -897938.472305 nChanged 1 SP:Iteration 77Q (4975.441757 sec): 3 clusters Score: Raw -902890.338064 + Penalty 4951.747375 = -897938.590689 nChanged 2 SP:Iteration 78Q (4975.614902 sec): 3 clusters Score: Raw -902890.624411 + Penalty 4951.747375 = -897938.877035 nChanged 3 SP:Iteration 79Q (4975.773726 sec): 3 clusters Score: Raw -902891.305526 + Penalty 4951.747375 = -897939.558151 nChanged 1 SP:Iteration 80F (4975.845823 sec): 3 clusters Score: Raw -902891.412299 + Penalty 4951.747375 = -897939.664924 nChanged 1 SP:Iteration 81Q (4975.909288 sec): 3 clusters Score: Raw -902891.499579 + Penalty 4951.747375 = -897939.752203 nChanged 0 SP:Iteration 82F (4975.989920 sec): 3 clusters Score: Raw -902891.499579 + Penalty 4951.747375 = -897939.752203 nChanged 0 Score: Raw -11796323.901027 + Penalty 34530.724271 = -11761793.176757 Splitting cluster 7 changes total score from -11758115.348348 to -11761793.176757 So it's getting split into cluster 11. Trying to split cluster 8 (14965 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4978.599645 sec): 2 clusters Score: Raw -1132400.541083 + Penalty 2537.955927 = -1129862.585156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4978.754782 sec): 3 clusters Score: Raw -1124024.052880 + Penalty 5075.911854 = -1118948.141026 nChanged 6442 SP:Iteration 1F (4978.833844 sec): 3 clusters Score: Raw -1128758.697138 + Penalty 5075.911854 = -1123682.785285 nChanged 1489 SP:Iteration 2F (4978.932643 sec): 3 clusters Score: Raw -1130551.017757 + Penalty 5075.911854 = -1125475.105903 nChanged 1450 SP:Iteration 3F (4979.063850 sec): 3 clusters Score: Raw -1132539.033080 + Penalty 5075.911854 = -1127463.121226 nChanged 1376 SP:Iteration 4F (4979.166136 sec): 3 clusters Score: Raw -1134315.894970 + Penalty 5075.911854 = -1129239.983116 nChanged 1102 SP:Iteration 5F (4979.284973 sec): 3 clusters Score: Raw -1135420.279130 + Penalty 5075.911854 = -1130344.367276 nChanged 806 SP:Iteration 6F (4979.376405 sec): 3 clusters Score: Raw -1136015.278204 + Penalty 5075.911854 = -1130939.366350 nChanged 524 SP:Iteration 7Q (4979.473603 sec): 3 clusters Score: Raw -1136301.543847 + Penalty 5075.911854 = -1131225.631993 nChanged 329 SP:Iteration 8Q (4979.583052 sec): 3 clusters Score: Raw -1136424.868309 + Penalty 5075.911854 = -1131348.956456 nChanged 222 SP:Iteration 9Q (4979.779769 sec): 3 clusters Score: Raw -1136486.936820 + Penalty 5075.911854 = -1131411.024966 nChanged 137 SP:Iteration 10Q (4979.975769 sec): 3 clusters Score: Raw -1136521.487129 + Penalty 5075.911854 = -1131445.575275 nChanged 97 SP:Iteration 11Q (4980.120861 sec): 3 clusters Score: Raw -1136541.786201 + Penalty 5075.911854 = -1131465.874347 nChanged 78 SP:Iteration 12Q (4980.217220 sec): 3 clusters Score: Raw -1136556.751641 + Penalty 5075.911854 = -1131480.839787 nChanged 47 SP:Iteration 13Q (4980.317403 sec): 3 clusters Score: Raw -1136565.190215 + Penalty 5075.911854 = -1131489.278361 nChanged 34 SP:Iteration 14Q (4980.439336 sec): 3 clusters Score: Raw -1136571.626654 + Penalty 5075.911854 = -1131495.714800 nChanged 37 SP:Iteration 15Q (4980.539668 sec): 3 clusters Score: Raw -1136577.883232 + Penalty 5075.911854 = -1131501.971378 nChanged 37 SP:Iteration 16Q (4980.659040 sec): 3 clusters Score: Raw -1136586.269300 + Penalty 5075.911854 = -1131510.357446 nChanged 44 SP:Iteration 17Q (4980.749202 sec): 3 clusters Score: Raw -1136593.709207 + Penalty 5075.911854 = -1131517.797353 nChanged 43 SP:Iteration 18Q (4980.986435 sec): 3 clusters Score: Raw -1136600.492152 + Penalty 5075.911854 = -1131524.580299 nChanged 40 SP:Iteration 19Q (4981.216946 sec): 3 clusters Score: Raw -1136607.150060 + Penalty 5075.911854 = -1131531.238206 nChanged 34 SP:Iteration 20F (4981.376053 sec): 3 clusters Score: Raw -1136612.155377 + Penalty 5075.911854 = -1131536.243523 nChanged 22 SP:Iteration 21Q (4981.558889 sec): 3 clusters Score: Raw -1136615.195247 + Penalty 5075.911854 = -1131539.283393 nChanged 20 SP:Iteration 22Q (4981.639212 sec): 3 clusters Score: Raw -1136617.838114 + Penalty 5075.911854 = -1131541.926260 nChanged 20 SP:Iteration 23Q (4981.717697 sec): 3 clusters Score: Raw -1136620.481179 + Penalty 5075.911854 = -1131544.569325 nChanged 12 SP:Iteration 24Q (4981.821361 sec): 3 clusters Score: Raw -1136621.875410 + Penalty 5075.911854 = -1131545.963556 nChanged 10 SP:Iteration 25Q (4981.944276 sec): 3 clusters Score: Raw -1136623.196302 + Penalty 5075.911854 = -1131547.284448 nChanged 10 SP:Iteration 26Q (4982.041705 sec): 3 clusters Score: Raw -1136624.525226 + Penalty 5075.911854 = -1131548.613372 nChanged 7 SP:Iteration 27Q (4982.163605 sec): 3 clusters Score: Raw -1136625.034361 + Penalty 5075.911854 = -1131549.122507 nChanged 4 SP:Iteration 28Q (4982.253069 sec): 3 clusters Score: Raw -1136625.385375 + Penalty 5075.911854 = -1131549.473521 nChanged 4 SP:Iteration 29Q (4982.347971 sec): 3 clusters Score: Raw -1136625.784773 + Penalty 5075.911854 = -1131549.872919 nChanged 3 SP:Iteration 30Q (4982.454551 sec): 3 clusters Score: Raw -1136626.005940 + Penalty 5075.911854 = -1131550.094087 nChanged 1 SP:Iteration 31Q (4982.652019 sec): 3 clusters Score: Raw -1136626.045538 + Penalty 5075.911854 = -1131550.133684 nChanged 1 SP:Iteration 32Q (4982.812367 sec): 3 clusters Score: Raw -1136626.204115 + Penalty 5075.911854 = -1131550.292261 nChanged 1 SP:Iteration 33Q (4982.913110 sec): 3 clusters Score: Raw -1136626.257912 + Penalty 5075.911854 = -1131550.346058 nChanged 0 SP:Iteration 34F (4983.017613 sec): 3 clusters Score: Raw -1136626.257912 + Penalty 5075.911854 = -1131550.346058 nChanged 0 Score: Raw -11800549.617856 + Penalty 37669.881023 = -11762879.736834 Splitting cluster 8 changes total score from -11758115.348348 to -11762879.736834 So it's getting split into cluster 12. Iteration 20F (4988.188128 sec): 13 clusters Score: Raw -11806644.981928 + Penalty 37669.881023 = -11768975.100905 nChanged 7939 Iteration 21F (4990.623441 sec): 13 clusters Score: Raw -11810232.993558 + Penalty 37669.881023 = -11772563.112536 nChanged 3727 Iteration 22Q (4992.176125 sec): 13 clusters Score: Raw -11811504.435179 + Penalty 37669.881023 = -11773834.554156 nChanged 2484 Iteration 23Q (4993.655394 sec): 13 clusters Score: Raw -11812221.299691 + Penalty 37669.881023 = -11774551.418668 nChanged 1853 Iteration 24Q (4995.170138 sec): 13 clusters Score: Raw -11812673.599231 + Penalty 37669.881023 = -11775003.718208 nChanged 1399 Iteration 25Q (4996.636459 sec): 13 clusters Score: Raw -11812978.206285 + Penalty 37669.881023 = -11775308.325263 nChanged 1139 Iteration 26Q (4998.147692 sec): 13 clusters Score: Raw -11813201.144715 + Penalty 37669.881023 = -11775531.263692 nChanged 923 Iteration 27Q (4999.621108 sec): 13 clusters Score: Raw -11813362.497093 + Penalty 37669.881023 = -11775692.616070 nChanged 734 Iteration 28Q (5001.393433 sec): 13 clusters Score: Raw -11813481.764499 + Penalty 37669.881023 = -11775811.883476 nChanged 616 Iteration 29Q (5002.801262 sec): 13 clusters Score: Raw -11813572.950976 + Penalty 37669.881023 = -11775903.069953 nChanged 553 Iteration 30Q (5004.194720 sec): 13 clusters Score: Raw -11813653.388006 + Penalty 37669.881023 = -11775983.506983 nChanged 483 Iteration 31Q (5005.583102 sec): 13 clusters Score: Raw -11813719.980592 + Penalty 37669.881023 = -11776050.099570 nChanged 407 Iteration 32Q (5006.969641 sec): 13 clusters Score: Raw -11813773.831313 + Penalty 37669.881023 = -11776103.950291 nChanged 371 Iteration 33Q (5008.529034 sec): 13 clusters Score: Raw -11813817.874790 + Penalty 37669.881023 = -11776147.993768 nChanged 302 Iteration 34Q (5009.933141 sec): 13 clusters Score: Raw -11813851.754197 + Penalty 37669.881023 = -11776181.873175 nChanged 251 Iteration 35Q (5011.318526 sec): 13 clusters Score: Raw -11813878.510878 + Penalty 37669.881023 = -11776208.629855 nChanged 198 Iteration 36Q (5012.704181 sec): 13 clusters Score: Raw -11813897.054312 + Penalty 37669.881023 = -11776227.173289 nChanged 164 Iteration 37Q (5014.083508 sec): 13 clusters Score: Raw -11813911.113871 + Penalty 37669.881023 = -11776241.232849 nChanged 121 Iteration 38Q (5015.471797 sec): 13 clusters Score: Raw -11813923.671813 + Penalty 37669.881023 = -11776253.790790 nChanged 126 Iteration 39Q (5016.791918 sec): 13 clusters Score: Raw -11813937.076182 + Penalty 37669.881023 = -11776267.195159 nChanged 123 Iteration 40F (5018.818974 sec): 13 clusters Score: Raw -11813952.110241 + Penalty 37669.881023 = -11776282.229219 nChanged 123 Iteration 41Q (5020.181382 sec): 13 clusters Score: Raw -11813965.170738 + Penalty 37669.881023 = -11776295.289716 nChanged 106 Iteration 42Q (5021.570163 sec): 13 clusters Score: Raw -11813976.406709 + Penalty 37669.881023 = -11776306.525686 nChanged 102 Iteration 43Q (5022.965870 sec): 13 clusters Score: Raw -11813987.159378 + Penalty 37669.881023 = -11776317.278355 nChanged 101 Iteration 44Q (5024.354408 sec): 13 clusters Score: Raw -11813998.848468 + Penalty 37669.881023 = -11776328.967445 nChanged 91 Iteration 45Q (5025.740052 sec): 13 clusters Score: Raw -11814008.283142 + Penalty 37669.881023 = -11776338.402120 nChanged 88 Iteration 46Q (5027.265492 sec): 13 clusters Score: Raw -11814015.115827 + Penalty 37669.881023 = -11776345.234805 nChanged 73 Iteration 47Q (5028.649358 sec): 13 clusters Score: Raw -11814021.293255 + Penalty 37669.881023 = -11776351.412232 nChanged 63 Iteration 48Q (5030.030097 sec): 13 clusters Score: Raw -11814026.782946 + Penalty 37669.881023 = -11776356.901924 nChanged 71 Iteration 49Q (5031.350757 sec): 13 clusters Score: Raw -11814033.963116 + Penalty 37669.881023 = -11776364.082094 nChanged 76 Iteration 50Q (5032.703477 sec): 13 clusters Score: Raw -11814041.222011 + Penalty 37669.881023 = -11776371.340988 nChanged 76 Iteration 51Q (5034.055424 sec): 13 clusters Score: Raw -11814047.737905 + Penalty 37669.881023 = -11776377.856882 nChanged 71 Iteration 52Q (5035.443474 sec): 13 clusters Score: Raw -11814053.896679 + Penalty 37669.881023 = -11776384.015657 nChanged 57 Iteration 53Q (5036.932695 sec): 13 clusters Score: Raw -11814058.858446 + Penalty 37669.881023 = -11776388.977423 nChanged 62 Iteration 54Q (5038.267871 sec): 13 clusters Score: Raw -11814064.459606 + Penalty 37669.881023 = -11776394.578584 nChanged 62 Iteration 55Q (5039.622587 sec): 13 clusters Score: Raw -11814069.480238 + Penalty 37669.881023 = -11776399.599215 nChanged 51 Iteration 56Q (5041.022124 sec): 13 clusters Score: Raw -11814073.700551 + Penalty 37669.881023 = -11776403.819529 nChanged 46 Iteration 57Q (5042.452250 sec): 13 clusters Score: Raw -11814077.922859 + Penalty 37669.881023 = -11776408.041836 nChanged 55 Iteration 58Q (5043.830329 sec): 13 clusters Score: Raw -11814082.194201 + Penalty 37669.881023 = -11776412.313178 nChanged 43 Writing temp clu file Because OldScore, -11776408.041836, is greater than current (better) Score,-11776412.313178 Compute initial score before splitting: Score: Raw -11814082.194201 + Penalty 37669.881023 = -11776412.313178 Trying to split cluster 1 (66243 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5044.202813 sec): 2 clusters Score: Raw -5675639.942234 + Penalty 2930.686461 = -5672709.255774 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5044.524322 sec): 3 clusters Score: Raw -5634058.110289 + Penalty 5861.372921 = -5628196.737368 nChanged 30991 SP:Iteration 1F (5044.841718 sec): 3 clusters Score: Raw -5652204.963896 + Penalty 5861.372921 = -5646343.590975 nChanged 3236 SP:Iteration 2Q (5045.060773 sec): 3 clusters Score: Raw -5653467.438895 + Penalty 5861.372921 = -5647606.065973 nChanged 3311 SP:Iteration 3Q (5045.292050 sec): 3 clusters Score: Raw -5654943.579636 + Penalty 5861.372921 = -5649082.206715 nChanged 3557 SP:Iteration 4F (5045.545954 sec): 3 clusters Score: Raw -5656704.912647 + Penalty 5861.372921 = -5650843.539726 nChanged 3899 SP:Iteration 5F (5045.798028 sec): 3 clusters Score: Raw -5658707.291972 + Penalty 5861.372921 = -5652845.919051 nChanged 3975 SP:Iteration 6F (5046.020368 sec): 3 clusters Score: Raw -5660777.724182 + Penalty 5861.372921 = -5654916.351261 nChanged 3892 SP:Iteration 7F (5046.273074 sec): 3 clusters Score: Raw -5662812.977185 + Penalty 5861.372921 = -5656951.604264 nChanged 3502 SP:Iteration 8F (5046.555098 sec): 3 clusters Score: Raw -5664680.948684 + Penalty 5861.372921 = -5658819.575763 nChanged 3112 SP:Iteration 9Q (5046.813136 sec): 3 clusters Score: Raw -5666396.317440 + Penalty 5861.372921 = -5660534.944519 nChanged 2832 SP:Iteration 10Q (5047.101399 sec): 3 clusters Score: Raw -5668128.610159 + Penalty 5861.372921 = -5662267.237238 nChanged 2507 SP:Iteration 11Q (5047.361697 sec): 3 clusters Score: Raw -5669814.803345 + Penalty 5861.372921 = -5663953.430424 nChanged 2191 SP:Iteration 12Q (5047.651631 sec): 3 clusters Score: Raw -5671505.195852 + Penalty 5861.372921 = -5665643.822931 nChanged 1783 SP:Iteration 13Q (5047.917324 sec): 3 clusters Score: Raw -5673183.715602 + Penalty 5861.372921 = -5667322.342681 nChanged 1441 SP:Iteration 14Q (5048.179566 sec): 3 clusters Score: Raw -5674781.048990 + Penalty 5861.372921 = -5668919.676069 nChanged 1053 SP:Iteration 15Q (5048.459847 sec): 3 clusters Score: Raw -5675925.380928 + Penalty 5861.372921 = -5670064.008007 nChanged 795 SP:Iteration 16Q (5048.753208 sec): 3 clusters Score: Raw -5676640.457321 + Penalty 5861.372921 = -5670779.084399 nChanged 520 SP:Iteration 17Q (5048.981805 sec): 3 clusters Score: Raw -5676938.589187 + Penalty 5861.372921 = -5671077.216266 nChanged 348 SP:Iteration 18Q (5049.198247 sec): 3 clusters Score: Raw -5677087.043486 + Penalty 5861.372921 = -5671225.670565 nChanged 271 SP:Iteration 19Q (5049.438290 sec): 3 clusters Score: Raw -5677173.365680 + Penalty 5861.372921 = -5671311.992758 nChanged 185 SP:Iteration 20F (5049.710997 sec): 3 clusters Score: Raw -5677223.050443 + Penalty 5861.372921 = -5671361.677521 nChanged 134 SP:Iteration 21Q (5049.940477 sec): 3 clusters Score: Raw -5677252.272818 + Penalty 5861.372921 = -5671390.899897 nChanged 104 SP:Iteration 22Q (5050.193200 sec): 3 clusters Score: Raw -5677269.884371 + Penalty 5861.372921 = -5671408.511450 nChanged 70 SP:Iteration 23Q (5050.429414 sec): 3 clusters Score: Raw -5677279.956981 + Penalty 5861.372921 = -5671418.584059 nChanged 53 SP:Iteration 24Q (5050.651552 sec): 3 clusters Score: Raw -5677287.237976 + Penalty 5861.372921 = -5671425.865055 nChanged 53 SP:Iteration 25Q (5050.878470 sec): 3 clusters Score: Raw -5677294.393522 + Penalty 5861.372921 = -5671433.020601 nChanged 45 SP:Iteration 26Q (5051.132565 sec): 3 clusters Score: Raw -5677300.047834 + Penalty 5861.372921 = -5671438.674913 nChanged 34 SP:Iteration 27Q (5051.373707 sec): 3 clusters Score: Raw -5677304.521167 + Penalty 5861.372921 = -5671443.148246 nChanged 42 SP:Iteration 28Q (5051.591562 sec): 3 clusters Score: Raw -5677309.264012 + Penalty 5861.372921 = -5671447.891091 nChanged 41 SP:Iteration 29Q (5051.816224 sec): 3 clusters Score: Raw -5677315.397200 + Penalty 5861.372921 = -5671454.024279 nChanged 38 SP:Iteration 30Q (5052.070627 sec): 3 clusters Score: Raw -5677320.038426 + Penalty 5861.372921 = -5671458.665505 nChanged 25 SP:Iteration 31Q (5052.307894 sec): 3 clusters Score: Raw -5677322.725849 + Penalty 5861.372921 = -5671461.352928 nChanged 25 SP:Iteration 32Q (5052.651634 sec): 3 clusters Score: Raw -5677326.215787 + Penalty 5861.372921 = -5671464.842866 nChanged 29 SP:Iteration 33Q (5052.838580 sec): 3 clusters Score: Raw -5677330.536426 + Penalty 5861.372921 = -5671469.163505 nChanged 28 SP:Iteration 34Q (5053.080599 sec): 3 clusters Score: Raw -5677334.146791 + Penalty 5861.372921 = -5671472.773870 nChanged 23 SP:Iteration 35Q (5053.286072 sec): 3 clusters Score: Raw -5677336.770598 + Penalty 5861.372921 = -5671475.397677 nChanged 18 SP:Iteration 36Q (5053.537254 sec): 3 clusters Score: Raw -5677338.775738 + Penalty 5861.372921 = -5671477.402817 nChanged 16 SP:Iteration 37Q (5053.775618 sec): 3 clusters Score: Raw -5677340.389350 + Penalty 5861.372921 = -5671479.016429 nChanged 11 SP:Iteration 38Q (5053.995073 sec): 3 clusters Score: Raw -5677341.604073 + Penalty 5861.372921 = -5671480.231151 nChanged 7 SP:Iteration 39Q (5054.218961 sec): 3 clusters Score: Raw -5677342.393421 + Penalty 5861.372921 = -5671481.020500 nChanged 7 SP:Iteration 40F (5054.509246 sec): 3 clusters Score: Raw -5677343.147013 + Penalty 5861.372921 = -5671481.774092 nChanged 14 SP:Iteration 41Q (5054.728748 sec): 3 clusters Score: Raw -5677344.650487 + Penalty 5861.372921 = -5671483.277566 nChanged 5 SP:Iteration 42Q (5054.956641 sec): 3 clusters Score: Raw -5677345.046436 + Penalty 5861.372921 = -5671483.673515 nChanged 4 SP:Iteration 43Q (5055.212250 sec): 3 clusters Score: Raw -5677345.403375 + Penalty 5861.372921 = -5671484.030454 nChanged 4 SP:Iteration 44Q (5055.437037 sec): 3 clusters Score: Raw -5677345.691713 + Penalty 5861.372921 = -5671484.318792 nChanged 0 SP:Iteration 45F (5055.732735 sec): 3 clusters Score: Raw -5677345.691713 + Penalty 5861.372921 = -5671484.318792 nChanged 0 Trying to split cluster 2 (3760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5055.802829 sec): 2 clusters Score: Raw -281486.360214 + Penalty 2173.293998 = -279313.066215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5055.842910 sec): 3 clusters Score: Raw -279900.875793 + Penalty 4346.587997 = -275554.287796 nChanged 1330 SP:Iteration 1F (5055.890092 sec): 3 clusters Score: Raw -280827.075416 + Penalty 4346.587997 = -276480.487419 nChanged 304 SP:Iteration 2F (5055.937267 sec): 3 clusters Score: Raw -281119.556655 + Penalty 4346.587997 = -276772.968659 nChanged 242 SP:Iteration 3F (5055.978034 sec): 3 clusters Score: Raw -281351.083677 + Penalty 4346.587997 = -277004.495680 nChanged 188 SP:Iteration 4Q (5056.017898 sec): 3 clusters Score: Raw -281516.094813 + Penalty 4346.587997 = -277169.506816 nChanged 150 SP:Iteration 5Q (5056.057665 sec): 3 clusters Score: Raw -281644.840178 + Penalty 4346.587997 = -277298.252181 nChanged 130 SP:Iteration 6Q (5056.097527 sec): 3 clusters Score: Raw -281769.078463 + Penalty 4346.587997 = -277422.490466 nChanged 129 SP:Iteration 7Q (5056.137133 sec): 3 clusters Score: Raw -281875.996372 + Penalty 4346.587997 = -277529.408375 nChanged 92 SP:Iteration 8Q (5056.176807 sec): 3 clusters Score: Raw -281951.400933 + Penalty 4346.587997 = -277604.812936 nChanged 78 SP:Iteration 9Q (5056.216470 sec): 3 clusters Score: Raw -282011.391541 + Penalty 4346.587997 = -277664.803545 nChanged 59 SP:Iteration 10Q (5056.255985 sec): 3 clusters Score: Raw -282052.683887 + Penalty 4346.587997 = -277706.095890 nChanged 43 SP:Iteration 11Q (5056.295541 sec): 3 clusters Score: Raw -282076.842114 + Penalty 4346.587997 = -277730.254117 nChanged 26 SP:Iteration 12Q (5056.335142 sec): 3 clusters Score: Raw -282087.880741 + Penalty 4346.587997 = -277741.292744 nChanged 14 SP:Iteration 13Q (5056.375632 sec): 3 clusters Score: Raw -282093.877723 + Penalty 4346.587997 = -277747.289727 nChanged 9 SP:Iteration 14Q (5056.416244 sec): 3 clusters Score: Raw -282096.630536 + Penalty 4346.587997 = -277750.042540 nChanged 6 SP:Iteration 15Q (5056.456663 sec): 3 clusters Score: Raw -282098.760211 + Penalty 4346.587997 = -277752.172215 nChanged 9 SP:Iteration 16Q (5056.564518 sec): 3 clusters Score: Raw -282101.952999 + Penalty 4346.587997 = -277755.365002 nChanged 6 SP:Iteration 17Q (5056.688937 sec): 3 clusters Score: Raw -282104.312984 + Penalty 4346.587997 = -277757.724987 nChanged 6 SP:Iteration 18Q (5056.795710 sec): 3 clusters Score: Raw -282106.725998 + Penalty 4346.587997 = -277760.138001 nChanged 5 SP:Iteration 19Q (5056.903090 sec): 3 clusters Score: Raw -282108.219831 + Penalty 4346.587997 = -277761.631834 nChanged 1 SP:Iteration 20F (5057.012626 sec): 3 clusters Score: Raw -282109.133739 + Penalty 4346.587997 = -277762.545742 nChanged 2 SP:Iteration 21Q (5057.135073 sec): 3 clusters Score: Raw -282110.942227 + Penalty 4346.587997 = -277764.354231 nChanged 1 SP:Iteration 22Q (5057.185645 sec): 3 clusters Score: Raw -282111.070818 + Penalty 4346.587997 = -277764.482821 nChanged 1 SP:Iteration 23Q (5057.226210 sec): 3 clusters Score: Raw -282111.259518 + Penalty 4346.587997 = -277764.671521 nChanged 0 SP:Iteration 24F (5057.266685 sec): 3 clusters Score: Raw -282111.259518 + Penalty 4346.587997 = -277764.671521 nChanged 0 Trying to split cluster 3 (11563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5057.335551 sec): 2 clusters Score: Raw -1005753.230516 + Penalty 2469.869325 = -1003283.361191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5057.415785 sec): 3 clusters Score: Raw -999470.311671 + Penalty 4939.738650 = -994530.573021 nChanged 4937 SP:Iteration 1F (5057.531112 sec): 3 clusters Score: Raw -1002250.184492 + Penalty 4939.738650 = -997310.445842 nChanged 817 SP:Iteration 2F (5057.597721 sec): 3 clusters Score: Raw -1002697.183489 + Penalty 4939.738650 = -997757.444840 nChanged 683 SP:Iteration 3F (5057.664596 sec): 3 clusters Score: Raw -1003102.277345 + Penalty 4939.738650 = -998162.538696 nChanged 688 SP:Iteration 4F (5057.758664 sec): 3 clusters Score: Raw -1003549.798946 + Penalty 4939.738650 = -998610.060296 nChanged 681 SP:Iteration 5F (5057.839434 sec): 3 clusters Score: Raw -1004025.986535 + Penalty 4939.738650 = -999086.247886 nChanged 624 SP:Iteration 6F (5057.919572 sec): 3 clusters Score: Raw -1004484.003737 + Penalty 4939.738650 = -999544.265088 nChanged 625 SP:Iteration 7F (5058.005270 sec): 3 clusters Score: Raw -1004933.444461 + Penalty 4939.738650 = -999993.705811 nChanged 568 SP:Iteration 8Q (5058.092332 sec): 3 clusters Score: Raw -1005312.839319 + Penalty 4939.738650 = -1000373.100669 nChanged 475 SP:Iteration 9Q (5058.179333 sec): 3 clusters Score: Raw -1005588.959377 + Penalty 4939.738650 = -1000649.220728 nChanged 361 SP:Iteration 10Q (5058.350188 sec): 3 clusters Score: Raw -1005772.828178 + Penalty 4939.738650 = -1000833.089529 nChanged 268 SP:Iteration 11Q (5058.472358 sec): 3 clusters Score: Raw -1005892.337448 + Penalty 4939.738650 = -1000952.598799 nChanged 225 SP:Iteration 12Q (5058.609607 sec): 3 clusters Score: Raw -1005985.852187 + Penalty 4939.738650 = -1001046.113537 nChanged 184 SP:Iteration 13Q (5058.746564 sec): 3 clusters Score: Raw -1006068.510732 + Penalty 4939.738650 = -1001128.772082 nChanged 172 SP:Iteration 14Q (5058.845439 sec): 3 clusters Score: Raw -1006135.405350 + Penalty 4939.738650 = -1001195.666700 nChanged 152 SP:Iteration 15Q (5058.922590 sec): 3 clusters Score: Raw -1006194.154566 + Penalty 4939.738650 = -1001254.415916 nChanged 134 SP:Iteration 16Q (5059.000065 sec): 3 clusters Score: Raw -1006230.133979 + Penalty 4939.738650 = -1001290.395330 nChanged 84 SP:Iteration 17Q (5059.087452 sec): 3 clusters Score: Raw -1006250.320745 + Penalty 4939.738650 = -1001310.582095 nChanged 74 SP:Iteration 18Q (5059.191092 sec): 3 clusters Score: Raw -1006267.889557 + Penalty 4939.738650 = -1001328.150908 nChanged 62 SP:Iteration 19Q (5059.268878 sec): 3 clusters Score: Raw -1006281.812117 + Penalty 4939.738650 = -1001342.073467 nChanged 41 SP:Iteration 20F (5059.423660 sec): 3 clusters Score: Raw -1006290.415773 + Penalty 4939.738650 = -1001350.677123 nChanged 35 SP:Iteration 21Q (5059.568315 sec): 3 clusters Score: Raw -1006297.273780 + Penalty 4939.738650 = -1001357.535130 nChanged 28 SP:Iteration 22Q (5059.725669 sec): 3 clusters Score: Raw -1006303.837807 + Penalty 4939.738650 = -1001364.099158 nChanged 35 SP:Iteration 23Q (5059.846964 sec): 3 clusters Score: Raw -1006310.236827 + Penalty 4939.738650 = -1001370.498178 nChanged 29 SP:Iteration 24Q (5059.987386 sec): 3 clusters Score: Raw -1006315.537569 + Penalty 4939.738650 = -1001375.798919 nChanged 35 SP:Iteration 25Q (5060.061930 sec): 3 clusters Score: Raw -1006322.026577 + Penalty 4939.738650 = -1001382.287928 nChanged 32 SP:Iteration 26Q (5060.136558 sec): 3 clusters Score: Raw -1006327.962310 + Penalty 4939.738650 = -1001388.223660 nChanged 26 SP:Iteration 27Q (5060.221278 sec): 3 clusters Score: Raw -1006332.977283 + Penalty 4939.738650 = -1001393.238634 nChanged 39 SP:Iteration 28Q (5060.308522 sec): 3 clusters Score: Raw -1006340.075268 + Penalty 4939.738650 = -1001400.336618 nChanged 30 SP:Iteration 29Q (5060.395293 sec): 3 clusters Score: Raw -1006348.355571 + Penalty 4939.738650 = -1001408.616922 nChanged 42 SP:Iteration 30Q (5060.480917 sec): 3 clusters Score: Raw -1006359.221521 + Penalty 4939.738650 = -1001419.482872 nChanged 46 SP:Iteration 31Q (5060.566041 sec): 3 clusters Score: Raw -1006371.002517 + Penalty 4939.738650 = -1001431.263867 nChanged 41 SP:Iteration 32Q (5060.651734 sec): 3 clusters Score: Raw -1006381.880718 + Penalty 4939.738650 = -1001442.142069 nChanged 44 SP:Iteration 33Q (5060.737736 sec): 3 clusters Score: Raw -1006392.067509 + Penalty 4939.738650 = -1001452.328859 nChanged 38 SP:Iteration 34Q (5060.823640 sec): 3 clusters Score: Raw -1006400.702698 + Penalty 4939.738650 = -1001460.964049 nChanged 43 SP:Iteration 35Q (5060.909584 sec): 3 clusters Score: Raw -1006410.663657 + Penalty 4939.738650 = -1001470.925008 nChanged 39 SP:Iteration 36Q (5060.995465 sec): 3 clusters Score: Raw -1006421.903299 + Penalty 4939.738650 = -1001482.164650 nChanged 42 SP:Iteration 37Q (5061.080918 sec): 3 clusters Score: Raw -1006433.148123 + Penalty 4939.738650 = -1001493.409474 nChanged 49 SP:Iteration 38Q (5061.171264 sec): 3 clusters Score: Raw -1006444.920736 + Penalty 4939.738650 = -1001505.182087 nChanged 38 SP:Iteration 39Q (5061.268765 sec): 3 clusters Score: Raw -1006454.206551 + Penalty 4939.738650 = -1001514.467902 nChanged 44 SP:Iteration 40F (5061.349026 sec): 3 clusters Score: Raw -1006468.055336 + Penalty 4939.738650 = -1001528.316687 nChanged 45 SP:Iteration 41Q (5061.434913 sec): 3 clusters Score: Raw -1006479.837343 + Penalty 4939.738650 = -1001540.098694 nChanged 40 SP:Iteration 42Q (5061.539299 sec): 3 clusters Score: Raw -1006489.315264 + Penalty 4939.738650 = -1001549.576615 nChanged 38 SP:Iteration 43Q (5061.621585 sec): 3 clusters Score: Raw -1006498.462172 + Penalty 4939.738650 = -1001558.723522 nChanged 40 SP:Iteration 44Q (5061.697723 sec): 3 clusters Score: Raw -1006506.623532 + Penalty 4939.738650 = -1001566.884882 nChanged 23 SP:Iteration 45Q (5061.782653 sec): 3 clusters Score: Raw -1006512.087533 + Penalty 4939.738650 = -1001572.348883 nChanged 25 SP:Iteration 46Q (5061.877752 sec): 3 clusters Score: Raw -1006517.330743 + Penalty 4939.738650 = -1001577.592094 nChanged 22 SP:Iteration 47Q (5061.972712 sec): 3 clusters Score: Raw -1006521.784725 + Penalty 4939.738650 = -1001582.046075 nChanged 21 SP:Iteration 48Q (5062.105389 sec): 3 clusters Score: Raw -1006524.955700 + Penalty 4939.738650 = -1001585.217051 nChanged 17 SP:Iteration 49Q (5062.240170 sec): 3 clusters Score: Raw -1006527.551882 + Penalty 4939.738650 = -1001587.813233 nChanged 10 SP:Iteration 50Q (5062.315705 sec): 3 clusters Score: Raw -1006529.978207 + Penalty 4939.738650 = -1001590.239558 nChanged 10 SP:Iteration 51Q (5062.481643 sec): 3 clusters Score: Raw -1006531.646613 + Penalty 4939.738650 = -1001591.907964 nChanged 9 SP:Iteration 52Q (5062.632770 sec): 3 clusters Score: Raw -1006533.295749 + Penalty 4939.738650 = -1001593.557099 nChanged 9 SP:Iteration 53Q (5062.801953 sec): 3 clusters Score: Raw -1006534.358651 + Penalty 4939.738650 = -1001594.620001 nChanged 3 SP:Iteration 54Q (5062.942542 sec): 3 clusters Score: Raw -1006534.725666 + Penalty 4939.738650 = -1001594.987016 nChanged 1 SP:Iteration 55Q (5063.130927 sec): 3 clusters Score: Raw -1006534.823784 + Penalty 4939.738650 = -1001595.085134 nChanged 0 SP:Iteration 56F (5063.254962 sec): 3 clusters Score: Raw -1006534.823784 + Penalty 4939.738650 = -1001595.085134 nChanged 0 Trying to split cluster 4 (14624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5063.345333 sec): 2 clusters Score: Raw -1282541.639083 + Penalty 2531.870694 = -1280009.768390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5063.478379 sec): 3 clusters Score: Raw -1274419.948295 + Penalty 5063.741387 = -1269356.206908 nChanged 6188 SP:Iteration 1F (5063.574056 sec): 3 clusters Score: Raw -1277834.155158 + Penalty 5063.741387 = -1272770.413771 nChanged 1075 SP:Iteration 2F (5063.675394 sec): 3 clusters Score: Raw -1278399.810538 + Penalty 5063.741387 = -1273336.069151 nChanged 872 SP:Iteration 3F (5063.774059 sec): 3 clusters Score: Raw -1278869.100124 + Penalty 5063.741387 = -1273805.358737 nChanged 770 SP:Iteration 4F (5063.894396 sec): 3 clusters Score: Raw -1279300.549650 + Penalty 5063.741387 = -1274236.808263 nChanged 778 SP:Iteration 5F (5064.006191 sec): 3 clusters Score: Raw -1279753.863516 + Penalty 5063.741387 = -1274690.122129 nChanged 702 SP:Iteration 6Q (5064.100477 sec): 3 clusters Score: Raw -1280158.457827 + Penalty 5063.741387 = -1275094.716440 nChanged 652 SP:Iteration 7Q (5064.209941 sec): 3 clusters Score: Raw -1280518.538160 + Penalty 5063.741387 = -1275454.796773 nChanged 545 SP:Iteration 8Q (5064.329114 sec): 3 clusters Score: Raw -1280805.202782 + Penalty 5063.741387 = -1275741.461395 nChanged 524 SP:Iteration 9Q (5064.426778 sec): 3 clusters Score: Raw -1281070.222940 + Penalty 5063.741387 = -1276006.481553 nChanged 448 SP:Iteration 10Q (5064.527640 sec): 3 clusters Score: Raw -1281301.642285 + Penalty 5063.741387 = -1276237.900898 nChanged 408 SP:Iteration 11Q (5064.636858 sec): 3 clusters Score: Raw -1281514.428089 + Penalty 5063.741387 = -1276450.686702 nChanged 359 SP:Iteration 12Q (5064.753223 sec): 3 clusters Score: Raw -1281692.830636 + Penalty 5063.741387 = -1276629.089249 nChanged 320 SP:Iteration 13Q (5064.848479 sec): 3 clusters Score: Raw -1281858.159340 + Penalty 5063.741387 = -1276794.417953 nChanged 307 SP:Iteration 14Q (5064.953321 sec): 3 clusters Score: Raw -1282010.361636 + Penalty 5063.741387 = -1276946.620249 nChanged 277 SP:Iteration 15Q (5065.071572 sec): 3 clusters Score: Raw -1282141.752605 + Penalty 5063.741387 = -1277078.011218 nChanged 223 SP:Iteration 16Q (5065.165602 sec): 3 clusters Score: Raw -1282231.990009 + Penalty 5063.741387 = -1277168.248622 nChanged 175 SP:Iteration 17Q (5065.262177 sec): 3 clusters Score: Raw -1282294.995533 + Penalty 5063.741387 = -1277231.254146 nChanged 170 SP:Iteration 18Q (5065.368469 sec): 3 clusters Score: Raw -1282363.884230 + Penalty 5063.741387 = -1277300.142843 nChanged 158 SP:Iteration 19Q (5065.486253 sec): 3 clusters Score: Raw -1282436.750972 + Penalty 5063.741387 = -1277373.009585 nChanged 146 SP:Iteration 20F (5065.588762 sec): 3 clusters Score: Raw -1282504.331048 + Penalty 5063.741387 = -1277440.589661 nChanged 137 SP:Iteration 21Q (5065.705085 sec): 3 clusters Score: Raw -1282565.639791 + Penalty 5063.741387 = -1277501.898404 nChanged 147 SP:Iteration 22Q (5065.795000 sec): 3 clusters Score: Raw -1282631.199743 + Penalty 5063.741387 = -1277567.458356 nChanged 135 SP:Iteration 23Q (5066.034727 sec): 3 clusters Score: Raw -1282687.140609 + Penalty 5063.741387 = -1277623.399222 nChanged 124 SP:Iteration 24Q (5066.237785 sec): 3 clusters Score: Raw -1282736.165935 + Penalty 5063.741387 = -1277672.424548 nChanged 96 SP:Iteration 25Q (5066.450270 sec): 3 clusters Score: Raw -1282769.745822 + Penalty 5063.741387 = -1277706.004435 nChanged 83 SP:Iteration 26Q (5066.553273 sec): 3 clusters Score: Raw -1282798.568658 + Penalty 5063.741387 = -1277734.827271 nChanged 70 SP:Iteration 27Q (5066.638483 sec): 3 clusters Score: Raw -1282825.663248 + Penalty 5063.741387 = -1277761.921861 nChanged 66 SP:Iteration 28Q (5066.728467 sec): 3 clusters Score: Raw -1282849.628490 + Penalty 5063.741387 = -1277785.887103 nChanged 56 SP:Iteration 29Q (5066.858072 sec): 3 clusters Score: Raw -1282869.245309 + Penalty 5063.741387 = -1277805.503922 nChanged 42 SP:Iteration 30Q (5066.953252 sec): 3 clusters Score: Raw -1282884.560231 + Penalty 5063.741387 = -1277820.818844 nChanged 45 SP:Iteration 31Q (5067.071233 sec): 3 clusters Score: Raw -1282900.020625 + Penalty 5063.741387 = -1277836.279238 nChanged 49 SP:Iteration 32Q (5067.159042 sec): 3 clusters Score: Raw -1282913.960081 + Penalty 5063.741387 = -1277850.218694 nChanged 38 SP:Iteration 33Q (5067.250582 sec): 3 clusters Score: Raw -1282924.828781 + Penalty 5063.741387 = -1277861.087394 nChanged 41 SP:Iteration 34Q (5067.351935 sec): 3 clusters Score: Raw -1282935.991201 + Penalty 5063.741387 = -1277872.249814 nChanged 32 SP:Iteration 35Q (5067.467932 sec): 3 clusters Score: Raw -1282944.514740 + Penalty 5063.741387 = -1277880.773353 nChanged 25 SP:Iteration 36Q (5067.564010 sec): 3 clusters Score: Raw -1282952.104069 + Penalty 5063.741387 = -1277888.362682 nChanged 22 SP:Iteration 37Q (5067.681266 sec): 3 clusters Score: Raw -1282958.010465 + Penalty 5063.741387 = -1277894.269078 nChanged 21 SP:Iteration 38Q (5067.768926 sec): 3 clusters Score: Raw -1282963.902992 + Penalty 5063.741387 = -1277900.161605 nChanged 23 SP:Iteration 39Q (5067.859978 sec): 3 clusters Score: Raw -1282969.369226 + Penalty 5063.741387 = -1277905.627839 nChanged 18 SP:Iteration 40F (5068.037675 sec): 3 clusters Score: Raw -1282974.331858 + Penalty 5063.741387 = -1277910.590470 nChanged 11 SP:Iteration 41Q (5068.144220 sec): 3 clusters Score: Raw -1282977.045888 + Penalty 5063.741387 = -1277913.304501 nChanged 11 SP:Iteration 42Q (5068.298745 sec): 3 clusters Score: Raw -1282979.981095 + Penalty 5063.741387 = -1277916.239708 nChanged 13 SP:Iteration 43Q (5068.388736 sec): 3 clusters Score: Raw -1282983.940417 + Penalty 5063.741387 = -1277920.199030 nChanged 15 SP:Iteration 44Q (5068.507597 sec): 3 clusters Score: Raw -1282987.714933 + Penalty 5063.741387 = -1277923.973546 nChanged 17 SP:Iteration 45Q (5068.596136 sec): 3 clusters Score: Raw -1282992.733017 + Penalty 5063.741387 = -1277928.991630 nChanged 15 SP:Iteration 46Q (5068.688429 sec): 3 clusters Score: Raw -1282997.272321 + Penalty 5063.741387 = -1277933.530934 nChanged 13 SP:Iteration 47Q (5068.792378 sec): 3 clusters Score: Raw -1283001.514829 + Penalty 5063.741387 = -1277937.773442 nChanged 15 SP:Iteration 48Q (5068.906038 sec): 3 clusters Score: Raw -1283005.688755 + Penalty 5063.741387 = -1277941.947368 nChanged 11 SP:Iteration 49Q (5069.002827 sec): 3 clusters Score: Raw -1283007.867250 + Penalty 5063.741387 = -1277944.125863 nChanged 7 SP:Iteration 50Q (5069.118907 sec): 3 clusters Score: Raw -1283009.341663 + Penalty 5063.741387 = -1277945.600276 nChanged 6 SP:Iteration 51Q (5069.206671 sec): 3 clusters Score: Raw -1283010.799552 + Penalty 5063.741387 = -1277947.058165 nChanged 6 SP:Iteration 52Q (5069.296959 sec): 3 clusters Score: Raw -1283012.746113 + Penalty 5063.741387 = -1277949.004726 nChanged 9 SP:Iteration 53Q (5069.396287 sec): 3 clusters Score: Raw -1283015.862185 + Penalty 5063.741387 = -1277952.120798 nChanged 11 SP:Iteration 54Q (5069.594308 sec): 3 clusters Score: Raw -1283018.934713 + Penalty 5063.741387 = -1277955.193326 nChanged 7 SP:Iteration 55Q (5069.781426 sec): 3 clusters Score: Raw -1283021.069591 + Penalty 5063.741387 = -1277957.328204 nChanged 12 SP:Iteration 56Q (5070.003171 sec): 3 clusters Score: Raw -1283024.525742 + Penalty 5063.741387 = -1277960.784354 nChanged 7 SP:Iteration 57Q (5070.111093 sec): 3 clusters Score: Raw -1283026.280260 + Penalty 5063.741387 = -1277962.538873 nChanged 8 SP:Iteration 58Q (5070.238267 sec): 3 clusters Score: Raw -1283028.062254 + Penalty 5063.741387 = -1277964.320867 nChanged 8 SP:Iteration 59Q (5070.322944 sec): 3 clusters Score: Raw -1283030.101249 + Penalty 5063.741387 = -1277966.359862 nChanged 8 SP:Iteration 60F (5070.420568 sec): 3 clusters Score: Raw -1283032.617841 + Penalty 5063.741387 = -1277968.876454 nChanged 6 SP:Iteration 61Q (5070.517502 sec): 3 clusters Score: Raw -1283034.263392 + Penalty 5063.741387 = -1277970.522005 nChanged 6 SP:Iteration 62Q (5070.614089 sec): 3 clusters Score: Raw -1283035.596254 + Penalty 5063.741387 = -1277971.854867 nChanged 2 SP:Iteration 63Q (5070.722457 sec): 3 clusters Score: Raw -1283035.899095 + Penalty 5063.741387 = -1277972.157708 nChanged 1 SP:Iteration 64Q (5070.819338 sec): 3 clusters Score: Raw -1283036.107081 + Penalty 5063.741387 = -1277972.365694 nChanged 0 SP:Iteration 65F (5070.916925 sec): 3 clusters Score: Raw -1283036.107081 + Penalty 5063.741387 = -1277972.365694 nChanged 0 Trying to split cluster 5 (2817 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5070.973199 sec): 2 clusters Score: Raw -178097.045946 + Penalty 2097.064931 = -175999.981015 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5071.023523 sec): 3 clusters Score: Raw -176998.552702 + Penalty 4194.129861 = -172804.422840 nChanged 998 SP:Iteration 1F (5071.073252 sec): 3 clusters Score: Raw -177920.117303 + Penalty 4194.129861 = -173725.987441 nChanged 329 SP:Iteration 2F (5071.122774 sec): 3 clusters Score: Raw -178446.213047 + Penalty 4194.129861 = -174252.083186 nChanged 268 SP:Iteration 3F (5071.166445 sec): 3 clusters Score: Raw -178997.094764 + Penalty 4194.129861 = -174802.964903 nChanged 249 SP:Iteration 4F (5071.205569 sec): 3 clusters Score: Raw -179454.044080 + Penalty 4194.129861 = -175259.914219 nChanged 163 SP:Iteration 5F (5071.244637 sec): 3 clusters Score: Raw -179665.353334 + Penalty 4194.129861 = -175471.223473 nChanged 80 SP:Iteration 6Q (5071.284441 sec): 3 clusters Score: Raw -179760.498231 + Penalty 4194.129861 = -175566.368370 nChanged 73 SP:Iteration 7Q (5071.334552 sec): 3 clusters Score: Raw -179824.730275 + Penalty 4194.129861 = -175630.600413 nChanged 47 SP:Iteration 8Q (5071.386768 sec): 3 clusters Score: Raw -179873.313379 + Penalty 4194.129861 = -175679.183517 nChanged 44 SP:Iteration 9Q (5071.543200 sec): 3 clusters Score: Raw -179910.161913 + Penalty 4194.129861 = -175716.032052 nChanged 31 SP:Iteration 10Q (5071.642735 sec): 3 clusters Score: Raw -179936.553650 + Penalty 4194.129861 = -175742.423789 nChanged 15 SP:Iteration 11Q (5071.762546 sec): 3 clusters Score: Raw -179955.213584 + Penalty 4194.129861 = -175761.083723 nChanged 8 SP:Iteration 12Q (5071.805889 sec): 3 clusters Score: Raw -179973.502462 + Penalty 4194.129861 = -175779.372601 nChanged 13 SP:Iteration 13Q (5071.847777 sec): 3 clusters Score: Raw -179988.845937 + Penalty 4194.129861 = -175794.716076 nChanged 14 SP:Iteration 14Q (5071.888453 sec): 3 clusters Score: Raw -180002.191629 + Penalty 4194.129861 = -175808.061768 nChanged 13 SP:Iteration 15Q (5071.929075 sec): 3 clusters Score: Raw -180014.166814 + Penalty 4194.129861 = -175820.036952 nChanged 9 SP:Iteration 16Q (5071.969374 sec): 3 clusters Score: Raw -180020.754618 + Penalty 4194.129861 = -175826.624756 nChanged 6 SP:Iteration 17Q (5072.010344 sec): 3 clusters Score: Raw -180023.801113 + Penalty 4194.129861 = -175829.671252 nChanged 3 SP:Iteration 18Q (5072.135756 sec): 3 clusters Score: Raw -180026.011217 + Penalty 4194.129861 = -175831.881355 nChanged 5 SP:Iteration 19Q (5072.265392 sec): 3 clusters Score: Raw -180028.559843 + Penalty 4194.129861 = -175834.429982 nChanged 1 SP:Iteration 20F (5072.372474 sec): 3 clusters Score: Raw -180028.739832 + Penalty 4194.129861 = -175834.609971 nChanged 2 SP:Iteration 21Q (5072.494814 sec): 3 clusters Score: Raw -180030.960583 + Penalty 4194.129861 = -175836.830721 nChanged 2 SP:Iteration 22Q (5072.623537 sec): 3 clusters Score: Raw -180031.674731 + Penalty 4194.129861 = -175837.544869 nChanged 0 SP:Iteration 23F (5072.747182 sec): 3 clusters Score: Raw -180031.674731 + Penalty 4194.129861 = -175837.544869 nChanged 0 Trying to split cluster 6 (7570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5072.835657 sec): 2 clusters Score: Raw -634305.972017 + Penalty 2358.034363 = -631947.937654 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5073.006054 sec): 3 clusters Score: Raw -630377.383602 + Penalty 4716.068727 = -625661.314875 nChanged 3076 SP:Iteration 1F (5073.060974 sec): 3 clusters Score: Raw -632171.675026 + Penalty 4716.068727 = -627455.606299 nChanged 627 SP:Iteration 2F (5073.117261 sec): 3 clusters Score: Raw -632584.338199 + Penalty 4716.068727 = -627868.269473 nChanged 499 SP:Iteration 3F (5073.172975 sec): 3 clusters Score: Raw -632948.995983 + Penalty 4716.068727 = -628232.927256 nChanged 427 SP:Iteration 4F (5073.235524 sec): 3 clusters Score: Raw -633284.030298 + Penalty 4716.068727 = -628567.961571 nChanged 403 SP:Iteration 5F (5073.319671 sec): 3 clusters Score: Raw -633628.897237 + Penalty 4716.068727 = -628912.828510 nChanged 407 SP:Iteration 6F (5073.404047 sec): 3 clusters Score: Raw -633972.538066 + Penalty 4716.068727 = -629256.469339 nChanged 382 SP:Iteration 7F (5073.461598 sec): 3 clusters Score: Raw -634294.034762 + Penalty 4716.068727 = -629577.966035 nChanged 342 SP:Iteration 8Q (5073.519106 sec): 3 clusters Score: Raw -634561.024017 + Penalty 4716.068727 = -629844.955291 nChanged 290 SP:Iteration 9Q (5073.585582 sec): 3 clusters Score: Raw -634751.269866 + Penalty 4716.068727 = -630035.201139 nChanged 233 SP:Iteration 10Q (5073.658019 sec): 3 clusters Score: Raw -634893.168829 + Penalty 4716.068727 = -630177.100102 nChanged 191 SP:Iteration 11Q (5073.725813 sec): 3 clusters Score: Raw -635013.232513 + Penalty 4716.068727 = -630297.163786 nChanged 166 SP:Iteration 12Q (5073.790113 sec): 3 clusters Score: Raw -635107.617224 + Penalty 4716.068727 = -630391.548497 nChanged 141 SP:Iteration 13Q (5073.854206 sec): 3 clusters Score: Raw -635185.397396 + Penalty 4716.068727 = -630469.328669 nChanged 111 SP:Iteration 14Q (5073.918423 sec): 3 clusters Score: Raw -635249.893065 + Penalty 4716.068727 = -630533.824338 nChanged 106 SP:Iteration 15Q (5073.982086 sec): 3 clusters Score: Raw -635307.154931 + Penalty 4716.068727 = -630591.086204 nChanged 84 SP:Iteration 16Q (5074.048942 sec): 3 clusters Score: Raw -635352.223762 + Penalty 4716.068727 = -630636.155035 nChanged 78 SP:Iteration 17Q (5074.127625 sec): 3 clusters Score: Raw -635391.485470 + Penalty 4716.068727 = -630675.416743 nChanged 75 SP:Iteration 18Q (5074.194808 sec): 3 clusters Score: Raw -635426.154055 + Penalty 4716.068727 = -630710.085328 nChanged 75 SP:Iteration 19Q (5074.259108 sec): 3 clusters Score: Raw -635459.991615 + Penalty 4716.068727 = -630743.922889 nChanged 56 SP:Iteration 20F (5074.323982 sec): 3 clusters Score: Raw -635483.342830 + Penalty 4716.068727 = -630767.274104 nChanged 58 SP:Iteration 21Q (5074.389036 sec): 3 clusters Score: Raw -635504.641548 + Penalty 4716.068727 = -630788.572821 nChanged 46 SP:Iteration 22Q (5074.467410 sec): 3 clusters Score: Raw -635522.514120 + Penalty 4716.068727 = -630806.445393 nChanged 44 SP:Iteration 23Q (5074.656192 sec): 3 clusters Score: Raw -635535.824713 + Penalty 4716.068727 = -630819.755987 nChanged 45 SP:Iteration 24Q (5074.770509 sec): 3 clusters Score: Raw -635547.507522 + Penalty 4716.068727 = -630831.438795 nChanged 31 SP:Iteration 25Q (5074.940125 sec): 3 clusters Score: Raw -635556.829789 + Penalty 4716.068727 = -630840.761062 nChanged 30 SP:Iteration 26Q (5075.070989 sec): 3 clusters Score: Raw -635565.503741 + Penalty 4716.068727 = -630849.435014 nChanged 28 SP:Iteration 27Q (5075.241081 sec): 3 clusters Score: Raw -635572.615917 + Penalty 4716.068727 = -630856.547190 nChanged 22 SP:Iteration 28Q (5075.359376 sec): 3 clusters Score: Raw -635578.668546 + Penalty 4716.068727 = -630862.599819 nChanged 22 SP:Iteration 29Q (5075.428077 sec): 3 clusters Score: Raw -635584.530342 + Penalty 4716.068727 = -630868.461615 nChanged 18 SP:Iteration 30Q (5075.491247 sec): 3 clusters Score: Raw -635588.484524 + Penalty 4716.068727 = -630872.415797 nChanged 12 SP:Iteration 31Q (5075.550414 sec): 3 clusters Score: Raw -635590.990391 + Penalty 4716.068727 = -630874.921664 nChanged 10 SP:Iteration 32Q (5075.609664 sec): 3 clusters Score: Raw -635593.868491 + Penalty 4716.068727 = -630877.799764 nChanged 15 SP:Iteration 33Q (5075.678155 sec): 3 clusters Score: Raw -635597.060710 + Penalty 4716.068727 = -630880.991983 nChanged 11 SP:Iteration 34Q (5075.750541 sec): 3 clusters Score: Raw -635598.992760 + Penalty 4716.068727 = -630882.924033 nChanged 8 SP:Iteration 35Q (5075.817849 sec): 3 clusters Score: Raw -635600.798642 + Penalty 4716.068727 = -630884.729915 nChanged 6 SP:Iteration 36Q (5075.881506 sec): 3 clusters Score: Raw -635602.222539 + Penalty 4716.068727 = -630886.153812 nChanged 7 SP:Iteration 37Q (5075.945363 sec): 3 clusters Score: Raw -635603.206005 + Penalty 4716.068727 = -630887.137278 nChanged 4 SP:Iteration 38Q (5076.011104 sec): 3 clusters Score: Raw -635603.775611 + Penalty 4716.068727 = -630887.706884 nChanged 5 SP:Iteration 39Q (5076.089631 sec): 3 clusters Score: Raw -635604.432616 + Penalty 4716.068727 = -630888.363889 nChanged 2 SP:Iteration 40F (5076.166923 sec): 3 clusters Score: Raw -635604.713040 + Penalty 4716.068727 = -630888.644313 nChanged 0 Trying to split cluster 7 (2615 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5076.211397 sec): 2 clusters Score: Raw -199359.657155 + Penalty 2077.421115 = -197282.236039 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5076.258717 sec): 3 clusters Score: Raw -198337.961439 + Penalty 4154.842231 = -194183.119208 nChanged 893 SP:Iteration 1F (5076.306207 sec): 3 clusters Score: Raw -199123.092206 + Penalty 4154.842231 = -194968.249975 nChanged 251 SP:Iteration 2F (5076.353551 sec): 3 clusters Score: Raw -199453.556355 + Penalty 4154.842231 = -195298.714124 nChanged 191 SP:Iteration 3F (5076.401120 sec): 3 clusters Score: Raw -199713.067317 + Penalty 4154.842231 = -195558.225086 nChanged 132 SP:Iteration 4F (5076.443328 sec): 3 clusters Score: Raw -199890.856551 + Penalty 4154.842231 = -195736.014320 nChanged 115 SP:Iteration 5Q (5076.481945 sec): 3 clusters Score: Raw -200022.090155 + Penalty 4154.842231 = -195867.247924 nChanged 90 SP:Iteration 6Q (5076.520695 sec): 3 clusters Score: Raw -200120.034193 + Penalty 4154.842231 = -195965.191962 nChanged 69 SP:Iteration 7Q (5076.559372 sec): 3 clusters Score: Raw -200185.665658 + Penalty 4154.842231 = -196030.823428 nChanged 41 SP:Iteration 8Q (5076.597916 sec): 3 clusters Score: Raw -200222.298902 + Penalty 4154.842231 = -196067.456672 nChanged 33 SP:Iteration 9Q (5076.637129 sec): 3 clusters Score: Raw -200248.257221 + Penalty 4154.842231 = -196093.414990 nChanged 29 SP:Iteration 10Q (5076.676518 sec): 3 clusters Score: Raw -200267.715874 + Penalty 4154.842231 = -196112.873643 nChanged 26 SP:Iteration 11Q (5076.715985 sec): 3 clusters Score: Raw -200292.135155 + Penalty 4154.842231 = -196137.292925 nChanged 20 SP:Iteration 12Q (5076.853198 sec): 3 clusters Score: Raw -200311.464390 + Penalty 4154.842231 = -196156.622159 nChanged 19 SP:Iteration 13Q (5076.978227 sec): 3 clusters Score: Raw -200332.989907 + Penalty 4154.842231 = -196178.147676 nChanged 26 SP:Iteration 14Q (5077.103306 sec): 3 clusters Score: Raw -200351.791521 + Penalty 4154.842231 = -196196.949290 nChanged 15 SP:Iteration 15Q (5077.200075 sec): 3 clusters Score: Raw -200361.915869 + Penalty 4154.842231 = -196207.073638 nChanged 16 SP:Iteration 16Q (5077.359396 sec): 3 clusters Score: Raw -200372.947399 + Penalty 4154.842231 = -196218.105168 nChanged 15 SP:Iteration 17Q (5077.456556 sec): 3 clusters Score: Raw -200382.978140 + Penalty 4154.842231 = -196228.135909 nChanged 9 SP:Iteration 18Q (5077.579465 sec): 3 clusters Score: Raw -200388.154643 + Penalty 4154.842231 = -196233.312412 nChanged 7 SP:Iteration 19Q (5077.665910 sec): 3 clusters Score: Raw -200391.766668 + Penalty 4154.842231 = -196236.924437 nChanged 3 SP:Iteration 20F (5077.704950 sec): 3 clusters Score: Raw -200393.207941 + Penalty 4154.842231 = -196238.365711 nChanged 1 SP:Iteration 21Q (5077.743979 sec): 3 clusters Score: Raw -200393.946448 + Penalty 4154.842231 = -196239.104217 nChanged 5 SP:Iteration 22Q (5077.782933 sec): 3 clusters Score: Raw -200398.576199 + Penalty 4154.842231 = -196243.733968 nChanged 3 SP:Iteration 23Q (5077.821756 sec): 3 clusters Score: Raw -200400.354894 + Penalty 4154.842231 = -196245.512663 nChanged 1 SP:Iteration 24Q (5077.861021 sec): 3 clusters Score: Raw -200400.807573 + Penalty 4154.842231 = -196245.965342 nChanged 0 SP:Iteration 25F (5077.900654 sec): 3 clusters Score: Raw -200400.807573 + Penalty 4154.842231 = -196245.965342 nChanged 0 Trying to split cluster 8 (12480 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5077.979424 sec): 2 clusters Score: Raw -962541.967719 + Penalty 2490.017017 = -960051.950701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5078.105373 sec): 3 clusters Score: Raw -955754.960248 + Penalty 4980.034035 = -950774.926213 nChanged 5225 SP:Iteration 1F (5078.292225 sec): 3 clusters Score: Raw -958691.098537 + Penalty 4980.034035 = -953711.064502 nChanged 798 SP:Iteration 2F (5078.486778 sec): 3 clusters Score: Raw -959149.421605 + Penalty 4980.034035 = -954169.387570 nChanged 714 SP:Iteration 3F (5078.605497 sec): 3 clusters Score: Raw -959604.782405 + Penalty 4980.034035 = -954624.748370 nChanged 688 SP:Iteration 4F (5078.721694 sec): 3 clusters Score: Raw -960056.951145 + Penalty 4980.034035 = -955076.917110 nChanged 657 SP:Iteration 5F (5078.800709 sec): 3 clusters Score: Raw -960513.162374 + Penalty 4980.034035 = -955533.128339 nChanged 648 SP:Iteration 6F (5078.910170 sec): 3 clusters Score: Raw -960993.615330 + Penalty 4980.034035 = -956013.581295 nChanged 655 SP:Iteration 7F (5078.999202 sec): 3 clusters Score: Raw -961464.216889 + Penalty 4980.034035 = -956484.182855 nChanged 601 SP:Iteration 8Q (5079.083403 sec): 3 clusters Score: Raw -961863.109125 + Penalty 4980.034035 = -956883.075090 nChanged 520 SP:Iteration 9Q (5079.178953 sec): 3 clusters Score: Raw -962154.815690 + Penalty 4980.034035 = -957174.781655 nChanged 394 SP:Iteration 10Q (5079.275360 sec): 3 clusters Score: Raw -962348.013927 + Penalty 4980.034035 = -957367.979892 nChanged 335 SP:Iteration 11Q (5079.368817 sec): 3 clusters Score: Raw -962498.980411 + Penalty 4980.034035 = -957518.946376 nChanged 275 SP:Iteration 12Q (5079.460008 sec): 3 clusters Score: Raw -962613.632272 + Penalty 4980.034035 = -957633.598237 nChanged 245 SP:Iteration 13Q (5079.554469 sec): 3 clusters Score: Raw -962702.492756 + Penalty 4980.034035 = -957722.458722 nChanged 198 SP:Iteration 14Q (5079.641360 sec): 3 clusters Score: Raw -962769.795846 + Penalty 4980.034035 = -957789.761811 nChanged 149 SP:Iteration 15Q (5079.828626 sec): 3 clusters Score: Raw -962816.736912 + Penalty 4980.034035 = -957836.702877 nChanged 128 SP:Iteration 16Q (5079.993614 sec): 3 clusters Score: Raw -962854.331970 + Penalty 4980.034035 = -957874.297935 nChanged 114 SP:Iteration 17Q (5080.166936 sec): 3 clusters Score: Raw -962884.876402 + Penalty 4980.034035 = -957904.842368 nChanged 101 SP:Iteration 18Q (5080.316718 sec): 3 clusters Score: Raw -962910.400997 + Penalty 4980.034035 = -957930.366962 nChanged 80 SP:Iteration 19Q (5080.407064 sec): 3 clusters Score: Raw -962930.637169 + Penalty 4980.034035 = -957950.603134 nChanged 79 SP:Iteration 20F (5080.495093 sec): 3 clusters Score: Raw -962952.042837 + Penalty 4980.034035 = -957972.008802 nChanged 79 SP:Iteration 21Q (5080.659968 sec): 3 clusters Score: Raw -962975.757373 + Penalty 4980.034035 = -957995.723338 nChanged 82 SP:Iteration 22Q (5080.749878 sec): 3 clusters Score: Raw -962999.685019 + Penalty 4980.034035 = -958019.650984 nChanged 77 SP:Iteration 23Q (5080.838519 sec): 3 clusters Score: Raw -963025.922229 + Penalty 4980.034035 = -958045.888194 nChanged 83 SP:Iteration 24Q (5080.947577 sec): 3 clusters Score: Raw -963052.451656 + Penalty 4980.034035 = -958072.417621 nChanged 94 SP:Iteration 25Q (5081.031232 sec): 3 clusters Score: Raw -963081.560244 + Penalty 4980.034035 = -958101.526209 nChanged 89 SP:Iteration 26Q (5081.111824 sec): 3 clusters Score: Raw -963115.028861 + Penalty 4980.034035 = -958134.994826 nChanged 82 SP:Iteration 27Q (5081.211143 sec): 3 clusters Score: Raw -963145.496802 + Penalty 4980.034035 = -958165.462767 nChanged 76 SP:Iteration 28Q (5081.299981 sec): 3 clusters Score: Raw -963168.302486 + Penalty 4980.034035 = -958188.268451 nChanged 77 SP:Iteration 29Q (5081.387169 sec): 3 clusters Score: Raw -963190.411487 + Penalty 4980.034035 = -958210.377452 nChanged 65 SP:Iteration 30Q (5081.480584 sec): 3 clusters Score: Raw -963206.588327 + Penalty 4980.034035 = -958226.554292 nChanged 56 SP:Iteration 31Q (5081.592615 sec): 3 clusters Score: Raw -963220.686401 + Penalty 4980.034035 = -958240.652366 nChanged 48 SP:Iteration 32Q (5081.673506 sec): 3 clusters Score: Raw -963231.742829 + Penalty 4980.034035 = -958251.708794 nChanged 38 SP:Iteration 33Q (5081.752270 sec): 3 clusters Score: Raw -963239.944806 + Penalty 4980.034035 = -958259.910771 nChanged 36 SP:Iteration 34Q (5081.850886 sec): 3 clusters Score: Raw -963249.573640 + Penalty 4980.034035 = -958269.539605 nChanged 46 SP:Iteration 35Q (5081.939453 sec): 3 clusters Score: Raw -963261.810264 + Penalty 4980.034035 = -958281.776229 nChanged 39 SP:Iteration 36Q (5082.070499 sec): 3 clusters Score: Raw -963271.467185 + Penalty 4980.034035 = -958291.433150 nChanged 38 SP:Iteration 37Q (5082.204328 sec): 3 clusters Score: Raw -963280.515886 + Penalty 4980.034035 = -958300.481851 nChanged 35 SP:Iteration 38Q (5082.290499 sec): 3 clusters Score: Raw -963289.386852 + Penalty 4980.034035 = -958309.352817 nChanged 35 SP:Iteration 39Q (5082.399000 sec): 3 clusters Score: Raw -963297.151317 + Penalty 4980.034035 = -958317.117282 nChanged 29 SP:Iteration 40F (5082.488983 sec): 3 clusters Score: Raw -963303.713783 + Penalty 4980.034035 = -958323.679748 nChanged 26 SP:Iteration 41Q (5082.567187 sec): 3 clusters Score: Raw -963310.008658 + Penalty 4980.034035 = -958329.974623 nChanged 38 SP:Iteration 42Q (5082.662761 sec): 3 clusters Score: Raw -963319.919568 + Penalty 4980.034035 = -958339.885533 nChanged 35 SP:Iteration 43Q (5082.752749 sec): 3 clusters Score: Raw -963330.301635 + Penalty 4980.034035 = -958350.267600 nChanged 49 SP:Iteration 44Q (5082.842376 sec): 3 clusters Score: Raw -963341.699533 + Penalty 4980.034035 = -958361.665498 nChanged 33 SP:Iteration 45Q (5082.932120 sec): 3 clusters Score: Raw -963347.876798 + Penalty 4980.034035 = -958367.842763 nChanged 29 SP:Iteration 46Q (5083.021948 sec): 3 clusters Score: Raw -963354.824424 + Penalty 4980.034035 = -958374.790389 nChanged 34 SP:Iteration 47Q (5083.232498 sec): 3 clusters Score: Raw -963364.817440 + Penalty 4980.034035 = -958384.783405 nChanged 38 SP:Iteration 48Q (5083.397112 sec): 3 clusters Score: Raw -963373.194428 + Penalty 4980.034035 = -958393.160393 nChanged 22 SP:Iteration 49Q (5083.617048 sec): 3 clusters Score: Raw -963378.378402 + Penalty 4980.034035 = -958398.344367 nChanged 18 SP:Iteration 50Q (5083.772970 sec): 3 clusters Score: Raw -963383.227822 + Penalty 4980.034035 = -958403.193788 nChanged 29 SP:Iteration 51Q (5083.865876 sec): 3 clusters Score: Raw -963389.940878 + Penalty 4980.034035 = -958409.906843 nChanged 20 SP:Iteration 52Q (5083.960845 sec): 3 clusters Score: Raw -963393.765417 + Penalty 4980.034035 = -958413.731382 nChanged 16 SP:Iteration 53Q (5084.050658 sec): 3 clusters Score: Raw -963396.703483 + Penalty 4980.034035 = -958416.669448 nChanged 9 SP:Iteration 54Q (5084.138059 sec): 3 clusters Score: Raw -963399.204435 + Penalty 4980.034035 = -958419.170400 nChanged 13 SP:Iteration 55Q (5084.303918 sec): 3 clusters Score: Raw -963402.760648 + Penalty 4980.034035 = -958422.726613 nChanged 18 SP:Iteration 56Q (5084.379688 sec): 3 clusters Score: Raw -963406.952955 + Penalty 4980.034035 = -958426.918920 nChanged 22 SP:Iteration 57Q (5084.460645 sec): 3 clusters Score: Raw -963411.299720 + Penalty 4980.034035 = -958431.265685 nChanged 21 SP:Iteration 58Q (5084.542967 sec): 3 clusters Score: Raw -963416.518486 + Penalty 4980.034035 = -958436.484451 nChanged 30 SP:Iteration 59Q (5084.639973 sec): 3 clusters Score: Raw -963423.671726 + Penalty 4980.034035 = -958443.637691 nChanged 23 SP:Iteration 60F (5084.731169 sec): 3 clusters Score: Raw -963428.896681 + Penalty 4980.034035 = -958448.862646 nChanged 21 SP:Iteration 61Q (5084.817508 sec): 3 clusters Score: Raw -963433.920447 + Penalty 4980.034035 = -958453.886412 nChanged 19 SP:Iteration 62Q (5084.906094 sec): 3 clusters Score: Raw -963439.056714 + Penalty 4980.034035 = -958459.022679 nChanged 23 SP:Iteration 63Q (5085.000720 sec): 3 clusters Score: Raw -963444.285758 + Penalty 4980.034035 = -958464.251723 nChanged 28 SP:Iteration 64Q (5085.084480 sec): 3 clusters Score: Raw -963452.502039 + Penalty 4980.034035 = -958472.468004 nChanged 27 SP:Iteration 65Q (5085.162543 sec): 3 clusters Score: Raw -963458.756209 + Penalty 4980.034035 = -958478.722174 nChanged 25 SP:Iteration 66Q (5085.253437 sec): 3 clusters Score: Raw -963464.873389 + Penalty 4980.034035 = -958484.839354 nChanged 27 SP:Iteration 67Q (5085.342422 sec): 3 clusters Score: Raw -963470.871603 + Penalty 4980.034035 = -958490.837568 nChanged 22 SP:Iteration 68Q (5085.428688 sec): 3 clusters Score: Raw -963475.905977 + Penalty 4980.034035 = -958495.871942 nChanged 13 SP:Iteration 69Q (5085.517149 sec): 3 clusters Score: Raw -963479.610011 + Penalty 4980.034035 = -958499.575976 nChanged 8 SP:Iteration 70Q (5085.605592 sec): 3 clusters Score: Raw -963481.615375 + Penalty 4980.034035 = -958501.581340 nChanged 7 SP:Iteration 71Q (5085.694359 sec): 3 clusters Score: Raw -963483.260343 + Penalty 4980.034035 = -958503.226308 nChanged 12 SP:Iteration 72Q (5085.783337 sec): 3 clusters Score: Raw -963486.042741 + Penalty 4980.034035 = -958506.008707 nChanged 13 SP:Iteration 73Q (5085.872022 sec): 3 clusters Score: Raw -963489.824430 + Penalty 4980.034035 = -958509.790395 nChanged 16 SP:Iteration 74Q (5085.956052 sec): 3 clusters Score: Raw -963493.898708 + Penalty 4980.034035 = -958513.864674 nChanged 18 SP:Iteration 75Q (5086.034996 sec): 3 clusters Score: Raw -963498.844195 + Penalty 4980.034035 = -958518.810160 nChanged 24 SP:Iteration 76Q (5086.120887 sec): 3 clusters Score: Raw -963504.923378 + Penalty 4980.034035 = -958524.889343 nChanged 20 SP:Iteration 77Q (5086.214375 sec): 3 clusters Score: Raw -963510.086776 + Penalty 4980.034035 = -958530.052741 nChanged 19 SP:Iteration 78Q (5086.382471 sec): 3 clusters Score: Raw -963515.685801 + Penalty 4980.034035 = -958535.651766 nChanged 24 SP:Iteration 79Q (5086.552762 sec): 3 clusters Score: Raw -963522.340243 + Penalty 4980.034035 = -958542.306208 nChanged 20 SP:Iteration 80F (5086.725760 sec): 3 clusters Score: Raw -963526.107788 + Penalty 4980.034035 = -958546.073753 nChanged 11 SP:Iteration 81Q (5086.844944 sec): 3 clusters Score: Raw -963529.835234 + Penalty 4980.034035 = -958549.801199 nChanged 13 SP:Iteration 82Q (5086.934595 sec): 3 clusters Score: Raw -963532.548324 + Penalty 4980.034035 = -958552.514289 nChanged 11 SP:Iteration 83Q (5087.025271 sec): 3 clusters Score: Raw -963534.994663 + Penalty 4980.034035 = -958554.960628 nChanged 13 SP:Iteration 84Q (5087.115326 sec): 3 clusters Score: Raw -963538.212932 + Penalty 4980.034035 = -958558.178897 nChanged 12 SP:Iteration 85Q (5087.202882 sec): 3 clusters Score: Raw -963540.161425 + Penalty 4980.034035 = -958560.127390 nChanged 6 SP:Iteration 86Q (5087.286861 sec): 3 clusters Score: Raw -963541.506419 + Penalty 4980.034035 = -958561.472384 nChanged 7 SP:Iteration 87Q (5087.374293 sec): 3 clusters Score: Raw -963542.960086 + Penalty 4980.034035 = -958562.926051 nChanged 4 SP:Iteration 88Q (5087.483266 sec): 3 clusters Score: Raw -963543.645748 + Penalty 4980.034035 = -958563.611713 nChanged 3 SP:Iteration 89Q (5087.563824 sec): 3 clusters Score: Raw -963544.402233 + Penalty 4980.034035 = -958564.368198 nChanged 3 SP:Iteration 90Q (5087.639945 sec): 3 clusters Score: Raw -963545.308869 + Penalty 4980.034035 = -958565.274834 nChanged 2 SP:Iteration 91Q (5087.732053 sec): 3 clusters Score: Raw -963545.722189 + Penalty 4980.034035 = -958565.688154 nChanged 3 SP:Iteration 92Q (5087.820175 sec): 3 clusters Score: Raw -963546.279734 + Penalty 4980.034035 = -958566.245699 nChanged 1 SP:Iteration 93Q (5087.994283 sec): 3 clusters Score: Raw -963546.518770 + Penalty 4980.034035 = -958566.484735 nChanged 3 SP:Iteration 94Q (5088.063610 sec): 3 clusters Score: Raw -963547.090747 + Penalty 4980.034035 = -958567.056712 nChanged 3 SP:Iteration 95Q (5088.149031 sec): 3 clusters Score: Raw -963547.838921 + Penalty 4980.034035 = -958567.804886 nChanged 5 SP:Iteration 96Q (5088.240769 sec): 3 clusters Score: Raw -963548.808677 + Penalty 4980.034035 = -958568.774642 nChanged 8 SP:Iteration 97Q (5088.358193 sec): 3 clusters Score: Raw -963550.362389 + Penalty 4980.034035 = -958570.328354 nChanged 5 SP:Iteration 98Q (5088.441789 sec): 3 clusters Score: Raw -963550.893307 + Penalty 4980.034035 = -958570.859272 nChanged 3 SP:Iteration 99Q (5088.523069 sec): 3 clusters Score: Raw -963551.577794 + Penalty 4980.034035 = -958571.543759 nChanged 4 SP:Iteration 100F (5088.622570 sec): 3 clusters Score: Raw -963552.956542 + Penalty 4980.034035 = -958572.922507 nChanged 6 SP:Iteration 101Q (5088.716237 sec): 3 clusters Score: Raw -963554.479569 + Penalty 4980.034035 = -958574.445534 nChanged 12 SP:Iteration 102Q (5088.802198 sec): 3 clusters Score: Raw -963557.245975 + Penalty 4980.034035 = -958577.211940 nChanged 11 SP:Iteration 103Q (5088.886053 sec): 3 clusters Score: Raw -963560.690275 + Penalty 4980.034035 = -958580.656240 nChanged 14 SP:Iteration 104Q (5088.973482 sec): 3 clusters Score: Raw -963564.766883 + Penalty 4980.034035 = -958584.732848 nChanged 12 SP:Iteration 105Q (5089.082582 sec): 3 clusters Score: Raw -963567.310174 + Penalty 4980.034035 = -958587.276139 nChanged 6 SP:Iteration 106Q (5089.164087 sec): 3 clusters Score: Raw -963568.100478 + Penalty 4980.034035 = -958588.066443 nChanged 7 SP:Iteration 107Q (5089.240132 sec): 3 clusters Score: Raw -963569.840457 + Penalty 4980.034035 = -958589.806422 nChanged 7 SP:Iteration 108Q (5089.331901 sec): 3 clusters Score: Raw -963571.201230 + Penalty 4980.034035 = -958591.167195 nChanged 6 SP:Iteration 109Q (5089.420520 sec): 3 clusters Score: Raw -963572.255798 + Penalty 4980.034035 = -958592.221763 nChanged 6 SP:Iteration 110Q (5089.586750 sec): 3 clusters Score: Raw -963573.323149 + Penalty 4980.034035 = -958593.289114 nChanged 6 SP:Iteration 111Q (5089.743695 sec): 3 clusters Score: Raw -963576.168549 + Penalty 4980.034035 = -958596.134514 nChanged 8 SP:Iteration 112Q (5089.914138 sec): 3 clusters Score: Raw -963578.194189 + Penalty 4980.034035 = -958598.160154 nChanged 7 SP:Iteration 113Q (5090.075407 sec): 3 clusters Score: Raw -963579.663192 + Penalty 4980.034035 = -958599.629157 nChanged 9 SP:Iteration 114Q (5090.143291 sec): 3 clusters Score: Raw -963581.458369 + Penalty 4980.034035 = -958601.424334 nChanged 4 SP:Iteration 115Q (5090.212504 sec): 3 clusters Score: Raw -963582.327917 + Penalty 4980.034035 = -958602.293883 nChanged 4 SP:Iteration 116Q (5090.315389 sec): 3 clusters Score: Raw -963583.055449 + Penalty 4980.034035 = -958603.021415 nChanged 5 SP:Iteration 117Q (5090.398124 sec): 3 clusters Score: Raw -963584.101557 + Penalty 4980.034035 = -958604.067522 nChanged 2 SP:Iteration 118Q (5090.482005 sec): 3 clusters Score: Raw -963584.375052 + Penalty 4980.034035 = -958604.341017 nChanged 1 SP:Iteration 119Q (5090.573141 sec): 3 clusters Score: Raw -963584.449426 + Penalty 4980.034035 = -958604.415391 nChanged 1 SP:Iteration 120F (5090.664924 sec): 3 clusters Score: Raw -963584.499267 + Penalty 4980.034035 = -958604.465232 nChanged 0 Trying to split cluster 9 (5157 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5090.725426 sec): 2 clusters Score: Raw -425231.350726 + Penalty 2256.701118 = -422974.649608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5090.791071 sec): 3 clusters Score: Raw -422727.143108 + Penalty 4513.402235 = -418213.740873 nChanged 2017 SP:Iteration 1F (5090.865613 sec): 3 clusters Score: Raw -424080.780283 + Penalty 4513.402235 = -419567.378047 nChanged 483 SP:Iteration 2F (5090.921300 sec): 3 clusters Score: Raw -424495.314384 + Penalty 4513.402235 = -419981.912149 nChanged 363 SP:Iteration 3F (5090.970001 sec): 3 clusters Score: Raw -424816.383304 + Penalty 4513.402235 = -420302.981068 nChanged 302 SP:Iteration 4F (5091.019004 sec): 3 clusters Score: Raw -425081.393453 + Penalty 4513.402235 = -420567.991218 nChanged 273 SP:Iteration 5F (5091.073058 sec): 3 clusters Score: Raw -425309.302265 + Penalty 4513.402235 = -420795.900030 nChanged 242 SP:Iteration 6Q (5091.129130 sec): 3 clusters Score: Raw -425504.652086 + Penalty 4513.402235 = -420991.249851 nChanged 206 SP:Iteration 7Q (5091.184671 sec): 3 clusters Score: Raw -425677.106310 + Penalty 4513.402235 = -421163.704075 nChanged 204 SP:Iteration 8Q (5091.239017 sec): 3 clusters Score: Raw -425851.294924 + Penalty 4513.402235 = -421337.892689 nChanged 169 SP:Iteration 9Q (5091.293017 sec): 3 clusters Score: Raw -425970.817160 + Penalty 4513.402235 = -421457.414925 nChanged 134 SP:Iteration 10Q (5091.347303 sec): 3 clusters Score: Raw -426057.894828 + Penalty 4513.402235 = -421544.492593 nChanged 109 SP:Iteration 11Q (5091.402555 sec): 3 clusters Score: Raw -426118.592106 + Penalty 4513.402235 = -421605.189871 nChanged 72 SP:Iteration 12Q (5091.457966 sec): 3 clusters Score: Raw -426162.642563 + Penalty 4513.402235 = -421649.240327 nChanged 62 SP:Iteration 13Q (5091.513237 sec): 3 clusters Score: Raw -426195.032907 + Penalty 4513.402235 = -421681.630672 nChanged 53 SP:Iteration 14Q (5091.568333 sec): 3 clusters Score: Raw -426220.794974 + Penalty 4513.402235 = -421707.392739 nChanged 38 SP:Iteration 15Q (5091.623790 sec): 3 clusters Score: Raw -426235.916250 + Penalty 4513.402235 = -421722.514014 nChanged 40 SP:Iteration 16Q (5091.678658 sec): 3 clusters Score: Raw -426254.929732 + Penalty 4513.402235 = -421741.527497 nChanged 39 SP:Iteration 17Q (5091.731772 sec): 3 clusters Score: Raw -426275.372642 + Penalty 4513.402235 = -421761.970407 nChanged 38 SP:Iteration 18Q (5091.925947 sec): 3 clusters Score: Raw -426293.599764 + Penalty 4513.402235 = -421780.197529 nChanged 32 SP:Iteration 19Q (5092.081373 sec): 3 clusters Score: Raw -426309.322706 + Penalty 4513.402235 = -421795.920471 nChanged 27 SP:Iteration 20F (5092.123451 sec): 3 clusters Score: Raw -426321.148026 + Penalty 4513.402235 = -421807.745791 nChanged 33 SP:Iteration 21Q (5092.172147 sec): 3 clusters Score: Raw -426336.932747 + Penalty 4513.402235 = -421823.530512 nChanged 24 SP:Iteration 22Q (5092.221033 sec): 3 clusters Score: Raw -426347.851142 + Penalty 4513.402235 = -421834.448907 nChanged 19 SP:Iteration 23Q (5092.273813 sec): 3 clusters Score: Raw -426354.792292 + Penalty 4513.402235 = -421841.390056 nChanged 18 SP:Iteration 24Q (5092.337541 sec): 3 clusters Score: Raw -426359.735029 + Penalty 4513.402235 = -421846.332794 nChanged 9 SP:Iteration 25Q (5092.395813 sec): 3 clusters Score: Raw -426363.267368 + Penalty 4513.402235 = -421849.865133 nChanged 12 SP:Iteration 26Q (5092.451305 sec): 3 clusters Score: Raw -426367.356707 + Penalty 4513.402235 = -421853.954472 nChanged 6 SP:Iteration 27Q (5092.506960 sec): 3 clusters Score: Raw -426368.798678 + Penalty 4513.402235 = -421855.396442 nChanged 4 SP:Iteration 28Q (5092.561038 sec): 3 clusters Score: Raw -426370.397440 + Penalty 4513.402235 = -421856.995205 nChanged 4 SP:Iteration 29Q (5092.614837 sec): 3 clusters Score: Raw -426371.319382 + Penalty 4513.402235 = -421857.917147 nChanged 2 SP:Iteration 30Q (5092.668786 sec): 3 clusters Score: Raw -426371.891629 + Penalty 4513.402235 = -421858.489394 nChanged 0 SP:Iteration 31F (5092.724112 sec): 3 clusters Score: Raw -426371.891629 + Penalty 4513.402235 = -421858.489394 nChanged 0 Trying to split cluster 10 (2319 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5092.769167 sec): 2 clusters Score: Raw -151296.040348 + Penalty 2045.707313 = -149250.333035 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5092.812137 sec): 3 clusters Score: Raw -150434.346088 + Penalty 4091.414626 = -146342.931462 nChanged 789 SP:Iteration 1F (5092.853664 sec): 3 clusters Score: Raw -151149.566744 + Penalty 4091.414626 = -147058.152118 nChanged 230 SP:Iteration 2F (5092.895645 sec): 3 clusters Score: Raw -151429.548893 + Penalty 4091.414626 = -147338.134267 nChanged 177 SP:Iteration 3F (5092.937890 sec): 3 clusters Score: Raw -151695.086786 + Penalty 4091.414626 = -147603.672160 nChanged 141 SP:Iteration 4F (5092.977139 sec): 3 clusters Score: Raw -151938.919488 + Penalty 4091.414626 = -147847.504862 nChanged 124 SP:Iteration 5F (5093.014553 sec): 3 clusters Score: Raw -152144.506446 + Penalty 4091.414626 = -148053.091820 nChanged 89 SP:Iteration 6Q (5093.052214 sec): 3 clusters Score: Raw -152264.194871 + Penalty 4091.414626 = -148172.780245 nChanged 71 SP:Iteration 7Q (5093.090986 sec): 3 clusters Score: Raw -152384.647839 + Penalty 4091.414626 = -148293.233213 nChanged 79 SP:Iteration 8Q (5093.128191 sec): 3 clusters Score: Raw -152540.313161 + Penalty 4091.414626 = -148448.898535 nChanged 62 SP:Iteration 9Q (5093.166069 sec): 3 clusters Score: Raw -152699.722473 + Penalty 4091.414626 = -148608.307847 nChanged 62 SP:Iteration 10Q (5093.204449 sec): 3 clusters Score: Raw -152877.866697 + Penalty 4091.414626 = -148786.452071 nChanged 65 SP:Iteration 11Q (5093.242513 sec): 3 clusters Score: Raw -152984.905703 + Penalty 4091.414626 = -148893.491077 nChanged 54 SP:Iteration 12Q (5093.280688 sec): 3 clusters Score: Raw -153046.747494 + Penalty 4091.414626 = -148955.332868 nChanged 46 SP:Iteration 13Q (5093.318859 sec): 3 clusters Score: Raw -153098.289388 + Penalty 4091.414626 = -149006.874762 nChanged 34 SP:Iteration 14Q (5093.356484 sec): 3 clusters Score: Raw -153135.638403 + Penalty 4091.414626 = -149044.223777 nChanged 24 SP:Iteration 15Q (5093.393443 sec): 3 clusters Score: Raw -153160.987429 + Penalty 4091.414626 = -149069.572802 nChanged 20 SP:Iteration 16Q (5093.542182 sec): 3 clusters Score: Raw -153181.651372 + Penalty 4091.414626 = -149090.236746 nChanged 18 SP:Iteration 17Q (5093.672445 sec): 3 clusters Score: Raw -153199.862298 + Penalty 4091.414626 = -149108.447672 nChanged 11 SP:Iteration 18Q (5093.800125 sec): 3 clusters Score: Raw -153210.367278 + Penalty 4091.414626 = -149118.952652 nChanged 11 SP:Iteration 19Q (5093.911539 sec): 3 clusters Score: Raw -153219.423092 + Penalty 4091.414626 = -149128.008465 nChanged 10 SP:Iteration 20F (5094.060394 sec): 3 clusters Score: Raw -153229.914158 + Penalty 4091.414626 = -149138.499531 nChanged 6 SP:Iteration 21Q (5094.148181 sec): 3 clusters Score: Raw -153236.966133 + Penalty 4091.414626 = -149145.551507 nChanged 10 SP:Iteration 22Q (5094.261959 sec): 3 clusters Score: Raw -153243.540703 + Penalty 4091.414626 = -149152.126077 nChanged 4 SP:Iteration 23Q (5094.350867 sec): 3 clusters Score: Raw -153245.385522 + Penalty 4091.414626 = -149153.970896 nChanged 1 SP:Iteration 24Q (5094.387895 sec): 3 clusters Score: Raw -153246.287845 + Penalty 4091.414626 = -149154.873219 nChanged 1 SP:Iteration 25Q (5094.468873 sec): 3 clusters Score: Raw -153246.955755 + Penalty 4091.414626 = -149155.541129 nChanged 1 SP:Iteration 26Q (5094.506622 sec): 3 clusters Score: Raw -153247.673366 + Penalty 4091.414626 = -149156.258740 nChanged 1 SP:Iteration 27Q (5094.544419 sec): 3 clusters Score: Raw -153248.012876 + Penalty 4091.414626 = -149156.598250 nChanged 3 SP:Iteration 28Q (5094.582444 sec): 3 clusters Score: Raw -153249.548124 + Penalty 4091.414626 = -149158.133498 nChanged 0 SP:Iteration 29F (5094.620692 sec): 3 clusters Score: Raw -153249.548124 + Penalty 4091.414626 = -149158.133498 nChanged 0 Trying to split cluster 11 (11688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5094.695230 sec): 2 clusters Score: Raw -909735.564660 + Penalty 2472.707940 = -907262.856720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5094.819199 sec): 3 clusters Score: Raw -903377.802786 + Penalty 4945.415879 = -898432.386907 nChanged 4881 SP:Iteration 1F (5094.897256 sec): 3 clusters Score: Raw -906274.216329 + Penalty 4945.415879 = -901328.800450 nChanged 918 SP:Iteration 2F (5094.977213 sec): 3 clusters Score: Raw -906922.649337 + Penalty 4945.415879 = -901977.233458 nChanged 833 SP:Iteration 3F (5095.070964 sec): 3 clusters Score: Raw -907538.192604 + Penalty 4945.415879 = -902592.776724 nChanged 781 SP:Iteration 4F (5095.157362 sec): 3 clusters Score: Raw -908132.579215 + Penalty 4945.415879 = -903187.163335 nChanged 655 SP:Iteration 5F (5095.242557 sec): 3 clusters Score: Raw -908557.321075 + Penalty 4945.415879 = -903611.905196 nChanged 573 SP:Iteration 6Q (5095.338641 sec): 3 clusters Score: Raw -908887.074540 + Penalty 4945.415879 = -903941.658661 nChanged 463 SP:Iteration 7Q (5095.450169 sec): 3 clusters Score: Raw -909112.671193 + Penalty 4945.415879 = -904167.255313 nChanged 339 SP:Iteration 8Q (5095.604109 sec): 3 clusters Score: Raw -909270.756655 + Penalty 4945.415879 = -904325.340775 nChanged 278 SP:Iteration 9Q (5095.691509 sec): 3 clusters Score: Raw -909391.237921 + Penalty 4945.415879 = -904445.822042 nChanged 243 SP:Iteration 10Q (5095.777125 sec): 3 clusters Score: Raw -909495.598928 + Penalty 4945.415879 = -904550.183049 nChanged 195 SP:Iteration 11Q (5095.868419 sec): 3 clusters Score: Raw -909569.524067 + Penalty 4945.415879 = -904624.108187 nChanged 166 SP:Iteration 12Q (5095.981218 sec): 3 clusters Score: Raw -909620.229883 + Penalty 4945.415879 = -904674.814004 nChanged 127 SP:Iteration 13Q (5096.063022 sec): 3 clusters Score: Raw -909657.071501 + Penalty 4945.415879 = -904711.655621 nChanged 118 SP:Iteration 14Q (5096.140863 sec): 3 clusters Score: Raw -909684.818043 + Penalty 4945.415879 = -904739.402164 nChanged 92 SP:Iteration 15Q (5096.235480 sec): 3 clusters Score: Raw -909707.512238 + Penalty 4945.415879 = -904762.096359 nChanged 93 SP:Iteration 16Q (5096.432863 sec): 3 clusters Score: Raw -909731.159033 + Penalty 4945.415879 = -904785.743153 nChanged 90 SP:Iteration 17Q (5096.607611 sec): 3 clusters Score: Raw -909754.099999 + Penalty 4945.415879 = -904808.684120 nChanged 79 SP:Iteration 18Q (5096.776056 sec): 3 clusters Score: Raw -909773.890972 + Penalty 4945.415879 = -904828.475093 nChanged 88 SP:Iteration 19Q (5096.947574 sec): 3 clusters Score: Raw -909794.123637 + Penalty 4945.415879 = -904848.707757 nChanged 72 SP:Iteration 20F (5097.032046 sec): 3 clusters Score: Raw -909812.347763 + Penalty 4945.415879 = -904866.931884 nChanged 73 SP:Iteration 21Q (5097.113120 sec): 3 clusters Score: Raw -909828.667128 + Penalty 4945.415879 = -904883.251248 nChanged 55 SP:Iteration 22Q (5097.200569 sec): 3 clusters Score: Raw -909838.677509 + Penalty 4945.415879 = -904893.261629 nChanged 53 SP:Iteration 23Q (5097.292842 sec): 3 clusters Score: Raw -909847.739453 + Penalty 4945.415879 = -904902.323573 nChanged 34 SP:Iteration 24Q (5097.383266 sec): 3 clusters Score: Raw -909855.618590 + Penalty 4945.415879 = -904910.202711 nChanged 38 SP:Iteration 25Q (5097.473652 sec): 3 clusters Score: Raw -909862.962650 + Penalty 4945.415879 = -904917.546771 nChanged 39 SP:Iteration 26Q (5097.564310 sec): 3 clusters Score: Raw -909870.482648 + Penalty 4945.415879 = -904925.066768 nChanged 38 SP:Iteration 27Q (5097.655453 sec): 3 clusters Score: Raw -909876.557693 + Penalty 4945.415879 = -904931.141814 nChanged 40 SP:Iteration 28Q (5097.745931 sec): 3 clusters Score: Raw -909886.241411 + Penalty 4945.415879 = -904940.825532 nChanged 42 SP:Iteration 29Q (5097.837244 sec): 3 clusters Score: Raw -909895.514740 + Penalty 4945.415879 = -904950.098861 nChanged 43 SP:Iteration 30Q (5097.927693 sec): 3 clusters Score: Raw -909905.157481 + Penalty 4945.415879 = -904959.741602 nChanged 43 SP:Iteration 31Q (5098.057896 sec): 3 clusters Score: Raw -909914.461940 + Penalty 4945.415879 = -904969.046061 nChanged 34 SP:Iteration 32Q (5098.225679 sec): 3 clusters Score: Raw -909923.108019 + Penalty 4945.415879 = -904977.692140 nChanged 47 SP:Iteration 33Q (5098.347768 sec): 3 clusters Score: Raw -909936.577635 + Penalty 4945.415879 = -904991.161756 nChanged 55 SP:Iteration 34Q (5098.501849 sec): 3 clusters Score: Raw -909951.258184 + Penalty 4945.415879 = -905005.842305 nChanged 44 SP:Iteration 35Q (5098.665995 sec): 3 clusters Score: Raw -909962.146517 + Penalty 4945.415879 = -905016.730637 nChanged 47 SP:Iteration 36Q (5098.757982 sec): 3 clusters Score: Raw -909972.519355 + Penalty 4945.415879 = -905027.103475 nChanged 39 SP:Iteration 37Q (5098.837591 sec): 3 clusters Score: Raw -909983.810230 + Penalty 4945.415879 = -905038.394351 nChanged 55 SP:Iteration 38Q (5098.933182 sec): 3 clusters Score: Raw -909997.783518 + Penalty 4945.415879 = -905052.367639 nChanged 46 SP:Iteration 39Q (5099.024865 sec): 3 clusters Score: Raw -910008.575747 + Penalty 4945.415879 = -905063.159868 nChanged 52 SP:Iteration 40F (5099.110470 sec): 3 clusters Score: Raw -910019.628893 + Penalty 4945.415879 = -905074.213013 nChanged 44 SP:Iteration 41Q (5099.300476 sec): 3 clusters Score: Raw -910028.708241 + Penalty 4945.415879 = -905083.292362 nChanged 45 SP:Iteration 42Q (5099.466573 sec): 3 clusters Score: Raw -910037.490952 + Penalty 4945.415879 = -905092.075072 nChanged 40 SP:Iteration 43Q (5099.623272 sec): 3 clusters Score: Raw -910046.719224 + Penalty 4945.415879 = -905101.303345 nChanged 41 SP:Iteration 44Q (5099.762322 sec): 3 clusters Score: Raw -910056.468246 + Penalty 4945.415879 = -905111.052367 nChanged 48 SP:Iteration 45Q (5099.872030 sec): 3 clusters Score: Raw -910067.556225 + Penalty 4945.415879 = -905122.140346 nChanged 52 SP:Iteration 46Q (5099.949251 sec): 3 clusters Score: Raw -910080.376304 + Penalty 4945.415879 = -905134.960424 nChanged 49 SP:Iteration 47Q (5100.148676 sec): 3 clusters Score: Raw -910093.172552 + Penalty 4945.415879 = -905147.756673 nChanged 59 SP:Iteration 48Q (5100.357744 sec): 3 clusters Score: Raw -910109.175138 + Penalty 4945.415879 = -905163.759259 nChanged 54 SP:Iteration 49Q (5100.526561 sec): 3 clusters Score: Raw -910123.278557 + Penalty 4945.415879 = -905177.862678 nChanged 56 SP:Iteration 50Q (5100.682403 sec): 3 clusters Score: Raw -910138.872143 + Penalty 4945.415879 = -905193.456264 nChanged 65 SP:Iteration 51Q (5100.832289 sec): 3 clusters Score: Raw -910156.265458 + Penalty 4945.415879 = -905210.849579 nChanged 64 SP:Iteration 52Q (5101.026677 sec): 3 clusters Score: Raw -910171.489298 + Penalty 4945.415879 = -905226.073418 nChanged 50 SP:Iteration 53Q (5101.142282 sec): 3 clusters Score: Raw -910183.487622 + Penalty 4945.415879 = -905238.071743 nChanged 44 SP:Iteration 54Q (5101.228954 sec): 3 clusters Score: Raw -910195.846643 + Penalty 4945.415879 = -905250.430764 nChanged 56 SP:Iteration 55Q (5101.311858 sec): 3 clusters Score: Raw -910210.864507 + Penalty 4945.415879 = -905265.448627 nChanged 62 SP:Iteration 56Q (5101.401346 sec): 3 clusters Score: Raw -910226.156574 + Penalty 4945.415879 = -905280.740695 nChanged 54 SP:Iteration 57Q (5101.491091 sec): 3 clusters Score: Raw -910238.020081 + Penalty 4945.415879 = -905292.604202 nChanged 53 SP:Iteration 58Q (5101.580514 sec): 3 clusters Score: Raw -910249.700985 + Penalty 4945.415879 = -905304.285105 nChanged 46 SP:Iteration 59Q (5101.669735 sec): 3 clusters Score: Raw -910259.549398 + Penalty 4945.415879 = -905314.133518 nChanged 48 SP:Iteration 60F (5101.757816 sec): 3 clusters Score: Raw -910270.133670 + Penalty 4945.415879 = -905324.717791 nChanged 54 SP:Iteration 61Q (5101.844110 sec): 3 clusters Score: Raw -910282.785719 + Penalty 4945.415879 = -905337.369840 nChanged 49 SP:Iteration 62Q (5101.949054 sec): 3 clusters Score: Raw -910292.721533 + Penalty 4945.415879 = -905347.305654 nChanged 36 SP:Iteration 63Q (5102.036125 sec): 3 clusters Score: Raw -910299.386721 + Penalty 4945.415879 = -905353.970842 nChanged 33 SP:Iteration 64Q (5102.122143 sec): 3 clusters Score: Raw -910306.292941 + Penalty 4945.415879 = -905360.877062 nChanged 31 SP:Iteration 65Q (5102.279707 sec): 3 clusters Score: Raw -910311.623552 + Penalty 4945.415879 = -905366.207672 nChanged 29 SP:Iteration 66Q (5102.430392 sec): 3 clusters Score: Raw -910316.542358 + Penalty 4945.415879 = -905371.126478 nChanged 23 SP:Iteration 67Q (5102.550737 sec): 3 clusters Score: Raw -910320.047359 + Penalty 4945.415879 = -905374.631479 nChanged 21 SP:Iteration 68Q (5102.644169 sec): 3 clusters Score: Raw -910323.878175 + Penalty 4945.415879 = -905378.462296 nChanged 16 SP:Iteration 69Q (5102.729110 sec): 3 clusters Score: Raw -910326.847276 + Penalty 4945.415879 = -905381.431396 nChanged 14 SP:Iteration 70Q (5102.815318 sec): 3 clusters Score: Raw -910329.225922 + Penalty 4945.415879 = -905383.810042 nChanged 13 SP:Iteration 71Q (5102.904616 sec): 3 clusters Score: Raw -910331.173336 + Penalty 4945.415879 = -905385.757456 nChanged 16 SP:Iteration 72Q (5102.993777 sec): 3 clusters Score: Raw -910333.321139 + Penalty 4945.415879 = -905387.905260 nChanged 14 SP:Iteration 73Q (5103.155024 sec): 3 clusters Score: Raw -910335.933794 + Penalty 4945.415879 = -905390.517915 nChanged 12 SP:Iteration 74Q (5103.292799 sec): 3 clusters Score: Raw -910337.767064 + Penalty 4945.415879 = -905392.351184 nChanged 15 SP:Iteration 75Q (5103.453799 sec): 3 clusters Score: Raw -910340.053642 + Penalty 4945.415879 = -905394.637763 nChanged 12 SP:Iteration 76Q (5103.537873 sec): 3 clusters Score: Raw -910341.634731 + Penalty 4945.415879 = -905396.218852 nChanged 11 SP:Iteration 77Q (5103.619181 sec): 3 clusters Score: Raw -910342.896052 + Penalty 4945.415879 = -905397.480172 nChanged 5 SP:Iteration 78Q (5103.702619 sec): 3 clusters Score: Raw -910343.687029 + Penalty 4945.415879 = -905398.271150 nChanged 6 SP:Iteration 79Q (5103.895634 sec): 3 clusters Score: Raw -910344.539391 + Penalty 4945.415879 = -905399.123511 nChanged 4 SP:Iteration 80F (5104.098137 sec): 3 clusters Score: Raw -910344.891412 + Penalty 4945.415879 = -905399.475532 nChanged 1 SP:Iteration 81Q (5104.264730 sec): 3 clusters Score: Raw -910344.971801 + Penalty 4945.415879 = -905399.555921 nChanged 0 SP:Iteration 82F (5104.497087 sec): 3 clusters Score: Raw -910344.971801 + Penalty 4945.415879 = -905399.555921 nChanged 0 Trying to split cluster 12 (5067 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5104.530339 sec): 2 clusters Score: Raw -385270.053047 + Penalty 2252.053110 = -383017.999937 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5104.707138 sec): 3 clusters Score: Raw -382828.374372 + Penalty 4504.106220 = -378324.268151 nChanged 1975 SP:Iteration 1F (5104.833113 sec): 3 clusters Score: Raw -384019.952594 + Penalty 4504.106220 = -379515.846373 nChanged 393 SP:Iteration 2F (5104.899397 sec): 3 clusters Score: Raw -384316.769481 + Penalty 4504.106220 = -379812.663260 nChanged 305 SP:Iteration 3F (5104.950618 sec): 3 clusters Score: Raw -384559.036978 + Penalty 4504.106220 = -380054.930758 nChanged 247 SP:Iteration 4Q (5105.003954 sec): 3 clusters Score: Raw -384803.394599 + Penalty 4504.106220 = -380299.288378 nChanged 233 SP:Iteration 5Q (5105.057062 sec): 3 clusters Score: Raw -385060.604308 + Penalty 4504.106220 = -380556.498087 nChanged 269 SP:Iteration 6F (5105.110246 sec): 3 clusters Score: Raw -385342.103936 + Penalty 4504.106220 = -380837.997715 nChanged 271 SP:Iteration 7F (5105.165249 sec): 3 clusters Score: Raw -385647.492401 + Penalty 4504.106220 = -381143.386181 nChanged 253 SP:Iteration 8Q (5105.220162 sec): 3 clusters Score: Raw -385921.120917 + Penalty 4504.106220 = -381417.014696 nChanged 237 SP:Iteration 9Q (5105.274987 sec): 3 clusters Score: Raw -386181.777428 + Penalty 4504.106220 = -381677.671208 nChanged 224 SP:Iteration 10Q (5105.329437 sec): 3 clusters Score: Raw -386418.244767 + Penalty 4504.106220 = -381914.138546 nChanged 204 SP:Iteration 11Q (5105.382251 sec): 3 clusters Score: Raw -386617.675780 + Penalty 4504.106220 = -382113.569559 nChanged 172 SP:Iteration 12Q (5105.435052 sec): 3 clusters Score: Raw -386778.134119 + Penalty 4504.106220 = -382274.027899 nChanged 139 SP:Iteration 13Q (5105.487837 sec): 3 clusters Score: Raw -386907.229426 + Penalty 4504.106220 = -382403.123205 nChanged 112 SP:Iteration 14Q (5105.540013 sec): 3 clusters Score: Raw -387012.242627 + Penalty 4504.106220 = -382508.136407 nChanged 123 SP:Iteration 15Q (5105.591375 sec): 3 clusters Score: Raw -387099.736327 + Penalty 4504.106220 = -382595.630106 nChanged 78 SP:Iteration 16Q (5105.642484 sec): 3 clusters Score: Raw -387143.854952 + Penalty 4504.106220 = -382639.748732 nChanged 64 SP:Iteration 17Q (5105.693118 sec): 3 clusters Score: Raw -387182.557287 + Penalty 4504.106220 = -382678.451067 nChanged 53 SP:Iteration 18Q (5105.743807 sec): 3 clusters Score: Raw -387214.592406 + Penalty 4504.106220 = -382710.486186 nChanged 48 SP:Iteration 19Q (5105.794248 sec): 3 clusters Score: Raw -387238.463660 + Penalty 4504.106220 = -382734.357439 nChanged 35 SP:Iteration 20F (5105.846281 sec): 3 clusters Score: Raw -387253.421441 + Penalty 4504.106220 = -382749.315220 nChanged 36 SP:Iteration 21Q (5105.900662 sec): 3 clusters Score: Raw -387267.781890 + Penalty 4504.106220 = -382763.675670 nChanged 27 SP:Iteration 22Q (5105.952080 sec): 3 clusters Score: Raw -387279.214874 + Penalty 4504.106220 = -382775.108653 nChanged 21 SP:Iteration 23Q (5106.003777 sec): 3 clusters Score: Raw -387286.072098 + Penalty 4504.106220 = -382781.965877 nChanged 13 SP:Iteration 24Q (5106.055657 sec): 3 clusters Score: Raw -387290.243148 + Penalty 4504.106220 = -382786.136928 nChanged 12 SP:Iteration 25Q (5106.219997 sec): 3 clusters Score: Raw -387293.901761 + Penalty 4504.106220 = -382789.795540 nChanged 12 SP:Iteration 26Q (5106.352553 sec): 3 clusters Score: Raw -387298.443081 + Penalty 4504.106220 = -382794.336860 nChanged 10 SP:Iteration 27Q (5106.461056 sec): 3 clusters Score: Raw -387302.825836 + Penalty 4504.106220 = -382798.719615 nChanged 5 SP:Iteration 28Q (5106.632034 sec): 3 clusters Score: Raw -387306.096902 + Penalty 4504.106220 = -382801.990682 nChanged 10 SP:Iteration 29Q (5106.763630 sec): 3 clusters Score: Raw -387309.626703 + Penalty 4504.106220 = -382805.520482 nChanged 9 SP:Iteration 30Q (5106.871580 sec): 3 clusters Score: Raw -387313.174170 + Penalty 4504.106220 = -382809.067950 nChanged 7 SP:Iteration 31Q (5106.971195 sec): 3 clusters Score: Raw -387315.248613 + Penalty 4504.106220 = -382811.142392 nChanged 4 SP:Iteration 32Q (5107.022121 sec): 3 clusters Score: Raw -387315.975349 + Penalty 4504.106220 = -382811.869129 nChanged 3 SP:Iteration 33Q (5107.074433 sec): 3 clusters Score: Raw -387316.637487 + Penalty 4504.106220 = -382812.531267 nChanged 2 SP:Iteration 34Q (5107.126794 sec): 3 clusters Score: Raw -387316.905411 + Penalty 4504.106220 = -382812.799190 nChanged 1 SP:Iteration 35Q (5107.179318 sec): 3 clusters Score: Raw -387317.043125 + Penalty 4504.106220 = -382812.936905 nChanged 2 SP:Iteration 36Q (5107.231428 sec): 3 clusters Score: Raw -387317.675318 + Penalty 4504.106220 = -382813.569097 nChanged 0 SP:Iteration 37F (5107.285470 sec): 3 clusters Score: Raw -387317.675318 + Penalty 4504.106220 = -382813.569097 nChanged 0 Iteration 59Q (5109.315519 sec): 13 clusters Score: Raw -11814085.958315 + Penalty 37669.881023 = -11776416.077293 nChanged 55 Iteration 60F (5111.842306 sec): 13 clusters Score: Raw -11814091.019922 + Penalty 37669.881023 = -11776421.138900 nChanged 44 Iteration 61Q (5113.626438 sec): 13 clusters Score: Raw -11814095.735114 + Penalty 37669.881023 = -11776425.854092 nChanged 47 Iteration 62Q (5115.383866 sec): 13 clusters Score: Raw -11814099.959195 + Penalty 37669.881023 = -11776430.078172 nChanged 38 Iteration 63Q (5116.959930 sec): 13 clusters Score: Raw -11814103.361808 + Penalty 37669.881023 = -11776433.480785 nChanged 40 Iteration 64Q (5118.540713 sec): 13 clusters Score: Raw -11814106.604908 + Penalty 37669.881023 = -11776436.723885 nChanged 40 Iteration 65Q (5120.155397 sec): 13 clusters Score: Raw -11814109.602636 + Penalty 37669.881023 = -11776439.721614 nChanged 38 Iteration 66Q (5121.651796 sec): 13 clusters Score: Raw -11814111.844801 + Penalty 37669.881023 = -11776441.963778 nChanged 23 Iteration 67Q (5123.174115 sec): 13 clusters Score: Raw -11814113.022845 + Penalty 37669.881023 = -11776443.141823 nChanged 15 Iteration 68Q (5124.641557 sec): 13 clusters Score: Raw -11814114.177285 + Penalty 37669.881023 = -11776444.296262 nChanged 24 Iteration 69Q (5126.191455 sec): 13 clusters Score: Raw -11814116.051750 + Penalty 37669.881023 = -11776446.170728 nChanged 21 Iteration 70Q (5127.837419 sec): 13 clusters Score: Raw -11814117.662664 + Penalty 37669.881023 = -11776447.781642 nChanged 20 Iteration 71Q (5129.394710 sec): 13 clusters Score: Raw -11814119.077429 + Penalty 37669.881023 = -11776449.196407 nChanged 21 Iteration 72Q (5130.730750 sec): 13 clusters Score: Raw -11814120.627238 + Penalty 37669.881023 = -11776450.746215 nChanged 19 Iteration 73Q (5132.088383 sec): 13 clusters Score: Raw -11814121.967119 + Penalty 37669.881023 = -11776452.086096 nChanged 21 Iteration 74Q (5133.471458 sec): 13 clusters Score: Raw -11814123.445952 + Penalty 37669.881023 = -11776453.564930 nChanged 14 Iteration 75Q (5134.834025 sec): 13 clusters Score: Raw -11814124.408988 + Penalty 37669.881023 = -11776454.527966 nChanged 14 Iteration 76Q (5136.222783 sec): 13 clusters Score: Raw -11814125.107363 + Penalty 37669.881023 = -11776455.226340 nChanged 17 Iteration 77Q (5137.608127 sec): 13 clusters Score: Raw -11814126.231160 + Penalty 37669.881023 = -11776456.350137 nChanged 12 Iteration 78Q (5139.001307 sec): 13 clusters Score: Raw -11814127.154465 + Penalty 37669.881023 = -11776457.273443 nChanged 8 Iteration 79Q (5140.387247 sec): 13 clusters Score: Raw -11814127.536749 + Penalty 37669.881023 = -11776457.655727 nChanged 8 Iteration 80F (5142.357562 sec): 13 clusters Score: Raw -11814128.071777 + Penalty 37669.881023 = -11776458.190754 nChanged 10 Iteration 81Q (5143.744762 sec): 13 clusters Score: Raw -11814128.859819 + Penalty 37669.881023 = -11776458.978796 nChanged 7 Iteration 82Q (5145.133498 sec): 13 clusters Score: Raw -11814129.278358 + Penalty 37669.881023 = -11776459.397335 nChanged 8 Iteration 83Q (5146.523213 sec): 13 clusters Score: Raw -11814129.534907 + Penalty 37669.881023 = -11776459.653885 nChanged 7 Iteration 84Q (5147.987314 sec): 13 clusters Score: Raw -11814129.819447 + Penalty 37669.881023 = -11776459.938424 nChanged 9 Iteration 85Q (5149.322075 sec): 13 clusters Score: Raw -11814130.462811 + Penalty 37669.881023 = -11776460.581788 nChanged 5 Iteration 86Q (5150.680637 sec): 13 clusters Score: Raw -11814131.125622 + Penalty 37669.881023 = -11776461.244599 nChanged 6 Iteration 87Q (5152.069505 sec): 13 clusters Score: Raw -11814131.476419 + Penalty 37669.881023 = -11776461.595396 nChanged 5 Iteration 88Q (5153.459928 sec): 13 clusters Score: Raw -11814131.709856 + Penalty 37669.881023 = -11776461.828834 nChanged 6 Iteration 89Q (5154.851068 sec): 13 clusters Score: Raw -11814131.926617 + Penalty 37669.881023 = -11776462.045594 nChanged 6 Iteration 90Q (5156.237078 sec): 13 clusters Score: Raw -11814132.152382 + Penalty 37669.881023 = -11776462.271359 nChanged 8 Iteration 91Q (5157.727157 sec): 13 clusters Score: Raw -11814132.484290 + Penalty 37669.881023 = -11776462.603267 nChanged 5 Iteration 92Q (5159.057396 sec): 13 clusters Score: Raw -11814132.744636 + Penalty 37669.881023 = -11776462.863614 nChanged 6 Iteration 93Q (5160.382971 sec): 13 clusters Score: Raw -11814133.181709 + Penalty 37669.881023 = -11776463.300686 nChanged 3 Iteration 94Q (5161.767800 sec): 13 clusters Score: Raw -11814133.263384 + Penalty 37669.881023 = -11776463.382362 nChanged 3 Iteration 95Q (5163.186943 sec): 13 clusters Score: Raw -11814133.367032 + Penalty 37669.881023 = -11776463.486009 nChanged 2 Iteration 96Q (5164.720801 sec): 13 clusters Score: Raw -11814133.490931 + Penalty 37669.881023 = -11776463.609908 nChanged 2 Iteration 97Q (5166.184593 sec): 13 clusters Score: Raw -11814133.581872 + Penalty 37669.881023 = -11776463.700849 nChanged 2 Iteration 98Q (5167.690172 sec): 13 clusters Score: Raw -11814133.633629 + Penalty 37669.881023 = -11776463.752607 nChanged 0 Writing temp clu file Because OldScore, -11776463.700849, is greater than current (better) Score,-11776463.752607 Compute initial score before splitting: Score: Raw -11814133.633629 + Penalty 37669.881023 = -11776463.752607 Trying to split cluster 1 (66136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5168.074519 sec): 2 clusters Score: Raw -5666585.058676 + Penalty 2930.259686 = -5663654.798990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5168.340458 sec): 3 clusters Score: Raw -5625057.129152 + Penalty 5860.519372 = -5619196.609780 nChanged 30825 SP:Iteration 1F (5168.593328 sec): 3 clusters Score: Raw -5642892.344371 + Penalty 5860.519372 = -5637031.825000 nChanged 3406 SP:Iteration 2F (5168.873262 sec): 3 clusters Score: Raw -5644295.721984 + Penalty 5860.519372 = -5638435.202612 nChanged 3594 SP:Iteration 3F (5169.156417 sec): 3 clusters Score: Raw -5645981.704180 + Penalty 5860.519372 = -5640121.184809 nChanged 3901 SP:Iteration 4F (5169.406562 sec): 3 clusters Score: Raw -5648089.257269 + Penalty 5860.519372 = -5642228.737898 nChanged 4171 SP:Iteration 5F (5169.686260 sec): 3 clusters Score: Raw -5650616.529635 + Penalty 5860.519372 = -5644756.010264 nChanged 4351 SP:Iteration 6F (5169.994580 sec): 3 clusters Score: Raw -5653441.509946 + Penalty 5860.519372 = -5647580.990575 nChanged 4214 SP:Iteration 7F (5170.232418 sec): 3 clusters Score: Raw -5656444.573385 + Penalty 5860.519372 = -5650584.054014 nChanged 3863 SP:Iteration 8F (5170.454649 sec): 3 clusters Score: Raw -5659323.518616 + Penalty 5860.519372 = -5653462.999244 nChanged 3124 SP:Iteration 9Q (5170.708714 sec): 3 clusters Score: Raw -5661766.041729 + Penalty 5860.519372 = -5655905.522357 nChanged 2355 SP:Iteration 10Q (5170.928108 sec): 3 clusters Score: Raw -5663709.515029 + Penalty 5860.519372 = -5657848.995657 nChanged 1648 SP:Iteration 11Q (5171.210025 sec): 3 clusters Score: Raw -5665170.832020 + Penalty 5860.519372 = -5659310.312648 nChanged 1079 SP:Iteration 12Q (5171.482144 sec): 3 clusters Score: Raw -5666175.906309 + Penalty 5860.519372 = -5660315.386937 nChanged 699 SP:Iteration 13Q (5171.757165 sec): 3 clusters Score: Raw -5666890.029119 + Penalty 5860.519372 = -5661029.509748 nChanged 504 SP:Iteration 14Q (5172.021444 sec): 3 clusters Score: Raw -5667408.897519 + Penalty 5860.519372 = -5661548.378147 nChanged 368 SP:Iteration 15Q (5172.286965 sec): 3 clusters Score: Raw -5667728.213480 + Penalty 5860.519372 = -5661867.694108 nChanged 260 SP:Iteration 16Q (5172.536680 sec): 3 clusters Score: Raw -5667908.640271 + Penalty 5860.519372 = -5662048.120899 nChanged 225 SP:Iteration 17Q (5172.841252 sec): 3 clusters Score: Raw -5668038.770845 + Penalty 5860.519372 = -5662178.251473 nChanged 176 SP:Iteration 18Q (5173.123147 sec): 3 clusters Score: Raw -5668101.837165 + Penalty 5860.519372 = -5662241.317794 nChanged 117 SP:Iteration 19Q (5173.357994 sec): 3 clusters Score: Raw -5668138.390002 + Penalty 5860.519372 = -5662277.870630 nChanged 82 SP:Iteration 20F (5173.649102 sec): 3 clusters Score: Raw -5668160.592307 + Penalty 5860.519372 = -5662300.072936 nChanged 75 SP:Iteration 21Q (5173.916294 sec): 3 clusters Score: Raw -5668178.134737 + Penalty 5860.519372 = -5662317.615365 nChanged 61 SP:Iteration 22Q (5174.164961 sec): 3 clusters Score: Raw -5668191.204526 + Penalty 5860.519372 = -5662330.685154 nChanged 44 SP:Iteration 23Q (5174.388549 sec): 3 clusters Score: Raw -5668198.912135 + Penalty 5860.519372 = -5662338.392764 nChanged 29 SP:Iteration 24Q (5174.620724 sec): 3 clusters Score: Raw -5668203.608216 + Penalty 5860.519372 = -5662343.088845 nChanged 18 SP:Iteration 25Q (5174.850294 sec): 3 clusters Score: Raw -5668206.129484 + Penalty 5860.519372 = -5662345.610112 nChanged 16 SP:Iteration 26Q (5175.097671 sec): 3 clusters Score: Raw -5668209.125029 + Penalty 5860.519372 = -5662348.605657 nChanged 22 SP:Iteration 27Q (5175.333587 sec): 3 clusters Score: Raw -5668214.464856 + Penalty 5860.519372 = -5662353.945484 nChanged 34 SP:Iteration 28Q (5175.585527 sec): 3 clusters Score: Raw -5668222.413051 + Penalty 5860.519372 = -5662361.893679 nChanged 38 SP:Iteration 29Q (5175.843243 sec): 3 clusters Score: Raw -5668229.691671 + Penalty 5860.519372 = -5662369.172299 nChanged 23 SP:Iteration 30Q (5176.101132 sec): 3 clusters Score: Raw -5668233.538508 + Penalty 5860.519372 = -5662373.019137 nChanged 24 SP:Iteration 31Q (5176.337721 sec): 3 clusters Score: Raw -5668236.340835 + Penalty 5860.519372 = -5662375.821463 nChanged 18 SP:Iteration 32Q (5176.577808 sec): 3 clusters Score: Raw -5668238.675089 + Penalty 5860.519372 = -5662378.155717 nChanged 16 SP:Iteration 33Q (5176.808650 sec): 3 clusters Score: Raw -5668241.117409 + Penalty 5860.519372 = -5662380.598038 nChanged 18 SP:Iteration 34Q (5177.060393 sec): 3 clusters Score: Raw -5668244.318364 + Penalty 5860.519372 = -5662383.798992 nChanged 12 SP:Iteration 35Q (5177.290236 sec): 3 clusters Score: Raw -5668246.385281 + Penalty 5860.519372 = -5662385.865910 nChanged 15 SP:Iteration 36Q (5177.537106 sec): 3 clusters Score: Raw -5668248.045388 + Penalty 5860.519372 = -5662387.526016 nChanged 6 SP:Iteration 37Q (5177.858499 sec): 3 clusters Score: Raw -5668249.089121 + Penalty 5860.519372 = -5662388.569749 nChanged 7 SP:Iteration 38Q (5178.121100 sec): 3 clusters Score: Raw -5668250.260311 + Penalty 5860.519372 = -5662389.740940 nChanged 6 SP:Iteration 39Q (5178.393706 sec): 3 clusters Score: Raw -5668251.074331 + Penalty 5860.519372 = -5662390.554960 nChanged 3 SP:Iteration 40F (5178.653005 sec): 3 clusters Score: Raw -5668251.312729 + Penalty 5860.519372 = -5662390.793357 nChanged 0 Trying to split cluster 2 (3786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5178.730304 sec): 2 clusters Score: Raw -283488.132532 + Penalty 2175.113248 = -281313.019284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5178.784811 sec): 3 clusters Score: Raw -281853.440169 + Penalty 4350.226495 = -277503.213674 nChanged 1386 SP:Iteration 1F (5178.844567 sec): 3 clusters Score: Raw -282815.653659 + Penalty 4350.226495 = -278465.427164 nChanged 370 SP:Iteration 2F (5178.897088 sec): 3 clusters Score: Raw -283213.203578 + Penalty 4350.226495 = -278862.977082 nChanged 283 SP:Iteration 3F (5178.941012 sec): 3 clusters Score: Raw -283570.032587 + Penalty 4350.226495 = -279219.806092 nChanged 252 SP:Iteration 4F (5178.984980 sec): 3 clusters Score: Raw -283840.876385 + Penalty 4350.226495 = -279490.649890 nChanged 196 SP:Iteration 5F (5179.028887 sec): 3 clusters Score: Raw -284044.247271 + Penalty 4350.226495 = -279694.020776 nChanged 149 SP:Iteration 6Q (5179.075521 sec): 3 clusters Score: Raw -284206.791001 + Penalty 4350.226495 = -279856.564506 nChanged 117 SP:Iteration 7Q (5179.123006 sec): 3 clusters Score: Raw -284295.062106 + Penalty 4350.226495 = -279944.835611 nChanged 71 SP:Iteration 8Q (5179.170211 sec): 3 clusters Score: Raw -284335.811176 + Penalty 4350.226495 = -279985.584680 nChanged 42 SP:Iteration 9Q (5179.217059 sec): 3 clusters Score: Raw -284355.841175 + Penalty 4350.226495 = -280005.614680 nChanged 32 SP:Iteration 10Q (5179.263250 sec): 3 clusters Score: Raw -284370.970885 + Penalty 4350.226495 = -280020.744390 nChanged 19 SP:Iteration 11Q (5179.307998 sec): 3 clusters Score: Raw -284381.025892 + Penalty 4350.226495 = -280030.799397 nChanged 7 SP:Iteration 12Q (5179.352950 sec): 3 clusters Score: Raw -284384.404135 + Penalty 4350.226495 = -280034.177640 nChanged 5 SP:Iteration 13Q (5179.399457 sec): 3 clusters Score: Raw -284387.501362 + Penalty 4350.226495 = -280037.274866 nChanged 5 SP:Iteration 14Q (5179.444295 sec): 3 clusters Score: Raw -284388.491906 + Penalty 4350.226495 = -280038.265411 nChanged 2 SP:Iteration 15Q (5179.489301 sec): 3 clusters Score: Raw -284389.263999 + Penalty 4350.226495 = -280039.037503 nChanged 3 SP:Iteration 16Q (5179.534102 sec): 3 clusters Score: Raw -284389.687648 + Penalty 4350.226495 = -280039.461153 nChanged 0 SP:Iteration 17F (5179.580748 sec): 3 clusters Score: Raw -284389.687648 + Penalty 4350.226495 = -280039.461153 nChanged 0 Trying to split cluster 3 (11552 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5179.670839 sec): 2 clusters Score: Raw -1004811.526526 + Penalty 2469.618059 = -1002341.908466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5179.879218 sec): 3 clusters Score: Raw -998507.168918 + Penalty 4939.236119 = -993567.932799 nChanged 4872 SP:Iteration 1F (5179.945267 sec): 3 clusters Score: Raw -1001396.423295 + Penalty 4939.236119 = -996457.187176 nChanged 894 SP:Iteration 2F (5180.030665 sec): 3 clusters Score: Raw -1001917.133044 + Penalty 4939.236119 = -996977.896925 nChanged 683 SP:Iteration 3F (5180.117379 sec): 3 clusters Score: Raw -1002289.661107 + Penalty 4939.236119 = -997350.424988 nChanged 591 SP:Iteration 4F (5180.202727 sec): 3 clusters Score: Raw -1002620.388437 + Penalty 4939.236119 = -997681.152318 nChanged 541 SP:Iteration 5Q (5180.289663 sec): 3 clusters Score: Raw -1002895.130908 + Penalty 4939.236119 = -997955.894790 nChanged 441 SP:Iteration 6Q (5180.508641 sec): 3 clusters Score: Raw -1003103.727051 + Penalty 4939.236119 = -998164.490932 nChanged 350 SP:Iteration 7Q (5180.704001 sec): 3 clusters Score: Raw -1003277.516462 + Penalty 4939.236119 = -998338.280343 nChanged 354 SP:Iteration 8Q (5180.894913 sec): 3 clusters Score: Raw -1003457.343224 + Penalty 4939.236119 = -998518.107105 nChanged 341 SP:Iteration 9Q (5181.049751 sec): 3 clusters Score: Raw -1003629.760012 + Penalty 4939.236119 = -998690.523894 nChanged 309 SP:Iteration 10Q (5181.224797 sec): 3 clusters Score: Raw -1003771.731000 + Penalty 4939.236119 = -998832.494882 nChanged 281 SP:Iteration 11Q (5181.392799 sec): 3 clusters Score: Raw -1003900.077693 + Penalty 4939.236119 = -998960.841574 nChanged 254 SP:Iteration 12Q (5181.545517 sec): 3 clusters Score: Raw -1004020.302229 + Penalty 4939.236119 = -999081.066110 nChanged 279 SP:Iteration 13Q (5181.712562 sec): 3 clusters Score: Raw -1004158.710450 + Penalty 4939.236119 = -999219.474331 nChanged 256 SP:Iteration 14Q (5181.870580 sec): 3 clusters Score: Raw -1004281.141690 + Penalty 4939.236119 = -999341.905571 nChanged 214 SP:Iteration 15Q (5181.958899 sec): 3 clusters Score: Raw -1004375.681212 + Penalty 4939.236119 = -999436.445093 nChanged 190 SP:Iteration 16Q (5182.042390 sec): 3 clusters Score: Raw -1004456.364641 + Penalty 4939.236119 = -999517.128523 nChanged 183 SP:Iteration 17Q (5182.125066 sec): 3 clusters Score: Raw -1004535.868549 + Penalty 4939.236119 = -999596.632430 nChanged 184 SP:Iteration 18Q (5182.208267 sec): 3 clusters Score: Raw -1004608.575320 + Penalty 4939.236119 = -999669.339201 nChanged 151 SP:Iteration 19Q (5182.294898 sec): 3 clusters Score: Raw -1004663.417599 + Penalty 4939.236119 = -999724.181480 nChanged 149 SP:Iteration 20F (5182.384740 sec): 3 clusters Score: Raw -1004723.455724 + Penalty 4939.236119 = -999784.219606 nChanged 144 SP:Iteration 21Q (5182.473360 sec): 3 clusters Score: Raw -1004778.303688 + Penalty 4939.236119 = -999839.067569 nChanged 104 SP:Iteration 22Q (5182.561049 sec): 3 clusters Score: Raw -1004815.659236 + Penalty 4939.236119 = -999876.423118 nChanged 98 SP:Iteration 23Q (5182.647806 sec): 3 clusters Score: Raw -1004853.491873 + Penalty 4939.236119 = -999914.255754 nChanged 87 SP:Iteration 24Q (5182.735172 sec): 3 clusters Score: Raw -1004889.779260 + Penalty 4939.236119 = -999950.543141 nChanged 75 SP:Iteration 25Q (5182.822208 sec): 3 clusters Score: Raw -1004918.829733 + Penalty 4939.236119 = -999979.593614 nChanged 81 SP:Iteration 26Q (5182.909143 sec): 3 clusters Score: Raw -1004949.865180 + Penalty 4939.236119 = -1000010.629061 nChanged 74 SP:Iteration 27Q (5182.996093 sec): 3 clusters Score: Raw -1004974.063090 + Penalty 4939.236119 = -1000034.826971 nChanged 78 SP:Iteration 28Q (5183.082422 sec): 3 clusters Score: Raw -1005006.906113 + Penalty 4939.236119 = -1000067.669995 nChanged 83 SP:Iteration 29Q (5183.168121 sec): 3 clusters Score: Raw -1005040.094218 + Penalty 4939.236119 = -1000100.858099 nChanged 76 SP:Iteration 30Q (5183.254994 sec): 3 clusters Score: Raw -1005073.557708 + Penalty 4939.236119 = -1000134.321590 nChanged 67 SP:Iteration 31Q (5183.341006 sec): 3 clusters Score: Raw -1005101.675630 + Penalty 4939.236119 = -1000162.439512 nChanged 50 SP:Iteration 32Q (5183.426886 sec): 3 clusters Score: Raw -1005123.199213 + Penalty 4939.236119 = -1000183.963094 nChanged 43 SP:Iteration 33Q (5183.512342 sec): 3 clusters Score: Raw -1005141.382202 + Penalty 4939.236119 = -1000202.146083 nChanged 40 SP:Iteration 34Q (5183.597099 sec): 3 clusters Score: Raw -1005158.670675 + Penalty 4939.236119 = -1000219.434556 nChanged 41 SP:Iteration 35Q (5183.681543 sec): 3 clusters Score: Raw -1005178.091789 + Penalty 4939.236119 = -1000238.855670 nChanged 47 SP:Iteration 36Q (5183.768223 sec): 3 clusters Score: Raw -1005203.020127 + Penalty 4939.236119 = -1000263.784009 nChanged 46 SP:Iteration 37Q (5183.980298 sec): 3 clusters Score: Raw -1005224.834542 + Penalty 4939.236119 = -1000285.598424 nChanged 45 SP:Iteration 38Q (5184.160013 sec): 3 clusters Score: Raw -1005245.524344 + Penalty 4939.236119 = -1000306.288225 nChanged 41 SP:Iteration 39Q (5184.342328 sec): 3 clusters Score: Raw -1005263.022200 + Penalty 4939.236119 = -1000323.786081 nChanged 35 SP:Iteration 40F (5184.515778 sec): 3 clusters Score: Raw -1005280.784278 + Penalty 4939.236119 = -1000341.548159 nChanged 35 SP:Iteration 41Q (5184.655452 sec): 3 clusters Score: Raw -1005296.316315 + Penalty 4939.236119 = -1000357.080196 nChanged 31 SP:Iteration 42Q (5184.736930 sec): 3 clusters Score: Raw -1005310.333818 + Penalty 4939.236119 = -1000371.097699 nChanged 20 SP:Iteration 43Q (5184.813624 sec): 3 clusters Score: Raw -1005316.870842 + Penalty 4939.236119 = -1000377.634723 nChanged 16 SP:Iteration 44Q (5184.907984 sec): 3 clusters Score: Raw -1005323.416044 + Penalty 4939.236119 = -1000384.179926 nChanged 14 SP:Iteration 45Q (5185.001616 sec): 3 clusters Score: Raw -1005329.990997 + Penalty 4939.236119 = -1000390.754878 nChanged 14 SP:Iteration 46Q (5185.081896 sec): 3 clusters Score: Raw -1005338.630294 + Penalty 4939.236119 = -1000399.394175 nChanged 16 SP:Iteration 47Q (5185.166486 sec): 3 clusters Score: Raw -1005347.690142 + Penalty 4939.236119 = -1000408.454024 nChanged 19 SP:Iteration 48Q (5185.251020 sec): 3 clusters Score: Raw -1005355.299269 + Penalty 4939.236119 = -1000416.063151 nChanged 17 SP:Iteration 49Q (5185.335026 sec): 3 clusters Score: Raw -1005361.210287 + Penalty 4939.236119 = -1000421.974169 nChanged 17 SP:Iteration 50Q (5185.419799 sec): 3 clusters Score: Raw -1005366.486362 + Penalty 4939.236119 = -1000427.250243 nChanged 11 SP:Iteration 51Q (5185.504237 sec): 3 clusters Score: Raw -1005371.122666 + Penalty 4939.236119 = -1000431.886548 nChanged 14 SP:Iteration 52Q (5185.588553 sec): 3 clusters Score: Raw -1005376.836423 + Penalty 4939.236119 = -1000437.600304 nChanged 13 SP:Iteration 53Q (5185.672870 sec): 3 clusters Score: Raw -1005383.469947 + Penalty 4939.236119 = -1000444.233828 nChanged 14 SP:Iteration 54Q (5185.757464 sec): 3 clusters Score: Raw -1005389.603036 + Penalty 4939.236119 = -1000450.366917 nChanged 12 SP:Iteration 55Q (5185.841520 sec): 3 clusters Score: Raw -1005394.814565 + Penalty 4939.236119 = -1000455.578446 nChanged 9 SP:Iteration 56Q (5185.925450 sec): 3 clusters Score: Raw -1005399.293594 + Penalty 4939.236119 = -1000460.057475 nChanged 13 SP:Iteration 57Q (5186.009455 sec): 3 clusters Score: Raw -1005405.570572 + Penalty 4939.236119 = -1000466.334454 nChanged 8 SP:Iteration 58Q (5186.093560 sec): 3 clusters Score: Raw -1005408.960395 + Penalty 4939.236119 = -1000469.724277 nChanged 9 SP:Iteration 59Q (5186.178702 sec): 3 clusters Score: Raw -1005412.985935 + Penalty 4939.236119 = -1000473.749817 nChanged 10 SP:Iteration 60F (5186.270421 sec): 3 clusters Score: Raw -1005417.768894 + Penalty 4939.236119 = -1000478.532776 nChanged 6 SP:Iteration 61Q (5186.365240 sec): 3 clusters Score: Raw -1005419.654950 + Penalty 4939.236119 = -1000480.418831 nChanged 7 SP:Iteration 62Q (5186.444496 sec): 3 clusters Score: Raw -1005423.579336 + Penalty 4939.236119 = -1000484.343217 nChanged 3 SP:Iteration 63Q (5186.525257 sec): 3 clusters Score: Raw -1005424.725159 + Penalty 4939.236119 = -1000485.489041 nChanged 1 SP:Iteration 64Q (5186.629021 sec): 3 clusters Score: Raw -1005424.953978 + Penalty 4939.236119 = -1000485.717860 nChanged 1 SP:Iteration 65Q (5186.708695 sec): 3 clusters Score: Raw -1005425.368496 + Penalty 4939.236119 = -1000486.132377 nChanged 0 SP:Iteration 66F (5186.792992 sec): 3 clusters Score: Raw -1005425.368496 + Penalty 4939.236119 = -1000486.132377 nChanged 0 Trying to split cluster 4 (14524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5186.984357 sec): 2 clusters Score: Raw -1274606.305053 + Penalty 2530.059241 = -1272076.245812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5187.154985 sec): 3 clusters Score: Raw -1266550.411803 + Penalty 5060.118483 = -1261490.293320 nChanged 6132 SP:Iteration 1F (5187.339300 sec): 3 clusters Score: Raw -1270035.409126 + Penalty 5060.118483 = -1264975.290643 nChanged 1059 SP:Iteration 2F (5187.519158 sec): 3 clusters Score: Raw -1270686.517325 + Penalty 5060.118483 = -1265626.398842 nChanged 956 SP:Iteration 3F (5187.674724 sec): 3 clusters Score: Raw -1271285.450569 + Penalty 5060.118483 = -1266225.332086 nChanged 924 SP:Iteration 4F (5187.881016 sec): 3 clusters Score: Raw -1271867.786796 + Penalty 5060.118483 = -1266807.668313 nChanged 861 SP:Iteration 5F (5187.974817 sec): 3 clusters Score: Raw -1272423.365742 + Penalty 5060.118483 = -1267363.247259 nChanged 744 SP:Iteration 6F (5188.063995 sec): 3 clusters Score: Raw -1272887.686972 + Penalty 5060.118483 = -1267827.568489 nChanged 690 SP:Iteration 7Q (5188.179570 sec): 3 clusters Score: Raw -1273320.709196 + Penalty 5060.118483 = -1268260.590713 nChanged 621 SP:Iteration 8Q (5188.286572 sec): 3 clusters Score: Raw -1273733.021049 + Penalty 5060.118483 = -1268672.902566 nChanged 589 SP:Iteration 9Q (5188.393093 sec): 3 clusters Score: Raw -1274102.302784 + Penalty 5060.118483 = -1269042.184302 nChanged 484 SP:Iteration 10Q (5188.511888 sec): 3 clusters Score: Raw -1274367.558894 + Penalty 5060.118483 = -1269307.440411 nChanged 350 SP:Iteration 11Q (5188.606313 sec): 3 clusters Score: Raw -1274530.198920 + Penalty 5060.118483 = -1269470.080437 nChanged 274 SP:Iteration 12Q (5188.704991 sec): 3 clusters Score: Raw -1274652.824315 + Penalty 5060.118483 = -1269592.705832 nChanged 210 SP:Iteration 13Q (5188.814501 sec): 3 clusters Score: Raw -1274727.501941 + Penalty 5060.118483 = -1269667.383458 nChanged 169 SP:Iteration 14Q (5188.930476 sec): 3 clusters Score: Raw -1274779.266055 + Penalty 5060.118483 = -1269719.147573 nChanged 139 SP:Iteration 15Q (5189.040586 sec): 3 clusters Score: Raw -1274819.516790 + Penalty 5060.118483 = -1269759.398307 nChanged 113 SP:Iteration 16Q (5189.156740 sec): 3 clusters Score: Raw -1274848.879410 + Penalty 5060.118483 = -1269788.760927 nChanged 92 SP:Iteration 17Q (5189.247927 sec): 3 clusters Score: Raw -1274871.631799 + Penalty 5060.118483 = -1269811.513316 nChanged 82 SP:Iteration 18Q (5189.349884 sec): 3 clusters Score: Raw -1274888.377699 + Penalty 5060.118483 = -1269828.259216 nChanged 68 SP:Iteration 19Q (5189.449785 sec): 3 clusters Score: Raw -1274903.078784 + Penalty 5060.118483 = -1269842.960301 nChanged 48 SP:Iteration 20F (5189.604153 sec): 3 clusters Score: Raw -1274913.304584 + Penalty 5060.118483 = -1269853.186101 nChanged 43 SP:Iteration 21Q (5189.753187 sec): 3 clusters Score: Raw -1274922.814720 + Penalty 5060.118483 = -1269862.696237 nChanged 36 SP:Iteration 22Q (5189.901917 sec): 3 clusters Score: Raw -1274928.427991 + Penalty 5060.118483 = -1269868.309508 nChanged 31 SP:Iteration 23Q (5190.128564 sec): 3 clusters Score: Raw -1274934.250973 + Penalty 5060.118483 = -1269874.132491 nChanged 19 SP:Iteration 24Q (5190.247102 sec): 3 clusters Score: Raw -1274938.466043 + Penalty 5060.118483 = -1269878.347560 nChanged 26 SP:Iteration 25Q (5190.428410 sec): 3 clusters Score: Raw -1274942.576835 + Penalty 5060.118483 = -1269882.458352 nChanged 19 SP:Iteration 26Q (5190.519409 sec): 3 clusters Score: Raw -1274945.774007 + Penalty 5060.118483 = -1269885.655524 nChanged 17 SP:Iteration 27Q (5190.624014 sec): 3 clusters Score: Raw -1274949.056709 + Penalty 5060.118483 = -1269888.938226 nChanged 16 SP:Iteration 28Q (5190.730514 sec): 3 clusters Score: Raw -1274951.862481 + Penalty 5060.118483 = -1269891.743998 nChanged 14 SP:Iteration 29Q (5190.845025 sec): 3 clusters Score: Raw -1274954.359018 + Penalty 5060.118483 = -1269894.240535 nChanged 14 SP:Iteration 30Q (5191.065438 sec): 3 clusters Score: Raw -1274956.207656 + Penalty 5060.118483 = -1269896.089173 nChanged 11 SP:Iteration 31Q (5191.266134 sec): 3 clusters Score: Raw -1274957.682975 + Penalty 5060.118483 = -1269897.564492 nChanged 12 SP:Iteration 32Q (5191.495543 sec): 3 clusters Score: Raw -1274959.577316 + Penalty 5060.118483 = -1269899.458833 nChanged 16 SP:Iteration 33Q (5191.601878 sec): 3 clusters Score: Raw -1274962.033545 + Penalty 5060.118483 = -1269901.915062 nChanged 16 SP:Iteration 34Q (5191.735175 sec): 3 clusters Score: Raw -1274964.740817 + Penalty 5060.118483 = -1269904.622334 nChanged 13 SP:Iteration 35Q (5191.822786 sec): 3 clusters Score: Raw -1274966.649681 + Penalty 5060.118483 = -1269906.531199 nChanged 10 SP:Iteration 36Q (5191.919546 sec): 3 clusters Score: Raw -1274967.915054 + Penalty 5060.118483 = -1269907.796571 nChanged 5 SP:Iteration 37Q (5192.018526 sec): 3 clusters Score: Raw -1274968.562789 + Penalty 5060.118483 = -1269908.444306 nChanged 7 SP:Iteration 38Q (5192.121870 sec): 3 clusters Score: Raw -1274969.867961 + Penalty 5060.118483 = -1269909.749478 nChanged 8 SP:Iteration 39Q (5192.240563 sec): 3 clusters Score: Raw -1274970.877472 + Penalty 5060.118483 = -1269910.758989 nChanged 5 SP:Iteration 40F (5192.341249 sec): 3 clusters Score: Raw -1274971.565041 + Penalty 5060.118483 = -1269911.446559 nChanged 8 SP:Iteration 41Q (5192.459295 sec): 3 clusters Score: Raw -1274972.893321 + Penalty 5060.118483 = -1269912.774838 nChanged 8 SP:Iteration 42Q (5192.551307 sec): 3 clusters Score: Raw -1274973.944941 + Penalty 5060.118483 = -1269913.826459 nChanged 5 SP:Iteration 43Q (5192.646399 sec): 3 clusters Score: Raw -1274974.575283 + Penalty 5060.118483 = -1269914.456800 nChanged 5 SP:Iteration 44Q (5192.751397 sec): 3 clusters Score: Raw -1274975.256913 + Penalty 5060.118483 = -1269915.138430 nChanged 5 SP:Iteration 45Q (5192.871880 sec): 3 clusters Score: Raw -1274976.045305 + Penalty 5060.118483 = -1269915.926822 nChanged 7 SP:Iteration 46Q (5192.972721 sec): 3 clusters Score: Raw -1274977.374313 + Penalty 5060.118483 = -1269917.255830 nChanged 6 SP:Iteration 47Q (5193.091655 sec): 3 clusters Score: Raw -1274978.087687 + Penalty 5060.118483 = -1269917.969205 nChanged 3 SP:Iteration 48Q (5193.181976 sec): 3 clusters Score: Raw -1274978.407399 + Penalty 5060.118483 = -1269918.288916 nChanged 5 SP:Iteration 49Q (5193.277597 sec): 3 clusters Score: Raw -1274979.163137 + Penalty 5060.118483 = -1269919.044654 nChanged 5 SP:Iteration 50Q (5193.381806 sec): 3 clusters Score: Raw -1274979.960455 + Penalty 5060.118483 = -1269919.841972 nChanged 7 SP:Iteration 51Q (5193.496008 sec): 3 clusters Score: Raw -1274980.923590 + Penalty 5060.118483 = -1269920.805107 nChanged 6 SP:Iteration 52Q (5193.599788 sec): 3 clusters Score: Raw -1274981.595098 + Penalty 5060.118483 = -1269921.476615 nChanged 6 SP:Iteration 53Q (5193.717859 sec): 3 clusters Score: Raw -1274982.507020 + Penalty 5060.118483 = -1269922.388537 nChanged 6 SP:Iteration 54Q (5193.808295 sec): 3 clusters Score: Raw -1274983.747242 + Penalty 5060.118483 = -1269923.628759 nChanged 11 SP:Iteration 55Q (5193.905327 sec): 3 clusters Score: Raw -1274985.398975 + Penalty 5060.118483 = -1269925.280492 nChanged 14 SP:Iteration 56Q (5194.011617 sec): 3 clusters Score: Raw -1274987.327014 + Penalty 5060.118483 = -1269927.208531 nChanged 8 SP:Iteration 57Q (5194.126133 sec): 3 clusters Score: Raw -1274988.636663 + Penalty 5060.118483 = -1269928.518180 nChanged 8 SP:Iteration 58Q (5194.227461 sec): 3 clusters Score: Raw -1274989.815865 + Penalty 5060.118483 = -1269929.697382 nChanged 9 SP:Iteration 59Q (5194.344396 sec): 3 clusters Score: Raw -1274991.669767 + Penalty 5060.118483 = -1269931.551285 nChanged 8 SP:Iteration 60F (5194.435174 sec): 3 clusters Score: Raw -1274992.918527 + Penalty 5060.118483 = -1269932.800044 nChanged 7 SP:Iteration 61Q (5194.674041 sec): 3 clusters Score: Raw -1274993.740773 + Penalty 5060.118483 = -1269933.622291 nChanged 6 SP:Iteration 62Q (5194.896418 sec): 3 clusters Score: Raw -1274994.339234 + Penalty 5060.118483 = -1269934.220751 nChanged 4 SP:Iteration 63Q (5195.061979 sec): 3 clusters Score: Raw -1274994.931444 + Penalty 5060.118483 = -1269934.812961 nChanged 4 SP:Iteration 64Q (5195.185350 sec): 3 clusters Score: Raw -1274995.444977 + Penalty 5060.118483 = -1269935.326494 nChanged 5 SP:Iteration 65Q (5195.287633 sec): 3 clusters Score: Raw -1274996.354993 + Penalty 5060.118483 = -1269936.236511 nChanged 9 SP:Iteration 66Q (5195.404620 sec): 3 clusters Score: Raw -1274997.742035 + Penalty 5060.118483 = -1269937.623552 nChanged 13 SP:Iteration 67Q (5195.513678 sec): 3 clusters Score: Raw -1275000.183023 + Penalty 5060.118483 = -1269940.064540 nChanged 14 SP:Iteration 68Q (5195.614311 sec): 3 clusters Score: Raw -1275003.117152 + Penalty 5060.118483 = -1269942.998669 nChanged 23 SP:Iteration 69Q (5195.716089 sec): 3 clusters Score: Raw -1275007.142411 + Penalty 5060.118483 = -1269947.023928 nChanged 29 SP:Iteration 70Q (5195.832473 sec): 3 clusters Score: Raw -1275013.387059 + Penalty 5060.118483 = -1269953.268577 nChanged 25 SP:Iteration 71Q (5195.924905 sec): 3 clusters Score: Raw -1275017.614611 + Penalty 5060.118483 = -1269957.496128 nChanged 24 SP:Iteration 72Q (5196.016523 sec): 3 clusters Score: Raw -1275021.871095 + Penalty 5060.118483 = -1269961.752612 nChanged 26 SP:Iteration 73Q (5196.118972 sec): 3 clusters Score: Raw -1275028.465320 + Penalty 5060.118483 = -1269968.346837 nChanged 28 SP:Iteration 74Q (5196.230827 sec): 3 clusters Score: Raw -1275033.991892 + Penalty 5060.118483 = -1269973.873409 nChanged 27 SP:Iteration 75Q (5196.330666 sec): 3 clusters Score: Raw -1275038.718942 + Penalty 5060.118483 = -1269978.600459 nChanged 14 SP:Iteration 76Q (5196.427583 sec): 3 clusters Score: Raw -1275040.636069 + Penalty 5060.118483 = -1269980.517586 nChanged 10 SP:Iteration 77Q (5196.524184 sec): 3 clusters Score: Raw -1275042.002233 + Penalty 5060.118483 = -1269981.883750 nChanged 8 SP:Iteration 78Q (5196.626304 sec): 3 clusters Score: Raw -1275043.040836 + Penalty 5060.118483 = -1269982.922353 nChanged 7 SP:Iteration 79Q (5196.744854 sec): 3 clusters Score: Raw -1275044.309125 + Penalty 5060.118483 = -1269984.190643 nChanged 10 SP:Iteration 80F (5196.849889 sec): 3 clusters Score: Raw -1275045.862577 + Penalty 5060.118483 = -1269985.744094 nChanged 10 SP:Iteration 81Q (5196.965956 sec): 3 clusters Score: Raw -1275047.733562 + Penalty 5060.118483 = -1269987.615080 nChanged 9 SP:Iteration 82Q (5197.057058 sec): 3 clusters Score: Raw -1275049.463806 + Penalty 5060.118483 = -1269989.345323 nChanged 8 SP:Iteration 83Q (5197.156451 sec): 3 clusters Score: Raw -1275050.753008 + Penalty 5060.118483 = -1269990.634526 nChanged 7 SP:Iteration 84Q (5197.265420 sec): 3 clusters Score: Raw -1275051.506451 + Penalty 5060.118483 = -1269991.387969 nChanged 8 SP:Iteration 85Q (5197.411388 sec): 3 clusters Score: Raw -1275052.803704 + Penalty 5060.118483 = -1269992.685222 nChanged 10 SP:Iteration 86Q (5197.525548 sec): 3 clusters Score: Raw -1275054.368883 + Penalty 5060.118483 = -1269994.250400 nChanged 10 SP:Iteration 87Q (5197.607892 sec): 3 clusters Score: Raw -1275056.099504 + Penalty 5060.118483 = -1269995.981021 nChanged 4 SP:Iteration 88Q (5197.722704 sec): 3 clusters Score: Raw -1275056.524890 + Penalty 5060.118483 = -1269996.406407 nChanged 3 SP:Iteration 89Q (5197.829514 sec): 3 clusters Score: Raw -1275056.906273 + Penalty 5060.118483 = -1269996.787790 nChanged 2 SP:Iteration 90Q (5197.924289 sec): 3 clusters Score: Raw -1275057.204270 + Penalty 5060.118483 = -1269997.085787 nChanged 2 SP:Iteration 91Q (5198.020825 sec): 3 clusters Score: Raw -1275057.331261 + Penalty 5060.118483 = -1269997.212779 nChanged 2 SP:Iteration 92Q (5198.238100 sec): 3 clusters Score: Raw -1275057.551884 + Penalty 5060.118483 = -1269997.433401 nChanged 1 SP:Iteration 93Q (5198.412523 sec): 3 clusters Score: Raw -1275057.802992 + Penalty 5060.118483 = -1269997.684510 nChanged 2 SP:Iteration 94Q (5198.572456 sec): 3 clusters Score: Raw -1275057.985823 + Penalty 5060.118483 = -1269997.867341 nChanged 3 SP:Iteration 95Q (5198.679460 sec): 3 clusters Score: Raw -1275058.374127 + Penalty 5060.118483 = -1269998.255644 nChanged 1 SP:Iteration 96Q (5198.777363 sec): 3 clusters Score: Raw -1275058.530005 + Penalty 5060.118483 = -1269998.411522 nChanged 0 SP:Iteration 97F (5198.878204 sec): 3 clusters Score: Raw -1275058.530005 + Penalty 5060.118483 = -1269998.411522 nChanged 0 Trying to split cluster 5 (2819 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5198.935277 sec): 2 clusters Score: Raw -178230.415184 + Penalty 2097.252298 = -176133.162886 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5198.985975 sec): 3 clusters Score: Raw -177164.749661 + Penalty 4194.504595 = -172970.245065 nChanged 1000 SP:Iteration 1F (5199.137022 sec): 3 clusters Score: Raw -178290.079761 + Penalty 4194.504595 = -174095.575165 nChanged 352 SP:Iteration 2F (5199.231290 sec): 3 clusters Score: Raw -178923.734799 + Penalty 4194.504595 = -174729.230203 nChanged 233 SP:Iteration 3F (5199.293826 sec): 3 clusters Score: Raw -179293.597375 + Penalty 4194.504595 = -175099.092780 nChanged 159 SP:Iteration 4F (5199.338018 sec): 3 clusters Score: Raw -179518.531302 + Penalty 4194.504595 = -175324.026707 nChanged 137 SP:Iteration 5Q (5199.381641 sec): 3 clusters Score: Raw -179682.699418 + Penalty 4194.504595 = -175488.194823 nChanged 99 SP:Iteration 6Q (5199.424696 sec): 3 clusters Score: Raw -179796.574258 + Penalty 4194.504595 = -175602.069662 nChanged 81 SP:Iteration 7Q (5199.471887 sec): 3 clusters Score: Raw -179871.801994 + Penalty 4194.504595 = -175677.297399 nChanged 62 SP:Iteration 8Q (5199.511308 sec): 3 clusters Score: Raw -179939.689551 + Penalty 4194.504595 = -175745.184956 nChanged 49 SP:Iteration 9Q (5199.551965 sec): 3 clusters Score: Raw -179985.273487 + Penalty 4194.504595 = -175790.768892 nChanged 31 SP:Iteration 10Q (5199.591122 sec): 3 clusters Score: Raw -180008.553372 + Penalty 4194.504595 = -175814.048776 nChanged 29 SP:Iteration 11Q (5199.630892 sec): 3 clusters Score: Raw -180032.159974 + Penalty 4194.504595 = -175837.655378 nChanged 22 SP:Iteration 12Q (5199.671205 sec): 3 clusters Score: Raw -180048.208152 + Penalty 4194.504595 = -175853.703556 nChanged 11 SP:Iteration 13Q (5199.712395 sec): 3 clusters Score: Raw -180056.793493 + Penalty 4194.504595 = -175862.288898 nChanged 12 SP:Iteration 14Q (5199.753329 sec): 3 clusters Score: Raw -180064.719996 + Penalty 4194.504595 = -175870.215401 nChanged 8 SP:Iteration 15Q (5199.794313 sec): 3 clusters Score: Raw -180070.322470 + Penalty 4194.504595 = -175875.817875 nChanged 9 SP:Iteration 16Q (5199.835162 sec): 3 clusters Score: Raw -180075.383370 + Penalty 4194.504595 = -175880.878774 nChanged 3 SP:Iteration 17Q (5199.875689 sec): 3 clusters Score: Raw -180076.680099 + Penalty 4194.504595 = -175882.175503 nChanged 1 SP:Iteration 18Q (5199.916398 sec): 3 clusters Score: Raw -180077.238583 + Penalty 4194.504595 = -175882.733988 nChanged 1 SP:Iteration 19Q (5199.957120 sec): 3 clusters Score: Raw -180077.605185 + Penalty 4194.504595 = -175883.100590 nChanged 1 SP:Iteration 20F (5199.998243 sec): 3 clusters Score: Raw -180077.780409 + Penalty 4194.504595 = -175883.275814 nChanged 0 Trying to split cluster 6 (7637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5200.058487 sec): 2 clusters Score: Raw -640532.084975 + Penalty 2360.360676 = -638171.724299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5200.117548 sec): 3 clusters Score: Raw -636642.730591 + Penalty 4720.721351 = -631922.009239 nChanged 3106 SP:Iteration 1F (5200.322436 sec): 3 clusters Score: Raw -638392.694196 + Penalty 4720.721351 = -633671.972844 nChanged 587 SP:Iteration 2F (5200.514994 sec): 3 clusters Score: Raw -638749.300258 + Penalty 4720.721351 = -634028.578907 nChanged 454 SP:Iteration 3F (5200.678263 sec): 3 clusters Score: Raw -638991.906491 + Penalty 4720.721351 = -634271.185140 nChanged 339 SP:Iteration 4Q (5200.878115 sec): 3 clusters Score: Raw -639193.132799 + Penalty 4720.721351 = -634472.411447 nChanged 337 SP:Iteration 5Q (5200.987250 sec): 3 clusters Score: Raw -639417.155908 + Penalty 4720.721351 = -634696.434557 nChanged 335 SP:Iteration 6Q (5201.121095 sec): 3 clusters Score: Raw -639615.776649 + Penalty 4720.721351 = -634895.055298 nChanged 288 SP:Iteration 7Q (5201.198591 sec): 3 clusters Score: Raw -639804.465597 + Penalty 4720.721351 = -635083.744246 nChanged 315 SP:Iteration 8Q (5201.256119 sec): 3 clusters Score: Raw -640025.134549 + Penalty 4720.721351 = -635304.413197 nChanged 311 SP:Iteration 9Q (5201.312801 sec): 3 clusters Score: Raw -640251.321883 + Penalty 4720.721351 = -635530.600531 nChanged 284 SP:Iteration 10Q (5201.379801 sec): 3 clusters Score: Raw -640450.899157 + Penalty 4720.721351 = -635730.177806 nChanged 248 SP:Iteration 11Q (5201.453973 sec): 3 clusters Score: Raw -640623.888545 + Penalty 4720.721351 = -635903.167194 nChanged 224 SP:Iteration 12Q (5201.523333 sec): 3 clusters Score: Raw -640767.645890 + Penalty 4720.721351 = -636046.924539 nChanged 197 SP:Iteration 13Q (5201.588785 sec): 3 clusters Score: Raw -640888.450964 + Penalty 4720.721351 = -636167.729613 nChanged 176 SP:Iteration 14Q (5201.653873 sec): 3 clusters Score: Raw -641008.430122 + Penalty 4720.721351 = -636287.708771 nChanged 185 SP:Iteration 15Q (5201.721005 sec): 3 clusters Score: Raw -641129.504261 + Penalty 4720.721351 = -636408.782909 nChanged 157 SP:Iteration 16Q (5201.801026 sec): 3 clusters Score: Raw -641213.905242 + Penalty 4720.721351 = -636493.183891 nChanged 121 SP:Iteration 17Q (5201.877639 sec): 3 clusters Score: Raw -641283.001100 + Penalty 4720.721351 = -636562.279749 nChanged 123 SP:Iteration 18Q (5201.939395 sec): 3 clusters Score: Raw -641358.984552 + Penalty 4720.721351 = -636638.263201 nChanged 119 SP:Iteration 19Q (5202.001706 sec): 3 clusters Score: Raw -641422.901822 + Penalty 4720.721351 = -636702.180471 nChanged 114 SP:Iteration 20F (5202.072062 sec): 3 clusters Score: Raw -641482.731621 + Penalty 4720.721351 = -636762.010270 nChanged 99 SP:Iteration 21Q (5202.142902 sec): 3 clusters Score: Raw -641539.152398 + Penalty 4720.721351 = -636818.431046 nChanged 108 SP:Iteration 22Q (5202.208587 sec): 3 clusters Score: Raw -641588.176837 + Penalty 4720.721351 = -636867.455486 nChanged 101 SP:Iteration 23Q (5202.273039 sec): 3 clusters Score: Raw -641636.697786 + Penalty 4720.721351 = -636915.976434 nChanged 86 SP:Iteration 24Q (5202.340311 sec): 3 clusters Score: Raw -641687.261551 + Penalty 4720.721351 = -636966.540200 nChanged 86 SP:Iteration 25Q (5202.409053 sec): 3 clusters Score: Raw -641728.319762 + Penalty 4720.721351 = -637007.598411 nChanged 71 SP:Iteration 26Q (5202.475945 sec): 3 clusters Score: Raw -641755.901548 + Penalty 4720.721351 = -637035.180197 nChanged 76 SP:Iteration 27Q (5202.540695 sec): 3 clusters Score: Raw -641782.319917 + Penalty 4720.721351 = -637061.598565 nChanged 48 SP:Iteration 28Q (5202.604961 sec): 3 clusters Score: Raw -641795.958518 + Penalty 4720.721351 = -637075.237167 nChanged 36 SP:Iteration 29Q (5202.673217 sec): 3 clusters Score: Raw -641807.019292 + Penalty 4720.721351 = -637086.297941 nChanged 35 SP:Iteration 30Q (5202.743386 sec): 3 clusters Score: Raw -641817.591011 + Penalty 4720.721351 = -637096.869660 nChanged 21 SP:Iteration 31Q (5202.810720 sec): 3 clusters Score: Raw -641822.011629 + Penalty 4720.721351 = -637101.290277 nChanged 14 SP:Iteration 32Q (5202.983358 sec): 3 clusters Score: Raw -641824.471614 + Penalty 4720.721351 = -637103.750262 nChanged 12 SP:Iteration 33Q (5203.122654 sec): 3 clusters Score: Raw -641827.721770 + Penalty 4720.721351 = -637107.000419 nChanged 6 SP:Iteration 34Q (5203.263339 sec): 3 clusters Score: Raw -641829.559226 + Penalty 4720.721351 = -637108.837875 nChanged 6 SP:Iteration 35Q (5203.410193 sec): 3 clusters Score: Raw -641830.864118 + Penalty 4720.721351 = -637110.142766 nChanged 0 SP:Iteration 36F (5203.554265 sec): 3 clusters Score: Raw -641830.864118 + Penalty 4720.721351 = -637110.142766 nChanged 0 Trying to split cluster 7 (2640 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5203.620552 sec): 2 clusters Score: Raw -201302.144617 + Penalty 2079.933028 = -199222.211590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5203.668037 sec): 3 clusters Score: Raw -200227.741564 + Penalty 4159.866056 = -196067.875509 nChanged 904 SP:Iteration 1F (5203.720232 sec): 3 clusters Score: Raw -200909.869239 + Penalty 4159.866056 = -196750.003183 nChanged 219 SP:Iteration 2F (5203.781063 sec): 3 clusters Score: Raw -201102.800534 + Penalty 4159.866056 = -196942.934479 nChanged 144 SP:Iteration 3F (5203.830820 sec): 3 clusters Score: Raw -201245.189938 + Penalty 4159.866056 = -197085.323883 nChanged 121 SP:Iteration 4Q (5203.870446 sec): 3 clusters Score: Raw -201364.305033 + Penalty 4159.866056 = -197204.438977 nChanged 110 SP:Iteration 5Q (5203.909461 sec): 3 clusters Score: Raw -201457.010618 + Penalty 4159.866056 = -197297.144562 nChanged 69 SP:Iteration 6Q (5203.948868 sec): 3 clusters Score: Raw -201502.875786 + Penalty 4159.866056 = -197343.009731 nChanged 37 SP:Iteration 7Q (5203.988457 sec): 3 clusters Score: Raw -201529.082713 + Penalty 4159.866056 = -197369.216657 nChanged 30 SP:Iteration 8Q (5204.028518 sec): 3 clusters Score: Raw -201545.817476 + Penalty 4159.866056 = -197385.951421 nChanged 21 SP:Iteration 9Q (5204.068790 sec): 3 clusters Score: Raw -201558.559146 + Penalty 4159.866056 = -197398.693091 nChanged 24 SP:Iteration 10Q (5204.108847 sec): 3 clusters Score: Raw -201579.040568 + Penalty 4159.866056 = -197419.174513 nChanged 26 SP:Iteration 11Q (5204.149276 sec): 3 clusters Score: Raw -201593.195774 + Penalty 4159.866056 = -197433.329718 nChanged 19 SP:Iteration 12Q (5204.189412 sec): 3 clusters Score: Raw -201604.336443 + Penalty 4159.866056 = -197444.470388 nChanged 20 SP:Iteration 13Q (5204.228936 sec): 3 clusters Score: Raw -201618.543033 + Penalty 4159.866056 = -197458.676977 nChanged 22 SP:Iteration 14Q (5204.268620 sec): 3 clusters Score: Raw -201638.927163 + Penalty 4159.866056 = -197479.061107 nChanged 25 SP:Iteration 15Q (5204.308439 sec): 3 clusters Score: Raw -201657.705858 + Penalty 4159.866056 = -197497.839803 nChanged 27 SP:Iteration 16Q (5204.347899 sec): 3 clusters Score: Raw -201674.940886 + Penalty 4159.866056 = -197515.074830 nChanged 28 SP:Iteration 17Q (5204.401662 sec): 3 clusters Score: Raw -201695.260399 + Penalty 4159.866056 = -197535.394344 nChanged 21 SP:Iteration 18Q (5204.441707 sec): 3 clusters Score: Raw -201709.508251 + Penalty 4159.866056 = -197549.642196 nChanged 18 SP:Iteration 19Q (5204.481957 sec): 3 clusters Score: Raw -201725.519253 + Penalty 4159.866056 = -197565.653197 nChanged 24 SP:Iteration 20F (5204.522224 sec): 3 clusters Score: Raw -201743.410413 + Penalty 4159.866056 = -197583.544358 nChanged 21 SP:Iteration 21Q (5204.561903 sec): 3 clusters Score: Raw -201761.633684 + Penalty 4159.866056 = -197601.767628 nChanged 21 SP:Iteration 22Q (5204.601638 sec): 3 clusters Score: Raw -201776.877042 + Penalty 4159.866056 = -197617.010987 nChanged 12 SP:Iteration 23Q (5204.641483 sec): 3 clusters Score: Raw -201784.314691 + Penalty 4159.866056 = -197624.448635 nChanged 7 SP:Iteration 24Q (5204.681775 sec): 3 clusters Score: Raw -201788.706702 + Penalty 4159.866056 = -197628.840647 nChanged 8 SP:Iteration 25Q (5204.812574 sec): 3 clusters Score: Raw -201793.083216 + Penalty 4159.866056 = -197633.217161 nChanged 7 SP:Iteration 26Q (5204.974254 sec): 3 clusters Score: Raw -201796.249779 + Penalty 4159.866056 = -197636.383723 nChanged 8 SP:Iteration 27Q (5205.097144 sec): 3 clusters Score: Raw -201800.770859 + Penalty 4159.866056 = -197640.904803 nChanged 3 SP:Iteration 28Q (5205.199927 sec): 3 clusters Score: Raw -201802.711124 + Penalty 4159.866056 = -197642.845069 nChanged 2 SP:Iteration 29Q (5205.324924 sec): 3 clusters Score: Raw -201803.068862 + Penalty 4159.866056 = -197643.202807 nChanged 1 SP:Iteration 30Q (5205.445060 sec): 3 clusters Score: Raw -201803.695481 + Penalty 4159.866056 = -197643.829425 nChanged 2 SP:Iteration 31Q (5205.566401 sec): 3 clusters Score: Raw -201804.665759 + Penalty 4159.866056 = -197644.799703 nChanged 2 SP:Iteration 32Q (5205.677490 sec): 3 clusters Score: Raw -201805.615942 + Penalty 4159.866056 = -197645.749886 nChanged 1 SP:Iteration 33Q (5205.794553 sec): 3 clusters Score: Raw -201805.926258 + Penalty 4159.866056 = -197646.060202 nChanged 0 SP:Iteration 34F (5205.908358 sec): 3 clusters Score: Raw -201805.926258 + Penalty 4159.866056 = -197646.060202 nChanged 0 Trying to split cluster 8 (12568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5206.009982 sec): 2 clusters Score: Raw -969425.212671 + Penalty 2491.872024 = -966933.340647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5206.192140 sec): 3 clusters Score: Raw -962451.693395 + Penalty 4983.744047 = -957467.949348 nChanged 5324 SP:Iteration 1F (5206.372382 sec): 3 clusters Score: Raw -965592.587734 + Penalty 4983.744047 = -960608.843687 nChanged 1030 SP:Iteration 2F (5206.446622 sec): 3 clusters Score: Raw -966301.782779 + Penalty 4983.744047 = -961318.038732 nChanged 877 SP:Iteration 3F (5206.521778 sec): 3 clusters Score: Raw -966854.450818 + Penalty 4983.744047 = -961870.706771 nChanged 709 SP:Iteration 4F (5206.627051 sec): 3 clusters Score: Raw -967315.198731 + Penalty 4983.744047 = -962331.454684 nChanged 615 SP:Iteration 5Q (5206.716921 sec): 3 clusters Score: Raw -967662.622474 + Penalty 4983.744047 = -962678.878427 nChanged 571 SP:Iteration 6Q (5206.807589 sec): 3 clusters Score: Raw -968000.062618 + Penalty 4983.744047 = -963016.318571 nChanged 553 SP:Iteration 7Q (5206.896718 sec): 3 clusters Score: Raw -968299.749481 + Penalty 4983.744047 = -963316.005434 nChanged 469 SP:Iteration 8Q (5206.996589 sec): 3 clusters Score: Raw -968560.080329 + Penalty 4983.744047 = -963576.336282 nChanged 416 SP:Iteration 9Q (5207.089449 sec): 3 clusters Score: Raw -968755.578790 + Penalty 4983.744047 = -963771.834743 nChanged 366 SP:Iteration 10Q (5207.180007 sec): 3 clusters Score: Raw -968927.557513 + Penalty 4983.744047 = -963943.813466 nChanged 347 SP:Iteration 11Q (5207.276999 sec): 3 clusters Score: Raw -969085.693760 + Penalty 4983.744047 = -964101.949713 nChanged 302 SP:Iteration 12Q (5207.394565 sec): 3 clusters Score: Raw -969213.097898 + Penalty 4983.744047 = -964229.353851 nChanged 229 SP:Iteration 13Q (5207.490535 sec): 3 clusters Score: Raw -969289.491658 + Penalty 4983.744047 = -964305.747611 nChanged 189 SP:Iteration 14Q (5207.578262 sec): 3 clusters Score: Raw -969348.935630 + Penalty 4983.744047 = -964365.191583 nChanged 172 SP:Iteration 15Q (5207.749039 sec): 3 clusters Score: Raw -969404.825637 + Penalty 4983.744047 = -964421.081590 nChanged 156 SP:Iteration 16Q (5207.832101 sec): 3 clusters Score: Raw -969457.447523 + Penalty 4983.744047 = -964473.703476 nChanged 164 SP:Iteration 17Q (5207.936846 sec): 3 clusters Score: Raw -969505.239059 + Penalty 4983.744047 = -964521.495012 nChanged 143 SP:Iteration 18Q (5208.048361 sec): 3 clusters Score: Raw -969551.914741 + Penalty 4983.744047 = -964568.170694 nChanged 118 SP:Iteration 19Q (5208.145444 sec): 3 clusters Score: Raw -969595.220090 + Penalty 4983.744047 = -964611.476043 nChanged 126 SP:Iteration 20F (5208.374394 sec): 3 clusters Score: Raw -969639.988222 + Penalty 4983.744047 = -964656.244175 nChanged 125 SP:Iteration 21Q (5208.571103 sec): 3 clusters Score: Raw -969684.652268 + Penalty 4983.744047 = -964700.908221 nChanged 121 SP:Iteration 22Q (5208.755100 sec): 3 clusters Score: Raw -969726.539468 + Penalty 4983.744047 = -964742.795421 nChanged 126 SP:Iteration 23Q (5208.924243 sec): 3 clusters Score: Raw -969773.977448 + Penalty 4983.744047 = -964790.233401 nChanged 121 SP:Iteration 24Q (5209.105286 sec): 3 clusters Score: Raw -969822.019068 + Penalty 4983.744047 = -964838.275021 nChanged 128 SP:Iteration 25Q (5209.187045 sec): 3 clusters Score: Raw -969863.826411 + Penalty 4983.744047 = -964880.082364 nChanged 115 SP:Iteration 26Q (5209.274602 sec): 3 clusters Score: Raw -969901.422349 + Penalty 4983.744047 = -964917.678302 nChanged 99 SP:Iteration 27Q (5209.366902 sec): 3 clusters Score: Raw -969927.671426 + Penalty 4983.744047 = -964943.927379 nChanged 83 SP:Iteration 28Q (5209.467779 sec): 3 clusters Score: Raw -969953.498290 + Penalty 4983.744047 = -964969.754243 nChanged 76 SP:Iteration 29Q (5209.555282 sec): 3 clusters Score: Raw -969980.446906 + Penalty 4983.744047 = -964996.702859 nChanged 83 SP:Iteration 30Q (5209.749263 sec): 3 clusters Score: Raw -970006.990687 + Penalty 4983.744047 = -965023.246640 nChanged 78 SP:Iteration 31Q (5209.892531 sec): 3 clusters Score: Raw -970033.937375 + Penalty 4983.744047 = -965050.193328 nChanged 83 SP:Iteration 32Q (5209.998668 sec): 3 clusters Score: Raw -970061.773806 + Penalty 4983.744047 = -965078.029759 nChanged 72 SP:Iteration 33Q (5210.082863 sec): 3 clusters Score: Raw -970085.887969 + Penalty 4983.744047 = -965102.143922 nChanged 70 SP:Iteration 34Q (5210.170336 sec): 3 clusters Score: Raw -970107.000114 + Penalty 4983.744047 = -965123.256067 nChanged 72 SP:Iteration 35Q (5210.258843 sec): 3 clusters Score: Raw -970128.492987 + Penalty 4983.744047 = -965144.748940 nChanged 70 SP:Iteration 36Q (5210.353981 sec): 3 clusters Score: Raw -970147.643688 + Penalty 4983.744047 = -965163.899641 nChanged 59 SP:Iteration 37Q (5210.516196 sec): 3 clusters Score: Raw -970162.625880 + Penalty 4983.744047 = -965178.881833 nChanged 53 SP:Iteration 38Q (5210.602712 sec): 3 clusters Score: Raw -970177.665434 + Penalty 4983.744047 = -965193.921387 nChanged 51 SP:Iteration 39Q (5210.700561 sec): 3 clusters Score: Raw -970194.185921 + Penalty 4983.744047 = -965210.441874 nChanged 62 SP:Iteration 40F (5210.791456 sec): 3 clusters Score: Raw -970212.117629 + Penalty 4983.744047 = -965228.373582 nChanged 55 SP:Iteration 41Q (5210.872712 sec): 3 clusters Score: Raw -970230.377689 + Penalty 4983.744047 = -965246.633642 nChanged 56 SP:Iteration 42Q (5210.962312 sec): 3 clusters Score: Raw -970246.969141 + Penalty 4983.744047 = -965263.225094 nChanged 51 SP:Iteration 43Q (5211.055674 sec): 3 clusters Score: Raw -970263.025968 + Penalty 4983.744047 = -965279.281921 nChanged 52 SP:Iteration 44Q (5211.148984 sec): 3 clusters Score: Raw -970276.509728 + Penalty 4983.744047 = -965292.765681 nChanged 48 SP:Iteration 45Q (5211.239389 sec): 3 clusters Score: Raw -970289.654683 + Penalty 4983.744047 = -965305.910636 nChanged 43 SP:Iteration 46Q (5211.329236 sec): 3 clusters Score: Raw -970300.411380 + Penalty 4983.744047 = -965316.667333 nChanged 33 SP:Iteration 47Q (5211.415409 sec): 3 clusters Score: Raw -970307.805865 + Penalty 4983.744047 = -965324.061818 nChanged 19 SP:Iteration 48Q (5211.496441 sec): 3 clusters Score: Raw -970311.461266 + Penalty 4983.744047 = -965327.717219 nChanged 12 SP:Iteration 49Q (5211.586627 sec): 3 clusters Score: Raw -970313.467678 + Penalty 4983.744047 = -965329.723631 nChanged 15 SP:Iteration 50Q (5211.678047 sec): 3 clusters Score: Raw -970317.420102 + Penalty 4983.744047 = -965333.676055 nChanged 18 SP:Iteration 51Q (5211.854108 sec): 3 clusters Score: Raw -970321.380110 + Penalty 4983.744047 = -965337.636063 nChanged 14 SP:Iteration 52Q (5212.014909 sec): 3 clusters Score: Raw -970325.076051 + Penalty 4983.744047 = -965341.332004 nChanged 18 SP:Iteration 53Q (5212.164788 sec): 3 clusters Score: Raw -970330.782536 + Penalty 4983.744047 = -965347.038489 nChanged 22 SP:Iteration 54Q (5212.315425 sec): 3 clusters Score: Raw -970337.327770 + Penalty 4983.744047 = -965353.583723 nChanged 31 SP:Iteration 55Q (5212.421825 sec): 3 clusters Score: Raw -970346.677355 + Penalty 4983.744047 = -965362.933308 nChanged 33 SP:Iteration 56Q (5212.506966 sec): 3 clusters Score: Raw -970356.477926 + Penalty 4983.744047 = -965372.733879 nChanged 29 SP:Iteration 57Q (5212.590856 sec): 3 clusters Score: Raw -970363.033018 + Penalty 4983.744047 = -965379.288971 nChanged 21 SP:Iteration 58Q (5212.683237 sec): 3 clusters Score: Raw -970368.170896 + Penalty 4983.744047 = -965384.426849 nChanged 20 SP:Iteration 59Q (5212.774966 sec): 3 clusters Score: Raw -970374.050823 + Penalty 4983.744047 = -965390.306776 nChanged 21 SP:Iteration 60F (5212.868190 sec): 3 clusters Score: Raw -970379.500458 + Penalty 4983.744047 = -965395.756411 nChanged 16 SP:Iteration 61Q (5212.958404 sec): 3 clusters Score: Raw -970382.923795 + Penalty 4983.744047 = -965399.179748 nChanged 11 SP:Iteration 62Q (5213.047664 sec): 3 clusters Score: Raw -970385.086742 + Penalty 4983.744047 = -965401.342695 nChanged 14 SP:Iteration 63Q (5213.133957 sec): 3 clusters Score: Raw -970387.926210 + Penalty 4983.744047 = -965404.182163 nChanged 14 SP:Iteration 64Q (5213.214375 sec): 3 clusters Score: Raw -970391.248212 + Penalty 4983.744047 = -965407.504165 nChanged 15 SP:Iteration 65Q (5213.303947 sec): 3 clusters Score: Raw -970394.666426 + Penalty 4983.744047 = -965410.922379 nChanged 15 SP:Iteration 66Q (5213.397652 sec): 3 clusters Score: Raw -970397.790412 + Penalty 4983.744047 = -965414.046365 nChanged 11 SP:Iteration 67Q (5213.490134 sec): 3 clusters Score: Raw -970399.654155 + Penalty 4983.744047 = -965415.910108 nChanged 10 SP:Iteration 68Q (5213.580266 sec): 3 clusters Score: Raw -970402.495162 + Penalty 4983.744047 = -965418.751115 nChanged 9 SP:Iteration 69Q (5213.669805 sec): 3 clusters Score: Raw -970404.534912 + Penalty 4983.744047 = -965420.790865 nChanged 9 SP:Iteration 70Q (5213.757299 sec): 3 clusters Score: Raw -970406.195940 + Penalty 4983.744047 = -965422.451893 nChanged 8 SP:Iteration 71Q (5213.842746 sec): 3 clusters Score: Raw -970407.896375 + Penalty 4983.744047 = -965424.152328 nChanged 7 SP:Iteration 72Q (5213.953254 sec): 3 clusters Score: Raw -970409.305315 + Penalty 4983.744047 = -965425.561268 nChanged 4 SP:Iteration 73Q (5214.038009 sec): 3 clusters Score: Raw -970409.871569 + Penalty 4983.744047 = -965426.127522 nChanged 5 SP:Iteration 74Q (5214.116569 sec): 3 clusters Score: Raw -970410.756524 + Penalty 4983.744047 = -965427.012477 nChanged 6 SP:Iteration 75Q (5214.209318 sec): 3 clusters Score: Raw -970412.155551 + Penalty 4983.744047 = -965428.411504 nChanged 5 SP:Iteration 76Q (5214.298662 sec): 3 clusters Score: Raw -970413.523574 + Penalty 4983.744047 = -965429.779527 nChanged 5 SP:Iteration 77Q (5214.388297 sec): 3 clusters Score: Raw -970414.526151 + Penalty 4983.744047 = -965430.782104 nChanged 2 SP:Iteration 78Q (5214.478285 sec): 3 clusters Score: Raw -970414.843325 + Penalty 4983.744047 = -965431.099278 nChanged 2 SP:Iteration 79Q (5214.567957 sec): 3 clusters Score: Raw -970415.124173 + Penalty 4983.744047 = -965431.380126 nChanged 5 SP:Iteration 80F (5214.655116 sec): 3 clusters Score: Raw -970416.324286 + Penalty 4983.744047 = -965432.580239 nChanged 3 SP:Iteration 81Q (5214.735903 sec): 3 clusters Score: Raw -970416.691572 + Penalty 4983.744047 = -965432.947525 nChanged 0 SP:Iteration 82F (5214.832047 sec): 3 clusters Score: Raw -970416.691572 + Penalty 4983.744047 = -965432.947525 nChanged 0 Trying to split cluster 9 (5187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5214.946141 sec): 2 clusters Score: Raw -427705.835950 + Penalty 2258.232444 = -425447.603505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5215.127498 sec): 3 clusters Score: Raw -425349.988132 + Penalty 4516.464889 = -420833.523243 nChanged 1979 SP:Iteration 1F (5215.270737 sec): 3 clusters Score: Raw -426631.656588 + Penalty 4516.464889 = -422115.191699 nChanged 438 SP:Iteration 2F (5215.419096 sec): 3 clusters Score: Raw -426972.169594 + Penalty 4516.464889 = -422455.704705 nChanged 339 SP:Iteration 3F (5215.547709 sec): 3 clusters Score: Raw -427243.757341 + Penalty 4516.464889 = -422727.292452 nChanged 261 SP:Iteration 4F (5215.644897 sec): 3 clusters Score: Raw -427449.094621 + Penalty 4516.464889 = -422932.629732 nChanged 244 SP:Iteration 5Q (5215.706455 sec): 3 clusters Score: Raw -427636.215496 + Penalty 4516.464889 = -423119.750607 nChanged 194 SP:Iteration 6Q (5215.767669 sec): 3 clusters Score: Raw -427789.807363 + Penalty 4516.464889 = -423273.342474 nChanged 188 SP:Iteration 7Q (5215.821342 sec): 3 clusters Score: Raw -427923.564802 + Penalty 4516.464889 = -423407.099913 nChanged 166 SP:Iteration 8Q (5215.870280 sec): 3 clusters Score: Raw -428029.418361 + Penalty 4516.464889 = -423512.953472 nChanged 132 SP:Iteration 9Q (5215.919533 sec): 3 clusters Score: Raw -428102.046196 + Penalty 4516.464889 = -423585.581307 nChanged 103 SP:Iteration 10Q (5215.976950 sec): 3 clusters Score: Raw -428157.783272 + Penalty 4516.464889 = -423641.318383 nChanged 103 SP:Iteration 11Q (5216.036883 sec): 3 clusters Score: Raw -428209.228122 + Penalty 4516.464889 = -423692.763233 nChanged 70 SP:Iteration 12Q (5216.096214 sec): 3 clusters Score: Raw -428240.993687 + Penalty 4516.464889 = -423724.528798 nChanged 61 SP:Iteration 13Q (5216.148696 sec): 3 clusters Score: Raw -428266.829356 + Penalty 4516.464889 = -423750.364467 nChanged 49 SP:Iteration 14Q (5216.201100 sec): 3 clusters Score: Raw -428285.561827 + Penalty 4516.464889 = -423769.096938 nChanged 25 SP:Iteration 15Q (5216.334159 sec): 3 clusters Score: Raw -428296.448324 + Penalty 4516.464889 = -423779.983435 nChanged 25 SP:Iteration 16Q (5216.409913 sec): 3 clusters Score: Raw -428305.207126 + Penalty 4516.464889 = -423788.742237 nChanged 29 SP:Iteration 17Q (5216.460339 sec): 3 clusters Score: Raw -428316.751343 + Penalty 4516.464889 = -423800.286454 nChanged 23 SP:Iteration 18Q (5216.510813 sec): 3 clusters Score: Raw -428327.436218 + Penalty 4516.464889 = -423810.971329 nChanged 25 SP:Iteration 19Q (5216.561443 sec): 3 clusters Score: Raw -428340.375900 + Penalty 4516.464889 = -423823.911011 nChanged 33 SP:Iteration 20F (5216.612071 sec): 3 clusters Score: Raw -428353.650486 + Penalty 4516.464889 = -423837.185597 nChanged 24 SP:Iteration 21Q (5216.662812 sec): 3 clusters Score: Raw -428363.347082 + Penalty 4516.464889 = -423846.882193 nChanged 24 SP:Iteration 22Q (5216.713093 sec): 3 clusters Score: Raw -428377.425220 + Penalty 4516.464889 = -423860.960331 nChanged 34 SP:Iteration 23Q (5216.763424 sec): 3 clusters Score: Raw -428391.857394 + Penalty 4516.464889 = -423875.392505 nChanged 28 SP:Iteration 24Q (5216.814162 sec): 3 clusters Score: Raw -428399.820959 + Penalty 4516.464889 = -423883.356070 nChanged 26 SP:Iteration 25Q (5216.868241 sec): 3 clusters Score: Raw -428409.729962 + Penalty 4516.464889 = -423893.265073 nChanged 22 SP:Iteration 26Q (5216.924874 sec): 3 clusters Score: Raw -428416.622336 + Penalty 4516.464889 = -423900.157447 nChanged 19 SP:Iteration 27Q (5216.981619 sec): 3 clusters Score: Raw -428421.607013 + Penalty 4516.464889 = -423905.142124 nChanged 11 SP:Iteration 28Q (5217.037017 sec): 3 clusters Score: Raw -428423.646697 + Penalty 4516.464889 = -423907.181808 nChanged 1 SP:Iteration 29Q (5217.187748 sec): 3 clusters Score: Raw -428423.737953 + Penalty 4516.464889 = -423907.273064 nChanged 0 SP:Iteration 30F (5217.319235 sec): 3 clusters Score: Raw -428423.737953 + Penalty 4516.464889 = -423907.273064 nChanged 0 Trying to split cluster 10 (2309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5217.395986 sec): 2 clusters Score: Raw -150597.017841 + Penalty 2044.566430 = -148552.451412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5217.541885 sec): 3 clusters Score: Raw -149738.106264 + Penalty 4089.132859 = -145648.973405 nChanged 806 SP:Iteration 1F (5217.576132 sec): 3 clusters Score: Raw -150409.676109 + Penalty 4089.132859 = -146320.543250 nChanged 191 SP:Iteration 2F (5217.759184 sec): 3 clusters Score: Raw -150629.865571 + Penalty 4089.132859 = -146540.732712 nChanged 138 SP:Iteration 3F (5217.802038 sec): 3 clusters Score: Raw -150859.444885 + Penalty 4089.132859 = -146770.312025 nChanged 159 SP:Iteration 4F (5217.846283 sec): 3 clusters Score: Raw -151315.885943 + Penalty 4089.132859 = -147226.753084 nChanged 183 SP:Iteration 5F (5217.891051 sec): 3 clusters Score: Raw -151769.996363 + Penalty 4089.132859 = -147680.863504 nChanged 153 SP:Iteration 6F (5217.931647 sec): 3 clusters Score: Raw -152072.153911 + Penalty 4089.132859 = -147983.021052 nChanged 119 SP:Iteration 7F (5217.972108 sec): 3 clusters Score: Raw -152271.378156 + Penalty 4089.132859 = -148182.245297 nChanged 79 SP:Iteration 8Q (5218.011798 sec): 3 clusters Score: Raw -152392.528536 + Penalty 4089.132859 = -148303.395677 nChanged 51 SP:Iteration 9Q (5218.051776 sec): 3 clusters Score: Raw -152448.969847 + Penalty 4089.132859 = -148359.836988 nChanged 28 SP:Iteration 10Q (5218.091664 sec): 3 clusters Score: Raw -152480.423352 + Penalty 4089.132859 = -148391.290493 nChanged 16 SP:Iteration 11Q (5218.131186 sec): 3 clusters Score: Raw -152496.385928 + Penalty 4089.132859 = -148407.253069 nChanged 17 SP:Iteration 12Q (5218.170650 sec): 3 clusters Score: Raw -152511.501684 + Penalty 4089.132859 = -148422.368824 nChanged 6 SP:Iteration 13Q (5218.209893 sec): 3 clusters Score: Raw -152514.524453 + Penalty 4089.132859 = -148425.391594 nChanged 4 SP:Iteration 14Q (5218.247783 sec): 3 clusters Score: Raw -152517.224365 + Penalty 4089.132859 = -148428.091506 nChanged 5 SP:Iteration 15Q (5218.285040 sec): 3 clusters Score: Raw -152521.274288 + Penalty 4089.132859 = -148432.141428 nChanged 5 SP:Iteration 16Q (5218.322062 sec): 3 clusters Score: Raw -152524.541595 + Penalty 4089.132859 = -148435.408736 nChanged 4 SP:Iteration 17Q (5218.359398 sec): 3 clusters Score: Raw -152527.950364 + Penalty 4089.132859 = -148438.817505 nChanged 3 SP:Iteration 18Q (5218.396686 sec): 3 clusters Score: Raw -152529.429740 + Penalty 4089.132859 = -148440.296880 nChanged 2 SP:Iteration 19Q (5218.434731 sec): 3 clusters Score: Raw -152531.143339 + Penalty 4089.132859 = -148442.010480 nChanged 2 SP:Iteration 20F (5218.473368 sec): 3 clusters Score: Raw -152532.259576 + Penalty 4089.132859 = -148443.126716 nChanged 1 SP:Iteration 21Q (5218.511186 sec): 3 clusters Score: Raw -152532.465113 + Penalty 4089.132859 = -148443.332253 nChanged 0 SP:Iteration 22F (5218.549751 sec): 3 clusters Score: Raw -152532.465113 + Penalty 4089.132859 = -148443.332253 nChanged 0 Trying to split cluster 11 (11701 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5218.639573 sec): 2 clusters Score: Raw -910966.526286 + Penalty 2473.001411 = -908493.524875 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5218.756448 sec): 3 clusters Score: Raw -904565.724401 + Penalty 4946.002822 = -899619.721579 nChanged 4904 SP:Iteration 1F (5218.842900 sec): 3 clusters Score: Raw -907563.417275 + Penalty 4946.002822 = -902617.414453 nChanged 960 SP:Iteration 2F (5218.926473 sec): 3 clusters Score: Raw -908277.294075 + Penalty 4946.002822 = -903331.291253 nChanged 861 SP:Iteration 3F (5219.114130 sec): 3 clusters Score: Raw -908865.962837 + Penalty 4946.002822 = -903919.960015 nChanged 668 SP:Iteration 4F (5219.319011 sec): 3 clusters Score: Raw -909325.445224 + Penalty 4946.002822 = -904379.442402 nChanged 653 SP:Iteration 5F (5219.484867 sec): 3 clusters Score: Raw -909772.234096 + Penalty 4946.002822 = -904826.231274 nChanged 560 SP:Iteration 6Q (5219.709679 sec): 3 clusters Score: Raw -910137.002537 + Penalty 4946.002822 = -905190.999715 nChanged 525 SP:Iteration 7Q (5219.778621 sec): 3 clusters Score: Raw -910459.396606 + Penalty 4946.002822 = -905513.393784 nChanged 457 SP:Iteration 8Q (5219.860663 sec): 3 clusters Score: Raw -910728.954535 + Penalty 4946.002822 = -905782.951713 nChanged 378 SP:Iteration 9Q (5219.962465 sec): 3 clusters Score: Raw -910927.827140 + Penalty 4946.002822 = -905981.824318 nChanged 303 SP:Iteration 10Q (5220.054831 sec): 3 clusters Score: Raw -911063.185134 + Penalty 4946.002822 = -906117.182312 nChanged 223 SP:Iteration 11Q (5220.142513 sec): 3 clusters Score: Raw -911152.694681 + Penalty 4946.002822 = -906206.691859 nChanged 189 SP:Iteration 12Q (5220.229322 sec): 3 clusters Score: Raw -911226.776350 + Penalty 4946.002822 = -906280.773528 nChanged 165 SP:Iteration 13Q (5220.413918 sec): 3 clusters Score: Raw -911275.853971 + Penalty 4946.002822 = -906329.851149 nChanged 131 SP:Iteration 14Q (5220.556655 sec): 3 clusters Score: Raw -911324.127866 + Penalty 4946.002822 = -906378.125044 nChanged 120 SP:Iteration 15Q (5220.639390 sec): 3 clusters Score: Raw -911369.940611 + Penalty 4946.002822 = -906423.937789 nChanged 128 SP:Iteration 16Q (5220.727192 sec): 3 clusters Score: Raw -911419.853903 + Penalty 4946.002822 = -906473.851081 nChanged 125 SP:Iteration 17Q (5220.817229 sec): 3 clusters Score: Raw -911463.043385 + Penalty 4946.002822 = -906517.040563 nChanged 132 SP:Iteration 18Q (5220.903425 sec): 3 clusters Score: Raw -911503.037512 + Penalty 4946.002822 = -906557.034690 nChanged 112 SP:Iteration 19Q (5220.988069 sec): 3 clusters Score: Raw -911532.309102 + Penalty 4946.002822 = -906586.306280 nChanged 83 SP:Iteration 20F (5221.092360 sec): 3 clusters Score: Raw -911551.244007 + Penalty 4946.002822 = -906605.241185 nChanged 55 SP:Iteration 21Q (5221.276209 sec): 3 clusters Score: Raw -911560.268583 + Penalty 4946.002822 = -906614.265761 nChanged 37 SP:Iteration 22Q (5221.420863 sec): 3 clusters Score: Raw -911567.929427 + Penalty 4946.002822 = -906621.926604 nChanged 31 SP:Iteration 23Q (5221.514872 sec): 3 clusters Score: Raw -911572.170394 + Penalty 4946.002822 = -906626.167572 nChanged 26 SP:Iteration 24Q (5221.596287 sec): 3 clusters Score: Raw -911576.441463 + Penalty 4946.002822 = -906630.438641 nChanged 27 SP:Iteration 25Q (5221.678916 sec): 3 clusters Score: Raw -911580.485385 + Penalty 4946.002822 = -906634.482563 nChanged 19 SP:Iteration 26Q (5221.774171 sec): 3 clusters Score: Raw -911584.120848 + Penalty 4946.002822 = -906638.118026 nChanged 22 SP:Iteration 27Q (5221.859301 sec): 3 clusters Score: Raw -911588.261507 + Penalty 4946.002822 = -906642.258685 nChanged 29 SP:Iteration 28Q (5221.942699 sec): 3 clusters Score: Raw -911593.622157 + Penalty 4946.002822 = -906647.619335 nChanged 24 SP:Iteration 29Q (5222.029034 sec): 3 clusters Score: Raw -911598.738368 + Penalty 4946.002822 = -906652.735546 nChanged 29 SP:Iteration 30Q (5222.136439 sec): 3 clusters Score: Raw -911605.381792 + Penalty 4946.002822 = -906659.378970 nChanged 27 SP:Iteration 31Q (5222.221507 sec): 3 clusters Score: Raw -911610.412782 + Penalty 4946.002822 = -906664.409959 nChanged 26 SP:Iteration 32Q (5222.297566 sec): 3 clusters Score: Raw -911613.765191 + Penalty 4946.002822 = -906667.762369 nChanged 15 SP:Iteration 33Q (5222.380021 sec): 3 clusters Score: Raw -911616.059513 + Penalty 4946.002822 = -906670.056691 nChanged 15 SP:Iteration 34Q (5222.584843 sec): 3 clusters Score: Raw -911618.193480 + Penalty 4946.002822 = -906672.190658 nChanged 11 SP:Iteration 35Q (5222.797116 sec): 3 clusters Score: Raw -911620.213198 + Penalty 4946.002822 = -906674.210376 nChanged 15 SP:Iteration 36Q (5223.005575 sec): 3 clusters Score: Raw -911622.210092 + Penalty 4946.002822 = -906676.207270 nChanged 8 SP:Iteration 37Q (5223.151131 sec): 3 clusters Score: Raw -911622.950786 + Penalty 4946.002822 = -906676.947964 nChanged 5 SP:Iteration 38Q (5223.254561 sec): 3 clusters Score: Raw -911623.445898 + Penalty 4946.002822 = -906677.443076 nChanged 4 SP:Iteration 39Q (5223.325792 sec): 3 clusters Score: Raw -911624.083020 + Penalty 4946.002822 = -906678.080198 nChanged 6 SP:Iteration 40F (5223.430655 sec): 3 clusters Score: Raw -911625.075693 + Penalty 4946.002822 = -906679.072871 nChanged 7 SP:Iteration 41Q (5223.522804 sec): 3 clusters Score: Raw -911626.024994 + Penalty 4946.002822 = -906680.022172 nChanged 6 SP:Iteration 42Q (5223.602875 sec): 3 clusters Score: Raw -911626.876005 + Penalty 4946.002822 = -906680.873183 nChanged 3 SP:Iteration 43Q (5223.704681 sec): 3 clusters Score: Raw -911627.318534 + Penalty 4946.002822 = -906681.315712 nChanged 3 SP:Iteration 44Q (5223.793375 sec): 3 clusters Score: Raw -911627.771333 + Penalty 4946.002822 = -906681.768511 nChanged 5 SP:Iteration 45Q (5223.973012 sec): 3 clusters Score: Raw -911628.376436 + Penalty 4946.002822 = -906682.373614 nChanged 3 SP:Iteration 46Q (5224.144405 sec): 3 clusters Score: Raw -911628.644775 + Penalty 4946.002822 = -906682.641953 nChanged 1 SP:Iteration 47Q (5224.287083 sec): 3 clusters Score: Raw -911628.724437 + Penalty 4946.002822 = -906682.721615 nChanged 2 SP:Iteration 48Q (5224.382749 sec): 3 clusters Score: Raw -911628.909836 + Penalty 4946.002822 = -906682.907014 nChanged 0 SP:Iteration 49F (5224.465019 sec): 3 clusters Score: Raw -911628.909836 + Penalty 4946.002822 = -906682.907014 nChanged 0 Trying to split cluster 12 (5044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5224.528430 sec): 2 clusters Score: Raw -383345.613136 + Penalty 2250.852040 = -381094.761096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5224.600734 sec): 3 clusters Score: Raw -380945.914454 + Penalty 4501.704080 = -376444.210374 nChanged 1933 SP:Iteration 1F (5224.647497 sec): 3 clusters Score: Raw -382308.188220 + Penalty 4501.704080 = -377806.484140 nChanged 485 SP:Iteration 2F (5224.694065 sec): 3 clusters Score: Raw -382955.897436 + Penalty 4501.704080 = -378454.193356 nChanged 451 SP:Iteration 3F (5224.742214 sec): 3 clusters Score: Raw -383890.404394 + Penalty 4501.704080 = -379388.700314 nChanged 496 SP:Iteration 4F (5224.801115 sec): 3 clusters Score: Raw -385147.407223 + Penalty 4501.704080 = -380645.703143 nChanged 467 SP:Iteration 5F (5224.860298 sec): 3 clusters Score: Raw -386080.132891 + Penalty 4501.704080 = -381578.428811 nChanged 292 SP:Iteration 6F (5224.919075 sec): 3 clusters Score: Raw -386493.949100 + Penalty 4501.704080 = -381992.245020 nChanged 142 SP:Iteration 7Q (5224.972938 sec): 3 clusters Score: Raw -386631.711385 + Penalty 4501.704080 = -382130.007305 nChanged 61 SP:Iteration 8Q (5225.020574 sec): 3 clusters Score: Raw -386676.946788 + Penalty 4501.704080 = -382175.242708 nChanged 36 SP:Iteration 9Q (5225.067966 sec): 3 clusters Score: Raw -386695.256835 + Penalty 4501.704080 = -382193.552755 nChanged 25 SP:Iteration 10Q (5225.115460 sec): 3 clusters Score: Raw -386707.665072 + Penalty 4501.704080 = -382205.960992 nChanged 13 SP:Iteration 11Q (5225.162382 sec): 3 clusters Score: Raw -386715.166585 + Penalty 4501.704080 = -382213.462505 nChanged 8 SP:Iteration 12Q (5225.209465 sec): 3 clusters Score: Raw -386718.139944 + Penalty 4501.704080 = -382216.435864 nChanged 5 SP:Iteration 13Q (5225.256451 sec): 3 clusters Score: Raw -386719.556166 + Penalty 4501.704080 = -382217.852086 nChanged 0 SP:Iteration 14F (5225.380649 sec): 3 clusters Score: Raw -386719.556166 + Penalty 4501.704080 = -382217.852086 nChanged 0 Score: Raw -11817507.576659 + Penalty 40809.037774 = -11776698.538885 Splitting cluster 12 changes total score from -11776463.752607 to -11776698.538885 So it's getting split into cluster 13. Iteration 99F (5231.073332 sec): 14 clusters Score: Raw -11818355.853106 + Penalty 40809.037774 = -11777546.815332 nChanged 1193 Iteration 100F (5233.771765 sec): 14 clusters Score: Raw -11819218.707633 + Penalty 40809.037774 = -11778409.669858 nChanged 893 Iteration 101Q (5235.495581 sec): 14 clusters Score: Raw -11819701.764343 + Penalty 40809.037774 = -11778892.726568 nChanged 726 Iteration 102Q (5237.026367 sec): 14 clusters Score: Raw -11819992.363415 + Penalty 40809.037774 = -11779183.325640 nChanged 582 Iteration 103Q (5238.693120 sec): 14 clusters Score: Raw -11820187.108230 + Penalty 40809.037774 = -11779378.070456 nChanged 492 Iteration 104Q (5240.261830 sec): 14 clusters Score: Raw -11820315.715331 + Penalty 40809.037774 = -11779506.677557 nChanged 430 Iteration 105Q (5241.907950 sec): 14 clusters Score: Raw -11820411.566528 + Penalty 40809.037774 = -11779602.528753 nChanged 374 Iteration 106Q (5243.397527 sec): 14 clusters Score: Raw -11820492.078994 + Penalty 40809.037774 = -11779683.041220 nChanged 335 Iteration 107Q (5244.845714 sec): 14 clusters Score: Raw -11820556.879177 + Penalty 40809.037774 = -11779747.841403 nChanged 347 Iteration 108Q (5246.229708 sec): 14 clusters Score: Raw -11820623.180627 + Penalty 40809.037774 = -11779814.142853 nChanged 339 Iteration 109Q (5247.624569 sec): 14 clusters Score: Raw -11820686.003471 + Penalty 40809.037774 = -11779876.965697 nChanged 338 Iteration 110Q (5249.068636 sec): 14 clusters Score: Raw -11820751.751902 + Penalty 40809.037774 = -11779942.714128 nChanged 330 Iteration 111Q (5250.486823 sec): 14 clusters Score: Raw -11820811.818552 + Penalty 40809.037774 = -11780002.780778 nChanged 296 Iteration 112Q (5251.852033 sec): 14 clusters Score: Raw -11820857.657561 + Penalty 40809.037774 = -11780048.619787 nChanged 241 Iteration 113Q (5253.240452 sec): 14 clusters Score: Raw -11820897.189760 + Penalty 40809.037774 = -11780088.151986 nChanged 228 Iteration 114Q (5254.604900 sec): 14 clusters Score: Raw -11820931.172638 + Penalty 40809.037774 = -11780122.134863 nChanged 217 Iteration 115Q (5256.125613 sec): 14 clusters Score: Raw -11820962.770649 + Penalty 40809.037774 = -11780153.732875 nChanged 231 Iteration 116Q (5257.498652 sec): 14 clusters Score: Raw -11820993.653514 + Penalty 40809.037774 = -11780184.615740 nChanged 196 Iteration 117Q (5258.890112 sec): 14 clusters Score: Raw -11821022.023935 + Penalty 40809.037774 = -11780212.986160 nChanged 173 Iteration 118Q (5260.350832 sec): 14 clusters Score: Raw -11821047.387795 + Penalty 40809.037774 = -11780238.350021 nChanged 157 Iteration 119Q (5261.739408 sec): 14 clusters Score: Raw -11821074.320227 + Penalty 40809.037774 = -11780265.282453 nChanged 172 Iteration 120F (5263.802541 sec): 14 clusters Score: Raw -11821104.631609 + Penalty 40809.037774 = -11780295.593835 nChanged 180 Iteration 121Q (5265.250343 sec): 14 clusters Score: Raw -11821132.574259 + Penalty 40809.037774 = -11780323.536485 nChanged 164 Iteration 122Q (5266.756238 sec): 14 clusters Score: Raw -11821155.036186 + Penalty 40809.037774 = -11780345.998412 nChanged 142 Iteration 123Q (5268.181542 sec): 14 clusters Score: Raw -11821174.460798 + Penalty 40809.037774 = -11780365.423023 nChanged 97 Iteration 124Q (5269.744733 sec): 14 clusters Score: Raw -11821186.137410 + Penalty 40809.037774 = -11780377.099635 nChanged 92 Iteration 125Q (5271.156779 sec): 14 clusters Score: Raw -11821196.741732 + Penalty 40809.037774 = -11780387.703958 nChanged 79 Iteration 126Q (5272.607393 sec): 14 clusters Score: Raw -11821207.578853 + Penalty 40809.037774 = -11780398.541079 nChanged 75 Iteration 127Q (5274.017248 sec): 14 clusters Score: Raw -11821219.268432 + Penalty 40809.037774 = -11780410.230658 nChanged 72 Iteration 128Q (5275.406307 sec): 14 clusters Score: Raw -11821228.875271 + Penalty 40809.037774 = -11780419.837496 nChanged 58 Iteration 129Q (5276.876428 sec): 14 clusters Score: Raw -11821236.641806 + Penalty 40809.037774 = -11780427.604032 nChanged 45 Iteration 130Q (5278.293109 sec): 14 clusters Score: Raw -11821244.272919 + Penalty 40809.037774 = -11780435.235144 nChanged 47 Iteration 131Q (5279.770091 sec): 14 clusters Score: Raw -11821250.529448 + Penalty 40809.037774 = -11780441.491674 nChanged 51 Iteration 132Q (5281.187664 sec): 14 clusters Score: Raw -11821257.833150 + Penalty 40809.037774 = -11780448.795375 nChanged 42 Iteration 133Q (5282.611697 sec): 14 clusters Score: Raw -11821262.636401 + Penalty 40809.037774 = -11780453.598627 nChanged 44 Iteration 134Q (5284.059961 sec): 14 clusters Score: Raw -11821267.471828 + Penalty 40809.037774 = -11780458.434053 nChanged 42 Iteration 135Q (5285.503395 sec): 14 clusters Score: Raw -11821272.747936 + Penalty 40809.037774 = -11780463.710161 nChanged 41 Iteration 136Q (5286.969144 sec): 14 clusters Score: Raw -11821279.352816 + Penalty 40809.037774 = -11780470.315042 nChanged 34 Iteration 137Q (5288.521976 sec): 14 clusters Score: Raw -11821283.281067 + Penalty 40809.037774 = -11780474.243292 nChanged 28 Iteration 138Q (5290.088702 sec): 14 clusters Score: Raw -11821287.409205 + Penalty 40809.037774 = -11780478.371430 nChanged 25 Writing temp clu file Because OldScore, -11780474.243292, is greater than current (better) Score,-11780478.371430 Compute initial score before splitting: Score: Raw -11821287.409205 + Penalty 40809.037774 = -11780478.371430 Trying to split cluster 1 (65675 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5290.516908 sec): 2 clusters Score: Raw -5629122.322461 + Penalty 2928.413034 = -5626193.909427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5290.803679 sec): 3 clusters Score: Raw -5588109.802571 + Penalty 5856.826068 = -5582252.976503 nChanged 30540 SP:Iteration 1F (5291.055540 sec): 3 clusters Score: Raw -5605821.533849 + Penalty 5856.826068 = -5599964.707781 nChanged 3276 SP:Iteration 2Q (5291.318562 sec): 3 clusters Score: Raw -5607131.472335 + Penalty 5856.826068 = -5601274.646266 nChanged 3368 SP:Iteration 3F (5291.598191 sec): 3 clusters Score: Raw -5608646.211204 + Penalty 5856.826068 = -5602789.385135 nChanged 3539 SP:Iteration 4F (5291.854384 sec): 3 clusters Score: Raw -5610380.256779 + Penalty 5856.826068 = -5604523.430711 nChanged 3693 SP:Iteration 5F (5292.135782 sec): 3 clusters Score: Raw -5612276.776955 + Penalty 5856.826068 = -5606419.950886 nChanged 3764 SP:Iteration 6F (5292.417085 sec): 3 clusters Score: Raw -5614042.881024 + Penalty 5856.826068 = -5608186.054955 nChanged 3328 SP:Iteration 7F (5292.674480 sec): 3 clusters Score: Raw -5615521.636164 + Penalty 5856.826068 = -5609664.810095 nChanged 2995 SP:Iteration 8Q (5292.964936 sec): 3 clusters Score: Raw -5616712.618771 + Penalty 5856.826068 = -5610855.792703 nChanged 2593 SP:Iteration 9Q (5293.228163 sec): 3 clusters Score: Raw -5617650.533240 + Penalty 5856.826068 = -5611793.707172 nChanged 2176 SP:Iteration 10Q (5293.522909 sec): 3 clusters Score: Raw -5618388.299989 + Penalty 5856.826068 = -5612531.473920 nChanged 1955 SP:Iteration 11Q (5293.796013 sec): 3 clusters Score: Raw -5619047.684391 + Penalty 5856.826068 = -5613190.858323 nChanged 1793 SP:Iteration 12Q (5294.084695 sec): 3 clusters Score: Raw -5619686.227681 + Penalty 5856.826068 = -5613829.401612 nChanged 1671 SP:Iteration 13Q (5294.355204 sec): 3 clusters Score: Raw -5620379.205560 + Penalty 5856.826068 = -5614522.379491 nChanged 1694 SP:Iteration 14Q (5294.631002 sec): 3 clusters Score: Raw -5621274.784463 + Penalty 5856.826068 = -5615417.958394 nChanged 1774 SP:Iteration 15Q (5294.931465 sec): 3 clusters Score: Raw -5622612.802001 + Penalty 5856.826068 = -5616755.975933 nChanged 1777 SP:Iteration 16Q (5295.204229 sec): 3 clusters Score: Raw -5624118.544991 + Penalty 5856.826068 = -5618261.718923 nChanged 1681 SP:Iteration 17Q (5295.505601 sec): 3 clusters Score: Raw -5625318.720144 + Penalty 5856.826068 = -5619461.894076 nChanged 1375 SP:Iteration 18Q (5295.749790 sec): 3 clusters Score: Raw -5626096.870334 + Penalty 5856.826068 = -5620240.044266 nChanged 1116 SP:Iteration 19Q (5296.010763 sec): 3 clusters Score: Raw -5626642.223476 + Penalty 5856.826068 = -5620785.397407 nChanged 977 SP:Iteration 20F (5296.279158 sec): 3 clusters Score: Raw -5627100.813365 + Penalty 5856.826068 = -5621243.987296 nChanged 821 SP:Iteration 21Q (5296.538781 sec): 3 clusters Score: Raw -5627451.480787 + Penalty 5856.826068 = -5621594.654718 nChanged 736 SP:Iteration 22Q (5296.823327 sec): 3 clusters Score: Raw -5627750.542559 + Penalty 5856.826068 = -5621893.716491 nChanged 640 SP:Iteration 23Q (5297.102403 sec): 3 clusters Score: Raw -5628024.041007 + Penalty 5856.826068 = -5622167.214938 nChanged 624 SP:Iteration 24Q (5297.383247 sec): 3 clusters Score: Raw -5628303.870380 + Penalty 5856.826068 = -5622447.044311 nChanged 571 SP:Iteration 25Q (5297.663234 sec): 3 clusters Score: Raw -5628575.363761 + Penalty 5856.826068 = -5622718.537693 nChanged 555 SP:Iteration 26Q (5297.942326 sec): 3 clusters Score: Raw -5628867.701592 + Penalty 5856.826068 = -5623010.875523 nChanged 539 SP:Iteration 27Q (5298.221286 sec): 3 clusters Score: Raw -5629206.994424 + Penalty 5856.826068 = -5623350.168355 nChanged 490 SP:Iteration 28Q (5298.497254 sec): 3 clusters Score: Raw -5629560.969719 + Penalty 5856.826068 = -5623704.143650 nChanged 461 SP:Iteration 29Q (5298.771707 sec): 3 clusters Score: Raw -5629950.183448 + Penalty 5856.826068 = -5624093.357380 nChanged 425 SP:Iteration 30Q (5299.057373 sec): 3 clusters Score: Raw -5630268.726641 + Penalty 5856.826068 = -5624411.900573 nChanged 339 SP:Iteration 31Q (5299.329623 sec): 3 clusters Score: Raw -5630467.566255 + Penalty 5856.826068 = -5624610.740186 nChanged 273 SP:Iteration 32Q (5299.599697 sec): 3 clusters Score: Raw -5630577.512743 + Penalty 5856.826068 = -5624720.686675 nChanged 199 SP:Iteration 33Q (5299.897998 sec): 3 clusters Score: Raw -5630643.243094 + Penalty 5856.826068 = -5624786.417026 nChanged 143 SP:Iteration 34Q (5300.152711 sec): 3 clusters Score: Raw -5630688.165974 + Penalty 5856.826068 = -5624831.339905 nChanged 131 SP:Iteration 35Q (5300.424873 sec): 3 clusters Score: Raw -5630725.547323 + Penalty 5856.826068 = -5624868.721255 nChanged 110 SP:Iteration 36Q (5300.690215 sec): 3 clusters Score: Raw -5630750.718009 + Penalty 5856.826068 = -5624893.891941 nChanged 86 SP:Iteration 37Q (5300.953433 sec): 3 clusters Score: Raw -5630768.709387 + Penalty 5856.826068 = -5624911.883318 nChanged 62 SP:Iteration 38Q (5301.190166 sec): 3 clusters Score: Raw -5630779.600141 + Penalty 5856.826068 = -5624922.774073 nChanged 47 SP:Iteration 39Q (5301.430767 sec): 3 clusters Score: Raw -5630786.639866 + Penalty 5856.826068 = -5624929.813797 nChanged 46 SP:Iteration 40F (5301.696486 sec): 3 clusters Score: Raw -5630794.610143 + Penalty 5856.826068 = -5624937.784075 nChanged 39 SP:Iteration 41Q (5301.972330 sec): 3 clusters Score: Raw -5630800.605749 + Penalty 5856.826068 = -5624943.779681 nChanged 33 SP:Iteration 42Q (5302.282449 sec): 3 clusters Score: Raw -5630804.736893 + Penalty 5856.826068 = -5624947.910825 nChanged 31 SP:Iteration 43Q (5302.503603 sec): 3 clusters Score: Raw -5630808.802422 + Penalty 5856.826068 = -5624951.976353 nChanged 26 SP:Iteration 44Q (5302.718461 sec): 3 clusters Score: Raw -5630811.584322 + Penalty 5856.826068 = -5624954.758253 nChanged 20 SP:Iteration 45Q (5302.954188 sec): 3 clusters Score: Raw -5630813.224398 + Penalty 5856.826068 = -5624956.398330 nChanged 10 SP:Iteration 46Q (5303.262261 sec): 3 clusters Score: Raw -5630814.266268 + Penalty 5856.826068 = -5624957.440200 nChanged 7 SP:Iteration 47Q (5303.544862 sec): 3 clusters Score: Raw -5630815.232203 + Penalty 5856.826068 = -5624958.406134 nChanged 11 SP:Iteration 48Q (5303.799216 sec): 3 clusters Score: Raw -5630816.103566 + Penalty 5856.826068 = -5624959.277497 nChanged 4 SP:Iteration 49Q (5304.032846 sec): 3 clusters Score: Raw -5630816.488626 + Penalty 5856.826068 = -5624959.662557 nChanged 3 SP:Iteration 50Q (5304.332717 sec): 3 clusters Score: Raw -5630816.716452 + Penalty 5856.826068 = -5624959.890383 nChanged 4 SP:Iteration 51Q (5304.569817 sec): 3 clusters Score: Raw -5630816.916220 + Penalty 5856.826068 = -5624960.090152 nChanged 1 SP:Iteration 52Q (5304.808494 sec): 3 clusters Score: Raw -5630817.046578 + Penalty 5856.826068 = -5624960.220510 nChanged 1 SP:Iteration 53Q (5305.099537 sec): 3 clusters Score: Raw -5630817.121803 + Penalty 5856.826068 = -5624960.295735 nChanged 0 SP:Iteration 54F (5305.367493 sec): 3 clusters Score: Raw -5630817.121803 + Penalty 5856.826068 = -5624960.295735 nChanged 0 Trying to split cluster 2 (3630 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5305.444740 sec): 2 clusters Score: Raw -272848.101833 + Penalty 2164.004813 = -270684.097020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5305.486159 sec): 3 clusters Score: Raw -271301.171468 + Penalty 4328.009626 = -266973.161843 nChanged 1314 SP:Iteration 1F (5305.527325 sec): 3 clusters Score: Raw -272315.453605 + Penalty 4328.009626 = -267987.443979 nChanged 371 SP:Iteration 2F (5305.585141 sec): 3 clusters Score: Raw -272701.695067 + Penalty 4328.009626 = -268373.685441 nChanged 257 SP:Iteration 3F (5305.642936 sec): 3 clusters Score: Raw -272957.487587 + Penalty 4328.009626 = -268629.477962 nChanged 183 SP:Iteration 4F (5305.700829 sec): 3 clusters Score: Raw -273129.367791 + Penalty 4328.009626 = -268801.358165 nChanged 147 SP:Iteration 5Q (5305.750857 sec): 3 clusters Score: Raw -273237.458800 + Penalty 4328.009626 = -268909.449174 nChanged 94 SP:Iteration 6Q (5305.791672 sec): 3 clusters Score: Raw -273302.730893 + Penalty 4328.009626 = -268974.721268 nChanged 77 SP:Iteration 7Q (5305.832360 sec): 3 clusters Score: Raw -273361.009264 + Penalty 4328.009626 = -269032.999639 nChanged 67 SP:Iteration 8Q (5305.876259 sec): 3 clusters Score: Raw -273405.805768 + Penalty 4328.009626 = -269077.796143 nChanged 45 SP:Iteration 9Q (5305.922995 sec): 3 clusters Score: Raw -273432.472092 + Penalty 4328.009626 = -269104.462466 nChanged 38 SP:Iteration 10Q (5305.970800 sec): 3 clusters Score: Raw -273454.366309 + Penalty 4328.009626 = -269126.356684 nChanged 27 SP:Iteration 11Q (5306.018406 sec): 3 clusters Score: Raw -273467.686355 + Penalty 4328.009626 = -269139.676730 nChanged 29 SP:Iteration 12Q (5306.065029 sec): 3 clusters Score: Raw -273480.994915 + Penalty 4328.009626 = -269152.985290 nChanged 21 SP:Iteration 13Q (5306.107465 sec): 3 clusters Score: Raw -273494.349775 + Penalty 4328.009626 = -269166.340149 nChanged 27 SP:Iteration 14Q (5306.149276 sec): 3 clusters Score: Raw -273509.340214 + Penalty 4328.009626 = -269181.330589 nChanged 24 SP:Iteration 15Q (5306.191164 sec): 3 clusters Score: Raw -273525.257811 + Penalty 4328.009626 = -269197.248186 nChanged 21 SP:Iteration 16Q (5306.233642 sec): 3 clusters Score: Raw -273539.776393 + Penalty 4328.009626 = -269211.766767 nChanged 23 SP:Iteration 17Q (5306.277782 sec): 3 clusters Score: Raw -273557.544596 + Penalty 4328.009626 = -269229.534971 nChanged 22 SP:Iteration 18Q (5306.322213 sec): 3 clusters Score: Raw -273568.245152 + Penalty 4328.009626 = -269240.235526 nChanged 13 SP:Iteration 19Q (5306.369581 sec): 3 clusters Score: Raw -273572.841844 + Penalty 4328.009626 = -269244.832219 nChanged 6 SP:Iteration 20F (5306.414221 sec): 3 clusters Score: Raw -273575.235618 + Penalty 4328.009626 = -269247.225992 nChanged 5 SP:Iteration 21Q (5306.559920 sec): 3 clusters Score: Raw -273578.748575 + Penalty 4328.009626 = -269250.738949 nChanged 9 SP:Iteration 22Q (5306.666394 sec): 3 clusters Score: Raw -273582.289459 + Penalty 4328.009626 = -269254.279833 nChanged 3 SP:Iteration 23Q (5306.782802 sec): 3 clusters Score: Raw -273584.306299 + Penalty 4328.009626 = -269256.296674 nChanged 6 SP:Iteration 24Q (5306.906819 sec): 3 clusters Score: Raw -273587.560006 + Penalty 4328.009626 = -269259.550380 nChanged 3 SP:Iteration 25Q (5307.031175 sec): 3 clusters Score: Raw -273588.969936 + Penalty 4328.009626 = -269260.960311 nChanged 1 SP:Iteration 26Q (5307.134970 sec): 3 clusters Score: Raw -273589.258840 + Penalty 4328.009626 = -269261.249215 nChanged 0 SP:Iteration 27F (5307.232714 sec): 3 clusters Score: Raw -273589.258840 + Penalty 4328.009626 = -269261.249215 nChanged 0 Trying to split cluster 3 (11327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5307.302619 sec): 2 clusters Score: Raw -987221.052781 + Penalty 2464.425357 = -984756.627423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5307.406447 sec): 3 clusters Score: Raw -981222.575085 + Penalty 4928.850715 = -976293.724371 nChanged 4638 SP:Iteration 1F (5307.501417 sec): 3 clusters Score: Raw -983756.288911 + Penalty 4928.850715 = -978827.438197 nChanged 778 SP:Iteration 2F (5307.566279 sec): 3 clusters Score: Raw -984187.973652 + Penalty 4928.850715 = -979259.122937 nChanged 657 SP:Iteration 3F (5307.634285 sec): 3 clusters Score: Raw -984575.092538 + Penalty 4928.850715 = -979646.241824 nChanged 631 SP:Iteration 4F (5307.713359 sec): 3 clusters Score: Raw -985023.122801 + Penalty 4928.850715 = -980094.272086 nChanged 656 SP:Iteration 5F (5307.791847 sec): 3 clusters Score: Raw -985605.858088 + Penalty 4928.850715 = -980677.007373 nChanged 727 SP:Iteration 6F (5307.863996 sec): 3 clusters Score: Raw -986243.640197 + Penalty 4928.850715 = -981314.789482 nChanged 705 SP:Iteration 7F (5307.931982 sec): 3 clusters Score: Raw -986806.175540 + Penalty 4928.850715 = -981877.324825 nChanged 603 SP:Iteration 8F (5308.003611 sec): 3 clusters Score: Raw -987221.782423 + Penalty 4928.850715 = -982292.931708 nChanged 438 SP:Iteration 9Q (5308.080121 sec): 3 clusters Score: Raw -987470.901237 + Penalty 4928.850715 = -982542.050522 nChanged 311 SP:Iteration 10Q (5308.157351 sec): 3 clusters Score: Raw -987608.345018 + Penalty 4928.850715 = -982679.494303 nChanged 204 SP:Iteration 11Q (5308.233305 sec): 3 clusters Score: Raw -987680.391978 + Penalty 4928.850715 = -982751.541263 nChanged 157 SP:Iteration 12Q (5308.308685 sec): 3 clusters Score: Raw -987738.675319 + Penalty 4928.850715 = -982809.824604 nChanged 126 SP:Iteration 13Q (5308.381762 sec): 3 clusters Score: Raw -987784.456592 + Penalty 4928.850715 = -982855.605877 nChanged 114 SP:Iteration 14Q (5308.453535 sec): 3 clusters Score: Raw -987823.067574 + Penalty 4928.850715 = -982894.216859 nChanged 96 SP:Iteration 15Q (5308.527220 sec): 3 clusters Score: Raw -987853.822598 + Penalty 4928.850715 = -982924.971883 nChanged 79 SP:Iteration 16Q (5308.603129 sec): 3 clusters Score: Raw -987876.663671 + Penalty 4928.850715 = -982947.812957 nChanged 69 SP:Iteration 17Q (5308.678849 sec): 3 clusters Score: Raw -987895.777383 + Penalty 4928.850715 = -982966.926668 nChanged 51 SP:Iteration 18Q (5308.753592 sec): 3 clusters Score: Raw -987909.251696 + Penalty 4928.850715 = -982980.400981 nChanged 42 SP:Iteration 19Q (5308.829179 sec): 3 clusters Score: Raw -987919.971442 + Penalty 4928.850715 = -982991.120727 nChanged 45 SP:Iteration 20F (5308.903748 sec): 3 clusters Score: Raw -987927.547968 + Penalty 4928.850715 = -982998.697254 nChanged 29 SP:Iteration 21Q (5308.978655 sec): 3 clusters Score: Raw -987933.110005 + Penalty 4928.850715 = -983004.259291 nChanged 20 SP:Iteration 22Q (5309.125675 sec): 3 clusters Score: Raw -987936.868523 + Penalty 4928.850715 = -983008.017809 nChanged 15 SP:Iteration 23Q (5309.268617 sec): 3 clusters Score: Raw -987939.924174 + Penalty 4928.850715 = -983011.073459 nChanged 14 SP:Iteration 24Q (5309.410868 sec): 3 clusters Score: Raw -987942.094905 + Penalty 4928.850715 = -983013.244190 nChanged 12 SP:Iteration 25Q (5309.580975 sec): 3 clusters Score: Raw -987944.115805 + Penalty 4928.850715 = -983015.265091 nChanged 9 SP:Iteration 26Q (5309.736359 sec): 3 clusters Score: Raw -987945.545198 + Penalty 4928.850715 = -983016.694484 nChanged 10 SP:Iteration 27Q (5309.902237 sec): 3 clusters Score: Raw -987947.135999 + Penalty 4928.850715 = -983018.285284 nChanged 14 SP:Iteration 28Q (5310.028343 sec): 3 clusters Score: Raw -987949.852420 + Penalty 4928.850715 = -983021.001706 nChanged 22 SP:Iteration 29Q (5310.235011 sec): 3 clusters Score: Raw -987953.180142 + Penalty 4928.850715 = -983024.329427 nChanged 13 SP:Iteration 30Q (5310.283602 sec): 3 clusters Score: Raw -987955.248966 + Penalty 4928.850715 = -983026.398252 nChanged 5 SP:Iteration 31Q (5310.379541 sec): 3 clusters Score: Raw -987955.727703 + Penalty 4928.850715 = -983026.876988 nChanged 3 SP:Iteration 32Q (5310.464862 sec): 3 clusters Score: Raw -987955.945379 + Penalty 4928.850715 = -983027.094664 nChanged 1 SP:Iteration 33Q (5310.565539 sec): 3 clusters Score: Raw -987955.976853 + Penalty 4928.850715 = -983027.126138 nChanged 0 SP:Iteration 34F (5310.670994 sec): 3 clusters Score: Raw -987955.976853 + Penalty 4928.850715 = -983027.126138 nChanged 0 Trying to split cluster 4 (13763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5310.758614 sec): 2 clusters Score: Raw -1211970.888820 + Penalty 2515.851125 = -1209455.037695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5310.897930 sec): 3 clusters Score: Raw -1204362.844688 + Penalty 5031.702251 = -1199331.142438 nChanged 5851 SP:Iteration 1F (5310.980519 sec): 3 clusters Score: Raw -1207680.747013 + Penalty 5031.702251 = -1202649.044763 nChanged 952 SP:Iteration 2F (5311.076535 sec): 3 clusters Score: Raw -1208160.468453 + Penalty 5031.702251 = -1203128.766202 nChanged 775 SP:Iteration 3F (5311.190794 sec): 3 clusters Score: Raw -1208557.117576 + Penalty 5031.702251 = -1203525.415325 nChanged 697 SP:Iteration 4F (5311.285235 sec): 3 clusters Score: Raw -1208928.507240 + Penalty 5031.702251 = -1203896.804990 nChanged 650 SP:Iteration 5Q (5311.400569 sec): 3 clusters Score: Raw -1209293.186648 + Penalty 5031.702251 = -1204261.484397 nChanged 597 SP:Iteration 6Q (5311.488485 sec): 3 clusters Score: Raw -1209608.375439 + Penalty 5031.702251 = -1204576.673188 nChanged 534 SP:Iteration 7Q (5311.581724 sec): 3 clusters Score: Raw -1209877.167452 + Penalty 5031.702251 = -1204845.465202 nChanged 547 SP:Iteration 8Q (5311.684817 sec): 3 clusters Score: Raw -1210161.255962 + Penalty 5031.702251 = -1205129.553712 nChanged 505 SP:Iteration 9Q (5311.795273 sec): 3 clusters Score: Raw -1210402.680789 + Penalty 5031.702251 = -1205370.978539 nChanged 425 SP:Iteration 10Q (5311.893674 sec): 3 clusters Score: Raw -1210598.242172 + Penalty 5031.702251 = -1205566.539921 nChanged 375 SP:Iteration 11Q (5311.986903 sec): 3 clusters Score: Raw -1210761.941214 + Penalty 5031.702251 = -1205730.238963 nChanged 336 SP:Iteration 12Q (5312.081065 sec): 3 clusters Score: Raw -1210905.861290 + Penalty 5031.702251 = -1205874.159040 nChanged 304 SP:Iteration 13Q (5312.178906 sec): 3 clusters Score: Raw -1211044.569086 + Penalty 5031.702251 = -1206012.866835 nChanged 296 SP:Iteration 14Q (5312.288938 sec): 3 clusters Score: Raw -1211152.696112 + Penalty 5031.702251 = -1206120.993861 nChanged 245 SP:Iteration 15Q (5312.387327 sec): 3 clusters Score: Raw -1211237.245188 + Penalty 5031.702251 = -1206205.542937 nChanged 214 SP:Iteration 16Q (5312.481275 sec): 3 clusters Score: Raw -1211311.185079 + Penalty 5031.702251 = -1206279.482828 nChanged 197 SP:Iteration 17Q (5312.705770 sec): 3 clusters Score: Raw -1211368.448113 + Penalty 5031.702251 = -1206336.745862 nChanged 165 SP:Iteration 18Q (5312.894623 sec): 3 clusters Score: Raw -1211412.797351 + Penalty 5031.702251 = -1206381.095100 nChanged 141 SP:Iteration 19Q (5313.089331 sec): 3 clusters Score: Raw -1211450.285480 + Penalty 5031.702251 = -1206418.583229 nChanged 127 SP:Iteration 20F (5313.313677 sec): 3 clusters Score: Raw -1211479.573968 + Penalty 5031.702251 = -1206447.871718 nChanged 107 SP:Iteration 21Q (5313.399648 sec): 3 clusters Score: Raw -1211503.336637 + Penalty 5031.702251 = -1206471.634386 nChanged 99 SP:Iteration 22Q (5313.493782 sec): 3 clusters Score: Raw -1211522.617484 + Penalty 5031.702251 = -1206490.915233 nChanged 85 SP:Iteration 23Q (5313.618736 sec): 3 clusters Score: Raw -1211538.682364 + Penalty 5031.702251 = -1206506.980114 nChanged 75 SP:Iteration 24Q (5313.714863 sec): 3 clusters Score: Raw -1211552.625584 + Penalty 5031.702251 = -1206520.923334 nChanged 75 SP:Iteration 25Q (5313.832378 sec): 3 clusters Score: Raw -1211567.285300 + Penalty 5031.702251 = -1206535.583049 nChanged 61 SP:Iteration 26Q (5313.920267 sec): 3 clusters Score: Raw -1211578.824357 + Penalty 5031.702251 = -1206547.122106 nChanged 69 SP:Iteration 27Q (5314.012140 sec): 3 clusters Score: Raw -1211594.241347 + Penalty 5031.702251 = -1206562.539096 nChanged 74 SP:Iteration 28Q (5314.111085 sec): 3 clusters Score: Raw -1211611.236811 + Penalty 5031.702251 = -1206579.534561 nChanged 85 SP:Iteration 29Q (5314.221881 sec): 3 clusters Score: Raw -1211630.144136 + Penalty 5031.702251 = -1206598.441886 nChanged 75 SP:Iteration 30Q (5314.319209 sec): 3 clusters Score: Raw -1211646.701657 + Penalty 5031.702251 = -1206614.999406 nChanged 87 SP:Iteration 31Q (5314.412143 sec): 3 clusters Score: Raw -1211665.547734 + Penalty 5031.702251 = -1206633.845484 nChanged 85 SP:Iteration 32Q (5314.511708 sec): 3 clusters Score: Raw -1211683.180443 + Penalty 5031.702251 = -1206651.478192 nChanged 80 SP:Iteration 33Q (5314.624302 sec): 3 clusters Score: Raw -1211699.202063 + Penalty 5031.702251 = -1206667.499813 nChanged 82 SP:Iteration 34Q (5314.720224 sec): 3 clusters Score: Raw -1211719.963226 + Penalty 5031.702251 = -1206688.260976 nChanged 106 SP:Iteration 35Q (5314.835526 sec): 3 clusters Score: Raw -1211748.927454 + Penalty 5031.702251 = -1206717.225203 nChanged 109 SP:Iteration 36Q (5314.923132 sec): 3 clusters Score: Raw -1211775.943504 + Penalty 5031.702251 = -1206744.241254 nChanged 98 SP:Iteration 37Q (5315.018114 sec): 3 clusters Score: Raw -1211799.343878 + Penalty 5031.702251 = -1206767.641627 nChanged 108 SP:Iteration 38Q (5315.122876 sec): 3 clusters Score: Raw -1211823.941881 + Penalty 5031.702251 = -1206792.239630 nChanged 106 SP:Iteration 39Q (5315.223169 sec): 3 clusters Score: Raw -1211848.886408 + Penalty 5031.702251 = -1206817.184157 nChanged 112 SP:Iteration 40F (5315.332358 sec): 3 clusters Score: Raw -1211879.374823 + Penalty 5031.702251 = -1206847.672572 nChanged 128 SP:Iteration 41Q (5315.420960 sec): 3 clusters Score: Raw -1211914.415904 + Penalty 5031.702251 = -1206882.713653 nChanged 135 SP:Iteration 42Q (5315.517250 sec): 3 clusters Score: Raw -1211954.540783 + Penalty 5031.702251 = -1206922.838532 nChanged 119 SP:Iteration 43Q (5315.628092 sec): 3 clusters Score: Raw -1211988.899544 + Penalty 5031.702251 = -1206957.197294 nChanged 118 SP:Iteration 44Q (5315.726302 sec): 3 clusters Score: Raw -1212022.099382 + Penalty 5031.702251 = -1206990.397131 nChanged 132 SP:Iteration 45Q (5315.839523 sec): 3 clusters Score: Raw -1212064.115368 + Penalty 5031.702251 = -1207032.413118 nChanged 132 SP:Iteration 46Q (5315.926847 sec): 3 clusters Score: Raw -1212103.282682 + Penalty 5031.702251 = -1207071.580431 nChanged 121 SP:Iteration 47Q (5316.016955 sec): 3 clusters Score: Raw -1212140.856239 + Penalty 5031.702251 = -1207109.153988 nChanged 134 SP:Iteration 48Q (5316.226396 sec): 3 clusters Score: Raw -1212179.648634 + Penalty 5031.702251 = -1207147.946383 nChanged 118 SP:Iteration 49Q (5316.380349 sec): 3 clusters Score: Raw -1212214.345041 + Penalty 5031.702251 = -1207182.642790 nChanged 114 SP:Iteration 50Q (5316.578638 sec): 3 clusters Score: Raw -1212250.575197 + Penalty 5031.702251 = -1207218.872946 nChanged 137 SP:Iteration 51Q (5316.720017 sec): 3 clusters Score: Raw -1212289.616198 + Penalty 5031.702251 = -1207257.913948 nChanged 125 SP:Iteration 52Q (5316.887943 sec): 3 clusters Score: Raw -1212325.147241 + Penalty 5031.702251 = -1207293.444990 nChanged 113 SP:Iteration 53Q (5316.971746 sec): 3 clusters Score: Raw -1212364.315637 + Penalty 5031.702251 = -1207332.613386 nChanged 155 SP:Iteration 54Q (5317.066199 sec): 3 clusters Score: Raw -1212417.857075 + Penalty 5031.702251 = -1207386.154824 nChanged 137 SP:Iteration 55Q (5317.172011 sec): 3 clusters Score: Raw -1212465.924647 + Penalty 5031.702251 = -1207434.222397 nChanged 113 SP:Iteration 56Q (5317.281730 sec): 3 clusters Score: Raw -1212497.289623 + Penalty 5031.702251 = -1207465.587372 nChanged 101 SP:Iteration 57Q (5317.372806 sec): 3 clusters Score: Raw -1212524.839844 + Penalty 5031.702251 = -1207493.137594 nChanged 103 SP:Iteration 58Q (5317.483521 sec): 3 clusters Score: Raw -1212551.820698 + Penalty 5031.702251 = -1207520.118447 nChanged 76 SP:Iteration 59Q (5317.576811 sec): 3 clusters Score: Raw -1212570.378164 + Penalty 5031.702251 = -1207538.675913 nChanged 73 SP:Iteration 60F (5317.666372 sec): 3 clusters Score: Raw -1212587.723253 + Penalty 5031.702251 = -1207556.021002 nChanged 50 SP:Iteration 61Q (5317.771089 sec): 3 clusters Score: Raw -1212597.612836 + Penalty 5031.702251 = -1207565.910585 nChanged 43 SP:Iteration 62Q (5317.866481 sec): 3 clusters Score: Raw -1212607.562694 + Penalty 5031.702251 = -1207575.860443 nChanged 51 SP:Iteration 63Q (5317.956428 sec): 3 clusters Score: Raw -1212620.123045 + Penalty 5031.702251 = -1207588.420794 nChanged 55 SP:Iteration 64Q (5318.050225 sec): 3 clusters Score: Raw -1212633.384116 + Penalty 5031.702251 = -1207601.681866 nChanged 54 SP:Iteration 65Q (5318.161177 sec): 3 clusters Score: Raw -1212647.790087 + Penalty 5031.702251 = -1207616.087836 nChanged 43 SP:Iteration 66Q (5318.248906 sec): 3 clusters Score: Raw -1212660.689169 + Penalty 5031.702251 = -1207628.986918 nChanged 60 SP:Iteration 67Q (5318.360771 sec): 3 clusters Score: Raw -1212677.371032 + Penalty 5031.702251 = -1207645.668782 nChanged 47 SP:Iteration 68Q (5318.452336 sec): 3 clusters Score: Raw -1212690.653082 + Penalty 5031.702251 = -1207658.950832 nChanged 48 SP:Iteration 69Q (5318.538004 sec): 3 clusters Score: Raw -1212703.985505 + Penalty 5031.702251 = -1207672.283254 nChanged 41 SP:Iteration 70Q (5318.642359 sec): 3 clusters Score: Raw -1212713.561767 + Penalty 5031.702251 = -1207681.859517 nChanged 42 SP:Iteration 71Q (5318.736706 sec): 3 clusters Score: Raw -1212723.440093 + Penalty 5031.702251 = -1207691.737843 nChanged 36 SP:Iteration 72Q (5318.848986 sec): 3 clusters Score: Raw -1212731.310402 + Penalty 5031.702251 = -1207699.608152 nChanged 29 SP:Iteration 73Q (5318.938544 sec): 3 clusters Score: Raw -1212738.550010 + Penalty 5031.702251 = -1207706.847759 nChanged 33 SP:Iteration 74Q (5319.028881 sec): 3 clusters Score: Raw -1212745.985849 + Penalty 5031.702251 = -1207714.283598 nChanged 34 SP:Iteration 75Q (5319.192595 sec): 3 clusters Score: Raw -1212752.661987 + Penalty 5031.702251 = -1207720.959736 nChanged 26 SP:Iteration 76Q (5319.360978 sec): 3 clusters Score: Raw -1212757.007372 + Penalty 5031.702251 = -1207725.305121 nChanged 22 SP:Iteration 77Q (5319.528252 sec): 3 clusters Score: Raw -1212761.199638 + Penalty 5031.702251 = -1207729.497388 nChanged 21 SP:Iteration 78Q (5319.706296 sec): 3 clusters Score: Raw -1212765.622878 + Penalty 5031.702251 = -1207733.920628 nChanged 24 SP:Iteration 79Q (5319.918301 sec): 3 clusters Score: Raw -1212769.978647 + Penalty 5031.702251 = -1207738.276397 nChanged 28 SP:Iteration 80F (5320.071578 sec): 3 clusters Score: Raw -1212775.254376 + Penalty 5031.702251 = -1207743.552126 nChanged 18 SP:Iteration 81Q (5320.259500 sec): 3 clusters Score: Raw -1212778.981005 + Penalty 5031.702251 = -1207747.278755 nChanged 16 SP:Iteration 82Q (5320.451756 sec): 3 clusters Score: Raw -1212782.192706 + Penalty 5031.702251 = -1207750.490456 nChanged 15 SP:Iteration 83Q (5320.524863 sec): 3 clusters Score: Raw -1212785.378139 + Penalty 5031.702251 = -1207753.675888 nChanged 17 SP:Iteration 84Q (5320.616765 sec): 3 clusters Score: Raw -1212788.184574 + Penalty 5031.702251 = -1207756.482323 nChanged 10 SP:Iteration 85Q (5320.726960 sec): 3 clusters Score: Raw -1212789.871728 + Penalty 5031.702251 = -1207758.169477 nChanged 12 SP:Iteration 86Q (5320.832617 sec): 3 clusters Score: Raw -1212792.059958 + Penalty 5031.702251 = -1207760.357707 nChanged 10 SP:Iteration 87Q (5320.920575 sec): 3 clusters Score: Raw -1212793.858025 + Penalty 5031.702251 = -1207762.155775 nChanged 10 SP:Iteration 88Q (5321.025831 sec): 3 clusters Score: Raw -1212796.133837 + Penalty 5031.702251 = -1207764.431586 nChanged 11 SP:Iteration 89Q (5321.119382 sec): 3 clusters Score: Raw -1212798.334030 + Penalty 5031.702251 = -1207766.631779 nChanged 9 SP:Iteration 90Q (5321.202995 sec): 3 clusters Score: Raw -1212799.765616 + Penalty 5031.702251 = -1207768.063365 nChanged 10 SP:Iteration 91Q (5321.303939 sec): 3 clusters Score: Raw -1212801.638307 + Penalty 5031.702251 = -1207769.936056 nChanged 10 SP:Iteration 92Q (5321.401131 sec): 3 clusters Score: Raw -1212803.422821 + Penalty 5031.702251 = -1207771.720571 nChanged 11 SP:Iteration 93Q (5321.492072 sec): 3 clusters Score: Raw -1212806.338718 + Penalty 5031.702251 = -1207774.636468 nChanged 16 SP:Iteration 94Q (5321.581458 sec): 3 clusters Score: Raw -1212810.207756 + Penalty 5031.702251 = -1207778.505505 nChanged 16 SP:Iteration 95Q (5321.684950 sec): 3 clusters Score: Raw -1212813.747380 + Penalty 5031.702251 = -1207782.045130 nChanged 20 SP:Iteration 96Q (5321.778469 sec): 3 clusters Score: Raw -1212817.954867 + Penalty 5031.702251 = -1207786.252616 nChanged 16 SP:Iteration 97Q (5321.868177 sec): 3 clusters Score: Raw -1212821.209840 + Penalty 5031.702251 = -1207789.507589 nChanged 13 SP:Iteration 98Q (5321.958622 sec): 3 clusters Score: Raw -1212824.562186 + Penalty 5031.702251 = -1207792.859936 nChanged 13 SP:Iteration 99Q (5322.060503 sec): 3 clusters Score: Raw -1212827.730328 + Penalty 5031.702251 = -1207796.028077 nChanged 13 SP:Iteration 100F (5322.156790 sec): 3 clusters Score: Raw -1212830.370080 + Penalty 5031.702251 = -1207798.667829 nChanged 7 SP:Iteration 101Q (5322.245899 sec): 3 clusters Score: Raw -1212831.682333 + Penalty 5031.702251 = -1207799.980082 nChanged 7 SP:Iteration 102Q (5322.338646 sec): 3 clusters Score: Raw -1212832.968981 + Penalty 5031.702251 = -1207801.266730 nChanged 7 SP:Iteration 103Q (5322.444335 sec): 3 clusters Score: Raw -1212834.600090 + Penalty 5031.702251 = -1207802.897839 nChanged 11 SP:Iteration 104Q (5322.532293 sec): 3 clusters Score: Raw -1212836.632022 + Penalty 5031.702251 = -1207804.929772 nChanged 7 SP:Iteration 105Q (5322.641788 sec): 3 clusters Score: Raw -1212837.914895 + Penalty 5031.702251 = -1207806.212644 nChanged 2 SP:Iteration 106Q (5322.734027 sec): 3 clusters Score: Raw -1212838.147902 + Penalty 5031.702251 = -1207806.445652 nChanged 3 SP:Iteration 107Q (5322.816919 sec): 3 clusters Score: Raw -1212839.099521 + Penalty 5031.702251 = -1207807.397270 nChanged 2 SP:Iteration 108Q (5322.918609 sec): 3 clusters Score: Raw -1212839.392285 + Penalty 5031.702251 = -1207807.690035 nChanged 0 SP:Iteration 109F (5323.018218 sec): 3 clusters Score: Raw -1212839.392285 + Penalty 5031.702251 = -1207807.690035 nChanged 0 Trying to split cluster 5 (2868 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5323.134689 sec): 2 clusters Score: Raw -181731.188618 + Penalty 2101.801733 = -179629.386885 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5323.291417 sec): 3 clusters Score: Raw -180646.555493 + Penalty 4203.603467 = -176442.952026 nChanged 990 SP:Iteration 1F (5323.425604 sec): 3 clusters Score: Raw -181611.594094 + Penalty 4203.603467 = -177407.990628 nChanged 308 SP:Iteration 2F (5323.555971 sec): 3 clusters Score: Raw -182055.950071 + Penalty 4203.603467 = -177852.346604 nChanged 225 SP:Iteration 3F (5323.643095 sec): 3 clusters Score: Raw -182371.183311 + Penalty 4203.603467 = -178167.579845 nChanged 173 SP:Iteration 4F (5323.777285 sec): 3 clusters Score: Raw -182665.450629 + Penalty 4203.603467 = -178461.847162 nChanged 145 SP:Iteration 5F (5323.901313 sec): 3 clusters Score: Raw -182882.309175 + Penalty 4203.603467 = -178678.705709 nChanged 112 SP:Iteration 6Q (5323.964203 sec): 3 clusters Score: Raw -183035.540790 + Penalty 4203.603467 = -178831.937324 nChanged 105 SP:Iteration 7Q (5324.059767 sec): 3 clusters Score: Raw -183155.492232 + Penalty 4203.603467 = -178951.888766 nChanged 89 SP:Iteration 8Q (5324.101741 sec): 3 clusters Score: Raw -183239.835243 + Penalty 4203.603467 = -179036.231777 nChanged 66 SP:Iteration 9Q (5324.142801 sec): 3 clusters Score: Raw -183294.601013 + Penalty 4203.603467 = -179090.997546 nChanged 52 SP:Iteration 10Q (5324.182720 sec): 3 clusters Score: Raw -183334.557676 + Penalty 4203.603467 = -179130.954209 nChanged 37 SP:Iteration 11Q (5324.222482 sec): 3 clusters Score: Raw -183383.182292 + Penalty 4203.603467 = -179179.578825 nChanged 33 SP:Iteration 12Q (5324.262297 sec): 3 clusters Score: Raw -183410.170999 + Penalty 4203.603467 = -179206.567533 nChanged 36 SP:Iteration 13Q (5324.302100 sec): 3 clusters Score: Raw -183444.347713 + Penalty 4203.603467 = -179240.744246 nChanged 33 SP:Iteration 14Q (5324.343151 sec): 3 clusters Score: Raw -183471.285570 + Penalty 4203.603467 = -179267.682104 nChanged 29 SP:Iteration 15Q (5324.384513 sec): 3 clusters Score: Raw -183502.163691 + Penalty 4203.603467 = -179298.560224 nChanged 30 SP:Iteration 16Q (5324.425713 sec): 3 clusters Score: Raw -183525.314071 + Penalty 4203.603467 = -179321.710605 nChanged 20 SP:Iteration 17Q (5324.466748 sec): 3 clusters Score: Raw -183538.434247 + Penalty 4203.603467 = -179334.830780 nChanged 22 SP:Iteration 18Q (5324.507726 sec): 3 clusters Score: Raw -183562.211063 + Penalty 4203.603467 = -179358.607596 nChanged 20 SP:Iteration 19Q (5324.548685 sec): 3 clusters Score: Raw -183580.043692 + Penalty 4203.603467 = -179376.440225 nChanged 15 SP:Iteration 20F (5324.590251 sec): 3 clusters Score: Raw -183598.051537 + Penalty 4203.603467 = -179394.448070 nChanged 13 SP:Iteration 21Q (5324.630866 sec): 3 clusters Score: Raw -183613.905711 + Penalty 4203.603467 = -179410.302245 nChanged 17 SP:Iteration 22Q (5324.671822 sec): 3 clusters Score: Raw -183623.530400 + Penalty 4203.603467 = -179419.926934 nChanged 16 SP:Iteration 23Q (5324.712373 sec): 3 clusters Score: Raw -183640.305482 + Penalty 4203.603467 = -179436.702015 nChanged 15 SP:Iteration 24Q (5324.752950 sec): 3 clusters Score: Raw -183651.128901 + Penalty 4203.603467 = -179447.525434 nChanged 14 SP:Iteration 25Q (5324.793578 sec): 3 clusters Score: Raw -183658.007460 + Penalty 4203.603467 = -179454.403994 nChanged 7 SP:Iteration 26Q (5324.833965 sec): 3 clusters Score: Raw -183663.108919 + Penalty 4203.603467 = -179459.505452 nChanged 10 SP:Iteration 27Q (5324.873811 sec): 3 clusters Score: Raw -183670.390743 + Penalty 4203.603467 = -179466.787277 nChanged 8 SP:Iteration 28Q (5324.913594 sec): 3 clusters Score: Raw -183673.665280 + Penalty 4203.603467 = -179470.061813 nChanged 5 SP:Iteration 29Q (5325.074171 sec): 3 clusters Score: Raw -183676.231222 + Penalty 4203.603467 = -179472.627755 nChanged 2 SP:Iteration 30Q (5325.185140 sec): 3 clusters Score: Raw -183676.807531 + Penalty 4203.603467 = -179473.204064 nChanged 3 SP:Iteration 31Q (5325.295888 sec): 3 clusters Score: Raw -183678.310264 + Penalty 4203.603467 = -179474.706797 nChanged 1 SP:Iteration 32Q (5325.424149 sec): 3 clusters Score: Raw -183678.532185 + Penalty 4203.603467 = -179474.928718 nChanged 0 SP:Iteration 33F (5325.556332 sec): 3 clusters Score: Raw -183678.532185 + Penalty 4203.603467 = -179474.928718 nChanged 0 Trying to split cluster 6 (7751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5325.677116 sec): 2 clusters Score: Raw -653187.685094 + Penalty 2364.272367 = -650823.412727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5325.776468 sec): 3 clusters Score: Raw -649244.756842 + Penalty 4728.544733 = -644516.212109 nChanged 3077 SP:Iteration 1F (5325.851330 sec): 3 clusters Score: Raw -650945.029688 + Penalty 4728.544733 = -646216.484954 nChanged 566 SP:Iteration 2F (5325.919125 sec): 3 clusters Score: Raw -651232.973503 + Penalty 4728.544733 = -646504.428769 nChanged 405 SP:Iteration 3F (5325.985967 sec): 3 clusters Score: Raw -651482.538371 + Penalty 4728.544733 = -646753.993638 nChanged 408 SP:Iteration 4F (5326.050540 sec): 3 clusters Score: Raw -651768.755416 + Penalty 4728.544733 = -647040.210682 nChanged 397 SP:Iteration 5F (5326.116368 sec): 3 clusters Score: Raw -652066.013784 + Penalty 4728.544733 = -647337.469051 nChanged 418 SP:Iteration 6F (5326.183271 sec): 3 clusters Score: Raw -652412.748128 + Penalty 4728.544733 = -647684.203394 nChanged 439 SP:Iteration 7F (5326.250438 sec): 3 clusters Score: Raw -652803.259101 + Penalty 4728.544733 = -648074.714368 nChanged 412 SP:Iteration 8F (5326.317947 sec): 3 clusters Score: Raw -653210.222066 + Penalty 4728.544733 = -648481.677332 nChanged 358 SP:Iteration 9Q (5326.387103 sec): 3 clusters Score: Raw -653523.840786 + Penalty 4728.544733 = -648795.296053 nChanged 274 SP:Iteration 10Q (5326.455975 sec): 3 clusters Score: Raw -653736.843742 + Penalty 4728.544733 = -649008.299009 nChanged 211 SP:Iteration 11Q (5326.524160 sec): 3 clusters Score: Raw -653880.197647 + Penalty 4728.544733 = -649151.652914 nChanged 169 SP:Iteration 12Q (5326.591363 sec): 3 clusters Score: Raw -653981.215929 + Penalty 4728.544733 = -649252.671196 nChanged 130 SP:Iteration 13Q (5326.659343 sec): 3 clusters Score: Raw -654044.183020 + Penalty 4728.544733 = -649315.638287 nChanged 86 SP:Iteration 14Q (5326.736437 sec): 3 clusters Score: Raw -654086.883994 + Penalty 4728.544733 = -649358.339260 nChanged 61 SP:Iteration 15Q (5326.811183 sec): 3 clusters Score: Raw -654111.265515 + Penalty 4728.544733 = -649382.720782 nChanged 48 SP:Iteration 16Q (5326.873022 sec): 3 clusters Score: Raw -654130.858189 + Penalty 4728.544733 = -649402.313456 nChanged 46 SP:Iteration 17Q (5326.934929 sec): 3 clusters Score: Raw -654144.079626 + Penalty 4728.544733 = -649415.534893 nChanged 33 SP:Iteration 18Q (5327.004450 sec): 3 clusters Score: Raw -654152.181292 + Penalty 4728.544733 = -649423.636559 nChanged 19 SP:Iteration 19Q (5327.073879 sec): 3 clusters Score: Raw -654157.435591 + Penalty 4728.544733 = -649428.890857 nChanged 10 SP:Iteration 20F (5327.139484 sec): 3 clusters Score: Raw -654160.013058 + Penalty 4728.544733 = -649431.468325 nChanged 12 SP:Iteration 21Q (5327.203012 sec): 3 clusters Score: Raw -654162.646618 + Penalty 4728.544733 = -649434.101884 nChanged 9 SP:Iteration 22Q (5327.270707 sec): 3 clusters Score: Raw -654164.419540 + Penalty 4728.544733 = -649435.874807 nChanged 7 SP:Iteration 23Q (5327.338515 sec): 3 clusters Score: Raw -654166.396973 + Penalty 4728.544733 = -649437.852239 nChanged 1 SP:Iteration 24Q (5327.404920 sec): 3 clusters Score: Raw -654166.733571 + Penalty 4728.544733 = -649438.188838 nChanged 5 SP:Iteration 25Q (5327.534970 sec): 3 clusters Score: Raw -654168.265287 + Penalty 4728.544733 = -649439.720554 nChanged 2 SP:Iteration 26Q (5327.696994 sec): 3 clusters Score: Raw -654168.791198 + Penalty 4728.544733 = -649440.246464 nChanged 1 SP:Iteration 27Q (5327.844395 sec): 3 clusters Score: Raw -654168.944056 + Penalty 4728.544733 = -649440.399323 nChanged 0 SP:Iteration 28F (5327.972754 sec): 3 clusters Score: Raw -654168.944056 + Penalty 4728.544733 = -649440.399323 nChanged 0 Trying to split cluster 7 (2751 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5328.047149 sec): 2 clusters Score: Raw -209221.670509 + Penalty 2090.806017 = -207130.864492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5328.135774 sec): 3 clusters Score: Raw -208078.550230 + Penalty 4181.612034 = -203896.938196 nChanged 934 SP:Iteration 1F (5328.174799 sec): 3 clusters Score: Raw -208753.205225 + Penalty 4181.612034 = -204571.593191 nChanged 235 SP:Iteration 2F (5328.214163 sec): 3 clusters Score: Raw -208969.122369 + Penalty 4181.612034 = -204787.510335 nChanged 155 SP:Iteration 3F (5328.253106 sec): 3 clusters Score: Raw -209095.452190 + Penalty 4181.612034 = -204913.840156 nChanged 104 SP:Iteration 4Q (5328.298089 sec): 3 clusters Score: Raw -209187.847679 + Penalty 4181.612034 = -205006.235645 nChanged 76 SP:Iteration 5Q (5328.343248 sec): 3 clusters Score: Raw -209255.140859 + Penalty 4181.612034 = -205073.528826 nChanged 76 SP:Iteration 6Q (5328.388005 sec): 3 clusters Score: Raw -209325.491250 + Penalty 4181.612034 = -205143.879216 nChanged 65 SP:Iteration 7Q (5328.433068 sec): 3 clusters Score: Raw -209391.669949 + Penalty 4181.612034 = -205210.057915 nChanged 87 SP:Iteration 8Q (5328.476669 sec): 3 clusters Score: Raw -209495.274170 + Penalty 4181.612034 = -205313.662137 nChanged 91 SP:Iteration 9Q (5328.516051 sec): 3 clusters Score: Raw -209596.926676 + Penalty 4181.612034 = -205415.314643 nChanged 88 SP:Iteration 10Q (5328.555278 sec): 3 clusters Score: Raw -209707.010039 + Penalty 4181.612034 = -205525.398005 nChanged 90 SP:Iteration 11Q (5328.594470 sec): 3 clusters Score: Raw -209800.221615 + Penalty 4181.612034 = -205618.609581 nChanged 77 SP:Iteration 12Q (5328.633638 sec): 3 clusters Score: Raw -209870.813131 + Penalty 4181.612034 = -205689.201097 nChanged 66 SP:Iteration 13Q (5328.674900 sec): 3 clusters Score: Raw -209929.767335 + Penalty 4181.612034 = -205748.155301 nChanged 60 SP:Iteration 14Q (5328.715995 sec): 3 clusters Score: Raw -209989.642085 + Penalty 4181.612034 = -205808.030051 nChanged 66 SP:Iteration 15Q (5328.756950 sec): 3 clusters Score: Raw -210057.445863 + Penalty 4181.612034 = -205875.833829 nChanged 51 SP:Iteration 16Q (5328.798030 sec): 3 clusters Score: Raw -210100.546821 + Penalty 4181.612034 = -205918.934787 nChanged 38 SP:Iteration 17Q (5328.838622 sec): 3 clusters Score: Raw -210135.485742 + Penalty 4181.612034 = -205953.873708 nChanged 34 SP:Iteration 18Q (5328.878236 sec): 3 clusters Score: Raw -210158.897670 + Penalty 4181.612034 = -205977.285637 nChanged 19 SP:Iteration 19Q (5328.917831 sec): 3 clusters Score: Raw -210173.299085 + Penalty 4181.612034 = -205991.687051 nChanged 21 SP:Iteration 20F (5328.957966 sec): 3 clusters Score: Raw -210190.847173 + Penalty 4181.612034 = -206009.235139 nChanged 14 SP:Iteration 21Q (5328.997543 sec): 3 clusters Score: Raw -210204.750006 + Penalty 4181.612034 = -206023.137972 nChanged 20 SP:Iteration 22Q (5329.037040 sec): 3 clusters Score: Raw -210225.376286 + Penalty 4181.612034 = -206043.764252 nChanged 19 SP:Iteration 23Q (5329.077007 sec): 3 clusters Score: Raw -210244.967229 + Penalty 4181.612034 = -206063.355195 nChanged 12 SP:Iteration 24Q (5329.117290 sec): 3 clusters Score: Raw -210254.091140 + Penalty 4181.612034 = -206072.479106 nChanged 13 SP:Iteration 25Q (5329.223111 sec): 3 clusters Score: Raw -210265.511319 + Penalty 4181.612034 = -206083.899285 nChanged 9 SP:Iteration 26Q (5329.355933 sec): 3 clusters Score: Raw -210271.091581 + Penalty 4181.612034 = -206089.479548 nChanged 7 SP:Iteration 27Q (5329.472458 sec): 3 clusters Score: Raw -210278.098041 + Penalty 4181.612034 = -206096.486007 nChanged 6 SP:Iteration 28Q (5329.594227 sec): 3 clusters Score: Raw -210282.762541 + Penalty 4181.612034 = -206101.150507 nChanged 7 SP:Iteration 29Q (5329.715671 sec): 3 clusters Score: Raw -210286.552367 + Penalty 4181.612034 = -206104.940333 nChanged 6 SP:Iteration 30Q (5329.825643 sec): 3 clusters Score: Raw -210291.977117 + Penalty 4181.612034 = -206110.365083 nChanged 8 SP:Iteration 31Q (5329.940770 sec): 3 clusters Score: Raw -210298.484538 + Penalty 4181.612034 = -206116.872504 nChanged 5 SP:Iteration 32Q (5330.053797 sec): 3 clusters Score: Raw -210302.589762 + Penalty 4181.612034 = -206120.977728 nChanged 6 SP:Iteration 33Q (5330.147194 sec): 3 clusters Score: Raw -210305.338998 + Penalty 4181.612034 = -206123.726965 nChanged 2 SP:Iteration 34Q (5330.186721 sec): 3 clusters Score: Raw -210306.155594 + Penalty 4181.612034 = -206124.543560 nChanged 1 SP:Iteration 35Q (5330.226444 sec): 3 clusters Score: Raw -210306.588008 + Penalty 4181.612034 = -206124.975974 nChanged 0 SP:Iteration 36F (5330.266527 sec): 3 clusters Score: Raw -210306.588008 + Penalty 4181.612034 = -206124.975974 nChanged 0 Trying to split cluster 8 (11918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5330.354256 sec): 2 clusters Score: Raw -920974.785439 + Penalty 2477.852557 = -918496.932881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5330.473598 sec): 3 clusters Score: Raw -914410.812584 + Penalty 4955.705115 = -909455.107470 nChanged 4997 SP:Iteration 1F (5330.557132 sec): 3 clusters Score: Raw -917142.954063 + Penalty 4955.705115 = -912187.248949 nChanged 796 SP:Iteration 2F (5330.642548 sec): 3 clusters Score: Raw -917567.234316 + Penalty 4955.705115 = -912611.529202 nChanged 673 SP:Iteration 3F (5330.729800 sec): 3 clusters Score: Raw -917961.186070 + Penalty 4955.705115 = -913005.480956 nChanged 646 SP:Iteration 4F (5330.822439 sec): 3 clusters Score: Raw -918353.403490 + Penalty 4955.705115 = -913397.698375 nChanged 639 SP:Iteration 5F (5330.913222 sec): 3 clusters Score: Raw -918751.092139 + Penalty 4955.705115 = -913795.387025 nChanged 599 SP:Iteration 6F (5331.001543 sec): 3 clusters Score: Raw -919105.565446 + Penalty 4955.705115 = -914149.860331 nChanged 543 SP:Iteration 7Q (5331.092738 sec): 3 clusters Score: Raw -919423.754995 + Penalty 4955.705115 = -914468.049881 nChanged 500 SP:Iteration 8Q (5331.183623 sec): 3 clusters Score: Raw -919711.558280 + Penalty 4955.705115 = -914755.853165 nChanged 460 SP:Iteration 9Q (5331.274654 sec): 3 clusters Score: Raw -919972.425303 + Penalty 4955.705115 = -915016.720188 nChanged 440 SP:Iteration 10Q (5331.364615 sec): 3 clusters Score: Raw -920219.644053 + Penalty 4955.705115 = -915263.938938 nChanged 394 SP:Iteration 11Q (5331.459738 sec): 3 clusters Score: Raw -920425.726016 + Penalty 4955.705115 = -915470.020902 nChanged 370 SP:Iteration 12Q (5331.545718 sec): 3 clusters Score: Raw -920613.964306 + Penalty 4955.705115 = -915658.259192 nChanged 331 SP:Iteration 13Q (5331.626105 sec): 3 clusters Score: Raw -920758.167368 + Penalty 4955.705115 = -915802.462253 nChanged 260 SP:Iteration 14Q (5331.711320 sec): 3 clusters Score: Raw -920863.163125 + Penalty 4955.705115 = -915907.458010 nChanged 201 SP:Iteration 15Q (5331.802086 sec): 3 clusters Score: Raw -920941.469409 + Penalty 4955.705115 = -915985.764295 nChanged 175 SP:Iteration 16Q (5331.892490 sec): 3 clusters Score: Raw -921002.222275 + Penalty 4955.705115 = -916046.517160 nChanged 155 SP:Iteration 17Q (5331.982132 sec): 3 clusters Score: Raw -921058.666087 + Penalty 4955.705115 = -916102.960972 nChanged 143 SP:Iteration 18Q (5332.171863 sec): 3 clusters Score: Raw -921106.612891 + Penalty 4955.705115 = -916150.907777 nChanged 135 SP:Iteration 19Q (5332.346715 sec): 3 clusters Score: Raw -921144.923860 + Penalty 4955.705115 = -916189.218745 nChanged 110 SP:Iteration 20F (5332.488824 sec): 3 clusters Score: Raw -921180.751683 + Penalty 4955.705115 = -916225.046568 nChanged 121 SP:Iteration 21Q (5332.656382 sec): 3 clusters Score: Raw -921223.405789 + Penalty 4955.705115 = -916267.700675 nChanged 117 SP:Iteration 22Q (5332.795363 sec): 3 clusters Score: Raw -921263.943249 + Penalty 4955.705115 = -916308.238135 nChanged 114 SP:Iteration 23Q (5332.881166 sec): 3 clusters Score: Raw -921302.718777 + Penalty 4955.705115 = -916347.013663 nChanged 106 SP:Iteration 24Q (5332.962004 sec): 3 clusters Score: Raw -921332.320717 + Penalty 4955.705115 = -916376.615602 nChanged 88 SP:Iteration 25Q (5333.042563 sec): 3 clusters Score: Raw -921364.022499 + Penalty 4955.705115 = -916408.317384 nChanged 97 SP:Iteration 26Q (5333.136478 sec): 3 clusters Score: Raw -921399.870017 + Penalty 4955.705115 = -916444.164902 nChanged 95 SP:Iteration 27Q (5333.222320 sec): 3 clusters Score: Raw -921433.369061 + Penalty 4955.705115 = -916477.663946 nChanged 90 SP:Iteration 28Q (5333.309777 sec): 3 clusters Score: Raw -921463.726032 + Penalty 4955.705115 = -916508.020917 nChanged 90 SP:Iteration 29Q (5333.398120 sec): 3 clusters Score: Raw -921498.644213 + Penalty 4955.705115 = -916542.939098 nChanged 91 SP:Iteration 30Q (5333.486492 sec): 3 clusters Score: Raw -921535.221535 + Penalty 4955.705115 = -916579.516420 nChanged 98 SP:Iteration 31Q (5333.570853 sec): 3 clusters Score: Raw -921575.023113 + Penalty 4955.705115 = -916619.317998 nChanged 89 SP:Iteration 32Q (5333.654908 sec): 3 clusters Score: Raw -921609.664283 + Penalty 4955.705115 = -916653.959168 nChanged 98 SP:Iteration 33Q (5333.762404 sec): 3 clusters Score: Raw -921646.045720 + Penalty 4955.705115 = -916690.340605 nChanged 75 SP:Iteration 34Q (5333.848178 sec): 3 clusters Score: Raw -921680.999308 + Penalty 4955.705115 = -916725.294194 nChanged 86 SP:Iteration 35Q (5333.932129 sec): 3 clusters Score: Raw -921719.954793 + Penalty 4955.705115 = -916764.249678 nChanged 83 SP:Iteration 36Q (5334.037920 sec): 3 clusters Score: Raw -921752.912748 + Penalty 4955.705115 = -916797.207634 nChanged 70 SP:Iteration 37Q (5334.118442 sec): 3 clusters Score: Raw -921778.645056 + Penalty 4955.705115 = -916822.939941 nChanged 53 SP:Iteration 38Q (5334.192300 sec): 3 clusters Score: Raw -921799.619488 + Penalty 4955.705115 = -916843.914373 nChanged 42 SP:Iteration 39Q (5334.276831 sec): 3 clusters Score: Raw -921814.429043 + Penalty 4955.705115 = -916858.723928 nChanged 37 SP:Iteration 40F (5334.366634 sec): 3 clusters Score: Raw -921826.107874 + Penalty 4955.705115 = -916870.402759 nChanged 34 SP:Iteration 41Q (5334.452262 sec): 3 clusters Score: Raw -921837.059527 + Penalty 4955.705115 = -916881.354412 nChanged 33 SP:Iteration 42Q (5334.537920 sec): 3 clusters Score: Raw -921847.352255 + Penalty 4955.705115 = -916891.647141 nChanged 26 SP:Iteration 43Q (5334.623647 sec): 3 clusters Score: Raw -921857.440563 + Penalty 4955.705115 = -916901.735448 nChanged 26 SP:Iteration 44Q (5334.709174 sec): 3 clusters Score: Raw -921868.459330 + Penalty 4955.705115 = -916912.754215 nChanged 35 SP:Iteration 45Q (5334.794820 sec): 3 clusters Score: Raw -921883.876190 + Penalty 4955.705115 = -916928.171075 nChanged 34 SP:Iteration 46Q (5334.880181 sec): 3 clusters Score: Raw -921898.350441 + Penalty 4955.705115 = -916942.645326 nChanged 39 SP:Iteration 47Q (5334.965739 sec): 3 clusters Score: Raw -921913.643765 + Penalty 4955.705115 = -916957.938651 nChanged 38 SP:Iteration 48Q (5335.051453 sec): 3 clusters Score: Raw -921930.732263 + Penalty 4955.705115 = -916975.027148 nChanged 42 SP:Iteration 49Q (5335.267890 sec): 3 clusters Score: Raw -921949.407182 + Penalty 4955.705115 = -916993.702067 nChanged 44 SP:Iteration 50Q (5335.438808 sec): 3 clusters Score: Raw -921965.457171 + Penalty 4955.705115 = -917009.752056 nChanged 29 SP:Iteration 51Q (5335.613018 sec): 3 clusters Score: Raw -921976.421409 + Penalty 4955.705115 = -917020.716295 nChanged 23 SP:Iteration 52Q (5335.765275 sec): 3 clusters Score: Raw -921983.831099 + Penalty 4955.705115 = -917028.125984 nChanged 24 SP:Iteration 53Q (5335.838995 sec): 3 clusters Score: Raw -921992.729239 + Penalty 4955.705115 = -917037.024125 nChanged 20 SP:Iteration 54Q (5335.917890 sec): 3 clusters Score: Raw -921999.745829 + Penalty 4955.705115 = -917044.040714 nChanged 5 SP:Iteration 55Q (5336.001441 sec): 3 clusters Score: Raw -922001.672083 + Penalty 4955.705115 = -917045.966968 nChanged 7 SP:Iteration 56Q (5336.085824 sec): 3 clusters Score: Raw -922003.358266 + Penalty 4955.705115 = -917047.653151 nChanged 3 SP:Iteration 57Q (5336.169890 sec): 3 clusters Score: Raw -922004.120162 + Penalty 4955.705115 = -917048.415047 nChanged 2 SP:Iteration 58Q (5336.254268 sec): 3 clusters Score: Raw -922004.806440 + Penalty 4955.705115 = -917049.101326 nChanged 0 SP:Iteration 59F (5336.343342 sec): 3 clusters Score: Raw -922004.806440 + Penalty 4955.705115 = -917049.101326 nChanged 0 Trying to split cluster 9 (5172 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5336.406745 sec): 2 clusters Score: Raw -427542.729205 + Penalty 2257.467891 = -425285.261314 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5336.483939 sec): 3 clusters Score: Raw -425083.599209 + Penalty 4514.935783 = -420568.663427 nChanged 1991 SP:Iteration 1F (5336.536585 sec): 3 clusters Score: Raw -426233.995492 + Penalty 4514.935783 = -421719.059709 nChanged 420 SP:Iteration 2F (5336.588579 sec): 3 clusters Score: Raw -426509.277414 + Penalty 4514.935783 = -421994.341632 nChanged 310 SP:Iteration 3F (5336.636742 sec): 3 clusters Score: Raw -426773.988145 + Penalty 4514.935783 = -422259.052362 nChanged 309 SP:Iteration 4F (5336.694940 sec): 3 clusters Score: Raw -427062.829323 + Penalty 4514.935783 = -422547.893541 nChanged 294 SP:Iteration 5F (5336.753131 sec): 3 clusters Score: Raw -427343.506504 + Penalty 4514.935783 = -422828.570722 nChanged 282 SP:Iteration 6F (5336.811533 sec): 3 clusters Score: Raw -427610.819103 + Penalty 4514.935783 = -423095.883320 nChanged 247 SP:Iteration 7Q (5336.870363 sec): 3 clusters Score: Raw -427817.059186 + Penalty 4514.935783 = -423302.123403 nChanged 208 SP:Iteration 8Q (5336.927990 sec): 3 clusters Score: Raw -427980.623575 + Penalty 4514.935783 = -423465.687792 nChanged 169 SP:Iteration 9Q (5336.981096 sec): 3 clusters Score: Raw -428086.062366 + Penalty 4514.935783 = -423571.126584 nChanged 135 SP:Iteration 10Q (5337.034466 sec): 3 clusters Score: Raw -428168.533466 + Penalty 4514.935783 = -423653.597684 nChanged 96 SP:Iteration 11Q (5337.088841 sec): 3 clusters Score: Raw -428220.580361 + Penalty 4514.935783 = -423705.644578 nChanged 78 SP:Iteration 12Q (5337.144793 sec): 3 clusters Score: Raw -428253.674363 + Penalty 4514.935783 = -423738.738580 nChanged 54 SP:Iteration 13Q (5337.201345 sec): 3 clusters Score: Raw -428274.575671 + Penalty 4514.935783 = -423759.639888 nChanged 37 SP:Iteration 14Q (5337.257912 sec): 3 clusters Score: Raw -428291.947132 + Penalty 4514.935783 = -423777.011349 nChanged 29 SP:Iteration 15Q (5337.313733 sec): 3 clusters Score: Raw -428305.657474 + Penalty 4514.935783 = -423790.721691 nChanged 25 SP:Iteration 16Q (5337.369128 sec): 3 clusters Score: Raw -428315.093509 + Penalty 4514.935783 = -423800.157726 nChanged 22 SP:Iteration 17Q (5337.424937 sec): 3 clusters Score: Raw -428320.383814 + Penalty 4514.935783 = -423805.448031 nChanged 13 SP:Iteration 18Q (5337.480849 sec): 3 clusters Score: Raw -428324.862919 + Penalty 4514.935783 = -423809.927137 nChanged 8 SP:Iteration 19Q (5337.615358 sec): 3 clusters Score: Raw -428328.740954 + Penalty 4514.935783 = -423813.805172 nChanged 9 SP:Iteration 20F (5337.765702 sec): 3 clusters Score: Raw -428334.587298 + Penalty 4514.935783 = -423819.651515 nChanged 16 SP:Iteration 21Q (5337.881451 sec): 3 clusters Score: Raw -428340.326601 + Penalty 4514.935783 = -423825.390818 nChanged 8 SP:Iteration 22Q (5338.016226 sec): 3 clusters Score: Raw -428342.816070 + Penalty 4514.935783 = -423827.880287 nChanged 6 SP:Iteration 23Q (5338.147652 sec): 3 clusters Score: Raw -428345.603180 + Penalty 4514.935783 = -423830.667397 nChanged 4 SP:Iteration 24Q (5338.307921 sec): 3 clusters Score: Raw -428346.782702 + Penalty 4514.935783 = -423831.846919 nChanged 7 SP:Iteration 25Q (5338.382646 sec): 3 clusters Score: Raw -428349.032892 + Penalty 4514.935783 = -423834.097109 nChanged 7 SP:Iteration 26Q (5338.442369 sec): 3 clusters Score: Raw -428350.877906 + Penalty 4514.935783 = -423835.942123 nChanged 9 SP:Iteration 27Q (5338.501910 sec): 3 clusters Score: Raw -428353.583760 + Penalty 4514.935783 = -423838.647977 nChanged 6 SP:Iteration 28Q (5338.560309 sec): 3 clusters Score: Raw -428355.350891 + Penalty 4514.935783 = -423840.415108 nChanged 7 SP:Iteration 29Q (5338.616207 sec): 3 clusters Score: Raw -428357.927237 + Penalty 4514.935783 = -423842.991455 nChanged 9 SP:Iteration 30Q (5338.665391 sec): 3 clusters Score: Raw -428362.356181 + Penalty 4514.935783 = -423847.420398 nChanged 5 SP:Iteration 31Q (5338.716512 sec): 3 clusters Score: Raw -428364.175957 + Penalty 4514.935783 = -423849.240174 nChanged 7 SP:Iteration 32Q (5338.772111 sec): 3 clusters Score: Raw -428366.639830 + Penalty 4514.935783 = -423851.704047 nChanged 7 SP:Iteration 33Q (5338.829003 sec): 3 clusters Score: Raw -428368.824686 + Penalty 4514.935783 = -423853.888903 nChanged 5 SP:Iteration 34Q (5338.885667 sec): 3 clusters Score: Raw -428370.540006 + Penalty 4514.935783 = -423855.604223 nChanged 8 SP:Iteration 35Q (5338.942867 sec): 3 clusters Score: Raw -428372.343597 + Penalty 4514.935783 = -423857.407814 nChanged 1 SP:Iteration 36Q (5338.997978 sec): 3 clusters Score: Raw -428372.637674 + Penalty 4514.935783 = -423857.701891 nChanged 2 SP:Iteration 37Q (5339.052187 sec): 3 clusters Score: Raw -428372.949358 + Penalty 4514.935783 = -423858.013575 nChanged 1 SP:Iteration 38Q (5339.106551 sec): 3 clusters Score: Raw -428373.232424 + Penalty 4514.935783 = -423858.296641 nChanged 0 SP:Iteration 39F (5339.163066 sec): 3 clusters Score: Raw -428373.232424 + Penalty 4514.935783 = -423858.296641 nChanged 0 Trying to split cluster 10 (1776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5339.206304 sec): 2 clusters Score: Raw -113810.330895 + Penalty 1975.279396 = -111835.051499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5339.241020 sec): 3 clusters Score: Raw -113220.522021 + Penalty 3950.558792 = -109269.963229 nChanged 553 SP:Iteration 1F (5339.274610 sec): 3 clusters Score: Raw -113707.911987 + Penalty 3950.558792 = -109757.353195 nChanged 148 SP:Iteration 2F (5339.310631 sec): 3 clusters Score: Raw -113871.367568 + Penalty 3950.558792 = -109920.808776 nChanged 95 SP:Iteration 3F (5339.343961 sec): 3 clusters Score: Raw -114028.841873 + Penalty 3950.558792 = -110078.283082 nChanged 94 SP:Iteration 4F (5339.377528 sec): 3 clusters Score: Raw -114203.755319 + Penalty 3950.558792 = -110253.196527 nChanged 90 SP:Iteration 5F (5339.409604 sec): 3 clusters Score: Raw -114338.976495 + Penalty 3950.558792 = -110388.417704 nChanged 84 SP:Iteration 6Q (5339.441448 sec): 3 clusters Score: Raw -114482.206561 + Penalty 3950.558792 = -110531.647769 nChanged 72 SP:Iteration 7Q (5339.473152 sec): 3 clusters Score: Raw -114599.909721 + Penalty 3950.558792 = -110649.350929 nChanged 63 SP:Iteration 8Q (5339.504719 sec): 3 clusters Score: Raw -114696.895621 + Penalty 3950.558792 = -110746.336830 nChanged 50 SP:Iteration 9Q (5339.605545 sec): 3 clusters Score: Raw -114749.971630 + Penalty 3950.558792 = -110799.412838 nChanged 32 SP:Iteration 10Q (5339.723599 sec): 3 clusters Score: Raw -114791.447569 + Penalty 3950.558792 = -110840.888778 nChanged 35 SP:Iteration 11Q (5339.840263 sec): 3 clusters Score: Raw -114834.937371 + Penalty 3950.558792 = -110884.378580 nChanged 24 SP:Iteration 12Q (5339.932173 sec): 3 clusters Score: Raw -114859.600237 + Penalty 3950.558792 = -110909.041445 nChanged 21 SP:Iteration 13Q (5340.076176 sec): 3 clusters Score: Raw -114876.919299 + Penalty 3950.558792 = -110926.360508 nChanged 10 SP:Iteration 14Q (5340.154547 sec): 3 clusters Score: Raw -114885.569302 + Penalty 3950.558792 = -110935.010510 nChanged 9 SP:Iteration 15Q (5340.269459 sec): 3 clusters Score: Raw -114894.254567 + Penalty 3950.558792 = -110943.695775 nChanged 8 SP:Iteration 16Q (5340.382871 sec): 3 clusters Score: Raw -114900.902177 + Penalty 3950.558792 = -110950.343386 nChanged 7 SP:Iteration 17Q (5340.518319 sec): 3 clusters Score: Raw -114905.339398 + Penalty 3950.558792 = -110954.780606 nChanged 5 SP:Iteration 18Q (5340.636893 sec): 3 clusters Score: Raw -114912.104634 + Penalty 3950.558792 = -110961.545842 nChanged 5 SP:Iteration 19Q (5340.750497 sec): 3 clusters Score: Raw -114917.300962 + Penalty 3950.558792 = -110966.742170 nChanged 3 SP:Iteration 20F (5340.866476 sec): 3 clusters Score: Raw -114919.337018 + Penalty 3950.558792 = -110968.778227 nChanged 2 SP:Iteration 21Q (5340.926312 sec): 3 clusters Score: Raw -114920.238607 + Penalty 3950.558792 = -110969.679815 nChanged 1 SP:Iteration 22Q (5341.049012 sec): 3 clusters Score: Raw -114921.521379 + Penalty 3950.558792 = -110970.962587 nChanged 1 SP:Iteration 23Q (5341.168648 sec): 3 clusters Score: Raw -114922.039942 + Penalty 3950.558792 = -110971.481150 nChanged 1 SP:Iteration 24Q (5341.205596 sec): 3 clusters Score: Raw -114922.178739 + Penalty 3950.558792 = -110971.619947 nChanged 0 SP:Iteration 25F (5341.242000 sec): 3 clusters Score: Raw -114922.178739 + Penalty 3950.558792 = -110971.619947 nChanged 0 Trying to split cluster 11 (10281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.318428 sec): 2 clusters Score: Raw -802909.029922 + Penalty 2438.845942 = -800470.183980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.426467 sec): 3 clusters Score: Raw -797385.937131 + Penalty 4877.691884 = -792508.245247 nChanged 4328 SP:Iteration 1F (5341.505227 sec): 3 clusters Score: Raw -799818.105585 + Penalty 4877.691884 = -794940.413701 nChanged 788 SP:Iteration 2F (5341.579667 sec): 3 clusters Score: Raw -800285.970364 + Penalty 4877.691884 = -795408.278480 nChanged 638 SP:Iteration 3F (5341.655631 sec): 3 clusters Score: Raw -800706.609032 + Penalty 4877.691884 = -795828.917148 nChanged 609 SP:Iteration 4F (5341.737158 sec): 3 clusters Score: Raw -801089.226445 + Penalty 4877.691884 = -796211.534561 nChanged 546 SP:Iteration 5F (5341.819059 sec): 3 clusters Score: Raw -801415.725369 + Penalty 4877.691884 = -796538.033485 nChanged 490 SP:Iteration 6Q (5341.905015 sec): 3 clusters Score: Raw -801735.634506 + Penalty 4877.691884 = -796857.942622 nChanged 481 SP:Iteration 7Q (5341.991260 sec): 3 clusters Score: Raw -802061.152452 + Penalty 4877.691884 = -797183.460568 nChanged 444 SP:Iteration 8Q (5342.072153 sec): 3 clusters Score: Raw -802362.049050 + Penalty 4877.691884 = -797484.357166 nChanged 368 SP:Iteration 9Q (5342.151391 sec): 3 clusters Score: Raw -802566.967333 + Penalty 4877.691884 = -797689.275449 nChanged 306 SP:Iteration 10Q (5342.231879 sec): 3 clusters Score: Raw -802739.504240 + Penalty 4877.691884 = -797861.812356 nChanged 282 SP:Iteration 11Q (5342.322593 sec): 3 clusters Score: Raw -802894.951496 + Penalty 4877.691884 = -798017.259612 nChanged 231 SP:Iteration 12Q (5342.496586 sec): 3 clusters Score: Raw -803008.300830 + Penalty 4877.691884 = -798130.608946 nChanged 195 SP:Iteration 13Q (5342.635731 sec): 3 clusters Score: Raw -803099.249754 + Penalty 4877.691884 = -798221.557870 nChanged 168 SP:Iteration 14Q (5342.799536 sec): 3 clusters Score: Raw -803169.676848 + Penalty 4877.691884 = -798291.984964 nChanged 144 SP:Iteration 15Q (5342.956918 sec): 3 clusters Score: Raw -803226.655104 + Penalty 4877.691884 = -798348.963220 nChanged 125 SP:Iteration 16Q (5343.060544 sec): 3 clusters Score: Raw -803274.108038 + Penalty 4877.691884 = -798396.416155 nChanged 104 SP:Iteration 17Q (5343.132719 sec): 3 clusters Score: Raw -803311.363745 + Penalty 4877.691884 = -798433.671861 nChanged 88 SP:Iteration 18Q (5343.214958 sec): 3 clusters Score: Raw -803339.147868 + Penalty 4877.691884 = -798461.455984 nChanged 63 SP:Iteration 19Q (5343.297142 sec): 3 clusters Score: Raw -803361.284096 + Penalty 4877.691884 = -798483.592212 nChanged 70 SP:Iteration 20F (5343.445185 sec): 3 clusters Score: Raw -803381.701049 + Penalty 4877.691884 = -798504.009165 nChanged 62 SP:Iteration 21Q (5343.521872 sec): 3 clusters Score: Raw -803400.727902 + Penalty 4877.691884 = -798523.036018 nChanged 55 SP:Iteration 22Q (5343.595822 sec): 3 clusters Score: Raw -803414.431668 + Penalty 4877.691884 = -798536.739784 nChanged 35 SP:Iteration 23Q (5343.669551 sec): 3 clusters Score: Raw -803422.495517 + Penalty 4877.691884 = -798544.803633 nChanged 27 SP:Iteration 24Q (5343.764352 sec): 3 clusters Score: Raw -803427.889341 + Penalty 4877.691884 = -798550.197457 nChanged 18 SP:Iteration 25Q (5343.856724 sec): 3 clusters Score: Raw -803433.171561 + Penalty 4877.691884 = -798555.479677 nChanged 20 SP:Iteration 26Q (5343.931284 sec): 3 clusters Score: Raw -803437.797991 + Penalty 4877.691884 = -798560.106107 nChanged 21 SP:Iteration 27Q (5344.008246 sec): 3 clusters Score: Raw -803445.799843 + Penalty 4877.691884 = -798568.107959 nChanged 27 SP:Iteration 28Q (5344.090154 sec): 3 clusters Score: Raw -803455.541021 + Penalty 4877.691884 = -798577.849137 nChanged 32 SP:Iteration 29Q (5344.179394 sec): 3 clusters Score: Raw -803469.115058 + Penalty 4877.691884 = -798591.423174 nChanged 41 SP:Iteration 30Q (5344.261967 sec): 3 clusters Score: Raw -803482.508127 + Penalty 4877.691884 = -798604.816243 nChanged 35 SP:Iteration 31Q (5344.331708 sec): 3 clusters Score: Raw -803495.294806 + Penalty 4877.691884 = -798617.602922 nChanged 42 SP:Iteration 32Q (5344.408124 sec): 3 clusters Score: Raw -803512.803332 + Penalty 4877.691884 = -798635.111448 nChanged 41 SP:Iteration 33Q (5344.490961 sec): 3 clusters Score: Raw -803527.238007 + Penalty 4877.691884 = -798649.546124 nChanged 36 SP:Iteration 34Q (5344.574930 sec): 3 clusters Score: Raw -803540.041652 + Penalty 4877.691884 = -798662.349768 nChanged 40 SP:Iteration 35Q (5344.734375 sec): 3 clusters Score: Raw -803555.578871 + Penalty 4877.691884 = -798677.886987 nChanged 41 SP:Iteration 36Q (5344.891484 sec): 3 clusters Score: Raw -803570.730230 + Penalty 4877.691884 = -798693.038346 nChanged 40 SP:Iteration 37Q (5345.038731 sec): 3 clusters Score: Raw -803584.093176 + Penalty 4877.691884 = -798706.401292 nChanged 27 SP:Iteration 38Q (5345.113376 sec): 3 clusters Score: Raw -803591.147797 + Penalty 4877.691884 = -798713.455913 nChanged 26 SP:Iteration 39Q (5345.188325 sec): 3 clusters Score: Raw -803597.781883 + Penalty 4877.691884 = -798720.089999 nChanged 25 SP:Iteration 40F (5345.266216 sec): 3 clusters Score: Raw -803605.414188 + Penalty 4877.691884 = -798727.722304 nChanged 25 SP:Iteration 41Q (5345.344779 sec): 3 clusters Score: Raw -803612.157992 + Penalty 4877.691884 = -798734.466108 nChanged 20 SP:Iteration 42Q (5345.425235 sec): 3 clusters Score: Raw -803616.545701 + Penalty 4877.691884 = -798738.853817 nChanged 12 SP:Iteration 43Q (5345.505861 sec): 3 clusters Score: Raw -803619.720167 + Penalty 4877.691884 = -798742.028283 nChanged 13 SP:Iteration 44Q (5345.689606 sec): 3 clusters Score: Raw -803622.529309 + Penalty 4877.691884 = -798744.837425 nChanged 12 SP:Iteration 45Q (5345.825664 sec): 3 clusters Score: Raw -803625.694314 + Penalty 4877.691884 = -798748.002431 nChanged 14 SP:Iteration 46Q (5346.021852 sec): 3 clusters Score: Raw -803629.199039 + Penalty 4877.691884 = -798751.507155 nChanged 14 SP:Iteration 47Q (5346.169107 sec): 3 clusters Score: Raw -803632.124318 + Penalty 4877.691884 = -798754.432434 nChanged 7 SP:Iteration 48Q (5346.385638 sec): 3 clusters Score: Raw -803633.506221 + Penalty 4877.691884 = -798755.814337 nChanged 6 SP:Iteration 49Q (5346.535592 sec): 3 clusters Score: Raw -803635.497873 + Penalty 4877.691884 = -798757.805989 nChanged 11 SP:Iteration 50Q (5346.630901 sec): 3 clusters Score: Raw -803639.126132 + Penalty 4877.691884 = -798761.434248 nChanged 11 SP:Iteration 51Q (5346.703912 sec): 3 clusters Score: Raw -803642.630187 + Penalty 4877.691884 = -798764.938303 nChanged 15 SP:Iteration 52Q (5346.777246 sec): 3 clusters Score: Raw -803646.497791 + Penalty 4877.691884 = -798768.805907 nChanged 17 SP:Iteration 53Q (5346.863122 sec): 3 clusters Score: Raw -803650.054645 + Penalty 4877.691884 = -798772.362761 nChanged 9 SP:Iteration 54Q (5346.950664 sec): 3 clusters Score: Raw -803652.301689 + Penalty 4877.691884 = -798774.609806 nChanged 5 SP:Iteration 55Q (5347.028419 sec): 3 clusters Score: Raw -803653.380771 + Penalty 4877.691884 = -798775.688887 nChanged 9 SP:Iteration 56Q (5347.102408 sec): 3 clusters Score: Raw -803655.701542 + Penalty 4877.691884 = -798778.009658 nChanged 11 SP:Iteration 57Q (5347.178910 sec): 3 clusters Score: Raw -803657.992944 + Penalty 4877.691884 = -798780.301060 nChanged 12 SP:Iteration 58Q (5347.263189 sec): 3 clusters Score: Raw -803661.732557 + Penalty 4877.691884 = -798784.040673 nChanged 15 SP:Iteration 59Q (5347.349647 sec): 3 clusters Score: Raw -803666.025781 + Penalty 4877.691884 = -798788.333897 nChanged 18 SP:Iteration 60F (5347.429935 sec): 3 clusters Score: Raw -803670.546439 + Penalty 4877.691884 = -798792.854555 nChanged 16 SP:Iteration 61Q (5347.504760 sec): 3 clusters Score: Raw -803675.318134 + Penalty 4877.691884 = -798797.626250 nChanged 22 SP:Iteration 62Q (5347.580842 sec): 3 clusters Score: Raw -803682.704521 + Penalty 4877.691884 = -798805.012637 nChanged 20 SP:Iteration 63Q (5347.736872 sec): 3 clusters Score: Raw -803689.594907 + Penalty 4877.691884 = -798811.903023 nChanged 26 SP:Iteration 64Q (5347.866082 sec): 3 clusters Score: Raw -803697.336667 + Penalty 4877.691884 = -798819.644783 nChanged 25 SP:Iteration 65Q (5348.023974 sec): 3 clusters Score: Raw -803703.923902 + Penalty 4877.691884 = -798826.232018 nChanged 28 SP:Iteration 66Q (5348.111615 sec): 3 clusters Score: Raw -803712.462108 + Penalty 4877.691884 = -798834.770224 nChanged 29 SP:Iteration 67Q (5348.185099 sec): 3 clusters Score: Raw -803719.592184 + Penalty 4877.691884 = -798841.900300 nChanged 14 SP:Iteration 68Q (5348.256791 sec): 3 clusters Score: Raw -803723.237588 + Penalty 4877.691884 = -798845.545704 nChanged 10 SP:Iteration 69Q (5348.346092 sec): 3 clusters Score: Raw -803725.773336 + Penalty 4877.691884 = -798848.081452 nChanged 8 SP:Iteration 70Q (5348.436219 sec): 3 clusters Score: Raw -803727.785992 + Penalty 4877.691884 = -798850.094108 nChanged 10 SP:Iteration 71Q (5348.515237 sec): 3 clusters Score: Raw -803729.771593 + Penalty 4877.691884 = -798852.079710 nChanged 7 SP:Iteration 72Q (5348.588851 sec): 3 clusters Score: Raw -803731.142690 + Penalty 4877.691884 = -798853.450806 nChanged 8 SP:Iteration 73Q (5348.665064 sec): 3 clusters Score: Raw -803732.961845 + Penalty 4877.691884 = -798855.269961 nChanged 9 SP:Iteration 74Q (5348.752307 sec): 3 clusters Score: Raw -803734.991829 + Penalty 4877.691884 = -798857.299945 nChanged 6 SP:Iteration 75Q (5348.918421 sec): 3 clusters Score: Raw -803736.490034 + Penalty 4877.691884 = -798858.798150 nChanged 5 SP:Iteration 76Q (5349.058622 sec): 3 clusters Score: Raw -803737.363681 + Penalty 4877.691884 = -798859.671797 nChanged 1 SP:Iteration 77Q (5349.215332 sec): 3 clusters Score: Raw -803737.597940 + Penalty 4877.691884 = -798859.906056 nChanged 0 SP:Iteration 78F (5349.370562 sec): 3 clusters Score: Raw -803737.597940 + Penalty 4877.691884 = -798859.906056 nChanged 0 Trying to split cluster 12 (2659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5349.447151 sec): 2 clusters Score: Raw -200593.922316 + Penalty 2081.826223 = -198512.096093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5349.573127 sec): 3 clusters Score: Raw -199525.270344 + Penalty 4163.652447 = -195361.617897 nChanged 885 SP:Iteration 1F (5349.677690 sec): 3 clusters Score: Raw -200182.746042 + Penalty 4163.652447 = -196019.093595 nChanged 221 SP:Iteration 2F (5349.799731 sec): 3 clusters Score: Raw -200386.016160 + Penalty 4163.652447 = -196222.363713 nChanged 152 SP:Iteration 3F (5349.919830 sec): 3 clusters Score: Raw -200533.467142 + Penalty 4163.652447 = -196369.814696 nChanged 117 SP:Iteration 4Q (5349.994684 sec): 3 clusters Score: Raw -200641.134266 + Penalty 4163.652447 = -196477.481820 nChanged 102 SP:Iteration 5Q (5350.034413 sec): 3 clusters Score: Raw -200744.407813 + Penalty 4163.652447 = -196580.755367 nChanged 90 SP:Iteration 6Q (5350.074242 sec): 3 clusters Score: Raw -200857.929665 + Penalty 4163.652447 = -196694.277218 nChanged 92 SP:Iteration 7Q (5350.114014 sec): 3 clusters Score: Raw -200987.619753 + Penalty 4163.652447 = -196823.967307 nChanged 98 SP:Iteration 8Q (5350.153780 sec): 3 clusters Score: Raw -201111.688394 + Penalty 4163.652447 = -196948.035947 nChanged 92 SP:Iteration 9Q (5350.193868 sec): 3 clusters Score: Raw -201220.538639 + Penalty 4163.652447 = -197056.886193 nChanged 91 SP:Iteration 10Q (5350.233901 sec): 3 clusters Score: Raw -201325.545553 + Penalty 4163.652447 = -197161.893106 nChanged 70 SP:Iteration 11Q (5350.287836 sec): 3 clusters Score: Raw -201399.024530 + Penalty 4163.652447 = -197235.372084 nChanged 70 SP:Iteration 12Q (5350.327708 sec): 3 clusters Score: Raw -201475.724518 + Penalty 4163.652447 = -197312.072072 nChanged 60 SP:Iteration 13Q (5350.367760 sec): 3 clusters Score: Raw -201540.929429 + Penalty 4163.652447 = -197377.276982 nChanged 51 SP:Iteration 14Q (5350.407212 sec): 3 clusters Score: Raw -201591.826345 + Penalty 4163.652447 = -197428.173898 nChanged 44 SP:Iteration 15Q (5350.446643 sec): 3 clusters Score: Raw -201632.667660 + Penalty 4163.652447 = -197469.015213 nChanged 37 SP:Iteration 16Q (5350.486231 sec): 3 clusters Score: Raw -201662.001904 + Penalty 4163.652447 = -197498.349458 nChanged 29 SP:Iteration 17Q (5350.525761 sec): 3 clusters Score: Raw -201681.363974 + Penalty 4163.652447 = -197517.711527 nChanged 17 SP:Iteration 18Q (5350.566490 sec): 3 clusters Score: Raw -201692.182251 + Penalty 4163.652447 = -197528.529804 nChanged 21 SP:Iteration 19Q (5350.607179 sec): 3 clusters Score: Raw -201704.944176 + Penalty 4163.652447 = -197541.291729 nChanged 17 SP:Iteration 20F (5350.732315 sec): 3 clusters Score: Raw -201713.558453 + Penalty 4163.652447 = -197549.906006 nChanged 14 SP:Iteration 21Q (5350.843223 sec): 3 clusters Score: Raw -201719.116052 + Penalty 4163.652447 = -197555.463606 nChanged 6 SP:Iteration 22Q (5350.947059 sec): 3 clusters Score: Raw -201722.106092 + Penalty 4163.652447 = -197558.453645 nChanged 1 SP:Iteration 23Q (5351.069276 sec): 3 clusters Score: Raw -201722.488405 + Penalty 4163.652447 = -197558.835959 nChanged 0 SP:Iteration 24F (5351.182939 sec): 3 clusters Score: Raw -201722.488405 + Penalty 4163.652447 = -197558.835959 nChanged 0 Trying to split cluster 13 (6332 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5351.263151 sec): 2 clusters Score: Raw -495182.387801 + Penalty 2310.890055 = -492871.497746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5351.416429 sec): 3 clusters Score: Raw -492042.988829 + Penalty 4621.780110 = -487421.208719 nChanged 2541 SP:Iteration 1F (5351.542515 sec): 3 clusters Score: Raw -493516.643049 + Penalty 4621.780110 = -488894.862939 nChanged 507 SP:Iteration 2F (5351.602891 sec): 3 clusters Score: Raw -493853.608782 + Penalty 4621.780110 = -489231.828672 nChanged 388 SP:Iteration 3F (5351.662025 sec): 3 clusters Score: Raw -494093.960638 + Penalty 4621.780110 = -489472.180528 nChanged 293 SP:Iteration 4Q (5351.719490 sec): 3 clusters Score: Raw -494278.814944 + Penalty 4621.780110 = -489657.034834 nChanged 261 SP:Iteration 5Q (5351.777379 sec): 3 clusters Score: Raw -494443.849604 + Penalty 4621.780110 = -489822.069494 nChanged 214 SP:Iteration 6Q (5351.882340 sec): 3 clusters Score: Raw -494580.611010 + Penalty 4621.780110 = -489958.830899 nChanged 190 SP:Iteration 7Q (5351.948735 sec): 3 clusters Score: Raw -494701.826620 + Penalty 4621.780110 = -490080.046510 nChanged 168 SP:Iteration 8Q (5352.009529 sec): 3 clusters Score: Raw -494804.419608 + Penalty 4621.780110 = -490182.639498 nChanged 179 SP:Iteration 9Q (5352.070554 sec): 3 clusters Score: Raw -494915.351771 + Penalty 4621.780110 = -490293.571661 nChanged 155 SP:Iteration 10Q (5352.136851 sec): 3 clusters Score: Raw -494999.736784 + Penalty 4621.780110 = -490377.956674 nChanged 155 SP:Iteration 11Q (5352.202533 sec): 3 clusters Score: Raw -495090.045445 + Penalty 4621.780110 = -490468.265334 nChanged 135 SP:Iteration 12Q (5352.265354 sec): 3 clusters Score: Raw -495175.717714 + Penalty 4621.780110 = -490553.937604 nChanged 128 SP:Iteration 13Q (5352.323643 sec): 3 clusters Score: Raw -495265.858754 + Penalty 4621.780110 = -490644.078643 nChanged 119 SP:Iteration 14Q (5352.382597 sec): 3 clusters Score: Raw -495350.740178 + Penalty 4621.780110 = -490728.960068 nChanged 111 SP:Iteration 15Q (5352.447261 sec): 3 clusters Score: Raw -495424.526247 + Penalty 4621.780110 = -490802.746136 nChanged 90 SP:Iteration 16Q (5352.512083 sec): 3 clusters Score: Raw -495471.792285 + Penalty 4621.780110 = -490850.012175 nChanged 59 SP:Iteration 17Q (5352.572521 sec): 3 clusters Score: Raw -495495.446349 + Penalty 4621.780110 = -490873.666239 nChanged 50 SP:Iteration 18Q (5352.629389 sec): 3 clusters Score: Raw -495511.612721 + Penalty 4621.780110 = -490889.832611 nChanged 40 SP:Iteration 19Q (5352.687968 sec): 3 clusters Score: Raw -495529.645630 + Penalty 4621.780110 = -490907.865520 nChanged 46 SP:Iteration 20F (5352.753679 sec): 3 clusters Score: Raw -495550.548066 + Penalty 4621.780110 = -490928.767956 nChanged 35 SP:Iteration 21Q (5352.818737 sec): 3 clusters Score: Raw -495567.067740 + Penalty 4621.780110 = -490945.287630 nChanged 32 SP:Iteration 22Q (5352.880927 sec): 3 clusters Score: Raw -495582.320279 + Penalty 4621.780110 = -490960.540169 nChanged 38 SP:Iteration 23Q (5352.936634 sec): 3 clusters Score: Raw -495600.852389 + Penalty 4621.780110 = -490979.072278 nChanged 39 SP:Iteration 24Q (5352.992003 sec): 3 clusters Score: Raw -495619.744011 + Penalty 4621.780110 = -490997.963901 nChanged 32 SP:Iteration 25Q (5353.047153 sec): 3 clusters Score: Raw -495631.911539 + Penalty 4621.780110 = -491010.131429 nChanged 23 SP:Iteration 26Q (5353.105333 sec): 3 clusters Score: Raw -495643.369334 + Penalty 4621.780110 = -491021.589224 nChanged 18 SP:Iteration 27Q (5353.171538 sec): 3 clusters Score: Raw -495649.902906 + Penalty 4621.780110 = -491028.122795 nChanged 15 SP:Iteration 28Q (5353.236997 sec): 3 clusters Score: Raw -495654.623398 + Penalty 4621.780110 = -491032.843287 nChanged 10 SP:Iteration 29Q (5353.301359 sec): 3 clusters Score: Raw -495657.629540 + Penalty 4621.780110 = -491035.849429 nChanged 5 SP:Iteration 30Q (5353.362630 sec): 3 clusters Score: Raw -495659.246800 + Penalty 4621.780110 = -491037.466689 nChanged 5 SP:Iteration 31Q (5353.553248 sec): 3 clusters Score: Raw -495660.013434 + Penalty 4621.780110 = -491038.233323 nChanged 4 SP:Iteration 32Q (5353.671875 sec): 3 clusters Score: Raw -495661.453685 + Penalty 4621.780110 = -491039.673574 nChanged 3 SP:Iteration 33Q (5353.875752 sec): 3 clusters Score: Raw -495662.501006 + Penalty 4621.780110 = -491040.720896 nChanged 1 SP:Iteration 34Q (5354.044092 sec): 3 clusters Score: Raw -495663.102430 + Penalty 4621.780110 = -491041.322320 nChanged 2 SP:Iteration 35Q (5354.204293 sec): 3 clusters Score: Raw -495663.655507 + Penalty 4621.780110 = -491041.875396 nChanged 0 SP:Iteration 36F (5354.299367 sec): 3 clusters Score: Raw -495663.655507 + Penalty 4621.780110 = -491041.875396 nChanged 0 Iteration 139Q (5356.196435 sec): 14 clusters Score: Raw -11821292.847125 + Penalty 40809.037774 = -11780483.809350 nChanged 26 Iteration 140F (5358.898278 sec): 14 clusters Score: Raw -11821296.962662 + Penalty 40809.037774 = -11780487.924888 nChanged 19 Iteration 141Q (5360.778308 sec): 14 clusters Score: Raw -11821302.836169 + Penalty 40809.037774 = -11780493.798395 nChanged 22 Iteration 142Q (5362.365301 sec): 14 clusters Score: Raw -11821307.540762 + Penalty 40809.037774 = -11780498.502988 nChanged 22 Iteration 143Q (5363.962656 sec): 14 clusters Score: Raw -11821310.821247 + Penalty 40809.037774 = -11780501.783472 nChanged 26 Iteration 144Q (5365.582410 sec): 14 clusters Score: Raw -11821314.723861 + Penalty 40809.037774 = -11780505.686087 nChanged 21 Iteration 145Q (5367.221497 sec): 14 clusters Score: Raw -11821318.173280 + Penalty 40809.037774 = -11780509.135505 nChanged 17 Iteration 146Q (5368.847833 sec): 14 clusters Score: Raw -11821320.705956 + Penalty 40809.037774 = -11780511.668182 nChanged 19 Iteration 147Q (5370.486930 sec): 14 clusters Score: Raw -11821322.909472 + Penalty 40809.037774 = -11780513.871697 nChanged 19 Iteration 148Q (5372.090337 sec): 14 clusters Score: Raw -11821325.266944 + Penalty 40809.037774 = -11780516.229169 nChanged 18 Iteration 149Q (5373.514713 sec): 14 clusters Score: Raw -11821327.575465 + Penalty 40809.037774 = -11780518.537691 nChanged 28 Iteration 150Q (5374.925811 sec): 14 clusters Score: Raw -11821330.245512 + Penalty 40809.037774 = -11780521.207737 nChanged 16 Iteration 151Q (5376.315135 sec): 14 clusters Score: Raw -11821331.172028 + Penalty 40809.037774 = -11780522.134254 nChanged 17 Iteration 152Q (5377.818780 sec): 14 clusters Score: Raw -11821332.121603 + Penalty 40809.037774 = -11780523.083828 nChanged 9 Iteration 153Q (5379.220268 sec): 14 clusters Score: Raw -11821332.752228 + Penalty 40809.037774 = -11780523.714454 nChanged 7 Iteration 154Q (5380.773409 sec): 14 clusters Score: Raw -11821333.253857 + Penalty 40809.037774 = -11780524.216083 nChanged 9 Iteration 155Q (5382.229490 sec): 14 clusters Score: Raw -11821333.914305 + Penalty 40809.037774 = -11780524.876531 nChanged 8 Iteration 156Q (5383.704226 sec): 14 clusters Score: Raw -11821334.495541 + Penalty 40809.037774 = -11780525.457767 nChanged 3 Iteration 157Q (5385.124124 sec): 14 clusters Score: Raw -11821334.865318 + Penalty 40809.037774 = -11780525.827544 nChanged 0 Iteration 158F (5387.188320 sec): 14 clusters Score: Raw -11821334.865318 + Penalty 40809.037774 = -11780525.827544 nChanged 0 Compute initial score before splitting: Score: Raw -11821334.865318 + Penalty 40809.037774 = -11780525.827544 Trying to split cluster 1 (65659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5387.521845 sec): 2 clusters Score: Raw -5627830.702601 + Penalty 2928.348710 = -5624902.353892 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5387.782818 sec): 3 clusters Score: Raw -5586781.605823 + Penalty 5856.697419 = -5580924.908404 nChanged 30506 SP:Iteration 1F (5388.059541 sec): 3 clusters Score: Raw -5604212.177196 + Penalty 5856.697419 = -5598355.479777 nChanged 3085 SP:Iteration 2Q (5388.340573 sec): 3 clusters Score: Raw -5605390.026771 + Penalty 5856.697419 = -5599533.329352 nChanged 3211 SP:Iteration 3Q (5388.559680 sec): 3 clusters Score: Raw -5606787.845427 + Penalty 5856.697419 = -5600931.148008 nChanged 3478 SP:Iteration 4F (5388.775554 sec): 3 clusters Score: Raw -5608518.132146 + Penalty 5856.697419 = -5602661.434727 nChanged 3775 SP:Iteration 5F (5389.024870 sec): 3 clusters Score: Raw -5610456.382923 + Penalty 5856.697419 = -5604599.685503 nChanged 3939 SP:Iteration 6F (5389.303588 sec): 3 clusters Score: Raw -5612517.423295 + Penalty 5856.697419 = -5606660.725876 nChanged 3846 SP:Iteration 7F (5389.581602 sec): 3 clusters Score: Raw -5614460.812451 + Penalty 5856.697419 = -5608604.115031 nChanged 3502 SP:Iteration 8F (5389.857176 sec): 3 clusters Score: Raw -5616191.296388 + Penalty 5856.697419 = -5610334.598969 nChanged 3006 SP:Iteration 9Q (5390.144567 sec): 3 clusters Score: Raw -5617742.544041 + Penalty 5856.697419 = -5611885.846622 nChanged 2784 SP:Iteration 10Q (5390.366915 sec): 3 clusters Score: Raw -5619272.251563 + Penalty 5856.697419 = -5613415.554144 nChanged 2428 SP:Iteration 11Q (5390.650386 sec): 3 clusters Score: Raw -5620768.425289 + Penalty 5856.697419 = -5614911.727869 nChanged 2138 SP:Iteration 12Q (5390.909370 sec): 3 clusters Score: Raw -5622184.558632 + Penalty 5856.697419 = -5616327.861212 nChanged 1875 SP:Iteration 13Q (5391.192838 sec): 3 clusters Score: Raw -5623473.927362 + Penalty 5856.697419 = -5617617.229943 nChanged 1533 SP:Iteration 14Q (5391.477704 sec): 3 clusters Score: Raw -5624583.688177 + Penalty 5856.697419 = -5618726.990757 nChanged 1249 SP:Iteration 15Q (5391.761127 sec): 3 clusters Score: Raw -5625526.711504 + Penalty 5856.697419 = -5619670.014084 nChanged 1021 SP:Iteration 16Q (5392.036527 sec): 3 clusters Score: Raw -5626262.604875 + Penalty 5856.697419 = -5620405.907456 nChanged 772 SP:Iteration 17Q (5392.324607 sec): 3 clusters Score: Raw -5626761.825170 + Penalty 5856.697419 = -5620905.127750 nChanged 650 SP:Iteration 18Q (5392.554485 sec): 3 clusters Score: Raw -5627117.945590 + Penalty 5856.697419 = -5621261.248171 nChanged 579 SP:Iteration 19Q (5392.818495 sec): 3 clusters Score: Raw -5627432.254201 + Penalty 5856.697419 = -5621575.556782 nChanged 489 SP:Iteration 20F (5393.104366 sec): 3 clusters Score: Raw -5627697.284076 + Penalty 5856.697419 = -5621840.586656 nChanged 419 SP:Iteration 21Q (5393.392220 sec): 3 clusters Score: Raw -5627906.703834 + Penalty 5856.697419 = -5622050.006415 nChanged 366 SP:Iteration 22Q (5393.629208 sec): 3 clusters Score: Raw -5628083.174996 + Penalty 5856.697419 = -5622226.477577 nChanged 317 SP:Iteration 23Q (5393.867498 sec): 3 clusters Score: Raw -5628248.852903 + Penalty 5856.697419 = -5622392.155484 nChanged 298 SP:Iteration 24Q (5394.095411 sec): 3 clusters Score: Raw -5628420.452333 + Penalty 5856.697419 = -5622563.754913 nChanged 288 SP:Iteration 25Q (5394.325485 sec): 3 clusters Score: Raw -5628627.104999 + Penalty 5856.697419 = -5622770.407580 nChanged 286 SP:Iteration 26Q (5394.562642 sec): 3 clusters Score: Raw -5628830.763730 + Penalty 5856.697419 = -5622974.066311 nChanged 279 SP:Iteration 27Q (5394.786975 sec): 3 clusters Score: Raw -5629001.102940 + Penalty 5856.697419 = -5623144.405521 nChanged 248 SP:Iteration 28Q (5395.012494 sec): 3 clusters Score: Raw -5629148.033033 + Penalty 5856.697419 = -5623291.335614 nChanged 236 SP:Iteration 29Q (5395.247393 sec): 3 clusters Score: Raw -5629266.680224 + Penalty 5856.697419 = -5623409.982805 nChanged 204 SP:Iteration 30Q (5395.527056 sec): 3 clusters Score: Raw -5629350.981677 + Penalty 5856.697419 = -5623494.284258 nChanged 180 SP:Iteration 31Q (5395.762346 sec): 3 clusters Score: Raw -5629413.359029 + Penalty 5856.697419 = -5623556.661610 nChanged 123 SP:Iteration 32Q (5395.959242 sec): 3 clusters Score: Raw -5629446.227344 + Penalty 5856.697419 = -5623589.529925 nChanged 101 SP:Iteration 33Q (5396.229046 sec): 3 clusters Score: Raw -5629466.570994 + Penalty 5856.697419 = -5623609.873575 nChanged 70 SP:Iteration 34Q (5396.456886 sec): 3 clusters Score: Raw -5629480.031665 + Penalty 5856.697419 = -5623623.334245 nChanged 47 SP:Iteration 35Q (5396.691476 sec): 3 clusters Score: Raw -5629487.826270 + Penalty 5856.697419 = -5623631.128851 nChanged 42 SP:Iteration 36Q (5396.915046 sec): 3 clusters Score: Raw -5629494.293859 + Penalty 5856.697419 = -5623637.596440 nChanged 33 SP:Iteration 37Q (5397.124095 sec): 3 clusters Score: Raw -5629498.047683 + Penalty 5856.697419 = -5623641.350264 nChanged 19 SP:Iteration 38Q (5397.364370 sec): 3 clusters Score: Raw -5629500.235780 + Penalty 5856.697419 = -5623643.538361 nChanged 18 SP:Iteration 39Q (5397.654867 sec): 3 clusters Score: Raw -5629502.088646 + Penalty 5856.697419 = -5623645.391227 nChanged 11 SP:Iteration 40F (5397.951451 sec): 3 clusters Score: Raw -5629506.150265 + Penalty 5856.697419 = -5623649.452845 nChanged 9 SP:Iteration 41Q (5398.180832 sec): 3 clusters Score: Raw -5629507.820335 + Penalty 5856.697419 = -5623651.122916 nChanged 9 SP:Iteration 42Q (5398.447433 sec): 3 clusters Score: Raw -5629508.916721 + Penalty 5856.697419 = -5623652.219302 nChanged 6 SP:Iteration 43Q (5398.703949 sec): 3 clusters Score: Raw -5629509.450818 + Penalty 5856.697419 = -5623652.753398 nChanged 4 SP:Iteration 44Q (5398.928086 sec): 3 clusters Score: Raw -5629509.801076 + Penalty 5856.697419 = -5623653.103657 nChanged 2 SP:Iteration 45Q (5399.178772 sec): 3 clusters Score: Raw -5629509.981224 + Penalty 5856.697419 = -5623653.283805 nChanged 3 SP:Iteration 46Q (5399.411827 sec): 3 clusters Score: Raw -5629510.296838 + Penalty 5856.697419 = -5623653.599419 nChanged 2 SP:Iteration 47Q (5399.632221 sec): 3 clusters Score: Raw -5629510.427742 + Penalty 5856.697419 = -5623653.730322 nChanged 2 SP:Iteration 48Q (5399.869049 sec): 3 clusters Score: Raw -5629510.659726 + Penalty 5856.697419 = -5623653.962306 nChanged 5 SP:Iteration 49Q (5400.088952 sec): 3 clusters Score: Raw -5629511.264860 + Penalty 5856.697419 = -5623654.567441 nChanged 4 SP:Iteration 50Q (5400.351710 sec): 3 clusters Score: Raw -5629511.709219 + Penalty 5856.697419 = -5623655.011800 nChanged 5 SP:Iteration 51Q (5400.601751 sec): 3 clusters Score: Raw -5629512.177182 + Penalty 5856.697419 = -5623655.479762 nChanged 6 SP:Iteration 52Q (5400.832207 sec): 3 clusters Score: Raw -5629513.210237 + Penalty 5856.697419 = -5623656.512818 nChanged 6 SP:Iteration 53Q (5401.052858 sec): 3 clusters Score: Raw -5629513.998222 + Penalty 5856.697419 = -5623657.300802 nChanged 7 SP:Iteration 54Q (5401.274968 sec): 3 clusters Score: Raw -5629514.756090 + Penalty 5856.697419 = -5623658.058670 nChanged 6 SP:Iteration 55Q (5401.499360 sec): 3 clusters Score: Raw -5629515.268718 + Penalty 5856.697419 = -5623658.571299 nChanged 6 SP:Iteration 56Q (5401.806061 sec): 3 clusters Score: Raw -5629515.809702 + Penalty 5856.697419 = -5623659.112283 nChanged 4 SP:Iteration 57Q (5402.126361 sec): 3 clusters Score: Raw -5629516.289842 + Penalty 5856.697419 = -5623659.592423 nChanged 3 SP:Iteration 58Q (5402.303701 sec): 3 clusters Score: Raw -5629516.536386 + Penalty 5856.697419 = -5623659.838967 nChanged 0 SP:Iteration 59F (5402.600348 sec): 3 clusters Score: Raw -5629516.536386 + Penalty 5856.697419 = -5623659.838967 nChanged 0 Trying to split cluster 2 (3632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5402.681125 sec): 2 clusters Score: Raw -273090.061331 + Penalty 2164.150227 = -270925.911104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5402.787765 sec): 3 clusters Score: Raw -271555.263786 + Penalty 4328.300455 = -267226.963331 nChanged 1310 SP:Iteration 1F (5402.834966 sec): 3 clusters Score: Raw -272457.265852 + Penalty 4328.300455 = -268128.965397 nChanged 306 SP:Iteration 2F (5402.978613 sec): 3 clusters Score: Raw -272727.303986 + Penalty 4328.300455 = -268399.003531 nChanged 223 SP:Iteration 3F (5403.105464 sec): 3 clusters Score: Raw -272920.072431 + Penalty 4328.300455 = -268591.771977 nChanged 157 SP:Iteration 4Q (5403.231027 sec): 3 clusters Score: Raw -273045.162025 + Penalty 4328.300455 = -268716.861570 nChanged 140 SP:Iteration 5Q (5403.356836 sec): 3 clusters Score: Raw -273149.378236 + Penalty 4328.300455 = -268821.077782 nChanged 119 SP:Iteration 6Q (5403.462788 sec): 3 clusters Score: Raw -273251.827415 + Penalty 4328.300455 = -268923.526961 nChanged 116 SP:Iteration 7Q (5403.550979 sec): 3 clusters Score: Raw -273337.615419 + Penalty 4328.300455 = -269009.314965 nChanged 109 SP:Iteration 8Q (5403.683942 sec): 3 clusters Score: Raw -273423.937525 + Penalty 4328.300455 = -269095.637071 nChanged 102 SP:Iteration 9Q (5403.796114 sec): 3 clusters Score: Raw -273506.290015 + Penalty 4328.300455 = -269177.989560 nChanged 101 SP:Iteration 10Q (5403.905510 sec): 3 clusters Score: Raw -273584.713904 + Penalty 4328.300455 = -269256.413449 nChanged 77 SP:Iteration 11Q (5403.998105 sec): 3 clusters Score: Raw -273646.386532 + Penalty 4328.300455 = -269318.086078 nChanged 81 SP:Iteration 12Q (5404.040416 sec): 3 clusters Score: Raw -273709.135491 + Penalty 4328.300455 = -269380.835036 nChanged 72 SP:Iteration 13Q (5404.083139 sec): 3 clusters Score: Raw -273750.451667 + Penalty 4328.300455 = -269422.151213 nChanged 57 SP:Iteration 14Q (5404.126346 sec): 3 clusters Score: Raw -273783.740320 + Penalty 4328.300455 = -269455.439865 nChanged 42 SP:Iteration 15Q (5404.169370 sec): 3 clusters Score: Raw -273810.937589 + Penalty 4328.300455 = -269482.637134 nChanged 45 SP:Iteration 16Q (5404.212515 sec): 3 clusters Score: Raw -273843.963786 + Penalty 4328.300455 = -269515.663332 nChanged 54 SP:Iteration 17Q (5404.255302 sec): 3 clusters Score: Raw -273881.047267 + Penalty 4328.300455 = -269552.746812 nChanged 50 SP:Iteration 18Q (5404.300103 sec): 3 clusters Score: Raw -273915.302739 + Penalty 4328.300455 = -269587.002284 nChanged 42 SP:Iteration 19Q (5404.345423 sec): 3 clusters Score: Raw -273944.196870 + Penalty 4328.300455 = -269615.896415 nChanged 39 SP:Iteration 20F (5404.390033 sec): 3 clusters Score: Raw -273967.954794 + Penalty 4328.300455 = -269639.654340 nChanged 30 SP:Iteration 21Q (5404.432119 sec): 3 clusters Score: Raw -273987.283012 + Penalty 4328.300455 = -269658.982558 nChanged 33 SP:Iteration 22Q (5404.474078 sec): 3 clusters Score: Raw -274013.104120 + Penalty 4328.300455 = -269684.803666 nChanged 33 SP:Iteration 23Q (5404.516265 sec): 3 clusters Score: Raw -274033.538218 + Penalty 4328.300455 = -269705.237763 nChanged 22 SP:Iteration 24Q (5404.559694 sec): 3 clusters Score: Raw -274045.334362 + Penalty 4328.300455 = -269717.033907 nChanged 15 SP:Iteration 25Q (5404.605868 sec): 3 clusters Score: Raw -274053.878125 + Penalty 4328.300455 = -269725.577671 nChanged 11 SP:Iteration 26Q (5404.651726 sec): 3 clusters Score: Raw -274059.144930 + Penalty 4328.300455 = -269730.844475 nChanged 6 SP:Iteration 27Q (5404.697449 sec): 3 clusters Score: Raw -274062.279838 + Penalty 4328.300455 = -269733.979383 nChanged 8 SP:Iteration 28Q (5404.741884 sec): 3 clusters Score: Raw -274065.058600 + Penalty 4328.300455 = -269736.758145 nChanged 7 SP:Iteration 29Q (5404.784820 sec): 3 clusters Score: Raw -274067.169098 + Penalty 4328.300455 = -269738.868643 nChanged 6 SP:Iteration 30Q (5404.827786 sec): 3 clusters Score: Raw -274069.640829 + Penalty 4328.300455 = -269741.340375 nChanged 5 SP:Iteration 31Q (5404.870930 sec): 3 clusters Score: Raw -274071.173632 + Penalty 4328.300455 = -269742.873177 nChanged 5 SP:Iteration 32Q (5404.916497 sec): 3 clusters Score: Raw -274073.435138 + Penalty 4328.300455 = -269745.134683 nChanged 5 SP:Iteration 33Q (5404.961581 sec): 3 clusters Score: Raw -274074.903627 + Penalty 4328.300455 = -269746.603172 nChanged 2 SP:Iteration 34Q (5405.105807 sec): 3 clusters Score: Raw -274075.341659 + Penalty 4328.300455 = -269747.041205 nChanged 0 SP:Iteration 35F (5405.233146 sec): 3 clusters Score: Raw -274075.341659 + Penalty 4328.300455 = -269747.041205 nChanged 0 Trying to split cluster 3 (11327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5405.339598 sec): 2 clusters Score: Raw -987225.448010 + Penalty 2464.425357 = -984761.022653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5405.498404 sec): 3 clusters Score: Raw -981073.580438 + Penalty 4928.850715 = -976144.729724 nChanged 4760 SP:Iteration 1F (5405.568548 sec): 3 clusters Score: Raw -983911.139141 + Penalty 4928.850715 = -978982.288427 nChanged 960 SP:Iteration 2F (5405.643970 sec): 3 clusters Score: Raw -984673.969714 + Penalty 4928.850715 = -979745.118999 nChanged 898 SP:Iteration 3F (5405.721680 sec): 3 clusters Score: Raw -985416.978690 + Penalty 4928.850715 = -980488.127975 nChanged 817 SP:Iteration 4F (5405.802663 sec): 3 clusters Score: Raw -986015.703595 + Penalty 4928.850715 = -981086.852880 nChanged 681 SP:Iteration 5F (5405.886978 sec): 3 clusters Score: Raw -986476.493004 + Penalty 4928.850715 = -981547.642289 nChanged 578 SP:Iteration 6F (5405.972483 sec): 3 clusters Score: Raw -986853.573348 + Penalty 4928.850715 = -981924.722634 nChanged 466 SP:Iteration 7Q (5406.065345 sec): 3 clusters Score: Raw -987102.096917 + Penalty 4928.850715 = -982173.246203 nChanged 330 SP:Iteration 8Q (5406.148030 sec): 3 clusters Score: Raw -987237.312826 + Penalty 4928.850715 = -982308.462112 nChanged 225 SP:Iteration 9Q (5406.329004 sec): 3 clusters Score: Raw -987318.197933 + Penalty 4928.850715 = -982389.347219 nChanged 169 SP:Iteration 10Q (5406.472031 sec): 3 clusters Score: Raw -987372.056548 + Penalty 4928.850715 = -982443.205833 nChanged 139 SP:Iteration 11Q (5406.624308 sec): 3 clusters Score: Raw -987412.708363 + Penalty 4928.850715 = -982483.857649 nChanged 107 SP:Iteration 12Q (5406.729241 sec): 3 clusters Score: Raw -987445.386111 + Penalty 4928.850715 = -982516.535396 nChanged 95 SP:Iteration 13Q (5406.810141 sec): 3 clusters Score: Raw -987469.814990 + Penalty 4928.850715 = -982540.964276 nChanged 83 SP:Iteration 14Q (5406.891434 sec): 3 clusters Score: Raw -987489.558516 + Penalty 4928.850715 = -982560.707802 nChanged 73 SP:Iteration 15Q (5406.992264 sec): 3 clusters Score: Raw -987503.967437 + Penalty 4928.850715 = -982575.116723 nChanged 50 SP:Iteration 16Q (5407.079619 sec): 3 clusters Score: Raw -987513.063399 + Penalty 4928.850715 = -982584.212685 nChanged 30 SP:Iteration 17Q (5407.156797 sec): 3 clusters Score: Raw -987518.208779 + Penalty 4928.850715 = -982589.358064 nChanged 32 SP:Iteration 18Q (5407.254117 sec): 3 clusters Score: Raw -987523.498787 + Penalty 4928.850715 = -982594.648072 nChanged 35 SP:Iteration 19Q (5407.344738 sec): 3 clusters Score: Raw -987529.948215 + Penalty 4928.850715 = -982601.097500 nChanged 36 SP:Iteration 20F (5407.423840 sec): 3 clusters Score: Raw -987537.509947 + Penalty 4928.850715 = -982608.659232 nChanged 40 SP:Iteration 21Q (5407.522603 sec): 3 clusters Score: Raw -987545.272573 + Penalty 4928.850715 = -982616.421859 nChanged 44 SP:Iteration 22Q (5407.612802 sec): 3 clusters Score: Raw -987553.646487 + Penalty 4928.850715 = -982624.795773 nChanged 33 SP:Iteration 23Q (5407.691269 sec): 3 clusters Score: Raw -987559.855144 + Penalty 4928.850715 = -982631.004429 nChanged 20 SP:Iteration 24Q (5407.842211 sec): 3 clusters Score: Raw -987562.131106 + Penalty 4928.850715 = -982633.280391 nChanged 14 SP:Iteration 25Q (5407.981968 sec): 3 clusters Score: Raw -987563.960617 + Penalty 4928.850715 = -982635.109903 nChanged 16 SP:Iteration 26Q (5408.083086 sec): 3 clusters Score: Raw -987566.666556 + Penalty 4928.850715 = -982637.815841 nChanged 20 SP:Iteration 27Q (5408.255045 sec): 3 clusters Score: Raw -987569.520671 + Penalty 4928.850715 = -982640.669956 nChanged 18 SP:Iteration 28Q (5408.476966 sec): 3 clusters Score: Raw -987572.638815 + Penalty 4928.850715 = -982643.788100 nChanged 21 SP:Iteration 29Q (5408.603127 sec): 3 clusters Score: Raw -987575.423156 + Penalty 4928.850715 = -982646.572442 nChanged 14 SP:Iteration 30Q (5408.777158 sec): 3 clusters Score: Raw -987577.333491 + Penalty 4928.850715 = -982648.482776 nChanged 14 SP:Iteration 31Q (5408.949895 sec): 3 clusters Score: Raw -987579.545162 + Penalty 4928.850715 = -982650.694448 nChanged 14 SP:Iteration 32Q (5409.093575 sec): 3 clusters Score: Raw -987581.514425 + Penalty 4928.850715 = -982652.663711 nChanged 12 SP:Iteration 33Q (5409.171054 sec): 3 clusters Score: Raw -987582.750181 + Penalty 4928.850715 = -982653.899467 nChanged 5 SP:Iteration 34Q (5409.252897 sec): 3 clusters Score: Raw -987583.235920 + Penalty 4928.850715 = -982654.385206 nChanged 6 SP:Iteration 35Q (5409.342180 sec): 3 clusters Score: Raw -987584.312883 + Penalty 4928.850715 = -982655.462168 nChanged 7 SP:Iteration 36Q (5409.447362 sec): 3 clusters Score: Raw -987585.231239 + Penalty 4928.850715 = -982656.380524 nChanged 8 SP:Iteration 37Q (5409.534096 sec): 3 clusters Score: Raw -987586.306160 + Penalty 4928.850715 = -982657.455446 nChanged 11 SP:Iteration 38Q (5409.621947 sec): 3 clusters Score: Raw -987587.740634 + Penalty 4928.850715 = -982658.889919 nChanged 7 SP:Iteration 39Q (5409.708007 sec): 3 clusters Score: Raw -987588.590289 + Penalty 4928.850715 = -982659.739574 nChanged 6 SP:Iteration 40F (5409.788068 sec): 3 clusters Score: Raw -987589.741019 + Penalty 4928.850715 = -982660.890305 nChanged 4 SP:Iteration 41Q (5409.891665 sec): 3 clusters Score: Raw -987590.181516 + Penalty 4928.850715 = -982661.330801 nChanged 2 SP:Iteration 42Q (5409.982429 sec): 3 clusters Score: Raw -987590.351835 + Penalty 4928.850715 = -982661.501121 nChanged 0 SP:Iteration 43F (5410.058295 sec): 3 clusters Score: Raw -987590.351835 + Penalty 4928.850715 = -982661.501121 nChanged 0 Trying to split cluster 4 (13727 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5410.157312 sec): 2 clusters Score: Raw -1209020.188276 + Penalty 2515.159673 = -1206505.028603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5410.300095 sec): 3 clusters Score: Raw -1201335.918153 + Penalty 5030.319347 = -1196305.598806 nChanged 5928 SP:Iteration 1F (5410.391084 sec): 3 clusters Score: Raw -1204635.949728 + Penalty 5030.319347 = -1199605.630381 nChanged 924 SP:Iteration 2F (5410.479173 sec): 3 clusters Score: Raw -1205112.150277 + Penalty 5030.319347 = -1200081.830930 nChanged 802 SP:Iteration 3F (5410.591623 sec): 3 clusters Score: Raw -1205531.676135 + Penalty 5030.319347 = -1200501.356788 nChanged 736 SP:Iteration 4F (5410.683090 sec): 3 clusters Score: Raw -1205910.783742 + Penalty 5030.319347 = -1200880.464395 nChanged 654 SP:Iteration 5Q (5410.799045 sec): 3 clusters Score: Raw -1206287.468970 + Penalty 5030.319347 = -1201257.149623 nChanged 671 SP:Iteration 6Q (5410.893068 sec): 3 clusters Score: Raw -1206702.471857 + Penalty 5030.319347 = -1201672.152510 nChanged 665 SP:Iteration 7Q (5411.075390 sec): 3 clusters Score: Raw -1207119.266385 + Penalty 5030.319347 = -1202088.947038 nChanged 647 SP:Iteration 8Q (5411.167797 sec): 3 clusters Score: Raw -1207535.888685 + Penalty 5030.319347 = -1202505.569338 nChanged 621 SP:Iteration 9Q (5411.269577 sec): 3 clusters Score: Raw -1207901.800955 + Penalty 5030.319347 = -1202871.481608 nChanged 578 SP:Iteration 10Q (5411.376744 sec): 3 clusters Score: Raw -1208191.475232 + Penalty 5030.319347 = -1203161.155886 nChanged 435 SP:Iteration 11Q (5411.475109 sec): 3 clusters Score: Raw -1208411.874959 + Penalty 5030.319347 = -1203381.555612 nChanged 359 SP:Iteration 12Q (5411.662387 sec): 3 clusters Score: Raw -1208565.552037 + Penalty 5030.319347 = -1203535.232690 nChanged 278 SP:Iteration 13Q (5411.860393 sec): 3 clusters Score: Raw -1208680.307668 + Penalty 5030.319347 = -1203649.988321 nChanged 248 SP:Iteration 14Q (5411.975257 sec): 3 clusters Score: Raw -1208772.774489 + Penalty 5030.319347 = -1203742.455142 nChanged 219 SP:Iteration 15Q (5412.183506 sec): 3 clusters Score: Raw -1208843.168402 + Penalty 5030.319347 = -1203812.849055 nChanged 180 SP:Iteration 16Q (5412.341790 sec): 3 clusters Score: Raw -1208898.065473 + Penalty 5030.319347 = -1203867.746126 nChanged 140 SP:Iteration 17Q (5412.528399 sec): 3 clusters Score: Raw -1208938.382059 + Penalty 5030.319347 = -1203908.062712 nChanged 136 SP:Iteration 18Q (5412.714766 sec): 3 clusters Score: Raw -1208972.433998 + Penalty 5030.319347 = -1203942.114651 nChanged 125 SP:Iteration 19Q (5412.941012 sec): 3 clusters Score: Raw -1209004.597276 + Penalty 5030.319347 = -1203974.277930 nChanged 130 SP:Iteration 20F (5413.105091 sec): 3 clusters Score: Raw -1209035.412078 + Penalty 5030.319347 = -1204005.092732 nChanged 105 SP:Iteration 21Q (5413.183080 sec): 3 clusters Score: Raw -1209057.977895 + Penalty 5030.319347 = -1204027.658548 nChanged 93 SP:Iteration 22Q (5413.278767 sec): 3 clusters Score: Raw -1209076.604770 + Penalty 5030.319347 = -1204046.285423 nChanged 72 SP:Iteration 23Q (5413.402642 sec): 3 clusters Score: Raw -1209090.016063 + Penalty 5030.319347 = -1204059.696716 nChanged 64 SP:Iteration 24Q (5413.497398 sec): 3 clusters Score: Raw -1209102.779864 + Penalty 5030.319347 = -1204072.460517 nChanged 60 SP:Iteration 25Q (5413.618673 sec): 3 clusters Score: Raw -1209112.832072 + Penalty 5030.319347 = -1204082.512725 nChanged 59 SP:Iteration 26Q (5413.705883 sec): 3 clusters Score: Raw -1209122.779081 + Penalty 5030.319347 = -1204092.459734 nChanged 47 SP:Iteration 27Q (5413.797056 sec): 3 clusters Score: Raw -1209130.320882 + Penalty 5030.319347 = -1204100.001536 nChanged 40 SP:Iteration 28Q (5413.979417 sec): 3 clusters Score: Raw -1209135.945201 + Penalty 5030.319347 = -1204105.625854 nChanged 31 SP:Iteration 29Q (5414.143968 sec): 3 clusters Score: Raw -1209139.967622 + Penalty 5030.319347 = -1204109.648275 nChanged 25 SP:Iteration 30Q (5414.309708 sec): 3 clusters Score: Raw -1209144.094026 + Penalty 5030.319347 = -1204113.774679 nChanged 31 SP:Iteration 31Q (5414.403897 sec): 3 clusters Score: Raw -1209147.588909 + Penalty 5030.319347 = -1204117.269562 nChanged 27 SP:Iteration 32Q (5414.498106 sec): 3 clusters Score: Raw -1209151.676108 + Penalty 5030.319347 = -1204121.356761 nChanged 30 SP:Iteration 33Q (5414.591822 sec): 3 clusters Score: Raw -1209155.563677 + Penalty 5030.319347 = -1204125.244330 nChanged 21 SP:Iteration 34Q (5414.685127 sec): 3 clusters Score: Raw -1209158.160394 + Penalty 5030.319347 = -1204127.841047 nChanged 26 SP:Iteration 35Q (5414.779216 sec): 3 clusters Score: Raw -1209161.597886 + Penalty 5030.319347 = -1204131.278539 nChanged 25 SP:Iteration 36Q (5414.889364 sec): 3 clusters Score: Raw -1209164.907544 + Penalty 5030.319347 = -1204134.588197 nChanged 21 SP:Iteration 37Q (5414.986272 sec): 3 clusters Score: Raw -1209167.826184 + Penalty 5030.319347 = -1204137.506837 nChanged 19 SP:Iteration 38Q (5415.079356 sec): 3 clusters Score: Raw -1209170.110453 + Penalty 5030.319347 = -1204139.791106 nChanged 16 SP:Iteration 39Q (5415.177039 sec): 3 clusters Score: Raw -1209173.112309 + Penalty 5030.319347 = -1204142.792962 nChanged 27 SP:Iteration 40F (5415.370765 sec): 3 clusters Score: Raw -1209177.737808 + Penalty 5030.319347 = -1204147.418461 nChanged 33 SP:Iteration 41Q (5415.511132 sec): 3 clusters Score: Raw -1209183.753050 + Penalty 5030.319347 = -1204153.433703 nChanged 37 SP:Iteration 42Q (5415.631239 sec): 3 clusters Score: Raw -1209190.126590 + Penalty 5030.319347 = -1204159.807243 nChanged 39 SP:Iteration 43Q (5415.792729 sec): 3 clusters Score: Raw -1209197.087493 + Penalty 5030.319347 = -1204166.768146 nChanged 37 SP:Iteration 44Q (5415.969021 sec): 3 clusters Score: Raw -1209203.743565 + Penalty 5030.319347 = -1204173.424218 nChanged 37 SP:Iteration 45Q (5416.122586 sec): 3 clusters Score: Raw -1209208.710545 + Penalty 5030.319347 = -1204178.391198 nChanged 38 SP:Iteration 46Q (5416.287843 sec): 3 clusters Score: Raw -1209214.129030 + Penalty 5030.319347 = -1204183.809683 nChanged 34 SP:Iteration 47Q (5416.487502 sec): 3 clusters Score: Raw -1209219.691956 + Penalty 5030.319347 = -1204189.372609 nChanged 26 SP:Iteration 48Q (5416.677655 sec): 3 clusters Score: Raw -1209224.267278 + Penalty 5030.319347 = -1204193.947931 nChanged 26 SP:Iteration 49Q (5416.766750 sec): 3 clusters Score: Raw -1209228.048894 + Penalty 5030.319347 = -1204197.729547 nChanged 23 SP:Iteration 50Q (5416.887721 sec): 3 clusters Score: Raw -1209231.798341 + Penalty 5030.319347 = -1204201.478994 nChanged 27 SP:Iteration 51Q (5416.980014 sec): 3 clusters Score: Raw -1209235.694025 + Penalty 5030.319347 = -1204205.374678 nChanged 24 SP:Iteration 52Q (5417.098667 sec): 3 clusters Score: Raw -1209238.446783 + Penalty 5030.319347 = -1204208.127436 nChanged 17 SP:Iteration 53Q (5417.188036 sec): 3 clusters Score: Raw -1209240.278576 + Penalty 5030.319347 = -1204209.959229 nChanged 15 SP:Iteration 54Q (5417.282540 sec): 3 clusters Score: Raw -1209241.758509 + Penalty 5030.319347 = -1204211.439162 nChanged 14 SP:Iteration 55Q (5417.395648 sec): 3 clusters Score: Raw -1209243.269654 + Penalty 5030.319347 = -1204212.950307 nChanged 14 SP:Iteration 56Q (5417.488047 sec): 3 clusters Score: Raw -1209244.942219 + Penalty 5030.319347 = -1204214.622872 nChanged 16 SP:Iteration 57Q (5417.601966 sec): 3 clusters Score: Raw -1209246.861298 + Penalty 5030.319347 = -1204216.541951 nChanged 16 SP:Iteration 58Q (5417.692046 sec): 3 clusters Score: Raw -1209249.352416 + Penalty 5030.319347 = -1204219.033069 nChanged 19 SP:Iteration 59Q (5417.864415 sec): 3 clusters Score: Raw -1209251.369134 + Penalty 5030.319347 = -1204221.049787 nChanged 11 SP:Iteration 60F (5418.013831 sec): 3 clusters Score: Raw -1209252.421907 + Penalty 5030.319347 = -1204222.102560 nChanged 11 SP:Iteration 61Q (5418.204539 sec): 3 clusters Score: Raw -1209253.462473 + Penalty 5030.319347 = -1204223.143127 nChanged 7 SP:Iteration 62Q (5418.295357 sec): 3 clusters Score: Raw -1209254.275394 + Penalty 5030.319347 = -1204223.956047 nChanged 9 SP:Iteration 63Q (5418.427632 sec): 3 clusters Score: Raw -1209255.121805 + Penalty 5030.319347 = -1204224.802458 nChanged 6 SP:Iteration 64Q (5418.536202 sec): 3 clusters Score: Raw -1209255.974322 + Penalty 5030.319347 = -1204225.654975 nChanged 6 SP:Iteration 65Q (5418.636556 sec): 3 clusters Score: Raw -1209256.795938 + Penalty 5030.319347 = -1204226.476591 nChanged 11 SP:Iteration 66Q (5418.746493 sec): 3 clusters Score: Raw -1209257.955115 + Penalty 5030.319347 = -1204227.635768 nChanged 7 SP:Iteration 67Q (5418.834223 sec): 3 clusters Score: Raw -1209258.619701 + Penalty 5030.319347 = -1204228.300354 nChanged 3 SP:Iteration 68Q (5418.925208 sec): 3 clusters Score: Raw -1209259.058806 + Penalty 5030.319347 = -1204228.739459 nChanged 7 SP:Iteration 69Q (5419.022569 sec): 3 clusters Score: Raw -1209259.832289 + Penalty 5030.319347 = -1204229.512942 nChanged 6 SP:Iteration 70Q (5419.131741 sec): 3 clusters Score: Raw -1209260.688259 + Penalty 5030.319347 = -1204230.368912 nChanged 9 SP:Iteration 71Q (5419.314745 sec): 3 clusters Score: Raw -1209261.391812 + Penalty 5030.319347 = -1204231.072465 nChanged 5 SP:Iteration 72Q (5419.483858 sec): 3 clusters Score: Raw -1209261.971399 + Penalty 5030.319347 = -1204231.652052 nChanged 6 SP:Iteration 73Q (5419.647610 sec): 3 clusters Score: Raw -1209262.736389 + Penalty 5030.319347 = -1204232.417042 nChanged 10 SP:Iteration 74Q (5419.725781 sec): 3 clusters Score: Raw -1209263.647112 + Penalty 5030.319347 = -1204233.327766 nChanged 10 SP:Iteration 75Q (5419.879148 sec): 3 clusters Score: Raw -1209264.926476 + Penalty 5030.319347 = -1204234.607129 nChanged 11 SP:Iteration 76Q (5420.045645 sec): 3 clusters Score: Raw -1209266.118887 + Penalty 5030.319347 = -1204235.799540 nChanged 5 SP:Iteration 77Q (5420.231770 sec): 3 clusters Score: Raw -1209266.600333 + Penalty 5030.319347 = -1204236.280987 nChanged 4 SP:Iteration 78Q (5420.410703 sec): 3 clusters Score: Raw -1209266.831801 + Penalty 5030.319347 = -1204236.512454 nChanged 5 SP:Iteration 79Q (5420.512698 sec): 3 clusters Score: Raw -1209267.271796 + Penalty 5030.319347 = -1204236.952449 nChanged 6 SP:Iteration 80F (5420.608369 sec): 3 clusters Score: Raw -1209267.941017 + Penalty 5030.319347 = -1204237.621670 nChanged 6 SP:Iteration 81Q (5420.744631 sec): 3 clusters Score: Raw -1209268.550167 + Penalty 5030.319347 = -1204238.230820 nChanged 4 SP:Iteration 82Q (5420.935150 sec): 3 clusters Score: Raw -1209268.849214 + Penalty 5030.319347 = -1204238.529867 nChanged 3 SP:Iteration 83Q (5421.098307 sec): 3 clusters Score: Raw -1209269.065437 + Penalty 5030.319347 = -1204238.746090 nChanged 4 SP:Iteration 84Q (5421.184783 sec): 3 clusters Score: Raw -1209269.506037 + Penalty 5030.319347 = -1204239.186690 nChanged 5 SP:Iteration 85Q (5421.273369 sec): 3 clusters Score: Raw -1209270.449275 + Penalty 5030.319347 = -1204240.129928 nChanged 9 SP:Iteration 86Q (5421.402144 sec): 3 clusters Score: Raw -1209271.435321 + Penalty 5030.319347 = -1204241.115974 nChanged 8 SP:Iteration 87Q (5421.495850 sec): 3 clusters Score: Raw -1209272.805292 + Penalty 5030.319347 = -1204242.485945 nChanged 9 SP:Iteration 88Q (5421.641752 sec): 3 clusters Score: Raw -1209273.696284 + Penalty 5030.319347 = -1204243.376937 nChanged 11 SP:Iteration 89Q (5421.819159 sec): 3 clusters Score: Raw -1209275.029436 + Penalty 5030.319347 = -1204244.710089 nChanged 8 SP:Iteration 90Q (5421.921876 sec): 3 clusters Score: Raw -1209275.965611 + Penalty 5030.319347 = -1204245.646264 nChanged 5 SP:Iteration 91Q (5422.019806 sec): 3 clusters Score: Raw -1209276.537854 + Penalty 5030.319347 = -1204246.218507 nChanged 4 SP:Iteration 92Q (5422.137224 sec): 3 clusters Score: Raw -1209276.865238 + Penalty 5030.319347 = -1204246.545891 nChanged 6 SP:Iteration 93Q (5422.331617 sec): 3 clusters Score: Raw -1209277.549438 + Penalty 5030.319347 = -1204247.230091 nChanged 4 SP:Iteration 94Q (5422.496288 sec): 3 clusters Score: Raw -1209277.804404 + Penalty 5030.319347 = -1204247.485057 nChanged 1 SP:Iteration 95Q (5422.651144 sec): 3 clusters Score: Raw -1209277.922135 + Penalty 5030.319347 = -1204247.602788 nChanged 4 SP:Iteration 96Q (5422.825132 sec): 3 clusters Score: Raw -1209278.371686 + Penalty 5030.319347 = -1204248.052339 nChanged 4 SP:Iteration 97Q (5422.992569 sec): 3 clusters Score: Raw -1209278.850980 + Penalty 5030.319347 = -1204248.531633 nChanged 2 SP:Iteration 98Q (5423.086917 sec): 3 clusters Score: Raw -1209279.014251 + Penalty 5030.319347 = -1204248.694904 nChanged 2 SP:Iteration 99Q (5423.165862 sec): 3 clusters Score: Raw -1209279.225999 + Penalty 5030.319347 = -1204248.906652 nChanged 1 SP:Iteration 100F (5423.261876 sec): 3 clusters Score: Raw -1209279.331148 + Penalty 5030.319347 = -1204249.011802 nChanged 0 Trying to split cluster 5 (2876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5423.332715 sec): 2 clusters Score: Raw -182217.054385 + Penalty 2102.537110 = -180114.517276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5423.383771 sec): 3 clusters Score: Raw -181119.889471 + Penalty 4205.074220 = -176914.815252 nChanged 1030 SP:Iteration 1F (5423.427952 sec): 3 clusters Score: Raw -182026.427136 + Penalty 4205.074220 = -177821.352916 nChanged 298 SP:Iteration 2F (5423.473785 sec): 3 clusters Score: Raw -182439.999260 + Penalty 4205.074220 = -178234.925040 nChanged 224 SP:Iteration 3F (5423.578060 sec): 3 clusters Score: Raw -182802.847323 + Penalty 4205.074220 = -178597.773103 nChanged 187 SP:Iteration 4F (5423.712558 sec): 3 clusters Score: Raw -183062.276573 + Penalty 4205.074220 = -178857.202353 nChanged 143 SP:Iteration 5Q (5423.862660 sec): 3 clusters Score: Raw -183257.459896 + Penalty 4205.074220 = -179052.385677 nChanged 118 SP:Iteration 6Q (5423.979499 sec): 3 clusters Score: Raw -183378.618377 + Penalty 4205.074220 = -179173.544158 nChanged 93 SP:Iteration 7Q (5424.083674 sec): 3 clusters Score: Raw -183482.574310 + Penalty 4205.074220 = -179277.500091 nChanged 82 SP:Iteration 8Q (5424.231477 sec): 3 clusters Score: Raw -183615.864525 + Penalty 4205.074220 = -179410.790305 nChanged 82 SP:Iteration 9Q (5424.312803 sec): 3 clusters Score: Raw -183752.898768 + Penalty 4205.074220 = -179547.824548 nChanged 67 SP:Iteration 10Q (5424.430196 sec): 3 clusters Score: Raw -183839.571634 + Penalty 4205.074220 = -179634.497414 nChanged 52 SP:Iteration 11Q (5424.570858 sec): 3 clusters Score: Raw -183915.637908 + Penalty 4205.074220 = -179710.563689 nChanged 52 SP:Iteration 12Q (5424.699367 sec): 3 clusters Score: Raw -183991.376923 + Penalty 4205.074220 = -179786.302703 nChanged 33 SP:Iteration 13Q (5424.785661 sec): 3 clusters Score: Raw -184017.893148 + Penalty 4205.074220 = -179812.818928 nChanged 20 SP:Iteration 14Q (5424.825220 sec): 3 clusters Score: Raw -184032.378427 + Penalty 4205.074220 = -179827.304207 nChanged 12 SP:Iteration 15Q (5424.865411 sec): 3 clusters Score: Raw -184042.445845 + Penalty 4205.074220 = -179837.371626 nChanged 8 SP:Iteration 16Q (5424.905753 sec): 3 clusters Score: Raw -184047.256907 + Penalty 4205.074220 = -179842.182688 nChanged 10 SP:Iteration 17Q (5424.946264 sec): 3 clusters Score: Raw -184053.678672 + Penalty 4205.074220 = -179848.604452 nChanged 11 SP:Iteration 18Q (5424.986566 sec): 3 clusters Score: Raw -184060.427278 + Penalty 4205.074220 = -179855.353058 nChanged 11 SP:Iteration 19Q (5425.027590 sec): 3 clusters Score: Raw -184066.843739 + Penalty 4205.074220 = -179861.769519 nChanged 4 SP:Iteration 20F (5425.069596 sec): 3 clusters Score: Raw -184069.929384 + Penalty 4205.074220 = -179864.855165 nChanged 6 SP:Iteration 21Q (5425.111052 sec): 3 clusters Score: Raw -184073.207373 + Penalty 4205.074220 = -179868.133153 nChanged 3 SP:Iteration 22Q (5425.152603 sec): 3 clusters Score: Raw -184074.510263 + Penalty 4205.074220 = -179869.436043 nChanged 3 SP:Iteration 23Q (5425.194250 sec): 3 clusters Score: Raw -184077.827042 + Penalty 4205.074220 = -179872.752822 nChanged 3 SP:Iteration 24Q (5425.235013 sec): 3 clusters Score: Raw -184079.061868 + Penalty 4205.074220 = -179873.987648 nChanged 0 SP:Iteration 25F (5425.276129 sec): 3 clusters Score: Raw -184079.061868 + Penalty 4205.074220 = -179873.987648 nChanged 0 Trying to split cluster 6 (7762 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5425.336189 sec): 2 clusters Score: Raw -654186.925969 + Penalty 2364.646762 = -651822.279207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5425.484614 sec): 3 clusters Score: Raw -650205.224941 + Penalty 4729.293525 = -645475.931416 nChanged 3093 SP:Iteration 1F (5425.584019 sec): 3 clusters Score: Raw -651965.638221 + Penalty 4729.293525 = -647236.344697 nChanged 592 SP:Iteration 2F (5425.683778 sec): 3 clusters Score: Raw -652320.542555 + Penalty 4729.293525 = -647591.249030 nChanged 451 SP:Iteration 3F (5425.769859 sec): 3 clusters Score: Raw -652577.496495 + Penalty 4729.293525 = -647848.202971 nChanged 352 SP:Iteration 4Q (5425.830111 sec): 3 clusters Score: Raw -652790.045761 + Penalty 4729.293525 = -648060.752236 nChanged 328 SP:Iteration 5Q (5425.890234 sec): 3 clusters Score: Raw -652970.247180 + Penalty 4729.293525 = -648240.953656 nChanged 278 SP:Iteration 6Q (5426.019421 sec): 3 clusters Score: Raw -653106.098663 + Penalty 4729.293525 = -648376.805139 nChanged 237 SP:Iteration 7Q (5426.155802 sec): 3 clusters Score: Raw -653224.265961 + Penalty 4729.293525 = -648494.972436 nChanged 221 SP:Iteration 8Q (5426.301585 sec): 3 clusters Score: Raw -653344.619105 + Penalty 4729.293525 = -648615.325580 nChanged 210 SP:Iteration 9Q (5426.445424 sec): 3 clusters Score: Raw -653455.061547 + Penalty 4729.293525 = -648725.768022 nChanged 202 SP:Iteration 10Q (5426.563293 sec): 3 clusters Score: Raw -653556.808815 + Penalty 4729.293525 = -648827.515291 nChanged 182 SP:Iteration 11Q (5426.699646 sec): 3 clusters Score: Raw -653643.647375 + Penalty 4729.293525 = -648914.353851 nChanged 170 SP:Iteration 12Q (5426.764610 sec): 3 clusters Score: Raw -653723.468590 + Penalty 4729.293525 = -648994.175066 nChanged 154 SP:Iteration 13Q (5426.828917 sec): 3 clusters Score: Raw -653796.749456 + Penalty 4729.293525 = -649067.455931 nChanged 138 SP:Iteration 14Q (5426.899331 sec): 3 clusters Score: Raw -653867.460708 + Penalty 4729.293525 = -649138.167184 nChanged 153 SP:Iteration 15Q (5426.969984 sec): 3 clusters Score: Raw -653939.935406 + Penalty 4729.293525 = -649210.641881 nChanged 142 SP:Iteration 16Q (5427.036273 sec): 3 clusters Score: Raw -654000.924500 + Penalty 4729.293525 = -649271.630976 nChanged 125 SP:Iteration 17Q (5427.103363 sec): 3 clusters Score: Raw -654046.889794 + Penalty 4729.293525 = -649317.596269 nChanged 111 SP:Iteration 18Q (5427.171589 sec): 3 clusters Score: Raw -654095.021772 + Penalty 4729.293525 = -649365.728247 nChanged 114 SP:Iteration 19Q (5427.240558 sec): 3 clusters Score: Raw -654140.144841 + Penalty 4729.293525 = -649410.851316 nChanged 88 SP:Iteration 20F (5427.308502 sec): 3 clusters Score: Raw -654174.308658 + Penalty 4729.293525 = -649445.015134 nChanged 78 SP:Iteration 21Q (5427.375605 sec): 3 clusters Score: Raw -654201.663277 + Penalty 4729.293525 = -649472.369752 nChanged 76 SP:Iteration 22Q (5427.442703 sec): 3 clusters Score: Raw -654237.622102 + Penalty 4729.293525 = -649508.328577 nChanged 97 SP:Iteration 23Q (5427.509803 sec): 3 clusters Score: Raw -654287.234176 + Penalty 4729.293525 = -649557.940651 nChanged 112 SP:Iteration 24Q (5427.576877 sec): 3 clusters Score: Raw -654349.749830 + Penalty 4729.293525 = -649620.456305 nChanged 112 SP:Iteration 25Q (5427.645169 sec): 3 clusters Score: Raw -654403.664543 + Penalty 4729.293525 = -649674.371019 nChanged 105 SP:Iteration 26Q (5427.713028 sec): 3 clusters Score: Raw -654450.961780 + Penalty 4729.293525 = -649721.668256 nChanged 105 SP:Iteration 27Q (5427.782281 sec): 3 clusters Score: Raw -654499.704269 + Penalty 4729.293525 = -649770.410745 nChanged 102 SP:Iteration 28Q (5427.851823 sec): 3 clusters Score: Raw -654540.277672 + Penalty 4729.293525 = -649810.984148 nChanged 91 SP:Iteration 29Q (5427.919006 sec): 3 clusters Score: Raw -654575.679575 + Penalty 4729.293525 = -649846.386051 nChanged 82 SP:Iteration 30Q (5428.034744 sec): 3 clusters Score: Raw -654606.385679 + Penalty 4729.293525 = -649877.092155 nChanged 88 SP:Iteration 31Q (5428.102095 sec): 3 clusters Score: Raw -654641.820039 + Penalty 4729.293525 = -649912.526514 nChanged 86 SP:Iteration 32Q (5428.170139 sec): 3 clusters Score: Raw -654685.578187 + Penalty 4729.293525 = -649956.284662 nChanged 103 SP:Iteration 33Q (5428.238222 sec): 3 clusters Score: Raw -654728.623350 + Penalty 4729.293525 = -649999.329825 nChanged 97 SP:Iteration 34Q (5428.303889 sec): 3 clusters Score: Raw -654765.707873 + Penalty 4729.293525 = -650036.414349 nChanged 72 SP:Iteration 35Q (5428.368972 sec): 3 clusters Score: Raw -654795.849447 + Penalty 4729.293525 = -650066.555922 nChanged 68 SP:Iteration 36Q (5428.435410 sec): 3 clusters Score: Raw -654823.239514 + Penalty 4729.293525 = -650093.945989 nChanged 68 SP:Iteration 37Q (5428.503258 sec): 3 clusters Score: Raw -654852.060559 + Penalty 4729.293525 = -650122.767034 nChanged 67 SP:Iteration 38Q (5428.686190 sec): 3 clusters Score: Raw -654884.804145 + Penalty 4729.293525 = -650155.510620 nChanged 63 SP:Iteration 39Q (5428.838923 sec): 3 clusters Score: Raw -654906.227770 + Penalty 4729.293525 = -650176.934245 nChanged 51 SP:Iteration 40F (5428.975269 sec): 3 clusters Score: Raw -654930.711695 + Penalty 4729.293525 = -650201.418170 nChanged 42 SP:Iteration 41Q (5429.153219 sec): 3 clusters Score: Raw -654949.098105 + Penalty 4729.293525 = -650219.804581 nChanged 45 SP:Iteration 42Q (5429.276004 sec): 3 clusters Score: Raw -654961.426077 + Penalty 4729.293525 = -650232.132553 nChanged 36 SP:Iteration 43Q (5429.414444 sec): 3 clusters Score: Raw -654973.917679 + Penalty 4729.293525 = -650244.624154 nChanged 39 SP:Iteration 44Q (5429.485758 sec): 3 clusters Score: Raw -654988.985527 + Penalty 4729.293525 = -650259.692002 nChanged 39 SP:Iteration 45Q (5429.557020 sec): 3 clusters Score: Raw -655004.766853 + Penalty 4729.293525 = -650275.473328 nChanged 34 SP:Iteration 46Q (5429.623495 sec): 3 clusters Score: Raw -655016.869390 + Penalty 4729.293525 = -650287.575865 nChanged 35 SP:Iteration 47Q (5429.689841 sec): 3 clusters Score: Raw -655028.806849 + Penalty 4729.293525 = -650299.513324 nChanged 22 SP:Iteration 48Q (5429.759779 sec): 3 clusters Score: Raw -655035.700552 + Penalty 4729.293525 = -650306.407028 nChanged 20 SP:Iteration 49Q (5429.829421 sec): 3 clusters Score: Raw -655040.652443 + Penalty 4729.293525 = -650311.358918 nChanged 15 SP:Iteration 50Q (5429.895264 sec): 3 clusters Score: Raw -655044.123430 + Penalty 4729.293525 = -650314.829905 nChanged 11 SP:Iteration 51Q (5429.960296 sec): 3 clusters Score: Raw -655046.134610 + Penalty 4729.293525 = -650316.841085 nChanged 9 SP:Iteration 52Q (5430.027046 sec): 3 clusters Score: Raw -655048.833082 + Penalty 4729.293525 = -650319.539557 nChanged 14 SP:Iteration 53Q (5430.094811 sec): 3 clusters Score: Raw -655051.400431 + Penalty 4729.293525 = -650322.106906 nChanged 10 SP:Iteration 54Q (5430.162208 sec): 3 clusters Score: Raw -655053.943927 + Penalty 4729.293525 = -650324.650403 nChanged 12 SP:Iteration 55Q (5430.229895 sec): 3 clusters Score: Raw -655058.249210 + Penalty 4729.293525 = -650328.955685 nChanged 15 SP:Iteration 56Q (5430.296228 sec): 3 clusters Score: Raw -655062.963960 + Penalty 4729.293525 = -650333.670436 nChanged 15 SP:Iteration 57Q (5430.361771 sec): 3 clusters Score: Raw -655067.125718 + Penalty 4729.293525 = -650337.832193 nChanged 14 SP:Iteration 58Q (5430.427376 sec): 3 clusters Score: Raw -655071.020081 + Penalty 4729.293525 = -650341.726557 nChanged 14 SP:Iteration 59Q (5430.495453 sec): 3 clusters Score: Raw -655074.268083 + Penalty 4729.293525 = -650344.974558 nChanged 16 SP:Iteration 60F (5430.565929 sec): 3 clusters Score: Raw -655080.304948 + Penalty 4729.293525 = -650351.011423 nChanged 18 SP:Iteration 61Q (5430.633345 sec): 3 clusters Score: Raw -655087.203844 + Penalty 4729.293525 = -650357.910320 nChanged 24 SP:Iteration 62Q (5430.697853 sec): 3 clusters Score: Raw -655095.361959 + Penalty 4729.293525 = -650366.068434 nChanged 25 SP:Iteration 63Q (5430.763241 sec): 3 clusters Score: Raw -655102.410278 + Penalty 4729.293525 = -650373.116753 nChanged 17 SP:Iteration 64Q (5430.877103 sec): 3 clusters Score: Raw -655106.698832 + Penalty 4729.293525 = -650377.405307 nChanged 14 SP:Iteration 65Q (5430.955553 sec): 3 clusters Score: Raw -655110.324672 + Penalty 4729.293525 = -650381.031147 nChanged 16 SP:Iteration 66Q (5431.022554 sec): 3 clusters Score: Raw -655112.700343 + Penalty 4729.293525 = -650383.406818 nChanged 8 SP:Iteration 67Q (5431.084986 sec): 3 clusters Score: Raw -655115.130247 + Penalty 4729.293525 = -650385.836723 nChanged 11 SP:Iteration 68Q (5431.156276 sec): 3 clusters Score: Raw -655117.895626 + Penalty 4729.293525 = -650388.602102 nChanged 9 SP:Iteration 69Q (5431.347088 sec): 3 clusters Score: Raw -655120.082776 + Penalty 4729.293525 = -650390.789252 nChanged 5 SP:Iteration 70Q (5431.466386 sec): 3 clusters Score: Raw -655121.022752 + Penalty 4729.293525 = -650391.729228 nChanged 4 SP:Iteration 71Q (5431.661208 sec): 3 clusters Score: Raw -655122.168429 + Penalty 4729.293525 = -650392.874904 nChanged 6 SP:Iteration 72Q (5431.822138 sec): 3 clusters Score: Raw -655123.215723 + Penalty 4729.293525 = -650393.922198 nChanged 7 SP:Iteration 73Q (5431.977609 sec): 3 clusters Score: Raw -655123.983372 + Penalty 4729.293525 = -650394.689848 nChanged 5 SP:Iteration 74Q (5432.089528 sec): 3 clusters Score: Raw -655126.304302 + Penalty 4729.293525 = -650397.010778 nChanged 5 SP:Iteration 75Q (5432.228097 sec): 3 clusters Score: Raw -655128.053006 + Penalty 4729.293525 = -650398.759482 nChanged 3 SP:Iteration 76Q (5432.340727 sec): 3 clusters Score: Raw -655128.751496 + Penalty 4729.293525 = -650399.457971 nChanged 3 SP:Iteration 77Q (5432.491538 sec): 3 clusters Score: Raw -655129.450041 + Penalty 4729.293525 = -650400.156516 nChanged 6 SP:Iteration 78Q (5432.637714 sec): 3 clusters Score: Raw -655130.470236 + Penalty 4729.293525 = -650401.176711 nChanged 3 SP:Iteration 79Q (5432.778494 sec): 3 clusters Score: Raw -655131.152346 + Penalty 4729.293525 = -650401.858822 nChanged 2 SP:Iteration 80F (5432.894315 sec): 3 clusters Score: Raw -655131.492050 + Penalty 4729.293525 = -650402.198525 nChanged 1 SP:Iteration 81Q (5432.957186 sec): 3 clusters Score: Raw -655131.703482 + Penalty 4729.293525 = -650402.409957 nChanged 1 SP:Iteration 82Q (5433.023858 sec): 3 clusters Score: Raw -655131.886844 + Penalty 4729.293525 = -650402.593319 nChanged 1 SP:Iteration 83Q (5433.090294 sec): 3 clusters Score: Raw -655132.060442 + Penalty 4729.293525 = -650402.766917 nChanged 1 SP:Iteration 84Q (5433.157141 sec): 3 clusters Score: Raw -655132.381338 + Penalty 4729.293525 = -650403.087813 nChanged 1 SP:Iteration 85Q (5433.223893 sec): 3 clusters Score: Raw -655132.665194 + Penalty 4729.293525 = -650403.371670 nChanged 0 SP:Iteration 86F (5433.290869 sec): 3 clusters Score: Raw -655132.665194 + Penalty 4729.293525 = -650403.371670 nChanged 0 Trying to split cluster 7 (2756 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5433.339408 sec): 2 clusters Score: Raw -209568.671696 + Penalty 2091.285407 = -207477.386289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5433.389950 sec): 3 clusters Score: Raw -208440.523815 + Penalty 4182.570814 = -204257.953002 nChanged 895 SP:Iteration 1F (5433.437761 sec): 3 clusters Score: Raw -209100.816031 + Penalty 4182.570814 = -204918.245217 nChanged 230 SP:Iteration 2F (5433.483640 sec): 3 clusters Score: Raw -209317.242604 + Penalty 4182.570814 = -205134.671791 nChanged 172 SP:Iteration 3F (5433.522662 sec): 3 clusters Score: Raw -209495.581712 + Penalty 4182.570814 = -205313.010898 nChanged 142 SP:Iteration 4F (5433.561963 sec): 3 clusters Score: Raw -209637.105527 + Penalty 4182.570814 = -205454.534713 nChanged 106 SP:Iteration 5Q (5433.601302 sec): 3 clusters Score: Raw -209736.582364 + Penalty 4182.570814 = -205554.011550 nChanged 92 SP:Iteration 6Q (5433.640662 sec): 3 clusters Score: Raw -209823.167572 + Penalty 4182.570814 = -205640.596758 nChanged 84 SP:Iteration 7Q (5433.681412 sec): 3 clusters Score: Raw -209898.760837 + Penalty 4182.570814 = -205716.190023 nChanged 79 SP:Iteration 8Q (5433.803210 sec): 3 clusters Score: Raw -209963.091163 + Penalty 4182.570814 = -205780.520349 nChanged 55 SP:Iteration 9Q (5433.891933 sec): 3 clusters Score: Raw -210007.240682 + Penalty 4182.570814 = -205824.669868 nChanged 52 SP:Iteration 10Q (5433.931344 sec): 3 clusters Score: Raw -210055.798882 + Penalty 4182.570814 = -205873.228068 nChanged 42 SP:Iteration 11Q (5433.971040 sec): 3 clusters Score: Raw -210099.036334 + Penalty 4182.570814 = -205916.465520 nChanged 43 SP:Iteration 12Q (5434.122403 sec): 3 clusters Score: Raw -210140.677867 + Penalty 4182.570814 = -205958.107053 nChanged 41 SP:Iteration 13Q (5434.255563 sec): 3 clusters Score: Raw -210168.919079 + Penalty 4182.570814 = -205986.348265 nChanged 36 SP:Iteration 14Q (5434.356650 sec): 3 clusters Score: Raw -210203.620156 + Penalty 4182.570814 = -206021.049342 nChanged 39 SP:Iteration 15Q (5434.465750 sec): 3 clusters Score: Raw -210232.069187 + Penalty 4182.570814 = -206049.498373 nChanged 30 SP:Iteration 16Q (5434.587188 sec): 3 clusters Score: Raw -210261.289111 + Penalty 4182.570814 = -206078.718297 nChanged 32 SP:Iteration 17Q (5434.708737 sec): 3 clusters Score: Raw -210287.446245 + Penalty 4182.570814 = -206104.875431 nChanged 30 SP:Iteration 18Q (5434.850602 sec): 3 clusters Score: Raw -210323.750759 + Penalty 4182.570814 = -206141.179945 nChanged 33 SP:Iteration 19Q (5434.950498 sec): 3 clusters Score: Raw -210350.189475 + Penalty 4182.570814 = -206167.618661 nChanged 27 SP:Iteration 20F (5435.046275 sec): 3 clusters Score: Raw -210368.373981 + Penalty 4182.570814 = -206185.803167 nChanged 27 SP:Iteration 21Q (5435.088445 sec): 3 clusters Score: Raw -210397.157548 + Penalty 4182.570814 = -206214.586734 nChanged 36 SP:Iteration 22Q (5435.129863 sec): 3 clusters Score: Raw -210426.807456 + Penalty 4182.570814 = -206244.236642 nChanged 28 SP:Iteration 23Q (5435.170889 sec): 3 clusters Score: Raw -210459.239991 + Penalty 4182.570814 = -206276.669177 nChanged 45 SP:Iteration 24Q (5435.211665 sec): 3 clusters Score: Raw -210526.738980 + Penalty 4182.570814 = -206344.168166 nChanged 41 SP:Iteration 25Q (5435.353897 sec): 3 clusters Score: Raw -210575.465021 + Penalty 4182.570814 = -206392.894207 nChanged 39 SP:Iteration 26Q (5435.389758 sec): 3 clusters Score: Raw -210618.479973 + Penalty 4182.570814 = -206435.909159 nChanged 31 SP:Iteration 27Q (5435.430493 sec): 3 clusters Score: Raw -210652.378735 + Penalty 4182.570814 = -206469.807921 nChanged 27 SP:Iteration 28Q (5435.472821 sec): 3 clusters Score: Raw -210681.831008 + Penalty 4182.570814 = -206499.260194 nChanged 32 SP:Iteration 29Q (5435.515472 sec): 3 clusters Score: Raw -210712.730909 + Penalty 4182.570814 = -206530.160096 nChanged 23 SP:Iteration 30Q (5435.557832 sec): 3 clusters Score: Raw -210726.724075 + Penalty 4182.570814 = -206544.153261 nChanged 10 SP:Iteration 31Q (5435.600219 sec): 3 clusters Score: Raw -210731.772126 + Penalty 4182.570814 = -206549.201312 nChanged 7 SP:Iteration 32Q (5435.640881 sec): 3 clusters Score: Raw -210736.367373 + Penalty 4182.570814 = -206553.796559 nChanged 8 SP:Iteration 33Q (5435.679439 sec): 3 clusters Score: Raw -210740.695140 + Penalty 4182.570814 = -206558.124326 nChanged 8 SP:Iteration 34Q (5435.718164 sec): 3 clusters Score: Raw -210745.766845 + Penalty 4182.570814 = -206563.196032 nChanged 2 SP:Iteration 35Q (5435.756884 sec): 3 clusters Score: Raw -210746.590973 + Penalty 4182.570814 = -206564.020160 nChanged 1 SP:Iteration 36Q (5435.795692 sec): 3 clusters Score: Raw -210747.078670 + Penalty 4182.570814 = -206564.507856 nChanged 1 SP:Iteration 37Q (5435.834498 sec): 3 clusters Score: Raw -210747.974120 + Penalty 4182.570814 = -206565.403307 nChanged 2 SP:Iteration 38Q (5435.874830 sec): 3 clusters Score: Raw -210749.163157 + Penalty 4182.570814 = -206566.592343 nChanged 2 SP:Iteration 39Q (5435.915733 sec): 3 clusters Score: Raw -210750.232936 + Penalty 4182.570814 = -206567.662123 nChanged 1 SP:Iteration 40F (5435.957554 sec): 3 clusters Score: Raw -210750.732864 + Penalty 4182.570814 = -206568.162050 nChanged 0 Trying to split cluster 8 (11870 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5436.034501 sec): 2 clusters Score: Raw -917420.614488 + Penalty 2476.787145 = -914943.827343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5436.122064 sec): 3 clusters Score: Raw -910956.535680 + Penalty 4953.574289 = -906002.961390 nChanged 4986 SP:Iteration 1F (5436.307238 sec): 3 clusters Score: Raw -913776.426380 + Penalty 4953.574289 = -908822.852090 nChanged 810 SP:Iteration 2F (5436.482100 sec): 3 clusters Score: Raw -914188.725836 + Penalty 4953.574289 = -909235.151547 nChanged 625 SP:Iteration 3F (5436.651163 sec): 3 clusters Score: Raw -914487.783197 + Penalty 4953.574289 = -909534.208908 nChanged 571 SP:Iteration 4Q (5436.770918 sec): 3 clusters Score: Raw -914797.059013 + Penalty 4953.574289 = -909843.484723 nChanged 554 SP:Iteration 5Q (5436.873082 sec): 3 clusters Score: Raw -915133.757579 + Penalty 4953.574289 = -910180.183289 nChanged 546 SP:Iteration 6Q (5436.956551 sec): 3 clusters Score: Raw -915517.074461 + Penalty 4953.574289 = -910563.500171 nChanged 570 SP:Iteration 7Q (5437.067947 sec): 3 clusters Score: Raw -915906.282662 + Penalty 4953.574289 = -910952.708372 nChanged 566 SP:Iteration 8Q (5437.152105 sec): 3 clusters Score: Raw -916276.145392 + Penalty 4953.574289 = -911322.571103 nChanged 496 SP:Iteration 9Q (5437.229399 sec): 3 clusters Score: Raw -916596.722353 + Penalty 4953.574289 = -911643.148063 nChanged 455 SP:Iteration 10Q (5437.315504 sec): 3 clusters Score: Raw -916883.299275 + Penalty 4953.574289 = -911929.724986 nChanged 401 SP:Iteration 11Q (5437.405628 sec): 3 clusters Score: Raw -917126.706429 + Penalty 4953.574289 = -912173.132139 nChanged 352 SP:Iteration 12Q (5437.495197 sec): 3 clusters Score: Raw -917326.221587 + Penalty 4953.574289 = -912372.647298 nChanged 291 SP:Iteration 13Q (5437.584559 sec): 3 clusters Score: Raw -917476.249249 + Penalty 4953.574289 = -912522.674959 nChanged 245 SP:Iteration 14Q (5437.673321 sec): 3 clusters Score: Raw -917606.948423 + Penalty 4953.574289 = -912653.374133 nChanged 251 SP:Iteration 15Q (5437.761688 sec): 3 clusters Score: Raw -917735.947184 + Penalty 4953.574289 = -912782.372894 nChanged 195 SP:Iteration 16Q (5437.850499 sec): 3 clusters Score: Raw -917836.833116 + Penalty 4953.574289 = -912883.258826 nChanged 169 SP:Iteration 17Q (5437.938551 sec): 3 clusters Score: Raw -917918.206920 + Penalty 4953.574289 = -912964.632631 nChanged 165 SP:Iteration 18Q (5438.025965 sec): 3 clusters Score: Raw -917991.041518 + Penalty 4953.574289 = -913037.467229 nChanged 153 SP:Iteration 19Q (5438.113072 sec): 3 clusters Score: Raw -918054.289674 + Penalty 4953.574289 = -913100.715384 nChanged 117 SP:Iteration 20F (5438.202706 sec): 3 clusters Score: Raw -918098.704810 + Penalty 4953.574289 = -913145.130520 nChanged 115 SP:Iteration 21Q (5438.285144 sec): 3 clusters Score: Raw -918139.357959 + Penalty 4953.574289 = -913185.783669 nChanged 85 SP:Iteration 22Q (5438.364600 sec): 3 clusters Score: Raw -918165.889909 + Penalty 4953.574289 = -913212.315620 nChanged 71 SP:Iteration 23Q (5438.535948 sec): 3 clusters Score: Raw -918188.650581 + Penalty 4953.574289 = -913235.076291 nChanged 65 SP:Iteration 24Q (5438.635017 sec): 3 clusters Score: Raw -918209.473714 + Penalty 4953.574289 = -913255.899424 nChanged 50 SP:Iteration 25Q (5438.718573 sec): 3 clusters Score: Raw -918222.573552 + Penalty 4953.574289 = -913268.999262 nChanged 47 SP:Iteration 26Q (5438.799688 sec): 3 clusters Score: Raw -918236.598064 + Penalty 4953.574289 = -913283.023775 nChanged 44 SP:Iteration 27Q (5438.883587 sec): 3 clusters Score: Raw -918251.329538 + Penalty 4953.574289 = -913297.755248 nChanged 53 SP:Iteration 28Q (5438.985427 sec): 3 clusters Score: Raw -918267.698669 + Penalty 4953.574289 = -913314.124379 nChanged 53 SP:Iteration 29Q (5439.127710 sec): 3 clusters Score: Raw -918282.392431 + Penalty 4953.574289 = -913328.818142 nChanged 50 SP:Iteration 30Q (5439.209211 sec): 3 clusters Score: Raw -918295.582881 + Penalty 4953.574289 = -913342.008591 nChanged 45 SP:Iteration 31Q (5439.294567 sec): 3 clusters Score: Raw -918305.825014 + Penalty 4953.574289 = -913352.250724 nChanged 25 SP:Iteration 32Q (5439.479174 sec): 3 clusters Score: Raw -918311.896488 + Penalty 4953.574289 = -913358.322199 nChanged 22 SP:Iteration 33Q (5439.669385 sec): 3 clusters Score: Raw -918317.686850 + Penalty 4953.574289 = -913364.112561 nChanged 22 SP:Iteration 34Q (5439.865151 sec): 3 clusters Score: Raw -918324.039468 + Penalty 4953.574289 = -913370.465178 nChanged 27 SP:Iteration 35Q (5439.990140 sec): 3 clusters Score: Raw -918329.416237 + Penalty 4953.574289 = -913375.841948 nChanged 23 SP:Iteration 36Q (5440.082585 sec): 3 clusters Score: Raw -918334.376834 + Penalty 4953.574289 = -913380.802544 nChanged 18 SP:Iteration 37Q (5440.166602 sec): 3 clusters Score: Raw -918338.375634 + Penalty 4953.574289 = -913384.801344 nChanged 20 SP:Iteration 38Q (5440.247356 sec): 3 clusters Score: Raw -918342.786156 + Penalty 4953.574289 = -913389.211867 nChanged 15 SP:Iteration 39Q (5440.345404 sec): 3 clusters Score: Raw -918345.920476 + Penalty 4953.574289 = -913392.346186 nChanged 16 SP:Iteration 40F (5440.439204 sec): 3 clusters Score: Raw -918349.382311 + Penalty 4953.574289 = -913395.808022 nChanged 15 SP:Iteration 41Q (5440.517155 sec): 3 clusters Score: Raw -918352.537126 + Penalty 4953.574289 = -913398.962837 nChanged 12 SP:Iteration 42Q (5440.611232 sec): 3 clusters Score: Raw -918355.046667 + Penalty 4953.574289 = -913401.472377 nChanged 10 SP:Iteration 43Q (5440.695843 sec): 3 clusters Score: Raw -918358.157339 + Penalty 4953.574289 = -913404.583050 nChanged 16 SP:Iteration 44Q (5440.774013 sec): 3 clusters Score: Raw -918363.095365 + Penalty 4953.574289 = -913409.521075 nChanged 22 SP:Iteration 45Q (5440.875287 sec): 3 clusters Score: Raw -918370.574631 + Penalty 4953.574289 = -913417.000341 nChanged 21 SP:Iteration 46Q (5440.961506 sec): 3 clusters Score: Raw -918377.657058 + Penalty 4953.574289 = -913424.082769 nChanged 15 SP:Iteration 47Q (5441.038164 sec): 3 clusters Score: Raw -918381.841556 + Penalty 4953.574289 = -913428.267267 nChanged 13 SP:Iteration 48Q (5441.139786 sec): 3 clusters Score: Raw -918385.838836 + Penalty 4953.574289 = -913432.264547 nChanged 14 SP:Iteration 49Q (5441.226758 sec): 3 clusters Score: Raw -918389.430088 + Penalty 4953.574289 = -913435.855799 nChanged 13 SP:Iteration 50Q (5441.300311 sec): 3 clusters Score: Raw -918392.682189 + Penalty 4953.574289 = -913439.107900 nChanged 10 SP:Iteration 51Q (5441.400552 sec): 3 clusters Score: Raw -918395.180493 + Penalty 4953.574289 = -913441.606203 nChanged 10 SP:Iteration 52Q (5441.490676 sec): 3 clusters Score: Raw -918397.750540 + Penalty 4953.574289 = -913444.176251 nChanged 10 SP:Iteration 53Q (5441.563636 sec): 3 clusters Score: Raw -918400.284939 + Penalty 4953.574289 = -913446.710650 nChanged 11 SP:Iteration 54Q (5441.658406 sec): 3 clusters Score: Raw -918402.247360 + Penalty 4953.574289 = -913448.673070 nChanged 13 SP:Iteration 55Q (5441.752596 sec): 3 clusters Score: Raw -918405.182632 + Penalty 4953.574289 = -913451.608342 nChanged 10 SP:Iteration 56Q (5441.938539 sec): 3 clusters Score: Raw -918407.396573 + Penalty 4953.574289 = -913453.822284 nChanged 7 SP:Iteration 57Q (5441.994002 sec): 3 clusters Score: Raw -918408.299092 + Penalty 4953.574289 = -913454.724802 nChanged 9 SP:Iteration 58Q (5442.075380 sec): 3 clusters Score: Raw -918410.058994 + Penalty 4953.574289 = -913456.484705 nChanged 5 SP:Iteration 59Q (5442.220604 sec): 3 clusters Score: Raw -918411.118533 + Penalty 4953.574289 = -913457.544244 nChanged 6 SP:Iteration 60F (5442.328973 sec): 3 clusters Score: Raw -918412.379815 + Penalty 4953.574289 = -913458.805525 nChanged 6 SP:Iteration 61Q (5442.409869 sec): 3 clusters Score: Raw -918414.253597 + Penalty 4953.574289 = -913460.679307 nChanged 4 SP:Iteration 62Q (5442.493995 sec): 3 clusters Score: Raw -918415.107910 + Penalty 4953.574289 = -913461.533620 nChanged 5 SP:Iteration 63Q (5442.577803 sec): 3 clusters Score: Raw -918416.736307 + Penalty 4953.574289 = -913463.162018 nChanged 8 SP:Iteration 64Q (5442.762475 sec): 3 clusters Score: Raw -918418.687660 + Penalty 4953.574289 = -913465.113371 nChanged 9 SP:Iteration 65Q (5442.932401 sec): 3 clusters Score: Raw -918420.990399 + Penalty 4953.574289 = -913467.416110 nChanged 15 SP:Iteration 66Q (5443.088466 sec): 3 clusters Score: Raw -918425.456493 + Penalty 4953.574289 = -913471.882203 nChanged 13 SP:Iteration 67Q (5443.288083 sec): 3 clusters Score: Raw -918428.127932 + Penalty 4953.574289 = -913474.553642 nChanged 6 SP:Iteration 68Q (5443.454791 sec): 3 clusters Score: Raw -918429.240526 + Penalty 4953.574289 = -913475.666237 nChanged 4 SP:Iteration 69Q (5443.538143 sec): 3 clusters Score: Raw -918430.122355 + Penalty 4953.574289 = -913476.548066 nChanged 6 SP:Iteration 70Q (5443.617395 sec): 3 clusters Score: Raw -918433.036255 + Penalty 4953.574289 = -913479.461966 nChanged 9 SP:Iteration 71Q (5443.694450 sec): 3 clusters Score: Raw -918435.191711 + Penalty 4953.574289 = -913481.617421 nChanged 4 SP:Iteration 72Q (5443.782346 sec): 3 clusters Score: Raw -918436.002235 + Penalty 4953.574289 = -913482.427946 nChanged 4 SP:Iteration 73Q (5443.865920 sec): 3 clusters Score: Raw -918436.810163 + Penalty 4953.574289 = -913483.235873 nChanged 2 SP:Iteration 74Q (5443.948138 sec): 3 clusters Score: Raw -918437.517428 + Penalty 4953.574289 = -913483.943139 nChanged 4 SP:Iteration 75Q (5444.030878 sec): 3 clusters Score: Raw -918438.314828 + Penalty 4953.574289 = -913484.740538 nChanged 4 SP:Iteration 76Q (5444.116366 sec): 3 clusters Score: Raw -918438.905793 + Penalty 4953.574289 = -913485.331504 nChanged 3 SP:Iteration 77Q (5444.200315 sec): 3 clusters Score: Raw -918439.305626 + Penalty 4953.574289 = -913485.731336 nChanged 3 SP:Iteration 78Q (5444.321653 sec): 3 clusters Score: Raw -918439.687853 + Penalty 4953.574289 = -913486.113564 nChanged 0 SP:Iteration 79F (5444.413011 sec): 3 clusters Score: Raw -918439.687853 + Penalty 4953.574289 = -913486.113564 nChanged 0 Trying to split cluster 9 (5171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5444.469956 sec): 2 clusters Score: Raw -427489.656147 + Penalty 2257.416842 = -425232.239304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5444.545783 sec): 3 clusters Score: Raw -425059.329325 + Penalty 4514.833685 = -420544.495640 nChanged 1953 SP:Iteration 1F (5444.619945 sec): 3 clusters Score: Raw -426309.925811 + Penalty 4514.833685 = -421795.092127 nChanged 494 SP:Iteration 2F (5444.667768 sec): 3 clusters Score: Raw -426822.936058 + Penalty 4514.833685 = -422308.102373 nChanged 458 SP:Iteration 3F (5444.715672 sec): 3 clusters Score: Raw -427352.820355 + Penalty 4514.833685 = -422837.986671 nChanged 393 SP:Iteration 4F (5444.766299 sec): 3 clusters Score: Raw -427792.322544 + Penalty 4514.833685 = -423277.488859 nChanged 315 SP:Iteration 5F (5444.826750 sec): 3 clusters Score: Raw -428064.817571 + Penalty 4514.833685 = -423549.983886 nChanged 217 SP:Iteration 6Q (5444.890094 sec): 3 clusters Score: Raw -428224.181372 + Penalty 4514.833685 = -423709.347687 nChanged 146 SP:Iteration 7Q (5444.947790 sec): 3 clusters Score: Raw -428313.597661 + Penalty 4514.833685 = -423798.763976 nChanged 103 SP:Iteration 8Q (5444.997201 sec): 3 clusters Score: Raw -428373.006682 + Penalty 4514.833685 = -423858.172997 nChanged 77 SP:Iteration 9Q (5445.046683 sec): 3 clusters Score: Raw -428412.574865 + Penalty 4514.833685 = -423897.741180 nChanged 51 SP:Iteration 10Q (5445.097940 sec): 3 clusters Score: Raw -428438.982478 + Penalty 4514.833685 = -423924.148793 nChanged 48 SP:Iteration 11Q (5445.154883 sec): 3 clusters Score: Raw -428459.966791 + Penalty 4514.833685 = -423945.133106 nChanged 36 SP:Iteration 12Q (5445.211673 sec): 3 clusters Score: Raw -428471.323987 + Penalty 4514.833685 = -423956.490303 nChanged 18 SP:Iteration 13Q (5445.383425 sec): 3 clusters Score: Raw -428478.185590 + Penalty 4514.833685 = -423963.351905 nChanged 26 SP:Iteration 14Q (5445.530144 sec): 3 clusters Score: Raw -428487.058279 + Penalty 4514.833685 = -423972.224595 nChanged 19 SP:Iteration 15Q (5445.660609 sec): 3 clusters Score: Raw -428493.770920 + Penalty 4514.833685 = -423978.937236 nChanged 20 SP:Iteration 16Q (5445.805880 sec): 3 clusters Score: Raw -428501.243451 + Penalty 4514.833685 = -423986.409766 nChanged 14 SP:Iteration 17Q (5445.919075 sec): 3 clusters Score: Raw -428506.188849 + Penalty 4514.833685 = -423991.355164 nChanged 18 SP:Iteration 18Q (5446.059847 sec): 3 clusters Score: Raw -428511.972856 + Penalty 4514.833685 = -423997.139171 nChanged 13 SP:Iteration 19Q (5446.223097 sec): 3 clusters Score: Raw -428517.071796 + Penalty 4514.833685 = -424002.238111 nChanged 15 SP:Iteration 20F (5446.274367 sec): 3 clusters Score: Raw -428522.522670 + Penalty 4514.833685 = -424007.688986 nChanged 19 SP:Iteration 21Q (5446.328077 sec): 3 clusters Score: Raw -428528.493320 + Penalty 4514.833685 = -424013.659635 nChanged 12 SP:Iteration 22Q (5446.382032 sec): 3 clusters Score: Raw -428532.141762 + Penalty 4514.833685 = -424017.308078 nChanged 5 SP:Iteration 23Q (5446.436374 sec): 3 clusters Score: Raw -428533.216119 + Penalty 4514.833685 = -424018.382435 nChanged 3 SP:Iteration 24Q (5446.494784 sec): 3 clusters Score: Raw -428534.239404 + Penalty 4514.833685 = -424019.405720 nChanged 3 SP:Iteration 25Q (5446.552752 sec): 3 clusters Score: Raw -428534.768259 + Penalty 4514.833685 = -424019.934574 nChanged 3 SP:Iteration 26Q (5446.610619 sec): 3 clusters Score: Raw -428535.415152 + Penalty 4514.833685 = -424020.581467 nChanged 2 SP:Iteration 27Q (5446.668319 sec): 3 clusters Score: Raw -428536.051164 + Penalty 4514.833685 = -424021.217479 nChanged 1 SP:Iteration 28Q (5446.724657 sec): 3 clusters Score: Raw -428536.530062 + Penalty 4514.833685 = -424021.696378 nChanged 0 SP:Iteration 29F (5446.779936 sec): 3 clusters Score: Raw -428536.530062 + Penalty 4514.833685 = -424021.696378 nChanged 0 Trying to split cluster 10 (1764 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5446.840465 sec): 2 clusters Score: Raw -113087.951604 + Penalty 1973.489558 = -111114.462045 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5446.989258 sec): 3 clusters Score: Raw -112509.914301 + Penalty 3946.979117 = -108562.935184 nChanged 568 SP:Iteration 1F (5447.022296 sec): 3 clusters Score: Raw -113156.722940 + Penalty 3946.979117 = -109209.743823 nChanged 170 SP:Iteration 2F (5447.056163 sec): 3 clusters Score: Raw -113461.701484 + Penalty 3946.979117 = -109514.722367 nChanged 130 SP:Iteration 3F (5447.090365 sec): 3 clusters Score: Raw -113662.327898 + Penalty 3946.979117 = -109715.348781 nChanged 86 SP:Iteration 4Q (5447.123892 sec): 3 clusters Score: Raw -113791.365898 + Penalty 3946.979117 = -109844.386781 nChanged 59 SP:Iteration 5Q (5447.157549 sec): 3 clusters Score: Raw -113862.635894 + Penalty 3946.979117 = -109915.656778 nChanged 33 SP:Iteration 6Q (5447.190923 sec): 3 clusters Score: Raw -113911.346641 + Penalty 3946.979117 = -109964.367524 nChanged 33 SP:Iteration 7Q (5447.224454 sec): 3 clusters Score: Raw -113946.351641 + Penalty 3946.979117 = -109999.372524 nChanged 33 SP:Iteration 8Q (5447.257734 sec): 3 clusters Score: Raw -113991.867137 + Penalty 3946.979117 = -110044.888020 nChanged 27 SP:Iteration 9Q (5447.290369 sec): 3 clusters Score: Raw -114024.414725 + Penalty 3946.979117 = -110077.435608 nChanged 20 SP:Iteration 10Q (5447.322802 sec): 3 clusters Score: Raw -114051.831146 + Penalty 3946.979117 = -110104.852029 nChanged 18 SP:Iteration 11Q (5447.355439 sec): 3 clusters Score: Raw -114081.874852 + Penalty 3946.979117 = -110134.895735 nChanged 26 SP:Iteration 12Q (5447.387991 sec): 3 clusters Score: Raw -114114.788194 + Penalty 3946.979117 = -110167.809077 nChanged 20 SP:Iteration 13Q (5447.506419 sec): 3 clusters Score: Raw -114140.483670 + Penalty 3946.979117 = -110193.504553 nChanged 18 SP:Iteration 14Q (5447.642165 sec): 3 clusters Score: Raw -114155.301348 + Penalty 3946.979117 = -110208.322231 nChanged 12 SP:Iteration 15Q (5447.775340 sec): 3 clusters Score: Raw -114166.189762 + Penalty 3946.979117 = -110219.210645 nChanged 8 SP:Iteration 16Q (5447.891764 sec): 3 clusters Score: Raw -114173.426073 + Penalty 3946.979117 = -110226.446956 nChanged 4 SP:Iteration 17Q (5448.008179 sec): 3 clusters Score: Raw -114176.617159 + Penalty 3946.979117 = -110229.638042 nChanged 2 SP:Iteration 18Q (5448.124337 sec): 3 clusters Score: Raw -114177.624147 + Penalty 3946.979117 = -110230.645030 nChanged 1 SP:Iteration 19Q (5448.218822 sec): 3 clusters Score: Raw -114179.098365 + Penalty 3946.979117 = -110232.119248 nChanged 1 SP:Iteration 20F (5448.334594 sec): 3 clusters Score: Raw -114179.871731 + Penalty 3946.979117 = -110232.892614 nChanged 1 SP:Iteration 21Q (5448.428447 sec): 3 clusters Score: Raw -114180.377719 + Penalty 3946.979117 = -110233.398602 nChanged 1 SP:Iteration 22Q (5448.527153 sec): 3 clusters Score: Raw -114181.220532 + Penalty 3946.979117 = -110234.241415 nChanged 1 SP:Iteration 23Q (5448.559600 sec): 3 clusters Score: Raw -114182.107458 + Penalty 3946.979117 = -110235.128342 nChanged 1 SP:Iteration 24Q (5448.591130 sec): 3 clusters Score: Raw -114182.885966 + Penalty 3946.979117 = -110235.906849 nChanged 4 SP:Iteration 25Q (5448.622520 sec): 3 clusters Score: Raw -114184.999622 + Penalty 3946.979117 = -110238.020505 nChanged 2 SP:Iteration 26Q (5448.654076 sec): 3 clusters Score: Raw -114186.406140 + Penalty 3946.979117 = -110239.427023 nChanged 2 SP:Iteration 27Q (5448.685370 sec): 3 clusters Score: Raw -114187.521124 + Penalty 3946.979117 = -110240.542007 nChanged 1 SP:Iteration 28Q (5448.716712 sec): 3 clusters Score: Raw -114188.641380 + Penalty 3946.979117 = -110241.662263 nChanged 2 SP:Iteration 29Q (5448.748175 sec): 3 clusters Score: Raw -114190.212256 + Penalty 3946.979117 = -110243.233139 nChanged 0 SP:Iteration 30F (5448.779916 sec): 3 clusters Score: Raw -114190.212256 + Penalty 3946.979117 = -110243.233139 nChanged 0 Trying to split cluster 11 (10276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5448.849141 sec): 2 clusters Score: Raw -802681.611321 + Penalty 2438.717519 = -800242.893802 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5448.962402 sec): 3 clusters Score: Raw -797131.797873 + Penalty 4877.435037 = -792254.362836 nChanged 4275 SP:Iteration 1F (5449.061204 sec): 3 clusters Score: Raw -799461.005438 + Penalty 4877.435037 = -794583.570401 nChanged 792 SP:Iteration 2F (5449.129457 sec): 3 clusters Score: Raw -799880.912852 + Penalty 4877.435037 = -795003.477815 nChanged 610 SP:Iteration 3F (5449.201580 sec): 3 clusters Score: Raw -800223.159571 + Penalty 4877.435037 = -795345.724534 nChanged 541 SP:Iteration 4F (5449.282980 sec): 3 clusters Score: Raw -800526.412844 + Penalty 4877.435037 = -795648.977807 nChanged 490 SP:Iteration 5Q (5449.377974 sec): 3 clusters Score: Raw -800814.575108 + Penalty 4877.435037 = -795937.140071 nChanged 491 SP:Iteration 6Q (5449.472908 sec): 3 clusters Score: Raw -801123.142066 + Penalty 4877.435037 = -796245.707029 nChanged 478 SP:Iteration 7Q (5449.547634 sec): 3 clusters Score: Raw -801406.774754 + Penalty 4877.435037 = -796529.339716 nChanged 412 SP:Iteration 8Q (5449.629682 sec): 3 clusters Score: Raw -801625.278561 + Penalty 4877.435037 = -796747.843524 nChanged 347 SP:Iteration 9Q (5449.714247 sec): 3 clusters Score: Raw -801811.224305 + Penalty 4877.435037 = -796933.789268 nChanged 329 SP:Iteration 10Q (5449.798533 sec): 3 clusters Score: Raw -801958.402174 + Penalty 4877.435037 = -797080.967137 nChanged 290 SP:Iteration 11Q (5449.878138 sec): 3 clusters Score: Raw -802085.039627 + Penalty 4877.435037 = -797207.604590 nChanged 245 SP:Iteration 12Q (5450.043665 sec): 3 clusters Score: Raw -802192.782619 + Penalty 4877.435037 = -797315.347582 nChanged 216 SP:Iteration 13Q (5450.213167 sec): 3 clusters Score: Raw -802272.433228 + Penalty 4877.435037 = -797394.998191 nChanged 163 SP:Iteration 14Q (5450.385844 sec): 3 clusters Score: Raw -802331.139527 + Penalty 4877.435037 = -797453.704490 nChanged 139 SP:Iteration 15Q (5450.511805 sec): 3 clusters Score: Raw -802379.784273 + Penalty 4877.435037 = -797502.349236 nChanged 120 SP:Iteration 16Q (5450.693953 sec): 3 clusters Score: Raw -802417.074592 + Penalty 4877.435037 = -797539.639555 nChanged 97 SP:Iteration 17Q (5450.875404 sec): 3 clusters Score: Raw -802446.701592 + Penalty 4877.435037 = -797569.266555 nChanged 88 SP:Iteration 18Q (5451.007796 sec): 3 clusters Score: Raw -802476.737965 + Penalty 4877.435037 = -797599.302928 nChanged 115 SP:Iteration 19Q (5451.152541 sec): 3 clusters Score: Raw -802515.083025 + Penalty 4877.435037 = -797637.647988 nChanged 102 SP:Iteration 20F (5451.251796 sec): 3 clusters Score: Raw -802547.693455 + Penalty 4877.435037 = -797670.258418 nChanged 81 SP:Iteration 21Q (5451.326281 sec): 3 clusters Score: Raw -802570.954225 + Penalty 4877.435037 = -797693.519187 nChanged 95 SP:Iteration 22Q (5451.410493 sec): 3 clusters Score: Raw -802599.591395 + Penalty 4877.435037 = -797722.156358 nChanged 92 SP:Iteration 23Q (5451.498343 sec): 3 clusters Score: Raw -802625.438593 + Penalty 4877.435037 = -797748.003556 nChanged 76 SP:Iteration 24Q (5451.588076 sec): 3 clusters Score: Raw -802643.883910 + Penalty 4877.435037 = -797766.448873 nChanged 65 SP:Iteration 25Q (5451.666057 sec): 3 clusters Score: Raw -802658.624419 + Penalty 4877.435037 = -797781.189382 nChanged 57 SP:Iteration 26Q (5451.744981 sec): 3 clusters Score: Raw -802672.162181 + Penalty 4877.435037 = -797794.727144 nChanged 53 SP:Iteration 27Q (5451.827390 sec): 3 clusters Score: Raw -802684.022699 + Penalty 4877.435037 = -797806.587662 nChanged 48 SP:Iteration 28Q (5451.918228 sec): 3 clusters Score: Raw -802695.967648 + Penalty 4877.435037 = -797818.532610 nChanged 46 SP:Iteration 29Q (5452.002430 sec): 3 clusters Score: Raw -802704.957093 + Penalty 4877.435037 = -797827.522055 nChanged 41 SP:Iteration 30Q (5452.074816 sec): 3 clusters Score: Raw -802711.521003 + Penalty 4877.435037 = -797834.085966 nChanged 26 SP:Iteration 31Q (5452.156124 sec): 3 clusters Score: Raw -802716.924882 + Penalty 4877.435037 = -797839.489845 nChanged 27 SP:Iteration 32Q (5452.240051 sec): 3 clusters Score: Raw -802722.377120 + Penalty 4877.435037 = -797844.942083 nChanged 25 SP:Iteration 33Q (5452.324062 sec): 3 clusters Score: Raw -802727.579630 + Penalty 4877.435037 = -797850.144592 nChanged 25 SP:Iteration 34Q (5452.403785 sec): 3 clusters Score: Raw -802732.954478 + Penalty 4877.435037 = -797855.519441 nChanged 26 SP:Iteration 35Q (5452.476325 sec): 3 clusters Score: Raw -802737.151070 + Penalty 4877.435037 = -797859.716033 nChanged 16 SP:Iteration 36Q (5452.564311 sec): 3 clusters Score: Raw -802739.874693 + Penalty 4877.435037 = -797862.439656 nChanged 11 SP:Iteration 37Q (5452.654909 sec): 3 clusters Score: Raw -802741.872837 + Penalty 4877.435037 = -797864.437800 nChanged 14 SP:Iteration 38Q (5452.734611 sec): 3 clusters Score: Raw -802744.879256 + Penalty 4877.435037 = -797867.444219 nChanged 21 SP:Iteration 39Q (5452.810678 sec): 3 clusters Score: Raw -802749.568241 + Penalty 4877.435037 = -797872.133204 nChanged 25 SP:Iteration 40F (5452.888760 sec): 3 clusters Score: Raw -802753.269444 + Penalty 4877.435037 = -797875.834406 nChanged 22 SP:Iteration 41Q (5452.981431 sec): 3 clusters Score: Raw -802756.849334 + Penalty 4877.435037 = -797879.414297 nChanged 16 SP:Iteration 42Q (5453.073945 sec): 3 clusters Score: Raw -802759.049646 + Penalty 4877.435037 = -797881.614609 nChanged 14 SP:Iteration 43Q (5453.259578 sec): 3 clusters Score: Raw -802761.750934 + Penalty 4877.435037 = -797884.315897 nChanged 17 SP:Iteration 44Q (5453.411352 sec): 3 clusters Score: Raw -802764.212470 + Penalty 4877.435037 = -797886.777433 nChanged 18 SP:Iteration 45Q (5453.555275 sec): 3 clusters Score: Raw -802767.304118 + Penalty 4877.435037 = -797889.869081 nChanged 12 SP:Iteration 46Q (5453.717124 sec): 3 clusters Score: Raw -802769.274021 + Penalty 4877.435037 = -797891.838984 nChanged 9 SP:Iteration 47Q (5453.879985 sec): 3 clusters Score: Raw -802771.745429 + Penalty 4877.435037 = -797894.310392 nChanged 13 SP:Iteration 48Q (5454.020294 sec): 3 clusters Score: Raw -802774.295244 + Penalty 4877.435037 = -797896.860207 nChanged 8 SP:Iteration 49Q (5454.171653 sec): 3 clusters Score: Raw -802775.877058 + Penalty 4877.435037 = -797898.442021 nChanged 10 SP:Iteration 50Q (5454.319482 sec): 3 clusters Score: Raw -802778.110977 + Penalty 4877.435037 = -797900.675940 nChanged 9 SP:Iteration 51Q (5454.416618 sec): 3 clusters Score: Raw -802779.407894 + Penalty 4877.435037 = -797901.972857 nChanged 7 SP:Iteration 52Q (5454.493043 sec): 3 clusters Score: Raw -802780.320747 + Penalty 4877.435037 = -797902.885710 nChanged 6 SP:Iteration 53Q (5454.572854 sec): 3 clusters Score: Raw -802780.831253 + Penalty 4877.435037 = -797903.396216 nChanged 8 SP:Iteration 54Q (5454.652820 sec): 3 clusters Score: Raw -802781.742931 + Penalty 4877.435037 = -797904.307894 nChanged 7 SP:Iteration 55Q (5454.733440 sec): 3 clusters Score: Raw -802782.663713 + Penalty 4877.435037 = -797905.228676 nChanged 5 SP:Iteration 56Q (5454.820611 sec): 3 clusters Score: Raw -802783.482044 + Penalty 4877.435037 = -797906.047007 nChanged 4 SP:Iteration 57Q (5454.907374 sec): 3 clusters Score: Raw -802783.949484 + Penalty 4877.435037 = -797906.514447 nChanged 2 SP:Iteration 58Q (5454.982966 sec): 3 clusters Score: Raw -802784.420979 + Penalty 4877.435037 = -797906.985942 nChanged 1 SP:Iteration 59Q (5455.063410 sec): 3 clusters Score: Raw -802784.585408 + Penalty 4877.435037 = -797907.150371 nChanged 1 SP:Iteration 60F (5455.146148 sec): 3 clusters Score: Raw -802784.645843 + Penalty 4877.435037 = -797907.210806 nChanged 0 Trying to split cluster 12 (2688 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5455.201140 sec): 2 clusters Score: Raw -202641.733230 + Penalty 2084.689913 = -200557.043316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5455.248873 sec): 3 clusters Score: Raw -201563.317237 + Penalty 4169.379826 = -197393.937410 nChanged 929 SP:Iteration 1F (5455.295748 sec): 3 clusters Score: Raw -202189.287482 + Penalty 4169.379826 = -198019.907656 nChanged 212 SP:Iteration 2F (5455.342425 sec): 3 clusters Score: Raw -202384.706027 + Penalty 4169.379826 = -198215.326201 nChanged 145 SP:Iteration 3F (5455.385073 sec): 3 clusters Score: Raw -202548.888826 + Penalty 4169.379826 = -198379.508999 nChanged 131 SP:Iteration 4Q (5455.424270 sec): 3 clusters Score: Raw -202715.189190 + Penalty 4169.379826 = -198545.809364 nChanged 121 SP:Iteration 5Q (5455.463297 sec): 3 clusters Score: Raw -202888.345489 + Penalty 4169.379826 = -198718.965663 nChanged 115 SP:Iteration 6Q (5455.502352 sec): 3 clusters Score: Raw -203054.285395 + Penalty 4169.379826 = -198884.905569 nChanged 131 SP:Iteration 7Q (5455.541235 sec): 3 clusters Score: Raw -203223.709741 + Penalty 4169.379826 = -199054.329915 nChanged 113 SP:Iteration 8Q (5455.580166 sec): 3 clusters Score: Raw -203374.073429 + Penalty 4169.379826 = -199204.693603 nChanged 98 SP:Iteration 9Q (5455.619920 sec): 3 clusters Score: Raw -203492.741857 + Penalty 4169.379826 = -199323.362031 nChanged 94 SP:Iteration 10Q (5455.659615 sec): 3 clusters Score: Raw -203593.055942 + Penalty 4169.379826 = -199423.676116 nChanged 71 SP:Iteration 11Q (5455.699410 sec): 3 clusters Score: Raw -203651.602443 + Penalty 4169.379826 = -199482.222616 nChanged 35 SP:Iteration 12Q (5455.852990 sec): 3 clusters Score: Raw -203682.212027 + Penalty 4169.379826 = -199512.832201 nChanged 28 SP:Iteration 13Q (5455.959393 sec): 3 clusters Score: Raw -203706.424301 + Penalty 4169.379826 = -199537.044474 nChanged 26 SP:Iteration 14Q (5456.089603 sec): 3 clusters Score: Raw -203730.705254 + Penalty 4169.379826 = -199561.325427 nChanged 21 SP:Iteration 15Q (5456.213776 sec): 3 clusters Score: Raw -203744.566103 + Penalty 4169.379826 = -199575.186277 nChanged 14 SP:Iteration 16Q (5456.358474 sec): 3 clusters Score: Raw -203754.723566 + Penalty 4169.379826 = -199585.343739 nChanged 11 SP:Iteration 17Q (5456.453529 sec): 3 clusters Score: Raw -203760.985793 + Penalty 4169.379826 = -199591.605967 nChanged 13 SP:Iteration 18Q (5456.579507 sec): 3 clusters Score: Raw -203769.644952 + Penalty 4169.379826 = -199600.265125 nChanged 18 SP:Iteration 19Q (5456.708830 sec): 3 clusters Score: Raw -203786.505286 + Penalty 4169.379826 = -199617.125459 nChanged 24 SP:Iteration 20F (5456.747726 sec): 3 clusters Score: Raw -203802.968304 + Penalty 4169.379826 = -199633.588478 nChanged 22 SP:Iteration 21Q (5456.786543 sec): 3 clusters Score: Raw -203823.350924 + Penalty 4169.379826 = -199653.971098 nChanged 16 SP:Iteration 22Q (5456.825451 sec): 3 clusters Score: Raw -203832.705787 + Penalty 4169.379826 = -199663.325961 nChanged 11 SP:Iteration 23Q (5456.865856 sec): 3 clusters Score: Raw -203839.077875 + Penalty 4169.379826 = -199669.698049 nChanged 12 SP:Iteration 24Q (5456.906631 sec): 3 clusters Score: Raw -203845.695324 + Penalty 4169.379826 = -199676.315497 nChanged 10 SP:Iteration 25Q (5456.947643 sec): 3 clusters Score: Raw -203851.552281 + Penalty 4169.379826 = -199682.172455 nChanged 8 SP:Iteration 26Q (5456.988577 sec): 3 clusters Score: Raw -203855.771073 + Penalty 4169.379826 = -199686.391247 nChanged 5 SP:Iteration 27Q (5457.073794 sec): 3 clusters Score: Raw -203857.774320 + Penalty 4169.379826 = -199688.394494 nChanged 4 SP:Iteration 28Q (5457.112992 sec): 3 clusters Score: Raw -203858.761836 + Penalty 4169.379826 = -199689.382009 nChanged 1 SP:Iteration 29Q (5457.152382 sec): 3 clusters Score: Raw -203859.122220 + Penalty 4169.379826 = -199689.742394 nChanged 2 SP:Iteration 30Q (5457.191973 sec): 3 clusters Score: Raw -203859.759919 + Penalty 4169.379826 = -199690.380092 nChanged 1 SP:Iteration 31Q (5457.231805 sec): 3 clusters Score: Raw -203860.050683 + Penalty 4169.379826 = -199690.670857 nChanged 0 SP:Iteration 32F (5457.272166 sec): 3 clusters Score: Raw -203860.050683 + Penalty 4169.379826 = -199690.670857 nChanged 0 Trying to split cluster 13 (6395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5457.326453 sec): 2 clusters Score: Raw -500014.904483 + Penalty 2313.503732 = -497701.400750 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5457.406962 sec): 3 clusters Score: Raw -496826.099416 + Penalty 4627.007465 = -492199.091951 nChanged 2587 SP:Iteration 1F (5457.458305 sec): 3 clusters Score: Raw -498352.274604 + Penalty 4627.007465 = -493725.267139 nChanged 521 SP:Iteration 2F (5457.509955 sec): 3 clusters Score: Raw -498706.637901 + Penalty 4627.007465 = -494079.630436 nChanged 416 SP:Iteration 3F (5457.564652 sec): 3 clusters Score: Raw -498972.022114 + Penalty 4627.007465 = -494345.014649 nChanged 322 SP:Iteration 4F (5457.628942 sec): 3 clusters Score: Raw -499170.341921 + Penalty 4627.007465 = -494543.334456 nChanged 269 SP:Iteration 5Q (5457.694417 sec): 3 clusters Score: Raw -499369.175139 + Penalty 4627.007465 = -494742.167674 nChanged 268 SP:Iteration 6Q (5457.759844 sec): 3 clusters Score: Raw -499571.373796 + Penalty 4627.007465 = -494944.366331 nChanged 277 SP:Iteration 7Q (5457.824420 sec): 3 clusters Score: Raw -499759.738120 + Penalty 4627.007465 = -495132.730655 nChanged 234 SP:Iteration 8Q (5458.004120 sec): 3 clusters Score: Raw -499899.384384 + Penalty 4627.007465 = -495272.376919 nChanged 178 SP:Iteration 9Q (5458.143406 sec): 3 clusters Score: Raw -500007.894194 + Penalty 4627.007465 = -495380.886729 nChanged 164 SP:Iteration 10Q (5458.302814 sec): 3 clusters Score: Raw -500104.297956 + Penalty 4627.007465 = -495477.290491 nChanged 146 SP:Iteration 11Q (5458.436855 sec): 3 clusters Score: Raw -500181.563680 + Penalty 4627.007465 = -495554.556215 nChanged 123 SP:Iteration 12Q (5458.496864 sec): 3 clusters Score: Raw -500240.407605 + Penalty 4627.007465 = -495613.400140 nChanged 93 SP:Iteration 13Q (5458.555496 sec): 3 clusters Score: Raw -500286.493699 + Penalty 4627.007465 = -495659.486234 nChanged 101 SP:Iteration 14Q (5458.616208 sec): 3 clusters Score: Raw -500334.449268 + Penalty 4627.007465 = -495707.441803 nChanged 93 SP:Iteration 15Q (5458.675322 sec): 3 clusters Score: Raw -500372.621562 + Penalty 4627.007465 = -495745.614097 nChanged 76 SP:Iteration 16Q (5458.735428 sec): 3 clusters Score: Raw -500401.588248 + Penalty 4627.007465 = -495774.580783 nChanged 65 SP:Iteration 17Q (5458.798577 sec): 3 clusters Score: Raw -500433.239767 + Penalty 4627.007465 = -495806.232302 nChanged 73 SP:Iteration 18Q (5458.863446 sec): 3 clusters Score: Raw -500466.903689 + Penalty 4627.007465 = -495839.896224 nChanged 69 SP:Iteration 19Q (5458.928085 sec): 3 clusters Score: Raw -500497.134937 + Penalty 4627.007465 = -495870.127472 nChanged 64 SP:Iteration 20F (5458.991560 sec): 3 clusters Score: Raw -500518.811693 + Penalty 4627.007465 = -495891.804228 nChanged 64 SP:Iteration 21Q (5459.050058 sec): 3 clusters Score: Raw -500545.365560 + Penalty 4627.007465 = -495918.358095 nChanged 59 SP:Iteration 22Q (5459.108895 sec): 3 clusters Score: Raw -500571.982133 + Penalty 4627.007465 = -495944.974668 nChanged 52 SP:Iteration 23Q (5459.174612 sec): 3 clusters Score: Raw -500588.439876 + Penalty 4627.007465 = -495961.432411 nChanged 36 SP:Iteration 24Q (5459.239502 sec): 3 clusters Score: Raw -500599.302524 + Penalty 4627.007465 = -495972.295059 nChanged 33 SP:Iteration 25Q (5459.301962 sec): 3 clusters Score: Raw -500609.995949 + Penalty 4627.007465 = -495982.988484 nChanged 25 SP:Iteration 26Q (5459.359956 sec): 3 clusters Score: Raw -500615.741421 + Penalty 4627.007465 = -495988.733956 nChanged 15 SP:Iteration 27Q (5459.419867 sec): 3 clusters Score: Raw -500620.111483 + Penalty 4627.007465 = -495993.104018 nChanged 22 SP:Iteration 28Q (5459.485947 sec): 3 clusters Score: Raw -500625.940860 + Penalty 4627.007465 = -495998.933395 nChanged 28 SP:Iteration 29Q (5459.551853 sec): 3 clusters Score: Raw -500632.748101 + Penalty 4627.007465 = -496005.740636 nChanged 29 SP:Iteration 30Q (5459.612578 sec): 3 clusters Score: Raw -500640.793452 + Penalty 4627.007465 = -496013.785987 nChanged 24 SP:Iteration 31Q (5459.670069 sec): 3 clusters Score: Raw -500647.293522 + Penalty 4627.007465 = -496020.286057 nChanged 12 SP:Iteration 32Q (5459.727481 sec): 3 clusters Score: Raw -500650.543611 + Penalty 4627.007465 = -496023.536146 nChanged 16 SP:Iteration 33Q (5459.784791 sec): 3 clusters Score: Raw -500655.602824 + Penalty 4627.007465 = -496028.595359 nChanged 19 SP:Iteration 34Q (5459.844396 sec): 3 clusters Score: Raw -500661.933591 + Penalty 4627.007465 = -496034.926126 nChanged 21 SP:Iteration 35Q (5459.910692 sec): 3 clusters Score: Raw -500667.517826 + Penalty 4627.007465 = -496040.510361 nChanged 15 SP:Iteration 36Q (5459.976878 sec): 3 clusters Score: Raw -500670.951297 + Penalty 4627.007465 = -496043.943832 nChanged 15 SP:Iteration 37Q (5460.041119 sec): 3 clusters Score: Raw -500674.600289 + Penalty 4627.007465 = -496047.592824 nChanged 13 SP:Iteration 38Q (5460.097897 sec): 3 clusters Score: Raw -500677.623590 + Penalty 4627.007465 = -496050.616125 nChanged 15 SP:Iteration 39Q (5460.155467 sec): 3 clusters Score: Raw -500681.879173 + Penalty 4627.007465 = -496054.871708 nChanged 18 SP:Iteration 40F (5460.296792 sec): 3 clusters Score: Raw -500686.365391 + Penalty 4627.007465 = -496059.357926 nChanged 15 SP:Iteration 41Q (5460.453157 sec): 3 clusters Score: Raw -500690.052181 + Penalty 4627.007465 = -496063.044716 nChanged 11 SP:Iteration 42Q (5460.625697 sec): 3 clusters Score: Raw -500692.682428 + Penalty 4627.007465 = -496065.674963 nChanged 11 SP:Iteration 43Q (5460.769536 sec): 3 clusters Score: Raw -500695.143448 + Penalty 4627.007465 = -496068.135983 nChanged 8 SP:Iteration 44Q (5460.928221 sec): 3 clusters Score: Raw -500696.436699 + Penalty 4627.007465 = -496069.429234 nChanged 4 SP:Iteration 45Q (5461.055617 sec): 3 clusters Score: Raw -500696.951455 + Penalty 4627.007465 = -496069.943990 nChanged 4 SP:Iteration 46Q (5461.114708 sec): 3 clusters Score: Raw -500697.537791 + Penalty 4627.007465 = -496070.530326 nChanged 3 SP:Iteration 47Q (5461.166512 sec): 3 clusters Score: Raw -500698.160688 + Penalty 4627.007465 = -496071.153223 nChanged 3 SP:Iteration 48Q (5461.217792 sec): 3 clusters Score: Raw -500698.750660 + Penalty 4627.007465 = -496071.743195 nChanged 5 SP:Iteration 49Q (5461.269276 sec): 3 clusters Score: Raw -500699.514404 + Penalty 4627.007465 = -496072.506939 nChanged 1 SP:Iteration 50Q (5461.326192 sec): 3 clusters Score: Raw -500699.892162 + Penalty 4627.007465 = -496072.884697 nChanged 1 SP:Iteration 51Q (5461.396015 sec): 3 clusters Score: Raw -500699.992967 + Penalty 4627.007465 = -496072.985502 nChanged 2 SP:Iteration 52Q (5461.466334 sec): 3 clusters Score: Raw -500700.355753 + Penalty 4627.007465 = -496073.348288 nChanged 3 SP:Iteration 53Q (5461.532081 sec): 3 clusters Score: Raw -500700.831826 + Penalty 4627.007465 = -496073.824361 nChanged 2 SP:Iteration 54Q (5461.586843 sec): 3 clusters Score: Raw -500701.061387 + Penalty 4627.007465 = -496074.053922 nChanged 0 SP:Iteration 55F (5461.641441 sec): 3 clusters Score: Raw -500701.061387 + Penalty 4627.007465 = -496074.053922 nChanged 0 Time taken for this iteration:566.662266 seconds. 9->14 Clusters: Score -11780525.827544, best is -11780071.406710 THE BEST YET! Starting from 10 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 10 initial classes randomly. Deleting Class 3 (9893 points): Lose 1389.520912 but Gain 3139.156752 Iteration 0F (5463.630463 sec): 9 clusters Score: Raw -11167758.250042 + Penalty 25113.254015 = -11142644.996027 nChanged 126684 Iteration 1F (5465.382693 sec): 9 clusters Score: Raw -11474160.455052 + Penalty 25113.254015 = -11449047.201037 nChanged 56292 Iteration 2F (5467.103266 sec): 9 clusters Score: Raw -11625645.292851 + Penalty 25113.254015 = -11600532.038836 nChanged 36454 Iteration 3F (5468.747482 sec): 9 clusters Score: Raw -11687712.375670 + Penalty 25113.254015 = -11662599.121655 nChanged 23718 Iteration 4F (5470.330496 sec): 9 clusters Score: Raw -11722103.887447 + Penalty 25113.254015 = -11696990.633432 nChanged 16436 Iteration 5F (5471.862484 sec): 9 clusters Score: Raw -11742455.799692 + Penalty 25113.254015 = -11717342.545677 nChanged 11419 Iteration 6F (5473.426053 sec): 9 clusters Score: Raw -11754032.986592 + Penalty 25113.254015 = -11728919.732577 nChanged 8534 Iteration 7F (5475.000207 sec): 9 clusters Score: Raw -11760357.297000 + Penalty 25113.254015 = -11735244.042985 nChanged 6083 Iteration 8Q (5476.208633 sec): 9 clusters Score: Raw -11763587.892290 + Penalty 25113.254015 = -11738474.638275 nChanged 4453 Iteration 9Q (5477.432987 sec): 9 clusters Score: Raw -11765546.968554 + Penalty 25113.254015 = -11740433.714539 nChanged 3546 Iteration 10Q (5478.653323 sec): 9 clusters Score: Raw -11766968.826097 + Penalty 25113.254015 = -11741855.572082 nChanged 2993 Iteration 11Q (5479.860433 sec): 9 clusters Score: Raw -11768157.423416 + Penalty 25113.254015 = -11743044.169401 nChanged 2753 Iteration 12Q (5481.091085 sec): 9 clusters Score: Raw -11769335.773390 + Penalty 25113.254015 = -11744222.519375 nChanged 2636 Iteration 13Q (5482.420830 sec): 9 clusters Score: Raw -11770465.877970 + Penalty 25113.254015 = -11745352.623955 nChanged 2570 Iteration 14Q (5483.735303 sec): 9 clusters Score: Raw -11771653.923674 + Penalty 25113.254015 = -11746540.669659 nChanged 2571 Iteration 15Q (5484.975203 sec): 9 clusters Score: Raw -11772829.820135 + Penalty 25113.254015 = -11747716.566120 nChanged 2493 Iteration 16Q (5486.253941 sec): 9 clusters Score: Raw -11774035.395375 + Penalty 25113.254015 = -11748922.141360 nChanged 2338 Iteration 17Q (5487.450874 sec): 9 clusters Score: Raw -11775120.725848 + Penalty 25113.254015 = -11750007.471833 nChanged 2199 Iteration 18Q (5488.566570 sec): 9 clusters Score: Raw -11776101.882490 + Penalty 25113.254015 = -11750988.628475 nChanged 2066 Iteration 19Q (5489.737310 sec): 9 clusters Score: Raw -11776997.248002 + Penalty 25113.254015 = -11751883.993987 nChanged 1874 Writing temp clu file Because OldScore, -11750988.628475, is greater than current (better) Score,-11751883.993987 Compute initial score before splitting: Score: Raw -11776997.248002 + Penalty 25113.254015 = -11751883.993987 Trying to split cluster 1 (17593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5489.953049 sec): 2 clusters Score: Raw -1437779.392287 + Penalty 2580.667683 = -1435198.724604 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5490.138126 sec): 3 clusters Score: Raw -1427809.298276 + Penalty 5161.335366 = -1422647.962910 nChanged 7631 SP:Iteration 1F (5490.312415 sec): 3 clusters Score: Raw -1432144.523029 + Penalty 5161.335366 = -1426983.187663 nChanged 1265 SP:Iteration 2F (5490.420729 sec): 3 clusters Score: Raw -1432899.061217 + Penalty 5161.335366 = -1427737.725852 nChanged 1274 SP:Iteration 3F (5490.557049 sec): 3 clusters Score: Raw -1433861.586030 + Penalty 5161.335366 = -1428700.250664 nChanged 1349 SP:Iteration 4F (5490.648387 sec): 3 clusters Score: Raw -1434996.477663 + Penalty 5161.335366 = -1429835.142297 nChanged 1298 SP:Iteration 5F (5490.745251 sec): 3 clusters Score: Raw -1436035.654187 + Penalty 5161.335366 = -1430874.318822 nChanged 1113 SP:Iteration 6F (5490.850629 sec): 3 clusters Score: Raw -1436794.119436 + Penalty 5161.335366 = -1431632.784071 nChanged 849 SP:Iteration 7Q (5490.962588 sec): 3 clusters Score: Raw -1437320.433961 + Penalty 5161.335366 = -1432159.098595 nChanged 657 SP:Iteration 8Q (5491.071915 sec): 3 clusters Score: Raw -1437809.330660 + Penalty 5161.335366 = -1432647.995294 nChanged 594 SP:Iteration 9Q (5491.211918 sec): 3 clusters Score: Raw -1438323.124360 + Penalty 5161.335366 = -1433161.788994 nChanged 553 SP:Iteration 10Q (5491.312039 sec): 3 clusters Score: Raw -1438726.528926 + Penalty 5161.335366 = -1433565.193561 nChanged 464 SP:Iteration 11Q (5491.407871 sec): 3 clusters Score: Raw -1438996.962847 + Penalty 5161.335366 = -1433835.627481 nChanged 362 SP:Iteration 12Q (5491.506427 sec): 3 clusters Score: Raw -1439168.099034 + Penalty 5161.335366 = -1434006.763668 nChanged 282 SP:Iteration 13Q (5491.620735 sec): 3 clusters Score: Raw -1439268.796639 + Penalty 5161.335366 = -1434107.461273 nChanged 217 SP:Iteration 14Q (5491.724398 sec): 3 clusters Score: Raw -1439321.997512 + Penalty 5161.335366 = -1434160.662146 nChanged 154 SP:Iteration 15Q (5491.822737 sec): 3 clusters Score: Raw -1439355.992192 + Penalty 5161.335366 = -1434194.656826 nChanged 123 SP:Iteration 16Q (5491.921155 sec): 3 clusters Score: Raw -1439381.657463 + Penalty 5161.335366 = -1434220.322097 nChanged 129 SP:Iteration 17Q (5492.023372 sec): 3 clusters Score: Raw -1439403.102127 + Penalty 5161.335366 = -1434241.766761 nChanged 92 SP:Iteration 18Q (5492.137724 sec): 3 clusters Score: Raw -1439418.680904 + Penalty 5161.335366 = -1434257.345538 nChanged 75 SP:Iteration 19Q (5492.242319 sec): 3 clusters Score: Raw -1439431.310860 + Penalty 5161.335366 = -1434269.975494 nChanged 82 SP:Iteration 20F (5492.466861 sec): 3 clusters Score: Raw -1439445.685425 + Penalty 5161.335366 = -1434284.350059 nChanged 79 SP:Iteration 21Q (5492.610420 sec): 3 clusters Score: Raw -1439458.646771 + Penalty 5161.335366 = -1434297.311405 nChanged 76 SP:Iteration 22Q (5492.727689 sec): 3 clusters Score: Raw -1439470.202192 + Penalty 5161.335366 = -1434308.866826 nChanged 63 SP:Iteration 23Q (5492.899704 sec): 3 clusters Score: Raw -1439478.946891 + Penalty 5161.335366 = -1434317.611525 nChanged 60 SP:Iteration 24Q (5493.049335 sec): 3 clusters Score: Raw -1439488.072526 + Penalty 5161.335366 = -1434326.737160 nChanged 56 SP:Iteration 25Q (5493.178789 sec): 3 clusters Score: Raw -1439497.127507 + Penalty 5161.335366 = -1434335.792142 nChanged 64 SP:Iteration 26Q (5493.285068 sec): 3 clusters Score: Raw -1439506.606893 + Penalty 5161.335366 = -1434345.271527 nChanged 50 SP:Iteration 27Q (5493.393501 sec): 3 clusters Score: Raw -1439513.211983 + Penalty 5161.335366 = -1434351.876617 nChanged 56 SP:Iteration 28Q (5493.517175 sec): 3 clusters Score: Raw -1439520.268169 + Penalty 5161.335366 = -1434358.932803 nChanged 49 SP:Iteration 29Q (5493.606559 sec): 3 clusters Score: Raw -1439526.491188 + Penalty 5161.335366 = -1434365.155822 nChanged 41 SP:Iteration 30Q (5493.702112 sec): 3 clusters Score: Raw -1439531.410681 + Penalty 5161.335366 = -1434370.075315 nChanged 43 SP:Iteration 31Q (5493.806260 sec): 3 clusters Score: Raw -1439537.324808 + Penalty 5161.335366 = -1434375.989442 nChanged 49 SP:Iteration 32Q (5493.918947 sec): 3 clusters Score: Raw -1439544.484005 + Penalty 5161.335366 = -1434383.148639 nChanged 52 SP:Iteration 33Q (5494.022253 sec): 3 clusters Score: Raw -1439551.637761 + Penalty 5161.335366 = -1434390.302395 nChanged 48 SP:Iteration 34Q (5494.119882 sec): 3 clusters Score: Raw -1439558.375980 + Penalty 5161.335366 = -1434397.040614 nChanged 48 SP:Iteration 35Q (5494.217247 sec): 3 clusters Score: Raw -1439564.456571 + Penalty 5161.335366 = -1434403.121205 nChanged 34 SP:Iteration 36Q (5494.316995 sec): 3 clusters Score: Raw -1439569.018283 + Penalty 5161.335366 = -1434407.682917 nChanged 31 SP:Iteration 37Q (5494.430812 sec): 3 clusters Score: Raw -1439573.351127 + Penalty 5161.335366 = -1434412.015761 nChanged 41 SP:Iteration 38Q (5494.534210 sec): 3 clusters Score: Raw -1439579.322784 + Penalty 5161.335366 = -1434417.987419 nChanged 59 SP:Iteration 39Q (5494.631929 sec): 3 clusters Score: Raw -1439587.123260 + Penalty 5161.335366 = -1434425.787894 nChanged 59 SP:Iteration 40F (5494.726112 sec): 3 clusters Score: Raw -1439595.021139 + Penalty 5161.335366 = -1434433.685773 nChanged 53 SP:Iteration 41Q (5494.820724 sec): 3 clusters Score: Raw -1439601.911523 + Penalty 5161.335366 = -1434440.576157 nChanged 32 SP:Iteration 42Q (5494.935163 sec): 3 clusters Score: Raw -1439605.838474 + Penalty 5161.335366 = -1434444.503108 nChanged 32 SP:Iteration 43Q (5495.037061 sec): 3 clusters Score: Raw -1439610.199960 + Penalty 5161.335366 = -1434448.864594 nChanged 34 SP:Iteration 44Q (5495.141698 sec): 3 clusters Score: Raw -1439614.152863 + Penalty 5161.335366 = -1434452.817497 nChanged 29 SP:Iteration 45Q (5495.282608 sec): 3 clusters Score: Raw -1439617.228163 + Penalty 5161.335366 = -1434455.892798 nChanged 35 SP:Iteration 46Q (5495.381694 sec): 3 clusters Score: Raw -1439621.472367 + Penalty 5161.335366 = -1434460.137001 nChanged 36 SP:Iteration 47Q (5495.460662 sec): 3 clusters Score: Raw -1439626.024896 + Penalty 5161.335366 = -1434464.689530 nChanged 37 SP:Iteration 48Q (5495.572856 sec): 3 clusters Score: Raw -1439630.053697 + Penalty 5161.335366 = -1434468.718332 nChanged 34 SP:Iteration 49Q (5495.677337 sec): 3 clusters Score: Raw -1439634.125785 + Penalty 5161.335366 = -1434472.790419 nChanged 30 SP:Iteration 50Q (5495.776277 sec): 3 clusters Score: Raw -1439637.840226 + Penalty 5161.335366 = -1434476.504860 nChanged 34 SP:Iteration 51Q (5495.963339 sec): 3 clusters Score: Raw -1439641.093010 + Penalty 5161.335366 = -1434479.757644 nChanged 24 SP:Iteration 52Q (5496.163674 sec): 3 clusters Score: Raw -1439644.222012 + Penalty 5161.335366 = -1434482.886646 nChanged 27 SP:Iteration 53Q (5496.369411 sec): 3 clusters Score: Raw -1439647.498462 + Penalty 5161.335366 = -1434486.163096 nChanged 26 SP:Iteration 54Q (5496.451208 sec): 3 clusters Score: Raw -1439650.434898 + Penalty 5161.335366 = -1434489.099533 nChanged 31 SP:Iteration 55Q (5496.564538 sec): 3 clusters Score: Raw -1439653.810401 + Penalty 5161.335366 = -1434492.475035 nChanged 34 SP:Iteration 56Q (5496.695040 sec): 3 clusters Score: Raw -1439658.432521 + Penalty 5161.335366 = -1434497.097155 nChanged 36 SP:Iteration 57Q (5496.810608 sec): 3 clusters Score: Raw -1439662.827428 + Penalty 5161.335366 = -1434501.492062 nChanged 31 SP:Iteration 58Q (5496.925519 sec): 3 clusters Score: Raw -1439667.775358 + Penalty 5161.335366 = -1434506.439992 nChanged 30 SP:Iteration 59Q (5497.045597 sec): 3 clusters Score: Raw -1439671.209470 + Penalty 5161.335366 = -1434509.874104 nChanged 31 SP:Iteration 60F (5497.162351 sec): 3 clusters Score: Raw -1439674.670656 + Penalty 5161.335366 = -1434513.335291 nChanged 32 SP:Iteration 61Q (5497.279288 sec): 3 clusters Score: Raw -1439679.060286 + Penalty 5161.335366 = -1434517.724921 nChanged 39 SP:Iteration 62Q (5497.398331 sec): 3 clusters Score: Raw -1439684.883659 + Penalty 5161.335366 = -1434523.548293 nChanged 44 SP:Iteration 63Q (5497.516390 sec): 3 clusters Score: Raw -1439690.545324 + Penalty 5161.335366 = -1434529.209958 nChanged 34 SP:Iteration 64Q (5497.640328 sec): 3 clusters Score: Raw -1439694.250585 + Penalty 5161.335366 = -1434532.915219 nChanged 28 SP:Iteration 65Q (5497.760404 sec): 3 clusters Score: Raw -1439697.934188 + Penalty 5161.335366 = -1434536.598823 nChanged 23 SP:Iteration 66Q (5497.880733 sec): 3 clusters Score: Raw -1439700.988359 + Penalty 5161.335366 = -1434539.652993 nChanged 23 SP:Iteration 67Q (5497.995189 sec): 3 clusters Score: Raw -1439703.762807 + Penalty 5161.335366 = -1434542.427441 nChanged 19 SP:Iteration 68Q (5498.111910 sec): 3 clusters Score: Raw -1439705.818284 + Penalty 5161.335366 = -1434544.482918 nChanged 20 SP:Iteration 69Q (5498.221523 sec): 3 clusters Score: Raw -1439708.076010 + Penalty 5161.335366 = -1434546.740644 nChanged 20 SP:Iteration 70Q (5498.332145 sec): 3 clusters Score: Raw -1439711.135952 + Penalty 5161.335366 = -1434549.800586 nChanged 25 SP:Iteration 71Q (5498.444177 sec): 3 clusters Score: Raw -1439714.757848 + Penalty 5161.335366 = -1434553.422482 nChanged 35 SP:Iteration 72Q (5498.549535 sec): 3 clusters Score: Raw -1439718.747156 + Penalty 5161.335366 = -1434557.411790 nChanged 27 SP:Iteration 73Q (5498.668071 sec): 3 clusters Score: Raw -1439722.357623 + Penalty 5161.335366 = -1434561.022257 nChanged 33 SP:Iteration 74Q (5498.761985 sec): 3 clusters Score: Raw -1439727.562553 + Penalty 5161.335366 = -1434566.227187 nChanged 37 SP:Iteration 75Q (5498.860135 sec): 3 clusters Score: Raw -1439732.733343 + Penalty 5161.335366 = -1434571.397977 nChanged 46 SP:Iteration 76Q (5498.965051 sec): 3 clusters Score: Raw -1439738.739366 + Penalty 5161.335366 = -1434577.404000 nChanged 50 SP:Iteration 77Q (5499.080593 sec): 3 clusters Score: Raw -1439746.590984 + Penalty 5161.335366 = -1434585.255618 nChanged 58 SP:Iteration 78Q (5499.251086 sec): 3 clusters Score: Raw -1439755.390813 + Penalty 5161.335366 = -1434594.055447 nChanged 52 SP:Iteration 79Q (5499.363464 sec): 3 clusters Score: Raw -1439762.401098 + Penalty 5161.335366 = -1434601.065732 nChanged 52 SP:Iteration 80F (5499.525780 sec): 3 clusters Score: Raw -1439769.911419 + Penalty 5161.335366 = -1434608.576053 nChanged 59 SP:Iteration 81Q (5499.624624 sec): 3 clusters Score: Raw -1439778.417146 + Penalty 5161.335366 = -1434617.081780 nChanged 63 SP:Iteration 82Q (5499.780366 sec): 3 clusters Score: Raw -1439788.648978 + Penalty 5161.335366 = -1434627.313613 nChanged 55 SP:Iteration 83Q (5499.998046 sec): 3 clusters Score: Raw -1439797.668941 + Penalty 5161.335366 = -1434636.333575 nChanged 64 SP:Iteration 84Q (5500.171073 sec): 3 clusters Score: Raw -1439808.724303 + Penalty 5161.335366 = -1434647.388937 nChanged 63 SP:Iteration 85Q (5500.265972 sec): 3 clusters Score: Raw -1439818.955987 + Penalty 5161.335366 = -1434657.620622 nChanged 66 SP:Iteration 86Q (5500.344469 sec): 3 clusters Score: Raw -1439830.383406 + Penalty 5161.335366 = -1434669.048040 nChanged 66 SP:Iteration 87Q (5500.458274 sec): 3 clusters Score: Raw -1439841.128320 + Penalty 5161.335366 = -1434679.792954 nChanged 66 SP:Iteration 88Q (5500.559113 sec): 3 clusters Score: Raw -1439851.299695 + Penalty 5161.335366 = -1434689.964330 nChanged 70 SP:Iteration 89Q (5500.719719 sec): 3 clusters Score: Raw -1439863.460662 + Penalty 5161.335366 = -1434702.125296 nChanged 74 SP:Iteration 90Q (5500.867590 sec): 3 clusters Score: Raw -1439876.350449 + Penalty 5161.335366 = -1434715.015083 nChanged 69 SP:Iteration 91Q (5500.989315 sec): 3 clusters Score: Raw -1439889.927632 + Penalty 5161.335366 = -1434728.592266 nChanged 75 SP:Iteration 92Q (5501.093436 sec): 3 clusters Score: Raw -1439908.368224 + Penalty 5161.335366 = -1434747.032858 nChanged 94 SP:Iteration 93Q (5501.204193 sec): 3 clusters Score: Raw -1439929.513607 + Penalty 5161.335366 = -1434768.178242 nChanged 83 SP:Iteration 94Q (5501.293818 sec): 3 clusters Score: Raw -1439945.815069 + Penalty 5161.335366 = -1434784.479703 nChanged 80 SP:Iteration 95Q (5501.393861 sec): 3 clusters Score: Raw -1439962.498651 + Penalty 5161.335366 = -1434801.163285 nChanged 94 SP:Iteration 96Q (5501.510254 sec): 3 clusters Score: Raw -1439978.988481 + Penalty 5161.335366 = -1434817.653115 nChanged 78 SP:Iteration 97Q (5501.609091 sec): 3 clusters Score: Raw -1439992.215584 + Penalty 5161.335366 = -1434830.880218 nChanged 70 SP:Iteration 98Q (5501.727508 sec): 3 clusters Score: Raw -1440005.059364 + Penalty 5161.335366 = -1434843.723998 nChanged 62 SP:Iteration 99Q (5501.816140 sec): 3 clusters Score: Raw -1440014.378265 + Penalty 5161.335366 = -1434853.042899 nChanged 70 SP:Iteration 100F (5501.910237 sec): 3 clusters Score: Raw -1440026.596194 + Penalty 5161.335366 = -1434865.260829 nChanged 65 SP:Iteration 101Q (5502.008618 sec): 3 clusters Score: Raw -1440036.957960 + Penalty 5161.335366 = -1434875.622594 nChanged 54 SP:Iteration 102Q (5502.117507 sec): 3 clusters Score: Raw -1440044.281767 + Penalty 5161.335366 = -1434882.946401 nChanged 43 SP:Iteration 103Q (5502.220763 sec): 3 clusters Score: Raw -1440050.722313 + Penalty 5161.335366 = -1434889.386947 nChanged 45 SP:Iteration 104Q (5502.315912 sec): 3 clusters Score: Raw -1440056.808158 + Penalty 5161.335366 = -1434895.472793 nChanged 31 SP:Iteration 105Q (5502.413908 sec): 3 clusters Score: Raw -1440061.642225 + Penalty 5161.335366 = -1434900.306859 nChanged 31 SP:Iteration 106Q (5502.524824 sec): 3 clusters Score: Raw -1440066.591474 + Penalty 5161.335366 = -1434905.256108 nChanged 38 SP:Iteration 107Q (5502.619571 sec): 3 clusters Score: Raw -1440072.788763 + Penalty 5161.335366 = -1434911.453398 nChanged 33 SP:Iteration 108Q (5502.733219 sec): 3 clusters Score: Raw -1440077.792385 + Penalty 5161.335366 = -1434916.457019 nChanged 27 SP:Iteration 109Q (5502.825841 sec): 3 clusters Score: Raw -1440081.877206 + Penalty 5161.335366 = -1434920.541840 nChanged 35 SP:Iteration 110Q (5502.917026 sec): 3 clusters Score: Raw -1440087.269272 + Penalty 5161.335366 = -1434925.933907 nChanged 34 SP:Iteration 111Q (5503.025645 sec): 3 clusters Score: Raw -1440092.261641 + Penalty 5161.335366 = -1434930.926275 nChanged 29 SP:Iteration 112Q (5503.126348 sec): 3 clusters Score: Raw -1440096.816464 + Penalty 5161.335366 = -1434935.481098 nChanged 28 SP:Iteration 113Q (5503.342539 sec): 3 clusters Score: Raw -1440100.873519 + Penalty 5161.335366 = -1434939.538153 nChanged 28 SP:Iteration 114Q (5503.503142 sec): 3 clusters Score: Raw -1440104.627492 + Penalty 5161.335366 = -1434943.292126 nChanged 28 SP:Iteration 115Q (5503.714300 sec): 3 clusters Score: Raw -1440108.279130 + Penalty 5161.335366 = -1434946.943765 nChanged 24 SP:Iteration 116Q (5503.789439 sec): 3 clusters Score: Raw -1440111.617048 + Penalty 5161.335366 = -1434950.281682 nChanged 22 SP:Iteration 117Q (5503.928346 sec): 3 clusters Score: Raw -1440115.068441 + Penalty 5161.335366 = -1434953.733076 nChanged 21 SP:Iteration 118Q (5504.010555 sec): 3 clusters Score: Raw -1440117.640711 + Penalty 5161.335366 = -1434956.305346 nChanged 23 SP:Iteration 119Q (5504.103678 sec): 3 clusters Score: Raw -1440120.744355 + Penalty 5161.335366 = -1434959.408989 nChanged 18 SP:Iteration 120F (5504.220169 sec): 3 clusters Score: Raw -1440122.928955 + Penalty 5161.335366 = -1434961.593589 nChanged 16 SP:Iteration 121Q (5504.315217 sec): 3 clusters Score: Raw -1440124.690614 + Penalty 5161.335366 = -1434963.355248 nChanged 17 SP:Iteration 122Q (5504.428241 sec): 3 clusters Score: Raw -1440127.050552 + Penalty 5161.335366 = -1434965.715186 nChanged 23 SP:Iteration 123Q (5504.518287 sec): 3 clusters Score: Raw -1440130.484795 + Penalty 5161.335366 = -1434969.149430 nChanged 25 SP:Iteration 124Q (5504.614985 sec): 3 clusters Score: Raw -1440133.892482 + Penalty 5161.335366 = -1434972.557116 nChanged 23 SP:Iteration 125Q (5504.727895 sec): 3 clusters Score: Raw -1440136.827788 + Penalty 5161.335366 = -1434975.492423 nChanged 20 SP:Iteration 126Q (5504.821532 sec): 3 clusters Score: Raw -1440139.855761 + Penalty 5161.335366 = -1434978.520395 nChanged 19 SP:Iteration 127Q (5504.936711 sec): 3 clusters Score: Raw -1440142.215205 + Penalty 5161.335366 = -1434980.879839 nChanged 19 SP:Iteration 128Q (5505.027415 sec): 3 clusters Score: Raw -1440145.061832 + Penalty 5161.335366 = -1434983.726467 nChanged 23 SP:Iteration 129Q (5505.120033 sec): 3 clusters Score: Raw -1440148.164478 + Penalty 5161.335366 = -1434986.829112 nChanged 24 SP:Iteration 130Q (5505.228047 sec): 3 clusters Score: Raw -1440151.308269 + Penalty 5161.335366 = -1434989.972903 nChanged 29 SP:Iteration 131Q (5505.327768 sec): 3 clusters Score: Raw -1440154.679926 + Penalty 5161.335366 = -1434993.344560 nChanged 24 SP:Iteration 132Q (5505.420087 sec): 3 clusters Score: Raw -1440157.910638 + Penalty 5161.335366 = -1434996.575272 nChanged 28 SP:Iteration 133Q (5505.514352 sec): 3 clusters Score: Raw -1440161.641798 + Penalty 5161.335366 = -1435000.306432 nChanged 19 SP:Iteration 134Q (5505.611102 sec): 3 clusters Score: Raw -1440165.046476 + Penalty 5161.335366 = -1435003.711110 nChanged 19 SP:Iteration 135Q (5505.719030 sec): 3 clusters Score: Raw -1440167.984312 + Penalty 5161.335366 = -1435006.648946 nChanged 11 SP:Iteration 136Q (5505.820305 sec): 3 clusters Score: Raw -1440169.310991 + Penalty 5161.335366 = -1435007.975625 nChanged 13 SP:Iteration 137Q (5505.914715 sec): 3 clusters Score: Raw -1440171.357780 + Penalty 5161.335366 = -1435010.022414 nChanged 18 SP:Iteration 138Q (5506.007772 sec): 3 clusters Score: Raw -1440174.026055 + Penalty 5161.335366 = -1435012.690689 nChanged 17 SP:Iteration 139Q (5506.141557 sec): 3 clusters Score: Raw -1440176.054894 + Penalty 5161.335366 = -1435014.719528 nChanged 13 SP:Iteration 140F (5506.253749 sec): 3 clusters Score: Raw -1440177.620783 + Penalty 5161.335366 = -1435016.285417 nChanged 14 SP:Iteration 141Q (5506.386596 sec): 3 clusters Score: Raw -1440179.283728 + Penalty 5161.335366 = -1435017.948362 nChanged 14 SP:Iteration 142Q (5506.505287 sec): 3 clusters Score: Raw -1440180.780745 + Penalty 5161.335366 = -1435019.445379 nChanged 13 SP:Iteration 143Q (5506.602661 sec): 3 clusters Score: Raw -1440182.458671 + Penalty 5161.335366 = -1435021.123306 nChanged 9 SP:Iteration 144Q (5506.806779 sec): 3 clusters Score: Raw -1440183.561893 + Penalty 5161.335366 = -1435022.226528 nChanged 9 SP:Iteration 145Q (5506.982000 sec): 3 clusters Score: Raw -1440184.476909 + Penalty 5161.335366 = -1435023.141543 nChanged 9 SP:Iteration 146Q (5507.149685 sec): 3 clusters Score: Raw -1440185.352611 + Penalty 5161.335366 = -1435024.017245 nChanged 8 SP:Iteration 147Q (5507.313552 sec): 3 clusters Score: Raw -1440186.450746 + Penalty 5161.335366 = -1435025.115381 nChanged 11 SP:Iteration 148Q (5507.399545 sec): 3 clusters Score: Raw -1440187.777923 + Penalty 5161.335366 = -1435026.442557 nChanged 6 SP:Iteration 149Q (5507.491567 sec): 3 clusters Score: Raw -1440189.111140 + Penalty 5161.335366 = -1435027.775774 nChanged 7 SP:Iteration 150Q (5507.701409 sec): 3 clusters Score: Raw -1440190.150129 + Penalty 5161.335366 = -1435028.814764 nChanged 11 SP:Iteration 151Q (5507.782588 sec): 3 clusters Score: Raw -1440191.989760 + Penalty 5161.335366 = -1435030.654394 nChanged 14 SP:Iteration 152Q (5507.870377 sec): 3 clusters Score: Raw -1440194.182751 + Penalty 5161.335366 = -1435032.847385 nChanged 15 SP:Iteration 153Q (5507.948795 sec): 3 clusters Score: Raw -1440196.345580 + Penalty 5161.335366 = -1435035.010214 nChanged 18 SP:Iteration 154Q (5508.057779 sec): 3 clusters Score: Raw -1440199.331101 + Penalty 5161.335366 = -1435037.995735 nChanged 19 SP:Iteration 155Q (5508.157341 sec): 3 clusters Score: Raw -1440202.286412 + Penalty 5161.335366 = -1435040.951046 nChanged 21 SP:Iteration 156Q (5508.252743 sec): 3 clusters Score: Raw -1440206.059420 + Penalty 5161.335366 = -1435044.724054 nChanged 25 SP:Iteration 157Q (5508.356818 sec): 3 clusters Score: Raw -1440209.851088 + Penalty 5161.335366 = -1435048.515722 nChanged 13 SP:Iteration 158Q (5508.476808 sec): 3 clusters Score: Raw -1440211.570301 + Penalty 5161.335366 = -1435050.234935 nChanged 11 SP:Iteration 159Q (5508.584281 sec): 3 clusters Score: Raw -1440212.876508 + Penalty 5161.335366 = -1435051.541142 nChanged 7 SP:Iteration 160F (5508.700398 sec): 3 clusters Score: Raw -1440213.857436 + Penalty 5161.335366 = -1435052.522071 nChanged 12 SP:Iteration 161Q (5508.807378 sec): 3 clusters Score: Raw -1440215.253317 + Penalty 5161.335366 = -1435053.917951 nChanged 10 SP:Iteration 162Q (5508.921998 sec): 3 clusters Score: Raw -1440216.341978 + Penalty 5161.335366 = -1435055.006612 nChanged 7 SP:Iteration 163Q (5509.029321 sec): 3 clusters Score: Raw -1440217.171048 + Penalty 5161.335366 = -1435055.835682 nChanged 8 SP:Iteration 164Q (5509.225904 sec): 3 clusters Score: Raw -1440218.085890 + Penalty 5161.335366 = -1435056.750524 nChanged 2 SP:Iteration 165Q (5509.340493 sec): 3 clusters Score: Raw -1440218.343008 + Penalty 5161.335366 = -1435057.007642 nChanged 3 SP:Iteration 166Q (5509.592101 sec): 3 clusters Score: Raw -1440218.563218 + Penalty 5161.335366 = -1435057.227853 nChanged 3 SP:Iteration 167Q (5509.676247 sec): 3 clusters Score: Raw -1440218.925901 + Penalty 5161.335366 = -1435057.590535 nChanged 6 SP:Iteration 168Q (5509.821142 sec): 3 clusters Score: Raw -1440219.758191 + Penalty 5161.335366 = -1435058.422825 nChanged 4 SP:Iteration 169Q (5509.926417 sec): 3 clusters Score: Raw -1440220.540192 + Penalty 5161.335366 = -1435059.204826 nChanged 7 SP:Iteration 170Q (5510.046158 sec): 3 clusters Score: Raw -1440221.957510 + Penalty 5161.335366 = -1435060.622144 nChanged 13 SP:Iteration 171Q (5510.154521 sec): 3 clusters Score: Raw -1440223.655729 + Penalty 5161.335366 = -1435062.320364 nChanged 13 SP:Iteration 172Q (5510.269680 sec): 3 clusters Score: Raw -1440225.126001 + Penalty 5161.335366 = -1435063.790635 nChanged 8 SP:Iteration 173Q (5510.378487 sec): 3 clusters Score: Raw -1440225.835542 + Penalty 5161.335366 = -1435064.500176 nChanged 2 SP:Iteration 174Q (5510.551865 sec): 3 clusters Score: Raw -1440226.004783 + Penalty 5161.335366 = -1435064.669417 nChanged 3 SP:Iteration 175Q (5510.707246 sec): 3 clusters Score: Raw -1440226.416060 + Penalty 5161.335366 = -1435065.080694 nChanged 1 SP:Iteration 176Q (5510.885688 sec): 3 clusters Score: Raw -1440226.555545 + Penalty 5161.335366 = -1435065.220179 nChanged 1 SP:Iteration 177Q (5511.066091 sec): 3 clusters Score: Raw -1440226.599750 + Penalty 5161.335366 = -1435065.264385 nChanged 2 SP:Iteration 178Q (5511.233471 sec): 3 clusters Score: Raw -1440226.878945 + Penalty 5161.335366 = -1435065.543579 nChanged 3 SP:Iteration 179Q (5511.357085 sec): 3 clusters Score: Raw -1440227.133649 + Penalty 5161.335366 = -1435065.798283 nChanged 3 SP:Iteration 180F (5511.465850 sec): 3 clusters Score: Raw -1440227.409123 + Penalty 5161.335366 = -1435066.073757 nChanged 2 SP:Iteration 181Q (5511.585601 sec): 3 clusters Score: Raw -1440227.615202 + Penalty 5161.335366 = -1435066.279837 nChanged 1 SP:Iteration 182Q (5511.781140 sec): 3 clusters Score: Raw -1440227.692379 + Penalty 5161.335366 = -1435066.357013 nChanged 0 SP:Iteration 183F (5511.983227 sec): 3 clusters Score: Raw -1440227.692379 + Penalty 5161.335366 = -1435066.357013 nChanged 0 Trying to split cluster 2 (4424 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5512.064941 sec): 2 clusters Score: Raw -330285.101972 + Penalty 2216.227079 = -328068.874893 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5512.131408 sec): 3 clusters Score: Raw -328256.915758 + Penalty 4432.454159 = -323824.461600 nChanged 1652 SP:Iteration 1F (5512.176261 sec): 3 clusters Score: Raw -329385.154174 + Penalty 4432.454159 = -324952.700015 nChanged 396 SP:Iteration 2F (5512.221330 sec): 3 clusters Score: Raw -329752.679503 + Penalty 4432.454159 = -325320.225345 nChanged 325 SP:Iteration 3F (5512.266422 sec): 3 clusters Score: Raw -330106.012406 + Penalty 4432.454159 = -325673.558247 nChanged 302 SP:Iteration 4F (5512.316318 sec): 3 clusters Score: Raw -330501.728402 + Penalty 4432.454159 = -326069.274243 nChanged 281 SP:Iteration 5F (5512.369597 sec): 3 clusters Score: Raw -330842.542739 + Penalty 4432.454159 = -326410.088580 nChanged 242 SP:Iteration 6F (5512.422732 sec): 3 clusters Score: Raw -331170.895334 + Penalty 4432.454159 = -326738.441175 nChanged 234 SP:Iteration 7F (5512.474057 sec): 3 clusters Score: Raw -331508.468412 + Penalty 4432.454159 = -327076.014253 nChanged 203 SP:Iteration 8Q (5512.524036 sec): 3 clusters Score: Raw -331858.038991 + Penalty 4432.454159 = -327425.584832 nChanged 171 SP:Iteration 9Q (5512.573745 sec): 3 clusters Score: Raw -332100.770708 + Penalty 4432.454159 = -327668.316549 nChanged 121 SP:Iteration 10Q (5512.623261 sec): 3 clusters Score: Raw -332209.124923 + Penalty 4432.454159 = -327776.670764 nChanged 79 SP:Iteration 11Q (5512.672673 sec): 3 clusters Score: Raw -332265.342600 + Penalty 4432.454159 = -327832.888441 nChanged 51 SP:Iteration 12Q (5512.721920 sec): 3 clusters Score: Raw -332302.177529 + Penalty 4432.454159 = -327869.723371 nChanged 32 SP:Iteration 13Q (5512.771397 sec): 3 clusters Score: Raw -332318.716420 + Penalty 4432.454159 = -327886.262261 nChanged 16 SP:Iteration 14Q (5512.821017 sec): 3 clusters Score: Raw -332324.653817 + Penalty 4432.454159 = -327892.199658 nChanged 7 SP:Iteration 15Q (5512.872309 sec): 3 clusters Score: Raw -332327.585999 + Penalty 4432.454159 = -327895.131840 nChanged 8 SP:Iteration 16Q (5512.981941 sec): 3 clusters Score: Raw -332330.523084 + Penalty 4432.454159 = -327898.068925 nChanged 2 SP:Iteration 17Q (5513.029680 sec): 3 clusters Score: Raw -332331.634863 + Penalty 4432.454159 = -327899.180704 nChanged 1 SP:Iteration 18Q (5513.077678 sec): 3 clusters Score: Raw -332331.898786 + Penalty 4432.454159 = -327899.444627 nChanged 1 SP:Iteration 19Q (5513.125545 sec): 3 clusters Score: Raw -332332.605828 + Penalty 4432.454159 = -327900.151669 nChanged 0 SP:Iteration 20F (5513.277701 sec): 3 clusters Score: Raw -332332.605828 + Penalty 4432.454159 = -327900.151669 nChanged 0 Trying to split cluster 4 (68327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5513.600861 sec): 2 clusters Score: Raw -5892340.076221 + Penalty 2938.863915 = -5889401.212307 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5513.928303 sec): 3 clusters Score: Raw -5849191.572492 + Penalty 5877.727829 = -5843313.844663 nChanged 32000 SP:Iteration 1F (5514.250427 sec): 3 clusters Score: Raw -5868147.417519 + Penalty 5877.727829 = -5862269.689690 nChanged 3557 SP:Iteration 2F (5514.583727 sec): 3 clusters Score: Raw -5869782.887231 + Penalty 5877.727829 = -5863905.159402 nChanged 3988 SP:Iteration 3F (5514.859840 sec): 3 clusters Score: Raw -5871980.609886 + Penalty 5877.727829 = -5866102.882057 nChanged 4559 SP:Iteration 4F (5515.162590 sec): 3 clusters Score: Raw -5874780.988032 + Penalty 5877.727829 = -5868903.260203 nChanged 4726 SP:Iteration 5F (5515.490271 sec): 3 clusters Score: Raw -5877770.472419 + Penalty 5877.727829 = -5871892.744590 nChanged 4504 SP:Iteration 6F (5515.768097 sec): 3 clusters Score: Raw -5880447.740884 + Penalty 5877.727829 = -5874570.013055 nChanged 3859 SP:Iteration 7F (5516.067789 sec): 3 clusters Score: Raw -5882452.417150 + Penalty 5877.727829 = -5876574.689321 nChanged 2961 SP:Iteration 8Q (5516.407791 sec): 3 clusters Score: Raw -5883738.316333 + Penalty 5877.727829 = -5877860.588504 nChanged 2304 SP:Iteration 9Q (5516.753054 sec): 3 clusters Score: Raw -5884662.695023 + Penalty 5877.727829 = -5878784.967194 nChanged 1912 SP:Iteration 10Q (5517.096395 sec): 3 clusters Score: Raw -5885459.042599 + Penalty 5877.727829 = -5879581.314770 nChanged 1745 SP:Iteration 11Q (5517.444027 sec): 3 clusters Score: Raw -5886271.368329 + Penalty 5877.727829 = -5880393.640500 nChanged 1697 SP:Iteration 12Q (5517.727954 sec): 3 clusters Score: Raw -5887157.734872 + Penalty 5877.727829 = -5881280.007043 nChanged 1610 SP:Iteration 13Q (5518.044166 sec): 3 clusters Score: Raw -5888116.302904 + Penalty 5877.727829 = -5882238.575075 nChanged 1525 SP:Iteration 14Q (5518.323325 sec): 3 clusters Score: Raw -5889047.586244 + Penalty 5877.727829 = -5883169.858415 nChanged 1444 SP:Iteration 15Q (5518.598550 sec): 3 clusters Score: Raw -5889925.927681 + Penalty 5877.727829 = -5884048.199852 nChanged 1293 SP:Iteration 16Q (5518.871185 sec): 3 clusters Score: Raw -5890628.572216 + Penalty 5877.727829 = -5884750.844387 nChanged 1091 SP:Iteration 17Q (5519.138871 sec): 3 clusters Score: Raw -5891134.455459 + Penalty 5877.727829 = -5885256.727630 nChanged 935 SP:Iteration 18Q (5519.400975 sec): 3 clusters Score: Raw -5891560.370042 + Penalty 5877.727829 = -5885682.642213 nChanged 817 SP:Iteration 19Q (5519.662545 sec): 3 clusters Score: Raw -5891888.661898 + Penalty 5877.727829 = -5886010.934068 nChanged 730 SP:Iteration 20F (5519.934495 sec): 3 clusters Score: Raw -5892158.221172 + Penalty 5877.727829 = -5886280.493343 nChanged 635 SP:Iteration 21Q (5520.198956 sec): 3 clusters Score: Raw -5892372.491536 + Penalty 5877.727829 = -5886494.763707 nChanged 566 SP:Iteration 22Q (5520.459981 sec): 3 clusters Score: Raw -5892548.138377 + Penalty 5877.727829 = -5886670.410548 nChanged 482 SP:Iteration 23Q (5520.721158 sec): 3 clusters Score: Raw -5892684.951991 + Penalty 5877.727829 = -5886807.224162 nChanged 423 SP:Iteration 24Q (5521.002461 sec): 3 clusters Score: Raw -5892801.553230 + Penalty 5877.727829 = -5886923.825401 nChanged 357 SP:Iteration 25Q (5521.260422 sec): 3 clusters Score: Raw -5892890.684419 + Penalty 5877.727829 = -5887012.956590 nChanged 299 SP:Iteration 26Q (5521.487268 sec): 3 clusters Score: Raw -5892964.109139 + Penalty 5877.727829 = -5887086.381310 nChanged 264 SP:Iteration 27Q (5521.748766 sec): 3 clusters Score: Raw -5893031.729239 + Penalty 5877.727829 = -5887154.001410 nChanged 238 SP:Iteration 28Q (5522.009491 sec): 3 clusters Score: Raw -5893095.178947 + Penalty 5877.727829 = -5887217.451118 nChanged 227 SP:Iteration 29Q (5522.287154 sec): 3 clusters Score: Raw -5893154.909198 + Penalty 5877.727829 = -5887277.181369 nChanged 205 SP:Iteration 30Q (5522.570232 sec): 3 clusters Score: Raw -5893208.538689 + Penalty 5877.727829 = -5887330.810860 nChanged 187 SP:Iteration 31Q (5522.852119 sec): 3 clusters Score: Raw -5893257.782380 + Penalty 5877.727829 = -5887380.054551 nChanged 183 SP:Iteration 32Q (5523.129808 sec): 3 clusters Score: Raw -5893304.868844 + Penalty 5877.727829 = -5887427.141015 nChanged 161 SP:Iteration 33Q (5523.410982 sec): 3 clusters Score: Raw -5893349.292956 + Penalty 5877.727829 = -5887471.565127 nChanged 174 SP:Iteration 34Q (5523.704280 sec): 3 clusters Score: Raw -5893399.460341 + Penalty 5877.727829 = -5887521.732512 nChanged 163 SP:Iteration 35Q (5523.947023 sec): 3 clusters Score: Raw -5893442.137915 + Penalty 5877.727829 = -5887564.410086 nChanged 141 SP:Iteration 36Q (5524.198396 sec): 3 clusters Score: Raw -5893478.676053 + Penalty 5877.727829 = -5887600.948224 nChanged 132 SP:Iteration 37Q (5524.480716 sec): 3 clusters Score: Raw -5893509.813649 + Penalty 5877.727829 = -5887632.085820 nChanged 141 SP:Iteration 38Q (5524.731773 sec): 3 clusters Score: Raw -5893550.433927 + Penalty 5877.727829 = -5887672.706098 nChanged 123 SP:Iteration 39Q (5524.982863 sec): 3 clusters Score: Raw -5893586.361809 + Penalty 5877.727829 = -5887708.633980 nChanged 129 SP:Iteration 40F (5525.255791 sec): 3 clusters Score: Raw -5893621.963164 + Penalty 5877.727829 = -5887744.235335 nChanged 117 SP:Iteration 41Q (5525.506780 sec): 3 clusters Score: Raw -5893653.244497 + Penalty 5877.727829 = -5887775.516668 nChanged 93 SP:Iteration 42Q (5525.757082 sec): 3 clusters Score: Raw -5893675.997558 + Penalty 5877.727829 = -5887798.269729 nChanged 84 SP:Iteration 43Q (5526.033852 sec): 3 clusters Score: Raw -5893694.272299 + Penalty 5877.727829 = -5887816.544470 nChanged 71 SP:Iteration 44Q (5526.312026 sec): 3 clusters Score: Raw -5893709.238822 + Penalty 5877.727829 = -5887831.510993 nChanged 65 SP:Iteration 45Q (5526.587327 sec): 3 clusters Score: Raw -5893721.748027 + Penalty 5877.727829 = -5887844.020198 nChanged 56 SP:Iteration 46Q (5526.864852 sec): 3 clusters Score: Raw -5893732.599290 + Penalty 5877.727829 = -5887854.871461 nChanged 39 SP:Iteration 47Q (5527.138211 sec): 3 clusters Score: Raw -5893740.779032 + Penalty 5877.727829 = -5887863.051203 nChanged 49 SP:Iteration 48Q (5527.413292 sec): 3 clusters Score: Raw -5893753.064320 + Penalty 5877.727829 = -5887875.336491 nChanged 56 SP:Iteration 49Q (5527.659082 sec): 3 clusters Score: Raw -5893764.439966 + Penalty 5877.727829 = -5887886.712137 nChanged 54 SP:Iteration 50Q (5528.027298 sec): 3 clusters Score: Raw -5893779.293813 + Penalty 5877.727829 = -5887901.565984 nChanged 65 SP:Iteration 51Q (5528.238934 sec): 3 clusters Score: Raw -5893794.913784 + Penalty 5877.727829 = -5887917.185955 nChanged 57 SP:Iteration 52Q (5528.459190 sec): 3 clusters Score: Raw -5893808.447850 + Penalty 5877.727829 = -5887930.720021 nChanged 47 SP:Iteration 53Q (5528.697203 sec): 3 clusters Score: Raw -5893819.012242 + Penalty 5877.727829 = -5887941.284412 nChanged 41 SP:Iteration 54Q (5528.969877 sec): 3 clusters Score: Raw -5893828.164776 + Penalty 5877.727829 = -5887950.436947 nChanged 37 SP:Iteration 55Q (5529.242264 sec): 3 clusters Score: Raw -5893836.801953 + Penalty 5877.727829 = -5887959.074124 nChanged 33 SP:Iteration 56Q (5529.517498 sec): 3 clusters Score: Raw -5893843.537990 + Penalty 5877.727829 = -5887965.810161 nChanged 27 SP:Iteration 57Q (5529.790354 sec): 3 clusters Score: Raw -5893848.097951 + Penalty 5877.727829 = -5887970.370122 nChanged 28 SP:Iteration 58Q (5530.065385 sec): 3 clusters Score: Raw -5893853.650006 + Penalty 5877.727829 = -5887975.922177 nChanged 29 SP:Iteration 59Q (5530.357907 sec): 3 clusters Score: Raw -5893860.114040 + Penalty 5877.727829 = -5887982.386211 nChanged 33 SP:Iteration 60F (5530.717908 sec): 3 clusters Score: Raw -5893866.477100 + Penalty 5877.727829 = -5887988.749271 nChanged 27 SP:Iteration 61Q (5530.934833 sec): 3 clusters Score: Raw -5893872.702843 + Penalty 5877.727829 = -5887994.975014 nChanged 29 SP:Iteration 62Q (5531.195401 sec): 3 clusters Score: Raw -5893880.064128 + Penalty 5877.727829 = -5888002.336299 nChanged 34 SP:Iteration 63Q (5531.442668 sec): 3 clusters Score: Raw -5893887.488150 + Penalty 5877.727829 = -5888009.760321 nChanged 32 SP:Iteration 64Q (5531.687536 sec): 3 clusters Score: Raw -5893895.795266 + Penalty 5877.727829 = -5888018.067437 nChanged 35 SP:Iteration 65Q (5531.933226 sec): 3 clusters Score: Raw -5893903.638103 + Penalty 5877.727829 = -5888025.910274 nChanged 41 SP:Iteration 66Q (5532.216820 sec): 3 clusters Score: Raw -5893912.473936 + Penalty 5877.727829 = -5888034.746107 nChanged 32 SP:Iteration 67Q (5532.491502 sec): 3 clusters Score: Raw -5893920.440309 + Penalty 5877.727829 = -5888042.712480 nChanged 29 SP:Iteration 68Q (5532.762324 sec): 3 clusters Score: Raw -5893926.408183 + Penalty 5877.727829 = -5888048.680354 nChanged 25 SP:Iteration 69Q (5533.035972 sec): 3 clusters Score: Raw -5893931.117015 + Penalty 5877.727829 = -5888053.389186 nChanged 14 SP:Iteration 70Q (5533.310168 sec): 3 clusters Score: Raw -5893933.196642 + Penalty 5877.727829 = -5888055.468813 nChanged 10 SP:Iteration 71Q (5533.583315 sec): 3 clusters Score: Raw -5893934.805471 + Penalty 5877.727829 = -5888057.077642 nChanged 6 SP:Iteration 72Q (5533.857836 sec): 3 clusters Score: Raw -5893935.471173 + Penalty 5877.727829 = -5888057.743344 nChanged 5 SP:Iteration 73Q (5534.129978 sec): 3 clusters Score: Raw -5893936.526602 + Penalty 5877.727829 = -5888058.798773 nChanged 12 SP:Iteration 74Q (5534.382045 sec): 3 clusters Score: Raw -5893938.476083 + Penalty 5877.727829 = -5888060.748254 nChanged 8 SP:Iteration 75Q (5534.655180 sec): 3 clusters Score: Raw -5893940.318277 + Penalty 5877.727829 = -5888062.590448 nChanged 10 SP:Iteration 76Q (5534.941816 sec): 3 clusters Score: Raw -5893942.083637 + Penalty 5877.727829 = -5888064.355808 nChanged 9 SP:Iteration 77Q (5535.187262 sec): 3 clusters Score: Raw -5893943.382097 + Penalty 5877.727829 = -5888065.654268 nChanged 6 SP:Iteration 78Q (5535.459316 sec): 3 clusters Score: Raw -5893944.122572 + Penalty 5877.727829 = -5888066.394743 nChanged 2 SP:Iteration 79Q (5535.732458 sec): 3 clusters Score: Raw -5893944.340963 + Penalty 5877.727829 = -5888066.613134 nChanged 0 SP:Iteration 80F (5536.030219 sec): 3 clusters Score: Raw -5893944.340963 + Penalty 5877.727829 = -5888066.613134 nChanged 0 Trying to split cluster 5 (12524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5536.118042 sec): 2 clusters Score: Raw -975297.020998 + Penalty 2490.946150 = -972806.074848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5536.184704 sec): 3 clusters Score: Raw -968440.815198 + Penalty 4981.892300 = -963458.922899 nChanged 5309 SP:Iteration 1F (5536.302130 sec): 3 clusters Score: Raw -971567.594222 + Penalty 4981.892300 = -966585.701922 nChanged 911 SP:Iteration 2F (5536.394992 sec): 3 clusters Score: Raw -972194.317750 + Penalty 4981.892300 = -967212.425450 nChanged 893 SP:Iteration 3F (5536.462168 sec): 3 clusters Score: Raw -972950.807650 + Penalty 4981.892300 = -967968.915350 nChanged 892 SP:Iteration 4F (5536.528557 sec): 3 clusters Score: Raw -973822.071750 + Penalty 4981.892300 = -968840.179451 nChanged 927 SP:Iteration 5F (5536.612854 sec): 3 clusters Score: Raw -974725.382521 + Penalty 4981.892300 = -969743.490221 nChanged 879 SP:Iteration 6F (5536.691843 sec): 3 clusters Score: Raw -975496.658388 + Penalty 4981.892300 = -970514.766088 nChanged 723 SP:Iteration 7F (5536.891107 sec): 3 clusters Score: Raw -976051.372461 + Penalty 4981.892300 = -971069.480161 nChanged 530 SP:Iteration 8Q (5537.058989 sec): 3 clusters Score: Raw -976369.974750 + Penalty 4981.892300 = -971388.082450 nChanged 389 SP:Iteration 9Q (5537.220440 sec): 3 clusters Score: Raw -976564.091351 + Penalty 4981.892300 = -971582.199051 nChanged 273 SP:Iteration 10Q (5537.339062 sec): 3 clusters Score: Raw -976684.227083 + Penalty 4981.892300 = -971702.334783 nChanged 213 SP:Iteration 11Q (5537.433519 sec): 3 clusters Score: Raw -976760.553731 + Penalty 4981.892300 = -971778.661432 nChanged 140 SP:Iteration 12Q (5537.528709 sec): 3 clusters Score: Raw -976803.533016 + Penalty 4981.892300 = -971821.640717 nChanged 148 SP:Iteration 13Q (5537.608777 sec): 3 clusters Score: Raw -976848.488276 + Penalty 4981.892300 = -971866.595976 nChanged 125 SP:Iteration 14Q (5537.682690 sec): 3 clusters Score: Raw -976886.998418 + Penalty 4981.892300 = -971905.106119 nChanged 102 SP:Iteration 15Q (5537.765669 sec): 3 clusters Score: Raw -976914.672300 + Penalty 4981.892300 = -971932.780001 nChanged 83 SP:Iteration 16Q (5537.844268 sec): 3 clusters Score: Raw -976935.260500 + Penalty 4981.892300 = -971953.368201 nChanged 59 SP:Iteration 17Q (5537.922055 sec): 3 clusters Score: Raw -976947.026166 + Penalty 4981.892300 = -971965.133866 nChanged 39 SP:Iteration 18Q (5538.066214 sec): 3 clusters Score: Raw -976954.885615 + Penalty 4981.892300 = -971972.993315 nChanged 46 SP:Iteration 19Q (5538.200923 sec): 3 clusters Score: Raw -976964.672765 + Penalty 4981.892300 = -971982.780466 nChanged 52 SP:Iteration 20F (5538.325134 sec): 3 clusters Score: Raw -976976.374384 + Penalty 4981.892300 = -971994.482084 nChanged 46 SP:Iteration 21Q (5538.400656 sec): 3 clusters Score: Raw -976986.181002 + Penalty 4981.892300 = -972004.288703 nChanged 42 SP:Iteration 22Q (5538.478333 sec): 3 clusters Score: Raw -976994.760464 + Penalty 4981.892300 = -972012.868164 nChanged 39 SP:Iteration 23Q (5538.645336 sec): 3 clusters Score: Raw -977001.554510 + Penalty 4981.892300 = -972019.662210 nChanged 35 SP:Iteration 24Q (5538.718479 sec): 3 clusters Score: Raw -977008.506679 + Penalty 4981.892300 = -972026.614380 nChanged 26 SP:Iteration 25Q (5538.799055 sec): 3 clusters Score: Raw -977013.601094 + Penalty 4981.892300 = -972031.708794 nChanged 25 SP:Iteration 26Q (5538.884031 sec): 3 clusters Score: Raw -977017.755330 + Penalty 4981.892300 = -972035.863031 nChanged 17 SP:Iteration 27Q (5539.012803 sec): 3 clusters Score: Raw -977020.309105 + Penalty 4981.892300 = -972038.416806 nChanged 14 SP:Iteration 28Q (5539.084873 sec): 3 clusters Score: Raw -977022.398163 + Penalty 4981.892300 = -972040.505864 nChanged 9 SP:Iteration 29Q (5539.258372 sec): 3 clusters Score: Raw -977023.568248 + Penalty 4981.892300 = -972041.675948 nChanged 7 SP:Iteration 30Q (5539.336196 sec): 3 clusters Score: Raw -977024.401457 + Penalty 4981.892300 = -972042.509157 nChanged 4 SP:Iteration 31Q (5539.405680 sec): 3 clusters Score: Raw -977024.969227 + Penalty 4981.892300 = -972043.076928 nChanged 7 SP:Iteration 32Q (5539.582050 sec): 3 clusters Score: Raw -977025.924987 + Penalty 4981.892300 = -972044.032688 nChanged 7 SP:Iteration 33Q (5539.725430 sec): 3 clusters Score: Raw -977026.685744 + Penalty 4981.892300 = -972044.793445 nChanged 5 SP:Iteration 34Q (5539.848745 sec): 3 clusters Score: Raw -977027.283314 + Penalty 4981.892300 = -972045.391014 nChanged 3 SP:Iteration 35Q (5539.971536 sec): 3 clusters Score: Raw -977027.644853 + Penalty 4981.892300 = -972045.752554 nChanged 3 SP:Iteration 36Q (5540.053366 sec): 3 clusters Score: Raw -977028.115170 + Penalty 4981.892300 = -972046.222870 nChanged 3 SP:Iteration 37Q (5540.125272 sec): 3 clusters Score: Raw -977028.739419 + Penalty 4981.892300 = -972046.847119 nChanged 2 SP:Iteration 38Q (5540.200049 sec): 3 clusters Score: Raw -977028.955593 + Penalty 4981.892300 = -972047.063293 nChanged 1 SP:Iteration 39Q (5540.457068 sec): 3 clusters Score: Raw -977029.041848 + Penalty 4981.892300 = -972047.149549 nChanged 0 SP:Iteration 40F (5540.583614 sec): 3 clusters Score: Raw -977029.041848 + Penalty 4981.892300 = -972047.149549 nChanged 0 Trying to split cluster 6 (3739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5540.665268 sec): 2 clusters Score: Raw -242478.672165 + Penalty 2171.815397 = -240306.856767 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5540.815166 sec): 3 clusters Score: Raw -240899.812508 + Penalty 4343.630795 = -236556.181713 nChanged 1381 SP:Iteration 1F (5540.893631 sec): 3 clusters Score: Raw -242295.103357 + Penalty 4343.630795 = -237951.472562 nChanged 446 SP:Iteration 2F (5540.935472 sec): 3 clusters Score: Raw -242919.731608 + Penalty 4343.630795 = -238576.100813 nChanged 307 SP:Iteration 3F (5540.977393 sec): 3 clusters Score: Raw -243315.049812 + Penalty 4343.630795 = -238971.419017 nChanged 223 SP:Iteration 4F (5541.088038 sec): 3 clusters Score: Raw -243647.359369 + Penalty 4343.630795 = -239303.728574 nChanged 181 SP:Iteration 5Q (5541.243163 sec): 3 clusters Score: Raw -243935.184304 + Penalty 4343.630795 = -239591.553509 nChanged 162 SP:Iteration 6Q (5541.343338 sec): 3 clusters Score: Raw -244180.718326 + Penalty 4343.630795 = -239837.087532 nChanged 134 SP:Iteration 7Q (5541.460570 sec): 3 clusters Score: Raw -244390.762286 + Penalty 4343.630795 = -240047.131491 nChanged 111 SP:Iteration 8Q (5541.568154 sec): 3 clusters Score: Raw -244512.975573 + Penalty 4343.630795 = -240169.344778 nChanged 84 SP:Iteration 9Q (5541.609227 sec): 3 clusters Score: Raw -244610.430150 + Penalty 4343.630795 = -240266.799355 nChanged 63 SP:Iteration 10Q (5541.650883 sec): 3 clusters Score: Raw -244653.225502 + Penalty 4343.630795 = -240309.594707 nChanged 38 SP:Iteration 11Q (5541.691951 sec): 3 clusters Score: Raw -244683.030576 + Penalty 4343.630795 = -240339.399782 nChanged 38 SP:Iteration 12Q (5541.731031 sec): 3 clusters Score: Raw -244704.019452 + Penalty 4343.630795 = -240360.388658 nChanged 19 SP:Iteration 13Q (5541.772187 sec): 3 clusters Score: Raw -244715.360109 + Penalty 4343.630795 = -240371.729314 nChanged 21 SP:Iteration 14Q (5541.813670 sec): 3 clusters Score: Raw -244725.253671 + Penalty 4343.630795 = -240381.622876 nChanged 14 SP:Iteration 15Q (5541.855019 sec): 3 clusters Score: Raw -244729.899614 + Penalty 4343.630795 = -240386.268819 nChanged 11 SP:Iteration 16Q (5541.895222 sec): 3 clusters Score: Raw -244733.338629 + Penalty 4343.630795 = -240389.707834 nChanged 9 SP:Iteration 17Q (5541.934001 sec): 3 clusters Score: Raw -244736.010273 + Penalty 4343.630795 = -240392.379479 nChanged 9 SP:Iteration 18Q (5541.972614 sec): 3 clusters Score: Raw -244739.393444 + Penalty 4343.630795 = -240395.762649 nChanged 7 SP:Iteration 19Q (5542.011211 sec): 3 clusters Score: Raw -244742.788394 + Penalty 4343.630795 = -240399.157599 nChanged 10 SP:Iteration 20F (5542.050514 sec): 3 clusters Score: Raw -244745.380460 + Penalty 4343.630795 = -240401.749665 nChanged 5 SP:Iteration 21Q (5542.089395 sec): 3 clusters Score: Raw -244750.013760 + Penalty 4343.630795 = -240406.382965 nChanged 8 SP:Iteration 22Q (5542.128591 sec): 3 clusters Score: Raw -244753.194265 + Penalty 4343.630795 = -240409.563470 nChanged 9 SP:Iteration 23Q (5542.167427 sec): 3 clusters Score: Raw -244755.365022 + Penalty 4343.630795 = -240411.734228 nChanged 6 SP:Iteration 24Q (5542.206358 sec): 3 clusters Score: Raw -244756.815744 + Penalty 4343.630795 = -240413.184949 nChanged 6 SP:Iteration 25Q (5542.245439 sec): 3 clusters Score: Raw -244758.650868 + Penalty 4343.630795 = -240415.020073 nChanged 4 SP:Iteration 26Q (5542.284033 sec): 3 clusters Score: Raw -244760.221470 + Penalty 4343.630795 = -240416.590676 nChanged 6 SP:Iteration 27Q (5542.406824 sec): 3 clusters Score: Raw -244762.489316 + Penalty 4343.630795 = -240418.858521 nChanged 5 SP:Iteration 28Q (5542.530631 sec): 3 clusters Score: Raw -244764.162984 + Penalty 4343.630795 = -240420.532189 nChanged 5 SP:Iteration 29Q (5542.636128 sec): 3 clusters Score: Raw -244765.397819 + Penalty 4343.630795 = -240421.767024 nChanged 5 SP:Iteration 30Q (5542.741219 sec): 3 clusters Score: Raw -244766.418857 + Penalty 4343.630795 = -240422.788062 nChanged 6 SP:Iteration 31Q (5542.849340 sec): 3 clusters Score: Raw -244770.846323 + Penalty 4343.630795 = -240427.215528 nChanged 9 SP:Iteration 32Q (5542.970604 sec): 3 clusters Score: Raw -244772.897555 + Penalty 4343.630795 = -240429.266760 nChanged 5 SP:Iteration 33Q (5543.091145 sec): 3 clusters Score: Raw -244775.539032 + Penalty 4343.630795 = -240431.908237 nChanged 2 SP:Iteration 34Q (5543.198547 sec): 3 clusters Score: Raw -244776.994235 + Penalty 4343.630795 = -240433.363441 nChanged 4 SP:Iteration 35Q (5543.297817 sec): 3 clusters Score: Raw -244780.173463 + Penalty 4343.630795 = -240436.542669 nChanged 4 SP:Iteration 36Q (5543.383746 sec): 3 clusters Score: Raw -244781.415585 + Penalty 4343.630795 = -240437.784791 nChanged 4 SP:Iteration 37Q (5543.425031 sec): 3 clusters Score: Raw -244782.583516 + Penalty 4343.630795 = -240438.952721 nChanged 2 SP:Iteration 38Q (5543.466567 sec): 3 clusters Score: Raw -244782.806464 + Penalty 4343.630795 = -240439.175669 nChanged 1 SP:Iteration 39Q (5543.508729 sec): 3 clusters Score: Raw -244783.204004 + Penalty 4343.630795 = -240439.573209 nChanged 1 SP:Iteration 40F (5543.553844 sec): 3 clusters Score: Raw -244783.340029 + Penalty 4343.630795 = -240439.709234 nChanged 2 SP:Iteration 41Q (5543.598517 sec): 3 clusters Score: Raw -244783.666205 + Penalty 4343.630795 = -240440.035410 nChanged 0 SP:Iteration 42F (5543.643649 sec): 3 clusters Score: Raw -244783.666205 + Penalty 4343.630795 = -240440.035410 nChanged 0 Score: Raw -11779628.213561 + Penalty 28252.410767 = -11751375.802795 Splitting cluster 6 changes total score from -11751883.993987 to -11751375.802795 So it's not getting split. Trying to split cluster 7 (7347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5545.521871 sec): 2 clusters Score: Raw -502711.081218 + Penalty 2350.140499 = -500360.940719 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5545.573665 sec): 3 clusters Score: Raw -499101.525236 + Penalty 4700.280998 = -494401.244238 nChanged 2952 SP:Iteration 1F (5545.642471 sec): 3 clusters Score: Raw -501701.489301 + Penalty 4700.280998 = -497001.208302 nChanged 891 SP:Iteration 2F (5545.736304 sec): 3 clusters Score: Raw -503440.646423 + Penalty 4700.280998 = -498740.365424 nChanged 887 SP:Iteration 3F (5545.803234 sec): 3 clusters Score: Raw -504831.526823 + Penalty 4700.280998 = -500131.245825 nChanged 635 SP:Iteration 4F (5545.860435 sec): 3 clusters Score: Raw -505693.460220 + Penalty 4700.280998 = -500993.179221 nChanged 448 SP:Iteration 5F (5545.916980 sec): 3 clusters Score: Raw -506241.312787 + Penalty 4700.280998 = -501541.031789 nChanged 321 SP:Iteration 6Q (5545.977011 sec): 3 clusters Score: Raw -506655.099766 + Penalty 4700.280998 = -501954.818768 nChanged 273 SP:Iteration 7Q (5546.098418 sec): 3 clusters Score: Raw -507022.933181 + Penalty 4700.280998 = -502322.652183 nChanged 259 SP:Iteration 8Q (5546.167726 sec): 3 clusters Score: Raw -507444.803795 + Penalty 4700.280998 = -502744.522797 nChanged 226 SP:Iteration 9Q (5546.230126 sec): 3 clusters Score: Raw -507866.632232 + Penalty 4700.280998 = -503166.351234 nChanged 205 SP:Iteration 10Q (5546.282627 sec): 3 clusters Score: Raw -508279.202514 + Penalty 4700.280998 = -503578.921515 nChanged 185 SP:Iteration 11Q (5546.334565 sec): 3 clusters Score: Raw -508511.147638 + Penalty 4700.280998 = -503810.866639 nChanged 130 SP:Iteration 12Q (5546.386103 sec): 3 clusters Score: Raw -508621.686800 + Penalty 4700.280998 = -503921.405801 nChanged 92 SP:Iteration 13Q (5546.565692 sec): 3 clusters Score: Raw -508669.146230 + Penalty 4700.280998 = -503968.865232 nChanged 52 SP:Iteration 14Q (5546.674733 sec): 3 clusters Score: Raw -508704.049059 + Penalty 4700.280998 = -504003.768061 nChanged 35 SP:Iteration 15Q (5546.842348 sec): 3 clusters Score: Raw -508721.645822 + Penalty 4700.280998 = -504021.364824 nChanged 33 SP:Iteration 16Q (5547.018000 sec): 3 clusters Score: Raw -508740.038008 + Penalty 4700.280998 = -504039.757009 nChanged 34 SP:Iteration 17Q (5547.187207 sec): 3 clusters Score: Raw -508760.181785 + Penalty 4700.280998 = -504059.900786 nChanged 20 SP:Iteration 18Q (5547.271873 sec): 3 clusters Score: Raw -508765.943038 + Penalty 4700.280998 = -504065.662039 nChanged 16 SP:Iteration 19Q (5547.334521 sec): 3 clusters Score: Raw -508769.426360 + Penalty 4700.280998 = -504069.145362 nChanged 17 SP:Iteration 20F (5547.397270 sec): 3 clusters Score: Raw -508801.703071 + Penalty 4700.280998 = -504101.422072 nChanged 31 SP:Iteration 21Q (5547.454772 sec): 3 clusters Score: Raw -508828.663305 + Penalty 4700.280998 = -504128.382307 nChanged 24 SP:Iteration 22Q (5547.525323 sec): 3 clusters Score: Raw -508837.261270 + Penalty 4700.280998 = -504136.980271 nChanged 12 SP:Iteration 23Q (5547.595751 sec): 3 clusters Score: Raw -508840.885246 + Penalty 4700.280998 = -504140.604248 nChanged 10 SP:Iteration 24Q (5547.658561 sec): 3 clusters Score: Raw -508842.851242 + Penalty 4700.280998 = -504142.570243 nChanged 7 SP:Iteration 25Q (5547.717112 sec): 3 clusters Score: Raw -508844.619917 + Penalty 4700.280998 = -504144.338919 nChanged 4 SP:Iteration 26Q (5547.776588 sec): 3 clusters Score: Raw -508845.329721 + Penalty 4700.280998 = -504145.048722 nChanged 2 SP:Iteration 27Q (5547.838343 sec): 3 clusters Score: Raw -508845.761082 + Penalty 4700.280998 = -504145.480083 nChanged 5 SP:Iteration 28Q (5547.902770 sec): 3 clusters Score: Raw -508846.772791 + Penalty 4700.280998 = -504146.491793 nChanged 4 SP:Iteration 29Q (5547.966525 sec): 3 clusters Score: Raw -508847.498836 + Penalty 4700.280998 = -504147.217837 nChanged 0 SP:Iteration 30F (5548.031324 sec): 3 clusters Score: Raw -508847.498836 + Penalty 4700.280998 = -504147.217837 nChanged 0 Score: Raw -11783459.637139 + Penalty 28252.410767 = -11755207.226372 Splitting cluster 7 changes total score from -11751883.993987 to -11755207.226372 So it's getting split into cluster 3. Trying to split cluster 8 (15182 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5550.114090 sec): 2 clusters Score: Raw -1265847.239038 + Penalty 2541.756570 = -1263305.482468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5550.235921 sec): 3 clusters Score: Raw -1257429.992224 + Penalty 5083.513140 = -1252346.479085 nChanged 6537 SP:Iteration 1F (5550.332985 sec): 3 clusters Score: Raw -1261918.391592 + Penalty 5083.513140 = -1256834.878452 nChanged 1735 SP:Iteration 2F (5550.434203 sec): 3 clusters Score: Raw -1264445.948466 + Penalty 5083.513140 = -1259362.435327 nChanged 1915 SP:Iteration 3F (5550.535713 sec): 3 clusters Score: Raw -1267463.777864 + Penalty 5083.513140 = -1262380.264725 nChanged 1544 SP:Iteration 4F (5550.700923 sec): 3 clusters Score: Raw -1269138.692098 + Penalty 5083.513140 = -1264055.178958 nChanged 851 SP:Iteration 5F (5550.802987 sec): 3 clusters Score: Raw -1269735.609341 + Penalty 5083.513140 = -1264652.096201 nChanged 519 SP:Iteration 6Q (5550.915357 sec): 3 clusters Score: Raw -1269995.495007 + Penalty 5083.513140 = -1264911.981867 nChanged 290 SP:Iteration 7Q (5551.019989 sec): 3 clusters Score: Raw -1270120.746878 + Penalty 5083.513140 = -1265037.233739 nChanged 210 SP:Iteration 8Q (5551.196295 sec): 3 clusters Score: Raw -1270190.723657 + Penalty 5083.513140 = -1265107.210518 nChanged 160 SP:Iteration 9Q (5551.405284 sec): 3 clusters Score: Raw -1270240.713275 + Penalty 5083.513140 = -1265157.200135 nChanged 147 SP:Iteration 10Q (5551.578519 sec): 3 clusters Score: Raw -1270280.157243 + Penalty 5083.513140 = -1265196.644103 nChanged 121 SP:Iteration 11Q (5551.755873 sec): 3 clusters Score: Raw -1270308.910135 + Penalty 5083.513140 = -1265225.396995 nChanged 94 SP:Iteration 12Q (5551.939502 sec): 3 clusters Score: Raw -1270326.796559 + Penalty 5083.513140 = -1265243.283419 nChanged 68 SP:Iteration 13Q (5552.045940 sec): 3 clusters Score: Raw -1270337.478921 + Penalty 5083.513140 = -1265253.965781 nChanged 56 SP:Iteration 14Q (5552.142631 sec): 3 clusters Score: Raw -1270346.044638 + Penalty 5083.513140 = -1265262.531499 nChanged 55 SP:Iteration 15Q (5552.251013 sec): 3 clusters Score: Raw -1270354.340070 + Penalty 5083.513140 = -1265270.826931 nChanged 47 SP:Iteration 16Q (5552.370452 sec): 3 clusters Score: Raw -1270360.185165 + Penalty 5083.513140 = -1265276.672026 nChanged 29 SP:Iteration 17Q (5552.465426 sec): 3 clusters Score: Raw -1270364.009655 + Penalty 5083.513140 = -1265280.496516 nChanged 27 SP:Iteration 18Q (5552.565205 sec): 3 clusters Score: Raw -1270367.809894 + Penalty 5083.513140 = -1265284.296755 nChanged 32 SP:Iteration 19Q (5552.666844 sec): 3 clusters Score: Raw -1270372.245100 + Penalty 5083.513140 = -1265288.731960 nChanged 24 SP:Iteration 20F (5552.773365 sec): 3 clusters Score: Raw -1270375.192164 + Penalty 5083.513140 = -1265291.679025 nChanged 21 SP:Iteration 21Q (5552.896246 sec): 3 clusters Score: Raw -1270377.809294 + Penalty 5083.513140 = -1265294.296154 nChanged 21 SP:Iteration 22Q (5553.108073 sec): 3 clusters Score: Raw -1270380.055447 + Penalty 5083.513140 = -1265296.542308 nChanged 15 SP:Iteration 23Q (5553.299630 sec): 3 clusters Score: Raw -1270381.879769 + Penalty 5083.513140 = -1265298.366630 nChanged 15 SP:Iteration 24Q (5553.526971 sec): 3 clusters Score: Raw -1270383.932474 + Penalty 5083.513140 = -1265300.419334 nChanged 17 SP:Iteration 25Q (5553.739737 sec): 3 clusters Score: Raw -1270385.750119 + Penalty 5083.513140 = -1265302.236980 nChanged 11 SP:Iteration 26Q (5553.985374 sec): 3 clusters Score: Raw -1270387.112767 + Penalty 5083.513140 = -1265303.599628 nChanged 12 SP:Iteration 27Q (5554.181599 sec): 3 clusters Score: Raw -1270388.410984 + Penalty 5083.513140 = -1265304.897845 nChanged 14 SP:Iteration 28Q (5554.356212 sec): 3 clusters Score: Raw -1270389.770372 + Penalty 5083.513140 = -1265306.257232 nChanged 13 SP:Iteration 29Q (5554.555455 sec): 3 clusters Score: Raw -1270391.109452 + Penalty 5083.513140 = -1265307.596313 nChanged 16 SP:Iteration 30Q (5554.712830 sec): 3 clusters Score: Raw -1270392.879775 + Penalty 5083.513140 = -1265309.366636 nChanged 16 SP:Iteration 31Q (5554.908514 sec): 3 clusters Score: Raw -1270394.663832 + Penalty 5083.513140 = -1265311.150693 nChanged 21 SP:Iteration 32Q (5555.069183 sec): 3 clusters Score: Raw -1270396.968612 + Penalty 5083.513140 = -1265313.455472 nChanged 23 SP:Iteration 33Q (5555.157109 sec): 3 clusters Score: Raw -1270400.141785 + Penalty 5083.513140 = -1265316.628646 nChanged 25 SP:Iteration 34Q (5555.254227 sec): 3 clusters Score: Raw -1270402.957189 + Penalty 5083.513140 = -1265319.444049 nChanged 11 SP:Iteration 35Q (5555.392681 sec): 3 clusters Score: Raw -1270404.089411 + Penalty 5083.513140 = -1265320.576271 nChanged 11 SP:Iteration 36Q (5555.483136 sec): 3 clusters Score: Raw -1270405.293420 + Penalty 5083.513140 = -1265321.780280 nChanged 12 SP:Iteration 37Q (5555.587451 sec): 3 clusters Score: Raw -1270406.432554 + Penalty 5083.513140 = -1265322.919414 nChanged 11 SP:Iteration 38Q (5555.710853 sec): 3 clusters Score: Raw -1270407.628044 + Penalty 5083.513140 = -1265324.114904 nChanged 11 SP:Iteration 39Q (5555.806770 sec): 3 clusters Score: Raw -1270408.774399 + Penalty 5083.513140 = -1265325.261259 nChanged 10 SP:Iteration 40F (5555.907455 sec): 3 clusters Score: Raw -1270410.185051 + Penalty 5083.513140 = -1265326.671912 nChanged 18 SP:Iteration 41Q (5556.154466 sec): 3 clusters Score: Raw -1270412.431035 + Penalty 5083.513140 = -1265328.917895 nChanged 9 SP:Iteration 42Q (5556.343835 sec): 3 clusters Score: Raw -1270413.698848 + Penalty 5083.513140 = -1265330.185709 nChanged 10 SP:Iteration 43Q (5556.575196 sec): 3 clusters Score: Raw -1270414.884423 + Penalty 5083.513140 = -1265331.371284 nChanged 8 SP:Iteration 44Q (5556.749513 sec): 3 clusters Score: Raw -1270415.849074 + Penalty 5083.513140 = -1265332.335934 nChanged 9 SP:Iteration 45Q (5556.964820 sec): 3 clusters Score: Raw -1270416.926574 + Penalty 5083.513140 = -1265333.413434 nChanged 8 SP:Iteration 46Q (5557.113750 sec): 3 clusters Score: Raw -1270417.933529 + Penalty 5083.513140 = -1265334.420389 nChanged 12 SP:Iteration 47Q (5557.287788 sec): 3 clusters Score: Raw -1270419.516205 + Penalty 5083.513140 = -1265336.003065 nChanged 16 SP:Iteration 48Q (5557.367847 sec): 3 clusters Score: Raw -1270421.691723 + Penalty 5083.513140 = -1265338.178583 nChanged 12 SP:Iteration 49Q (5557.478249 sec): 3 clusters Score: Raw -1270423.062671 + Penalty 5083.513140 = -1265339.549532 nChanged 14 SP:Iteration 50Q (5557.580706 sec): 3 clusters Score: Raw -1270424.678147 + Penalty 5083.513140 = -1265341.165008 nChanged 8 SP:Iteration 51Q (5557.689804 sec): 3 clusters Score: Raw -1270425.537216 + Penalty 5083.513140 = -1265342.024076 nChanged 13 SP:Iteration 52Q (5557.808196 sec): 3 clusters Score: Raw -1270427.022155 + Penalty 5083.513140 = -1265343.509016 nChanged 11 SP:Iteration 53Q (5557.902395 sec): 3 clusters Score: Raw -1270428.276507 + Penalty 5083.513140 = -1265344.763367 nChanged 8 SP:Iteration 54Q (5558.010965 sec): 3 clusters Score: Raw -1270429.165844 + Penalty 5083.513140 = -1265345.652704 nChanged 6 SP:Iteration 55Q (5558.131303 sec): 3 clusters Score: Raw -1270429.868997 + Penalty 5083.513140 = -1265346.355858 nChanged 5 SP:Iteration 56Q (5558.224992 sec): 3 clusters Score: Raw -1270430.528787 + Penalty 5083.513140 = -1265347.015648 nChanged 4 SP:Iteration 57Q (5558.325118 sec): 3 clusters Score: Raw -1270430.838727 + Penalty 5083.513140 = -1265347.325587 nChanged 1 SP:Iteration 58Q (5558.426654 sec): 3 clusters Score: Raw -1270430.952280 + Penalty 5083.513140 = -1265347.439140 nChanged 1 SP:Iteration 59Q (5558.533809 sec): 3 clusters Score: Raw -1270431.024039 + Penalty 5083.513140 = -1265347.510900 nChanged 0 SP:Iteration 60F (5558.656401 sec): 3 clusters Score: Raw -1270431.024039 + Penalty 5083.513140 = -1265347.510900 nChanged 0 Score: Raw -11788043.422140 + Penalty 31391.567519 = -11756651.854622 Splitting cluster 8 changes total score from -11751883.993987 to -11756651.854622 So it's getting split into cluster 10. Trying to split cluster 9 (16763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5561.000494 sec): 2 clusters Score: Raw -1372239.732260 + Penalty 2567.909350 = -1369671.822910 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5561.119961 sec): 3 clusters Score: Raw -1362869.082211 + Penalty 5135.818700 = -1357733.263511 nChanged 7185 SP:Iteration 1F (5561.222516 sec): 3 clusters Score: Raw -1367457.167712 + Penalty 5135.818700 = -1362321.349012 nChanged 1644 SP:Iteration 2F (5561.356570 sec): 3 clusters Score: Raw -1369465.371832 + Penalty 5135.818700 = -1364329.553133 nChanged 1899 SP:Iteration 3F (5561.460860 sec): 3 clusters Score: Raw -1372203.006081 + Penalty 5135.818700 = -1367067.187381 nChanged 1891 SP:Iteration 4F (5561.575108 sec): 3 clusters Score: Raw -1374484.302188 + Penalty 5135.818700 = -1369348.483488 nChanged 1244 SP:Iteration 5F (5561.682282 sec): 3 clusters Score: Raw -1375435.696547 + Penalty 5135.818700 = -1370299.877847 nChanged 692 SP:Iteration 6Q (5561.791458 sec): 3 clusters Score: Raw -1375746.878188 + Penalty 5135.818700 = -1370611.059488 nChanged 373 SP:Iteration 7Q (5561.993827 sec): 3 clusters Score: Raw -1375873.799328 + Penalty 5135.818700 = -1370737.980629 nChanged 202 SP:Iteration 8Q (5562.147204 sec): 3 clusters Score: Raw -1375929.250754 + Penalty 5135.818700 = -1370793.432054 nChanged 133 SP:Iteration 9Q (5562.309347 sec): 3 clusters Score: Raw -1375964.673288 + Penalty 5135.818700 = -1370828.854588 nChanged 114 SP:Iteration 10Q (5562.481428 sec): 3 clusters Score: Raw -1376001.877245 + Penalty 5135.818700 = -1370866.058545 nChanged 111 SP:Iteration 11Q (5562.604599 sec): 3 clusters Score: Raw -1376029.638637 + Penalty 5135.818700 = -1370893.819938 nChanged 96 SP:Iteration 12Q (5562.714464 sec): 3 clusters Score: Raw -1376055.777890 + Penalty 5135.818700 = -1370919.959190 nChanged 95 SP:Iteration 13Q (5562.836673 sec): 3 clusters Score: Raw -1376085.832408 + Penalty 5135.818700 = -1370950.013708 nChanged 106 SP:Iteration 14Q (5562.944850 sec): 3 clusters Score: Raw -1376118.169248 + Penalty 5135.818700 = -1370982.350549 nChanged 124 SP:Iteration 15Q (5563.053055 sec): 3 clusters Score: Raw -1376155.823108 + Penalty 5135.818700 = -1371020.004408 nChanged 133 SP:Iteration 16Q (5563.171898 sec): 3 clusters Score: Raw -1376202.781484 + Penalty 5135.818700 = -1371066.962784 nChanged 153 SP:Iteration 17Q (5563.299852 sec): 3 clusters Score: Raw -1376267.996411 + Penalty 5135.818700 = -1371132.177711 nChanged 172 SP:Iteration 18Q (5563.433231 sec): 3 clusters Score: Raw -1376336.782296 + Penalty 5135.818700 = -1371200.963597 nChanged 157 SP:Iteration 19Q (5563.543915 sec): 3 clusters Score: Raw -1376398.645241 + Penalty 5135.818700 = -1371262.826541 nChanged 170 SP:Iteration 20F (5563.651403 sec): 3 clusters Score: Raw -1376463.548946 + Penalty 5135.818700 = -1371327.730246 nChanged 166 SP:Iteration 21Q (5563.763528 sec): 3 clusters Score: Raw -1376528.684423 + Penalty 5135.818700 = -1371392.865724 nChanged 149 SP:Iteration 22Q (5563.871377 sec): 3 clusters Score: Raw -1376576.245479 + Penalty 5135.818700 = -1371440.426779 nChanged 146 SP:Iteration 23Q (5563.979047 sec): 3 clusters Score: Raw -1376623.512878 + Penalty 5135.818700 = -1371487.694179 nChanged 132 SP:Iteration 24Q (5564.086579 sec): 3 clusters Score: Raw -1376662.108395 + Penalty 5135.818700 = -1371526.289696 nChanged 128 SP:Iteration 25Q (5564.194322 sec): 3 clusters Score: Raw -1376700.762560 + Penalty 5135.818700 = -1371564.943860 nChanged 119 SP:Iteration 26Q (5564.301452 sec): 3 clusters Score: Raw -1376731.167273 + Penalty 5135.818700 = -1371595.348573 nChanged 123 SP:Iteration 27Q (5564.408186 sec): 3 clusters Score: Raw -1376761.696961 + Penalty 5135.818700 = -1371625.878262 nChanged 102 SP:Iteration 28Q (5564.516889 sec): 3 clusters Score: Raw -1376786.850391 + Penalty 5135.818700 = -1371651.031692 nChanged 90 SP:Iteration 29Q (5564.624014 sec): 3 clusters Score: Raw -1376811.506829 + Penalty 5135.818700 = -1371675.688130 nChanged 89 SP:Iteration 30Q (5564.751252 sec): 3 clusters Score: Raw -1376833.456109 + Penalty 5135.818700 = -1371697.637409 nChanged 84 SP:Iteration 31Q (5564.872159 sec): 3 clusters Score: Raw -1376849.694195 + Penalty 5135.818700 = -1371713.875495 nChanged 69 SP:Iteration 32Q (5564.978618 sec): 3 clusters Score: Raw -1376863.192387 + Penalty 5135.818700 = -1371727.373688 nChanged 58 SP:Iteration 33Q (5565.090674 sec): 3 clusters Score: Raw -1376873.935881 + Penalty 5135.818700 = -1371738.117181 nChanged 37 SP:Iteration 34Q (5565.197326 sec): 3 clusters Score: Raw -1376880.769083 + Penalty 5135.818700 = -1371744.950384 nChanged 36 SP:Iteration 35Q (5565.303708 sec): 3 clusters Score: Raw -1376885.872953 + Penalty 5135.818700 = -1371750.054254 nChanged 33 SP:Iteration 36Q (5565.425904 sec): 3 clusters Score: Raw -1376891.455744 + Penalty 5135.818700 = -1371755.637044 nChanged 34 SP:Iteration 37Q (5565.553510 sec): 3 clusters Score: Raw -1376896.726902 + Penalty 5135.818700 = -1371760.908203 nChanged 30 SP:Iteration 38Q (5565.749799 sec): 3 clusters Score: Raw -1376902.236411 + Penalty 5135.818700 = -1371766.417711 nChanged 35 SP:Iteration 39Q (5565.948424 sec): 3 clusters Score: Raw -1376907.213704 + Penalty 5135.818700 = -1371771.395005 nChanged 20 SP:Iteration 40F (5566.113215 sec): 3 clusters Score: Raw -1376909.563337 + Penalty 5135.818700 = -1371773.744637 nChanged 12 SP:Iteration 41Q (5566.334973 sec): 3 clusters Score: Raw -1376910.800695 + Penalty 5135.818700 = -1371774.981995 nChanged 6 SP:Iteration 42Q (5566.408864 sec): 3 clusters Score: Raw -1376911.610018 + Penalty 5135.818700 = -1371775.791318 nChanged 10 SP:Iteration 43Q (5566.502018 sec): 3 clusters Score: Raw -1376912.925195 + Penalty 5135.818700 = -1371777.106495 nChanged 8 SP:Iteration 44Q (5566.586269 sec): 3 clusters Score: Raw -1376913.897103 + Penalty 5135.818700 = -1371778.078403 nChanged 7 SP:Iteration 45Q (5566.713102 sec): 3 clusters Score: Raw -1376914.619506 + Penalty 5135.818700 = -1371778.800806 nChanged 7 SP:Iteration 46Q (5566.834002 sec): 3 clusters Score: Raw -1376915.203958 + Penalty 5135.818700 = -1371779.385258 nChanged 5 SP:Iteration 47Q (5566.939787 sec): 3 clusters Score: Raw -1376915.627864 + Penalty 5135.818700 = -1371779.809164 nChanged 5 SP:Iteration 48Q (5567.052432 sec): 3 clusters Score: Raw -1376916.167564 + Penalty 5135.818700 = -1371780.348864 nChanged 10 SP:Iteration 49Q (5567.158780 sec): 3 clusters Score: Raw -1376917.062081 + Penalty 5135.818700 = -1371781.243381 nChanged 3 SP:Iteration 50Q (5567.282332 sec): 3 clusters Score: Raw -1376917.445307 + Penalty 5135.818700 = -1371781.626607 nChanged 5 SP:Iteration 51Q (5567.424078 sec): 3 clusters Score: Raw -1376918.040689 + Penalty 5135.818700 = -1371782.221990 nChanged 6 SP:Iteration 52Q (5567.534819 sec): 3 clusters Score: Raw -1376918.635433 + Penalty 5135.818700 = -1371782.816733 nChanged 5 SP:Iteration 53Q (5567.633869 sec): 3 clusters Score: Raw -1376919.579567 + Penalty 5135.818700 = -1371783.760867 nChanged 7 SP:Iteration 54Q (5567.768003 sec): 3 clusters Score: Raw -1376920.421045 + Penalty 5135.818700 = -1371784.602345 nChanged 4 SP:Iteration 55Q (5567.890045 sec): 3 clusters Score: Raw -1376920.784414 + Penalty 5135.818700 = -1371784.965715 nChanged 5 SP:Iteration 56Q (5567.996566 sec): 3 clusters Score: Raw -1376921.304745 + Penalty 5135.818700 = -1371785.486045 nChanged 3 SP:Iteration 57Q (5568.107447 sec): 3 clusters Score: Raw -1376921.893953 + Penalty 5135.818700 = -1371786.075253 nChanged 7 SP:Iteration 58Q (5568.214828 sec): 3 clusters Score: Raw -1376922.694042 + Penalty 5135.818700 = -1371786.875342 nChanged 7 SP:Iteration 59Q (5568.321318 sec): 3 clusters Score: Raw -1376923.350760 + Penalty 5135.818700 = -1371787.532060 nChanged 6 SP:Iteration 60F (5568.503513 sec): 3 clusters Score: Raw -1376924.051845 + Penalty 5135.818700 = -1371788.233145 nChanged 7 SP:Iteration 61Q (5568.658227 sec): 3 clusters Score: Raw -1376924.892194 + Penalty 5135.818700 = -1371789.073494 nChanged 10 SP:Iteration 62Q (5568.757960 sec): 3 clusters Score: Raw -1376925.870539 + Penalty 5135.818700 = -1371790.051839 nChanged 5 SP:Iteration 63Q (5568.882074 sec): 3 clusters Score: Raw -1376926.301995 + Penalty 5135.818700 = -1371790.483295 nChanged 2 SP:Iteration 64Q (5568.999055 sec): 3 clusters Score: Raw -1376926.684611 + Penalty 5135.818700 = -1371790.865912 nChanged 3 SP:Iteration 65Q (5569.094400 sec): 3 clusters Score: Raw -1376926.960197 + Penalty 5135.818700 = -1371791.141498 nChanged 3 SP:Iteration 66Q (5569.229010 sec): 3 clusters Score: Raw -1376927.178184 + Penalty 5135.818700 = -1371791.359484 nChanged 3 SP:Iteration 67Q (5569.330292 sec): 3 clusters Score: Raw -1376927.376551 + Penalty 5135.818700 = -1371791.557851 nChanged 1 SP:Iteration 68Q (5569.445409 sec): 3 clusters Score: Raw -1376927.430474 + Penalty 5135.818700 = -1371791.611774 nChanged 0 SP:Iteration 69F (5569.636427 sec): 3 clusters Score: Raw -1376927.430474 + Penalty 5135.818700 = -1371791.611774 nChanged 0 Score: Raw -11792731.120355 + Penalty 34530.724271 = -11758200.396084 Splitting cluster 9 changes total score from -11751883.993987 to -11758200.396084 So it's getting split into cluster 11. Iteration 20F (5574.387414 sec): 12 clusters Score: Raw -11798876.178666 + Penalty 34530.724271 = -11764345.454395 nChanged 7823 Iteration 21F (5576.634457 sec): 12 clusters Score: Raw -11802599.754817 + Penalty 34530.724271 = -11768069.030546 nChanged 4215 Iteration 22Q (5578.096168 sec): 12 clusters Score: Raw -11804462.951676 + Penalty 34530.724271 = -11769932.227405 nChanged 3314 Iteration 23Q (5579.711068 sec): 12 clusters Score: Raw -11805699.549576 + Penalty 34530.724271 = -11771168.825306 nChanged 2663 Iteration 24Q (5581.173842 sec): 12 clusters Score: Raw -11806599.673712 + Penalty 34530.724271 = -11772068.949442 nChanged 2225 Iteration 25Q (5582.586163 sec): 12 clusters Score: Raw -11807321.127961 + Penalty 34530.724271 = -11772790.403690 nChanged 2002 Iteration 26Q (5584.008340 sec): 12 clusters Score: Raw -11807958.802659 + Penalty 34530.724271 = -11773428.078388 nChanged 1844 Iteration 27Q (5585.410768 sec): 12 clusters Score: Raw -11808543.891079 + Penalty 34530.724271 = -11774013.166808 nChanged 1627 Iteration 28Q (5586.825118 sec): 12 clusters Score: Raw -11809052.699650 + Penalty 34530.724271 = -11774521.975379 nChanged 1559 Iteration 29Q (5588.210466 sec): 12 clusters Score: Raw -11809532.458755 + Penalty 34530.724271 = -11775001.734484 nChanged 1420 Iteration 30Q (5589.677536 sec): 12 clusters Score: Raw -11809952.141854 + Penalty 34530.724271 = -11775421.417584 nChanged 1301 Iteration 31Q (5591.020050 sec): 12 clusters Score: Raw -11810322.813340 + Penalty 34530.724271 = -11775792.089069 nChanged 1233 Iteration 32Q (5592.343349 sec): 12 clusters Score: Raw -11810667.149350 + Penalty 34530.724271 = -11776136.425079 nChanged 1071 Iteration 33Q (5593.607571 sec): 12 clusters Score: Raw -11810957.090353 + Penalty 34530.724271 = -11776426.366082 nChanged 947 Iteration 34Q (5594.853629 sec): 12 clusters Score: Raw -11811211.645000 + Penalty 34530.724271 = -11776680.920729 nChanged 894 Iteration 35Q (5596.072695 sec): 12 clusters Score: Raw -11811417.812998 + Penalty 34530.724271 = -11776887.088727 nChanged 782 Iteration 36Q (5597.311772 sec): 12 clusters Score: Raw -11811592.147712 + Penalty 34530.724271 = -11777061.423442 nChanged 756 Iteration 37Q (5598.711555 sec): 12 clusters Score: Raw -11811763.957163 + Penalty 34530.724271 = -11777233.232893 nChanged 655 Iteration 38Q (5600.046787 sec): 12 clusters Score: Raw -11811895.988200 + Penalty 34530.724271 = -11777365.263929 nChanged 603 Iteration 39Q (5601.255153 sec): 12 clusters Score: Raw -11811994.076733 + Penalty 34530.724271 = -11777463.352463 nChanged 548 Iteration 40F (5603.185029 sec): 12 clusters Score: Raw -11812141.731649 + Penalty 34530.724271 = -11777611.007379 nChanged 548 Iteration 41Q (5604.578698 sec): 12 clusters Score: Raw -11812240.825835 + Penalty 34530.724271 = -11777710.101564 nChanged 524 Iteration 42Q (5606.076766 sec): 12 clusters Score: Raw -11812330.247380 + Penalty 34530.724271 = -11777799.523110 nChanged 512 Iteration 43Q (5607.478537 sec): 12 clusters Score: Raw -11812411.424576 + Penalty 34530.724271 = -11777880.700306 nChanged 491 Iteration 44Q (5608.801100 sec): 12 clusters Score: Raw -11812493.475398 + Penalty 34530.724271 = -11777962.751128 nChanged 505 Iteration 45Q (5610.037202 sec): 12 clusters Score: Raw -11812568.017738 + Penalty 34530.724271 = -11778037.293467 nChanged 428 Iteration 46Q (5611.353238 sec): 12 clusters Score: Raw -11812626.195946 + Penalty 34530.724271 = -11778095.471675 nChanged 357 Iteration 47Q (5612.622952 sec): 12 clusters Score: Raw -11812669.802978 + Penalty 34530.724271 = -11778139.078707 nChanged 336 Iteration 48Q (5613.881457 sec): 12 clusters Score: Raw -11812715.770710 + Penalty 34530.724271 = -11778185.046440 nChanged 308 Iteration 49Q (5615.168666 sec): 12 clusters Score: Raw -11812763.224348 + Penalty 34530.724271 = -11778232.500078 nChanged 296 Iteration 50Q (5616.456109 sec): 12 clusters Score: Raw -11812803.483212 + Penalty 34530.724271 = -11778272.758941 nChanged 285 Iteration 51Q (5617.703341 sec): 12 clusters Score: Raw -11812844.034658 + Penalty 34530.724271 = -11778313.310387 nChanged 284 Iteration 52Q (5619.018735 sec): 12 clusters Score: Raw -11812885.041732 + Penalty 34530.724271 = -11778354.317462 nChanged 307 Iteration 53Q (5620.253320 sec): 12 clusters Score: Raw -11812925.862308 + Penalty 34530.724271 = -11778395.138038 nChanged 308 Iteration 54Q (5621.506870 sec): 12 clusters Score: Raw -11812968.048305 + Penalty 34530.724271 = -11778437.324034 nChanged 294 Iteration 55Q (5622.737954 sec): 12 clusters Score: Raw -11813005.817889 + Penalty 34530.724271 = -11778475.093618 nChanged 294 Iteration 56Q (5624.166816 sec): 12 clusters Score: Raw -11813043.749516 + Penalty 34530.724271 = -11778513.025245 nChanged 284 Iteration 57Q (5625.458229 sec): 12 clusters Score: Raw -11813079.141127 + Penalty 34530.724271 = -11778548.416856 nChanged 283 Iteration 58Q (5626.777011 sec): 12 clusters Score: Raw -11813112.161588 + Penalty 34530.724271 = -11778581.437317 nChanged 270 Writing temp clu file Because OldScore, -11778548.416856, is greater than current (better) Score,-11778581.437317 Compute initial score before splitting: Score: Raw -11813112.161588 + Penalty 34530.724271 = -11778581.437317 Trying to split cluster 1 (12190 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5626.958635 sec): 2 clusters Score: Raw -971523.492260 + Penalty 2483.810003 = -969039.682257 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5627.187378 sec): 3 clusters Score: Raw -964759.063395 + Penalty 4967.620005 = -959791.443390 nChanged 5168 SP:Iteration 1F (5627.336448 sec): 3 clusters Score: Raw -967636.556606 + Penalty 4967.620005 = -962668.936600 nChanged 928 SP:Iteration 2F (5627.470254 sec): 3 clusters Score: Raw -968186.851161 + Penalty 4967.620005 = -963219.231155 nChanged 791 SP:Iteration 3F (5627.547121 sec): 3 clusters Score: Raw -968654.239652 + Penalty 4967.620005 = -963686.619646 nChanged 676 SP:Iteration 4F (5627.622397 sec): 3 clusters Score: Raw -969064.831582 + Penalty 4967.620005 = -964097.211577 nChanged 622 SP:Iteration 5F (5627.697210 sec): 3 clusters Score: Raw -969464.527150 + Penalty 4967.620005 = -964496.907144 nChanged 570 SP:Iteration 6Q (5627.773495 sec): 3 clusters Score: Raw -969840.514493 + Penalty 4967.620005 = -964872.894488 nChanged 564 SP:Iteration 7Q (5627.857875 sec): 3 clusters Score: Raw -970181.009300 + Penalty 4967.620005 = -965213.389294 nChanged 501 SP:Iteration 8Q (5627.941551 sec): 3 clusters Score: Raw -970484.328291 + Penalty 4967.620005 = -965516.708286 nChanged 450 SP:Iteration 9Q (5628.020882 sec): 3 clusters Score: Raw -970723.775208 + Penalty 4967.620005 = -965756.155202 nChanged 365 SP:Iteration 10Q (5628.100036 sec): 3 clusters Score: Raw -970895.548995 + Penalty 4967.620005 = -965927.928989 nChanged 308 SP:Iteration 11Q (5628.175714 sec): 3 clusters Score: Raw -971019.074930 + Penalty 4967.620005 = -966051.454925 nChanged 260 SP:Iteration 12Q (5628.249064 sec): 3 clusters Score: Raw -971128.873605 + Penalty 4967.620005 = -966161.253600 nChanged 224 SP:Iteration 13Q (5628.329990 sec): 3 clusters Score: Raw -971229.368205 + Penalty 4967.620005 = -966261.748199 nChanged 206 SP:Iteration 14Q (5628.406290 sec): 3 clusters Score: Raw -971320.758374 + Penalty 4967.620005 = -966353.138368 nChanged 184 SP:Iteration 15Q (5628.479313 sec): 3 clusters Score: Raw -971410.232295 + Penalty 4967.620005 = -966442.612289 nChanged 208 SP:Iteration 16Q (5628.559000 sec): 3 clusters Score: Raw -971530.087739 + Penalty 4967.620005 = -966562.467733 nChanged 207 SP:Iteration 17Q (5628.714651 sec): 3 clusters Score: Raw -971640.804299 + Penalty 4967.620005 = -966673.184293 nChanged 179 SP:Iteration 18Q (5628.847173 sec): 3 clusters Score: Raw -971745.913390 + Penalty 4967.620005 = -966778.293385 nChanged 178 SP:Iteration 19Q (5628.981341 sec): 3 clusters Score: Raw -971842.784529 + Penalty 4967.620005 = -966875.164524 nChanged 135 SP:Iteration 20F (5629.121111 sec): 3 clusters Score: Raw -971912.116270 + Penalty 4967.620005 = -966944.496264 nChanged 131 SP:Iteration 21Q (5629.195598 sec): 3 clusters Score: Raw -971968.553688 + Penalty 4967.620005 = -967000.933683 nChanged 118 SP:Iteration 22Q (5629.268351 sec): 3 clusters Score: Raw -972021.954906 + Penalty 4967.620005 = -967054.334901 nChanged 117 SP:Iteration 23Q (5629.351255 sec): 3 clusters Score: Raw -972069.514144 + Penalty 4967.620005 = -967101.894138 nChanged 84 SP:Iteration 24Q (5629.434376 sec): 3 clusters Score: Raw -972106.081804 + Penalty 4967.620005 = -967138.461799 nChanged 83 SP:Iteration 25Q (5629.516561 sec): 3 clusters Score: Raw -972139.791329 + Penalty 4967.620005 = -967172.171323 nChanged 84 SP:Iteration 26Q (5629.599234 sec): 3 clusters Score: Raw -972170.188735 + Penalty 4967.620005 = -967202.568730 nChanged 69 SP:Iteration 27Q (5629.681963 sec): 3 clusters Score: Raw -972191.296029 + Penalty 4967.620005 = -967223.676024 nChanged 45 SP:Iteration 28Q (5629.764512 sec): 3 clusters Score: Raw -972204.247626 + Penalty 4967.620005 = -967236.627620 nChanged 35 SP:Iteration 29Q (5629.846921 sec): 3 clusters Score: Raw -972215.575581 + Penalty 4967.620005 = -967247.955575 nChanged 28 SP:Iteration 30Q (5629.929614 sec): 3 clusters Score: Raw -972223.625427 + Penalty 4967.620005 = -967256.005422 nChanged 31 SP:Iteration 31Q (5630.011983 sec): 3 clusters Score: Raw -972232.138503 + Penalty 4967.620005 = -967264.518497 nChanged 23 SP:Iteration 32Q (5630.094329 sec): 3 clusters Score: Raw -972239.199991 + Penalty 4967.620005 = -967271.579985 nChanged 22 SP:Iteration 33Q (5630.176222 sec): 3 clusters Score: Raw -972244.621632 + Penalty 4967.620005 = -967277.001627 nChanged 11 SP:Iteration 34Q (5630.258209 sec): 3 clusters Score: Raw -972246.703049 + Penalty 4967.620005 = -967279.083044 nChanged 5 SP:Iteration 35Q (5630.340717 sec): 3 clusters Score: Raw -972247.974557 + Penalty 4967.620005 = -967280.354552 nChanged 10 SP:Iteration 36Q (5630.422722 sec): 3 clusters Score: Raw -972250.102270 + Penalty 4967.620005 = -967282.482264 nChanged 13 SP:Iteration 37Q (5630.507894 sec): 3 clusters Score: Raw -972253.957518 + Penalty 4967.620005 = -967286.337512 nChanged 11 SP:Iteration 38Q (5630.604261 sec): 3 clusters Score: Raw -972256.207608 + Penalty 4967.620005 = -967288.587603 nChanged 6 SP:Iteration 39Q (5630.683217 sec): 3 clusters Score: Raw -972257.479143 + Penalty 4967.620005 = -967289.859138 nChanged 8 SP:Iteration 40F (5630.764540 sec): 3 clusters Score: Raw -972259.065583 + Penalty 4967.620005 = -967291.445577 nChanged 8 SP:Iteration 41Q (5630.865779 sec): 3 clusters Score: Raw -972260.937869 + Penalty 4967.620005 = -967293.317864 nChanged 7 SP:Iteration 42Q (5630.944628 sec): 3 clusters Score: Raw -972262.159537 + Penalty 4967.620005 = -967294.539531 nChanged 2 SP:Iteration 43Q (5631.018575 sec): 3 clusters Score: Raw -972262.472161 + Penalty 4967.620005 = -967294.852156 nChanged 2 SP:Iteration 44Q (5631.119249 sec): 3 clusters Score: Raw -972262.715244 + Penalty 4967.620005 = -967295.095238 nChanged 2 SP:Iteration 45Q (5631.202389 sec): 3 clusters Score: Raw -972262.955079 + Penalty 4967.620005 = -967295.335073 nChanged 0 SP:Iteration 46F (5631.279250 sec): 3 clusters Score: Raw -972262.955079 + Penalty 4967.620005 = -967295.335073 nChanged 0 Trying to split cluster 2 (3576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5631.348189 sec): 2 clusters Score: Raw -267595.457528 + Penalty 2160.048036 = -265435.409492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5631.540836 sec): 3 clusters Score: Raw -266050.339363 + Penalty 4320.096072 = -261730.243291 nChanged 1320 SP:Iteration 1F (5631.671838 sec): 3 clusters Score: Raw -266991.912055 + Penalty 4320.096072 = -262671.815983 nChanged 348 SP:Iteration 2F (5631.807226 sec): 3 clusters Score: Raw -267351.168576 + Penalty 4320.096072 = -263031.072504 nChanged 251 SP:Iteration 3F (5631.943361 sec): 3 clusters Score: Raw -267593.879654 + Penalty 4320.096072 = -263273.783582 nChanged 175 SP:Iteration 4Q (5632.079652 sec): 3 clusters Score: Raw -267753.455892 + Penalty 4320.096072 = -263433.359820 nChanged 148 SP:Iteration 5Q (5632.211169 sec): 3 clusters Score: Raw -267901.435690 + Penalty 4320.096072 = -263581.339618 nChanged 129 SP:Iteration 6Q (5632.348138 sec): 3 clusters Score: Raw -268023.896421 + Penalty 4320.096072 = -263703.800349 nChanged 117 SP:Iteration 7Q (5632.390529 sec): 3 clusters Score: Raw -268132.187498 + Penalty 4320.096072 = -263812.091426 nChanged 100 SP:Iteration 8Q (5632.439669 sec): 3 clusters Score: Raw -268212.284971 + Penalty 4320.096072 = -263892.188899 nChanged 71 SP:Iteration 9Q (5632.489069 sec): 3 clusters Score: Raw -268265.936038 + Penalty 4320.096072 = -263945.839966 nChanged 62 SP:Iteration 10Q (5632.538903 sec): 3 clusters Score: Raw -268303.023824 + Penalty 4320.096072 = -263982.927752 nChanged 37 SP:Iteration 11Q (5632.588640 sec): 3 clusters Score: Raw -268327.270745 + Penalty 4320.096072 = -264007.174673 nChanged 40 SP:Iteration 12Q (5632.638073 sec): 3 clusters Score: Raw -268354.820799 + Penalty 4320.096072 = -264034.724727 nChanged 37 SP:Iteration 13Q (5632.683507 sec): 3 clusters Score: Raw -268377.785894 + Penalty 4320.096072 = -264057.689822 nChanged 33 SP:Iteration 14Q (5632.726361 sec): 3 clusters Score: Raw -268395.999851 + Penalty 4320.096072 = -264075.903779 nChanged 19 SP:Iteration 15Q (5632.769152 sec): 3 clusters Score: Raw -268403.673663 + Penalty 4320.096072 = -264083.577591 nChanged 10 SP:Iteration 16Q (5632.812122 sec): 3 clusters Score: Raw -268407.605282 + Penalty 4320.096072 = -264087.509210 nChanged 7 SP:Iteration 17Q (5632.859910 sec): 3 clusters Score: Raw -268410.142665 + Penalty 4320.096072 = -264090.046593 nChanged 10 SP:Iteration 18Q (5632.907779 sec): 3 clusters Score: Raw -268414.158704 + Penalty 4320.096072 = -264094.062632 nChanged 9 SP:Iteration 19Q (5632.955705 sec): 3 clusters Score: Raw -268417.332350 + Penalty 4320.096072 = -264097.236278 nChanged 5 SP:Iteration 20F (5633.003019 sec): 3 clusters Score: Raw -268420.042043 + Penalty 4320.096072 = -264099.945971 nChanged 11 SP:Iteration 21Q (5633.045790 sec): 3 clusters Score: Raw -268423.438689 + Penalty 4320.096072 = -264103.342617 nChanged 7 SP:Iteration 22Q (5633.088443 sec): 3 clusters Score: Raw -268425.623426 + Penalty 4320.096072 = -264105.527354 nChanged 5 SP:Iteration 23Q (5633.131270 sec): 3 clusters Score: Raw -268427.288121 + Penalty 4320.096072 = -264107.192049 nChanged 6 SP:Iteration 24Q (5633.175956 sec): 3 clusters Score: Raw -268428.923928 + Penalty 4320.096072 = -264108.827856 nChanged 5 SP:Iteration 25Q (5633.223237 sec): 3 clusters Score: Raw -268430.915580 + Penalty 4320.096072 = -264110.819508 nChanged 6 SP:Iteration 26Q (5633.270689 sec): 3 clusters Score: Raw -268433.301449 + Penalty 4320.096072 = -264113.205377 nChanged 3 SP:Iteration 27Q (5633.317709 sec): 3 clusters Score: Raw -268433.949844 + Penalty 4320.096072 = -264113.853772 nChanged 1 SP:Iteration 28Q (5633.363372 sec): 3 clusters Score: Raw -268434.612357 + Penalty 4320.096072 = -264114.516285 nChanged 2 SP:Iteration 29Q (5633.408619 sec): 3 clusters Score: Raw -268435.149196 + Penalty 4320.096072 = -264115.053124 nChanged 1 SP:Iteration 30Q (5633.453715 sec): 3 clusters Score: Raw -268435.394982 + Penalty 4320.096072 = -264115.298910 nChanged 1 SP:Iteration 31Q (5633.581320 sec): 3 clusters Score: Raw -268435.791544 + Penalty 4320.096072 = -264115.695472 nChanged 0 SP:Iteration 32F (5633.690922 sec): 3 clusters Score: Raw -268435.791544 + Penalty 4320.096072 = -264115.695472 nChanged 0 Trying to split cluster 3 (3395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5633.759899 sec): 2 clusters Score: Raw -246472.112112 + Penalty 2146.335587 = -244325.776526 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5633.909951 sec): 3 clusters Score: Raw -244986.531101 + Penalty 4292.671173 = -240693.859928 nChanged 1248 SP:Iteration 1F (5634.035242 sec): 3 clusters Score: Raw -245886.844823 + Penalty 4292.671173 = -241594.173650 nChanged 319 SP:Iteration 2F (5634.144119 sec): 3 clusters Score: Raw -246200.486199 + Penalty 4292.671173 = -241907.815026 nChanged 208 SP:Iteration 3F (5634.269602 sec): 3 clusters Score: Raw -246408.244393 + Penalty 4292.671173 = -242115.573220 nChanged 192 SP:Iteration 4F (5634.389321 sec): 3 clusters Score: Raw -246613.602842 + Penalty 4292.671173 = -242320.931668 nChanged 184 SP:Iteration 5F (5634.521902 sec): 3 clusters Score: Raw -246784.078349 + Penalty 4292.671173 = -242491.407176 nChanged 127 SP:Iteration 6Q (5634.640312 sec): 3 clusters Score: Raw -246890.082618 + Penalty 4292.671173 = -242597.411445 nChanged 93 SP:Iteration 7Q (5634.738124 sec): 3 clusters Score: Raw -246980.925968 + Penalty 4292.671173 = -242688.254795 nChanged 94 SP:Iteration 8Q (5634.861313 sec): 3 clusters Score: Raw -247081.229688 + Penalty 4292.671173 = -242788.558515 nChanged 95 SP:Iteration 9Q (5634.982959 sec): 3 clusters Score: Raw -247214.065640 + Penalty 4292.671173 = -242921.394467 nChanged 122 SP:Iteration 10Q (5635.086526 sec): 3 clusters Score: Raw -247375.314375 + Penalty 4292.671173 = -243082.643202 nChanged 116 SP:Iteration 11Q (5635.130881 sec): 3 clusters Score: Raw -247508.722685 + Penalty 4292.671173 = -243216.051512 nChanged 108 SP:Iteration 12Q (5635.175181 sec): 3 clusters Score: Raw -247642.115726 + Penalty 4292.671173 = -243349.444553 nChanged 106 SP:Iteration 13Q (5635.219209 sec): 3 clusters Score: Raw -247779.208455 + Penalty 4292.671173 = -243486.537282 nChanged 82 SP:Iteration 14Q (5635.261340 sec): 3 clusters Score: Raw -247852.503684 + Penalty 4292.671173 = -243559.832511 nChanged 67 SP:Iteration 15Q (5635.303190 sec): 3 clusters Score: Raw -247913.094942 + Penalty 4292.671173 = -243620.423769 nChanged 43 SP:Iteration 16Q (5635.345485 sec): 3 clusters Score: Raw -247943.909562 + Penalty 4292.671173 = -243651.238389 nChanged 36 SP:Iteration 17Q (5635.387712 sec): 3 clusters Score: Raw -247969.791498 + Penalty 4292.671173 = -243677.120325 nChanged 30 SP:Iteration 18Q (5635.433844 sec): 3 clusters Score: Raw -247988.953917 + Penalty 4292.671173 = -243696.282744 nChanged 24 SP:Iteration 19Q (5635.479902 sec): 3 clusters Score: Raw -248000.866515 + Penalty 4292.671173 = -243708.195342 nChanged 18 SP:Iteration 20F (5635.526245 sec): 3 clusters Score: Raw -248021.193350 + Penalty 4292.671173 = -243728.522177 nChanged 21 SP:Iteration 21Q (5635.570752 sec): 3 clusters Score: Raw -248040.215328 + Penalty 4292.671173 = -243747.544155 nChanged 14 SP:Iteration 22Q (5635.614190 sec): 3 clusters Score: Raw -248053.396289 + Penalty 4292.671173 = -243760.725116 nChanged 17 SP:Iteration 23Q (5635.743856 sec): 3 clusters Score: Raw -248064.511306 + Penalty 4292.671173 = -243771.840133 nChanged 9 SP:Iteration 24Q (5635.871518 sec): 3 clusters Score: Raw -248069.387185 + Penalty 4292.671173 = -243776.716012 nChanged 6 SP:Iteration 25Q (5635.997367 sec): 3 clusters Score: Raw -248074.476864 + Penalty 4292.671173 = -243781.805691 nChanged 9 SP:Iteration 26Q (5636.097432 sec): 3 clusters Score: Raw -248079.413285 + Penalty 4292.671173 = -243786.742112 nChanged 9 SP:Iteration 27Q (5636.140665 sec): 3 clusters Score: Raw -248084.089902 + Penalty 4292.671173 = -243791.418729 nChanged 6 SP:Iteration 28Q (5636.269491 sec): 3 clusters Score: Raw -248085.990505 + Penalty 4292.671173 = -243793.319332 nChanged 3 SP:Iteration 29Q (5636.388807 sec): 3 clusters Score: Raw -248088.155841 + Penalty 4292.671173 = -243795.484668 nChanged 4 SP:Iteration 30Q (5636.512478 sec): 3 clusters Score: Raw -248089.529734 + Penalty 4292.671173 = -243796.858561 nChanged 2 SP:Iteration 31Q (5636.631552 sec): 3 clusters Score: Raw -248090.765433 + Penalty 4292.671173 = -243798.094260 nChanged 3 SP:Iteration 32Q (5636.742665 sec): 3 clusters Score: Raw -248091.769159 + Penalty 4292.671173 = -243799.097986 nChanged 3 SP:Iteration 33Q (5636.872378 sec): 3 clusters Score: Raw -248093.954420 + Penalty 4292.671173 = -243801.283247 nChanged 3 SP:Iteration 34Q (5637.000406 sec): 3 clusters Score: Raw -248095.243905 + Penalty 4292.671173 = -243802.572732 nChanged 2 SP:Iteration 35Q (5637.125992 sec): 3 clusters Score: Raw -248095.838463 + Penalty 4292.671173 = -243803.167290 nChanged 0 SP:Iteration 36F (5637.236715 sec): 3 clusters Score: Raw -248095.838463 + Penalty 4292.671173 = -243803.167290 nChanged 0 Trying to split cluster 4 (66917 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5637.579818 sec): 2 clusters Score: Raw -5731715.512493 + Penalty 2933.358998 = -5728782.153495 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5637.969961 sec): 3 clusters Score: Raw -5689949.097308 + Penalty 5866.717995 = -5684082.379313 nChanged 30981 SP:Iteration 1F (5638.305427 sec): 3 clusters Score: Raw -5708136.564157 + Penalty 5866.717995 = -5702269.846162 nChanged 3538 SP:Iteration 2F (5638.588007 sec): 3 clusters Score: Raw -5709713.982553 + Penalty 5866.717995 = -5703847.264558 nChanged 4045 SP:Iteration 3F (5638.947331 sec): 3 clusters Score: Raw -5711866.156651 + Penalty 5866.717995 = -5705999.438656 nChanged 4516 SP:Iteration 4F (5639.252006 sec): 3 clusters Score: Raw -5714510.319174 + Penalty 5866.717995 = -5708643.601179 nChanged 4570 SP:Iteration 5F (5639.584921 sec): 3 clusters Score: Raw -5717368.160629 + Penalty 5866.717995 = -5711501.442634 nChanged 4220 SP:Iteration 6F (5639.889379 sec): 3 clusters Score: Raw -5720049.224883 + Penalty 5866.717995 = -5714182.506888 nChanged 3757 SP:Iteration 7F (5640.191220 sec): 3 clusters Score: Raw -5722578.890142 + Penalty 5866.717995 = -5716712.172147 nChanged 3194 SP:Iteration 8Q (5640.528806 sec): 3 clusters Score: Raw -5724980.731833 + Penalty 5866.717995 = -5719114.013838 nChanged 2679 SP:Iteration 9Q (5640.871126 sec): 3 clusters Score: Raw -5727296.510693 + Penalty 5866.717995 = -5721429.792697 nChanged 2074 SP:Iteration 10Q (5641.164581 sec): 3 clusters Score: Raw -5729535.349010 + Penalty 5866.717995 = -5723668.631015 nChanged 1398 SP:Iteration 11Q (5641.469431 sec): 3 clusters Score: Raw -5731176.781738 + Penalty 5866.717995 = -5725310.063743 nChanged 934 SP:Iteration 12Q (5641.790315 sec): 3 clusters Score: Raw -5732322.976608 + Penalty 5866.717995 = -5726456.258613 nChanged 648 SP:Iteration 13Q (5642.052358 sec): 3 clusters Score: Raw -5732969.671055 + Penalty 5866.717995 = -5727102.953059 nChanged 461 SP:Iteration 14Q (5642.289588 sec): 3 clusters Score: Raw -5733277.652772 + Penalty 5866.717995 = -5727410.934777 nChanged 303 SP:Iteration 15Q (5642.534061 sec): 3 clusters Score: Raw -5733404.890296 + Penalty 5866.717995 = -5727538.172301 nChanged 192 SP:Iteration 16Q (5642.777568 sec): 3 clusters Score: Raw -5733464.781052 + Penalty 5866.717995 = -5727598.063057 nChanged 121 SP:Iteration 17Q (5643.104147 sec): 3 clusters Score: Raw -5733493.322057 + Penalty 5866.717995 = -5727626.604062 nChanged 86 SP:Iteration 18Q (5643.322619 sec): 3 clusters Score: Raw -5733510.452081 + Penalty 5866.717995 = -5727643.734086 nChanged 68 SP:Iteration 19Q (5643.566917 sec): 3 clusters Score: Raw -5733521.493567 + Penalty 5866.717995 = -5727654.775572 nChanged 41 SP:Iteration 20F (5643.879287 sec): 3 clusters Score: Raw -5733526.882995 + Penalty 5866.717995 = -5727660.165000 nChanged 28 SP:Iteration 21Q (5644.136321 sec): 3 clusters Score: Raw -5733530.196325 + Penalty 5866.717995 = -5727663.478330 nChanged 18 SP:Iteration 22Q (5644.361443 sec): 3 clusters Score: Raw -5733532.371786 + Penalty 5866.717995 = -5727665.653791 nChanged 15 SP:Iteration 23Q (5644.599569 sec): 3 clusters Score: Raw -5733534.410605 + Penalty 5866.717995 = -5727667.692610 nChanged 10 SP:Iteration 24Q (5644.867239 sec): 3 clusters Score: Raw -5733535.543972 + Penalty 5866.717995 = -5727668.825977 nChanged 11 SP:Iteration 25Q (5645.113432 sec): 3 clusters Score: Raw -5733536.699876 + Penalty 5866.717995 = -5727669.981881 nChanged 7 SP:Iteration 26Q (5645.410457 sec): 3 clusters Score: Raw -5733537.565773 + Penalty 5866.717995 = -5727670.847777 nChanged 4 SP:Iteration 27Q (5645.656050 sec): 3 clusters Score: Raw -5733537.885056 + Penalty 5866.717995 = -5727671.167060 nChanged 0 SP:Iteration 28F (5645.980651 sec): 3 clusters Score: Raw -5733537.885056 + Penalty 5866.717995 = -5727671.167060 nChanged 0 Trying to split cluster 5 (15860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5646.097608 sec): 2 clusters Score: Raw -1220558.019207 + Penalty 2553.290651 = -1218004.728556 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5646.195072 sec): 3 clusters Score: Raw -1211641.657101 + Penalty 5106.581301 = -1206535.075800 nChanged 6859 SP:Iteration 1F (5646.270773 sec): 3 clusters Score: Raw -1215652.357204 + Penalty 5106.581301 = -1210545.775903 nChanged 1170 SP:Iteration 2F (5646.424257 sec): 3 clusters Score: Raw -1216425.270111 + Penalty 5106.581301 = -1211318.688810 nChanged 1112 SP:Iteration 3F (5646.514331 sec): 3 clusters Score: Raw -1217198.224145 + Penalty 5106.581301 = -1212091.642844 nChanged 999 SP:Iteration 4F (5646.626455 sec): 3 clusters Score: Raw -1217948.184996 + Penalty 5106.581301 = -1212841.603695 nChanged 1030 SP:Iteration 5F (5646.714678 sec): 3 clusters Score: Raw -1218681.697565 + Penalty 5106.581301 = -1213575.116264 nChanged 917 SP:Iteration 6F (5646.802316 sec): 3 clusters Score: Raw -1219291.676838 + Penalty 5106.581301 = -1214185.095536 nChanged 764 SP:Iteration 7Q (5646.892425 sec): 3 clusters Score: Raw -1219731.337946 + Penalty 5106.581301 = -1214624.756645 nChanged 609 SP:Iteration 8Q (5646.992172 sec): 3 clusters Score: Raw -1220046.731154 + Penalty 5106.581301 = -1214940.149853 nChanged 483 SP:Iteration 9Q (5647.091149 sec): 3 clusters Score: Raw -1220265.943785 + Penalty 5106.581301 = -1215159.362483 nChanged 364 SP:Iteration 10Q (5647.181853 sec): 3 clusters Score: Raw -1220410.722533 + Penalty 5106.581301 = -1215304.141231 nChanged 300 SP:Iteration 11Q (5647.278586 sec): 3 clusters Score: Raw -1220520.370518 + Penalty 5106.581301 = -1215413.789216 nChanged 268 SP:Iteration 12Q (5647.394425 sec): 3 clusters Score: Raw -1220610.513749 + Penalty 5106.581301 = -1215503.932448 nChanged 213 SP:Iteration 13Q (5647.477393 sec): 3 clusters Score: Raw -1220678.968212 + Penalty 5106.581301 = -1215572.386910 nChanged 214 SP:Iteration 14Q (5647.563781 sec): 3 clusters Score: Raw -1220742.882605 + Penalty 5106.581301 = -1215636.301303 nChanged 192 SP:Iteration 15Q (5647.665355 sec): 3 clusters Score: Raw -1220807.336460 + Penalty 5106.581301 = -1215700.755159 nChanged 194 SP:Iteration 16Q (5647.757082 sec): 3 clusters Score: Raw -1220870.843509 + Penalty 5106.581301 = -1215764.262207 nChanged 183 SP:Iteration 17Q (5647.844566 sec): 3 clusters Score: Raw -1220934.236355 + Penalty 5106.581301 = -1215827.655054 nChanged 188 SP:Iteration 18Q (5647.929146 sec): 3 clusters Score: Raw -1220994.174499 + Penalty 5106.581301 = -1215887.593197 nChanged 149 SP:Iteration 19Q (5648.023649 sec): 3 clusters Score: Raw -1221045.896136 + Penalty 5106.581301 = -1215939.314835 nChanged 160 SP:Iteration 20F (5648.226750 sec): 3 clusters Score: Raw -1221099.373491 + Penalty 5106.581301 = -1215992.792189 nChanged 136 SP:Iteration 21Q (5648.427308 sec): 3 clusters Score: Raw -1221141.233749 + Penalty 5106.581301 = -1216034.652448 nChanged 140 SP:Iteration 22Q (5648.547639 sec): 3 clusters Score: Raw -1221179.158069 + Penalty 5106.581301 = -1216072.576767 nChanged 118 SP:Iteration 23Q (5648.699488 sec): 3 clusters Score: Raw -1221208.593965 + Penalty 5106.581301 = -1216102.012663 nChanged 115 SP:Iteration 24Q (5648.827473 sec): 3 clusters Score: Raw -1221240.800547 + Penalty 5106.581301 = -1216134.219245 nChanged 98 SP:Iteration 25Q (5648.915067 sec): 3 clusters Score: Raw -1221270.828926 + Penalty 5106.581301 = -1216164.247624 nChanged 101 SP:Iteration 26Q (5649.001478 sec): 3 clusters Score: Raw -1221298.016845 + Penalty 5106.581301 = -1216191.435543 nChanged 109 SP:Iteration 27Q (5649.095224 sec): 3 clusters Score: Raw -1221328.091374 + Penalty 5106.581301 = -1216221.510073 nChanged 94 SP:Iteration 28Q (5649.211706 sec): 3 clusters Score: Raw -1221354.677041 + Penalty 5106.581301 = -1216248.095740 nChanged 94 SP:Iteration 29Q (5649.293287 sec): 3 clusters Score: Raw -1221385.985265 + Penalty 5106.581301 = -1216279.403964 nChanged 112 SP:Iteration 30Q (5649.462156 sec): 3 clusters Score: Raw -1221417.771794 + Penalty 5106.581301 = -1216311.190492 nChanged 102 SP:Iteration 31Q (5649.546962 sec): 3 clusters Score: Raw -1221449.785802 + Penalty 5106.581301 = -1216343.204501 nChanged 87 SP:Iteration 32Q (5649.728899 sec): 3 clusters Score: Raw -1221471.975120 + Penalty 5106.581301 = -1216365.393818 nChanged 72 SP:Iteration 33Q (5649.813216 sec): 3 clusters Score: Raw -1221487.336314 + Penalty 5106.581301 = -1216380.755013 nChanged 67 SP:Iteration 34Q (5649.941422 sec): 3 clusters Score: Raw -1221503.925386 + Penalty 5106.581301 = -1216397.344085 nChanged 74 SP:Iteration 35Q (5650.031312 sec): 3 clusters Score: Raw -1221521.053965 + Penalty 5106.581301 = -1216414.472663 nChanged 69 SP:Iteration 36Q (5650.127348 sec): 3 clusters Score: Raw -1221534.971951 + Penalty 5106.581301 = -1216428.390649 nChanged 54 SP:Iteration 37Q (5650.244205 sec): 3 clusters Score: Raw -1221545.728579 + Penalty 5106.581301 = -1216439.147278 nChanged 43 SP:Iteration 38Q (5650.354368 sec): 3 clusters Score: Raw -1221554.520767 + Penalty 5106.581301 = -1216447.939465 nChanged 49 SP:Iteration 39Q (5650.442579 sec): 3 clusters Score: Raw -1221565.408609 + Penalty 5106.581301 = -1216458.827307 nChanged 45 SP:Iteration 40F (5650.558922 sec): 3 clusters Score: Raw -1221576.146815 + Penalty 5106.581301 = -1216469.565514 nChanged 47 SP:Iteration 41Q (5650.673034 sec): 3 clusters Score: Raw -1221586.531688 + Penalty 5106.581301 = -1216479.950387 nChanged 43 SP:Iteration 42Q (5650.770623 sec): 3 clusters Score: Raw -1221596.385796 + Penalty 5106.581301 = -1216489.804495 nChanged 42 SP:Iteration 43Q (5650.872768 sec): 3 clusters Score: Raw -1221606.229444 + Penalty 5106.581301 = -1216499.648143 nChanged 31 SP:Iteration 44Q (5650.997021 sec): 3 clusters Score: Raw -1221612.460057 + Penalty 5106.581301 = -1216505.878755 nChanged 27 SP:Iteration 45Q (5651.096771 sec): 3 clusters Score: Raw -1221618.478913 + Penalty 5106.581301 = -1216511.897612 nChanged 24 SP:Iteration 46Q (5651.197017 sec): 3 clusters Score: Raw -1221623.550191 + Penalty 5106.581301 = -1216516.968890 nChanged 25 SP:Iteration 47Q (5651.306547 sec): 3 clusters Score: Raw -1221627.949070 + Penalty 5106.581301 = -1216521.367768 nChanged 30 SP:Iteration 48Q (5651.426115 sec): 3 clusters Score: Raw -1221633.352461 + Penalty 5106.581301 = -1216526.771159 nChanged 28 SP:Iteration 49Q (5651.521986 sec): 3 clusters Score: Raw -1221639.042979 + Penalty 5106.581301 = -1216532.461678 nChanged 19 SP:Iteration 50Q (5651.630208 sec): 3 clusters Score: Raw -1221642.229229 + Penalty 5106.581301 = -1216535.647927 nChanged 20 SP:Iteration 51Q (5651.855389 sec): 3 clusters Score: Raw -1221647.303948 + Penalty 5106.581301 = -1216540.722646 nChanged 22 SP:Iteration 52Q (5652.066104 sec): 3 clusters Score: Raw -1221653.588307 + Penalty 5106.581301 = -1216547.007005 nChanged 24 SP:Iteration 53Q (5652.256161 sec): 3 clusters Score: Raw -1221658.611216 + Penalty 5106.581301 = -1216552.029914 nChanged 28 SP:Iteration 54Q (5652.437122 sec): 3 clusters Score: Raw -1221663.736091 + Penalty 5106.581301 = -1216557.154790 nChanged 27 SP:Iteration 55Q (5652.514003 sec): 3 clusters Score: Raw -1221668.992249 + Penalty 5106.581301 = -1216562.410948 nChanged 23 SP:Iteration 56Q (5652.592296 sec): 3 clusters Score: Raw -1221673.680948 + Penalty 5106.581301 = -1216567.099646 nChanged 24 SP:Iteration 57Q (5652.705911 sec): 3 clusters Score: Raw -1221678.637316 + Penalty 5106.581301 = -1216572.056015 nChanged 26 SP:Iteration 58Q (5652.832282 sec): 3 clusters Score: Raw -1221683.704535 + Penalty 5106.581301 = -1216577.123234 nChanged 22 SP:Iteration 59Q (5652.977727 sec): 3 clusters Score: Raw -1221688.294517 + Penalty 5106.581301 = -1216581.713215 nChanged 15 SP:Iteration 60F (5653.076005 sec): 3 clusters Score: Raw -1221693.014098 + Penalty 5106.581301 = -1216586.432796 nChanged 21 SP:Iteration 61Q (5653.157374 sec): 3 clusters Score: Raw -1221698.023060 + Penalty 5106.581301 = -1216591.441759 nChanged 20 SP:Iteration 62Q (5653.266760 sec): 3 clusters Score: Raw -1221701.425643 + Penalty 5106.581301 = -1216594.844341 nChanged 10 SP:Iteration 63Q (5653.397063 sec): 3 clusters Score: Raw -1221703.283087 + Penalty 5106.581301 = -1216596.701786 nChanged 14 SP:Iteration 64Q (5653.487436 sec): 3 clusters Score: Raw -1221705.951651 + Penalty 5106.581301 = -1216599.370349 nChanged 10 SP:Iteration 65Q (5653.592899 sec): 3 clusters Score: Raw -1221708.362393 + Penalty 5106.581301 = -1216601.781092 nChanged 11 SP:Iteration 66Q (5653.713549 sec): 3 clusters Score: Raw -1221711.028906 + Penalty 5106.581301 = -1216604.447604 nChanged 9 SP:Iteration 67Q (5653.808369 sec): 3 clusters Score: Raw -1221712.888044 + Penalty 5106.581301 = -1216606.306742 nChanged 11 SP:Iteration 68Q (5653.907772 sec): 3 clusters Score: Raw -1221715.180395 + Penalty 5106.581301 = -1216608.599093 nChanged 10 SP:Iteration 69Q (5654.015445 sec): 3 clusters Score: Raw -1221717.867467 + Penalty 5106.581301 = -1216611.286166 nChanged 15 SP:Iteration 70Q (5654.125330 sec): 3 clusters Score: Raw -1221721.801709 + Penalty 5106.581301 = -1216615.220408 nChanged 13 SP:Iteration 71Q (5654.241934 sec): 3 clusters Score: Raw -1221724.881842 + Penalty 5106.581301 = -1216618.300541 nChanged 13 SP:Iteration 72Q (5654.336423 sec): 3 clusters Score: Raw -1221727.102207 + Penalty 5106.581301 = -1216620.520906 nChanged 7 SP:Iteration 73Q (5654.444876 sec): 3 clusters Score: Raw -1221728.726116 + Penalty 5106.581301 = -1216622.144814 nChanged 6 SP:Iteration 74Q (5654.563956 sec): 3 clusters Score: Raw -1221729.943360 + Penalty 5106.581301 = -1216623.362059 nChanged 8 SP:Iteration 75Q (5654.658380 sec): 3 clusters Score: Raw -1221731.289156 + Penalty 5106.581301 = -1216624.707854 nChanged 5 SP:Iteration 76Q (5654.759007 sec): 3 clusters Score: Raw -1221732.440931 + Penalty 5106.581301 = -1216625.859629 nChanged 8 SP:Iteration 77Q (5654.859983 sec): 3 clusters Score: Raw -1221733.782097 + Penalty 5106.581301 = -1216627.200796 nChanged 6 SP:Iteration 78Q (5654.967806 sec): 3 clusters Score: Raw -1221734.909701 + Penalty 5106.581301 = -1216628.328399 nChanged 5 SP:Iteration 79Q (5655.083669 sec): 3 clusters Score: Raw -1221735.666782 + Penalty 5106.581301 = -1216629.085480 nChanged 2 SP:Iteration 80F (5655.183265 sec): 3 clusters Score: Raw -1221736.001885 + Penalty 5106.581301 = -1216629.420584 nChanged 2 SP:Iteration 81Q (5655.293356 sec): 3 clusters Score: Raw -1221736.437420 + Penalty 5106.581301 = -1216629.856119 nChanged 5 SP:Iteration 82Q (5655.497884 sec): 3 clusters Score: Raw -1221737.369685 + Penalty 5106.581301 = -1216630.788384 nChanged 7 SP:Iteration 83Q (5655.653109 sec): 3 clusters Score: Raw -1221738.359916 + Penalty 5106.581301 = -1216631.778614 nChanged 6 SP:Iteration 84Q (5655.811030 sec): 3 clusters Score: Raw -1221739.495837 + Penalty 5106.581301 = -1216632.914536 nChanged 6 SP:Iteration 85Q (5655.908859 sec): 3 clusters Score: Raw -1221741.045241 + Penalty 5106.581301 = -1216634.463940 nChanged 7 SP:Iteration 86Q (5656.009685 sec): 3 clusters Score: Raw -1221742.520395 + Penalty 5106.581301 = -1216635.939093 nChanged 12 SP:Iteration 87Q (5656.133881 sec): 3 clusters Score: Raw -1221744.971595 + Penalty 5106.581301 = -1216638.390293 nChanged 10 SP:Iteration 88Q (5656.222805 sec): 3 clusters Score: Raw -1221746.353847 + Penalty 5106.581301 = -1216639.772546 nChanged 7 SP:Iteration 89Q (5656.325901 sec): 3 clusters Score: Raw -1221747.983508 + Penalty 5106.581301 = -1216641.402207 nChanged 7 SP:Iteration 90Q (5656.447289 sec): 3 clusters Score: Raw -1221748.860854 + Penalty 5106.581301 = -1216642.279553 nChanged 2 SP:Iteration 91Q (5656.541402 sec): 3 clusters Score: Raw -1221749.068476 + Penalty 5106.581301 = -1216642.487175 nChanged 2 SP:Iteration 92Q (5656.637917 sec): 3 clusters Score: Raw -1221749.332896 + Penalty 5106.581301 = -1216642.751595 nChanged 2 SP:Iteration 93Q (5656.747352 sec): 3 clusters Score: Raw -1221749.558360 + Penalty 5106.581301 = -1216642.977058 nChanged 1 SP:Iteration 94Q (5656.855873 sec): 3 clusters Score: Raw -1221749.790664 + Penalty 5106.581301 = -1216643.209362 nChanged 4 SP:Iteration 95Q (5656.943248 sec): 3 clusters Score: Raw -1221750.534962 + Penalty 5106.581301 = -1216643.953660 nChanged 5 SP:Iteration 96Q (5657.051414 sec): 3 clusters Score: Raw -1221751.668204 + Penalty 5106.581301 = -1216645.086903 nChanged 7 SP:Iteration 97Q (5657.167567 sec): 3 clusters Score: Raw -1221752.833182 + Penalty 5106.581301 = -1216646.251880 nChanged 6 SP:Iteration 98Q (5657.259758 sec): 3 clusters Score: Raw -1221754.089640 + Penalty 5106.581301 = -1216647.508338 nChanged 6 SP:Iteration 99Q (5657.356439 sec): 3 clusters Score: Raw -1221755.244967 + Penalty 5106.581301 = -1216648.663665 nChanged 8 SP:Iteration 100F (5657.458017 sec): 3 clusters Score: Raw -1221756.768185 + Penalty 5106.581301 = -1216650.186884 nChanged 10 SP:Iteration 101Q (5657.565252 sec): 3 clusters Score: Raw -1221758.807303 + Penalty 5106.581301 = -1216652.226001 nChanged 9 SP:Iteration 102Q (5657.682942 sec): 3 clusters Score: Raw -1221760.974057 + Penalty 5106.581301 = -1216654.392756 nChanged 11 SP:Iteration 103Q (5657.789948 sec): 3 clusters Score: Raw -1221762.609943 + Penalty 5106.581301 = -1216656.028641 nChanged 9 SP:Iteration 104Q (5657.909068 sec): 3 clusters Score: Raw -1221764.045571 + Penalty 5106.581301 = -1216657.464270 nChanged 6 SP:Iteration 105Q (5657.997498 sec): 3 clusters Score: Raw -1221765.106126 + Penalty 5106.581301 = -1216658.524825 nChanged 6 SP:Iteration 106Q (5658.203777 sec): 3 clusters Score: Raw -1221766.553955 + Penalty 5106.581301 = -1216659.972653 nChanged 5 SP:Iteration 107Q (5658.335222 sec): 3 clusters Score: Raw -1221767.197680 + Penalty 5106.581301 = -1216660.616378 nChanged 5 SP:Iteration 108Q (5658.460879 sec): 3 clusters Score: Raw -1221768.190181 + Penalty 5106.581301 = -1216661.608880 nChanged 6 SP:Iteration 109Q (5658.642976 sec): 3 clusters Score: Raw -1221769.007651 + Penalty 5106.581301 = -1216662.426350 nChanged 4 SP:Iteration 110Q (5658.836474 sec): 3 clusters Score: Raw -1221769.550082 + Penalty 5106.581301 = -1216662.968781 nChanged 6 SP:Iteration 111Q (5659.001849 sec): 3 clusters Score: Raw -1221770.876601 + Penalty 5106.581301 = -1216664.295299 nChanged 9 SP:Iteration 112Q (5659.141503 sec): 3 clusters Score: Raw -1221772.799065 + Penalty 5106.581301 = -1216666.217763 nChanged 7 SP:Iteration 113Q (5659.331194 sec): 3 clusters Score: Raw -1221774.094458 + Penalty 5106.581301 = -1216667.513156 nChanged 9 SP:Iteration 114Q (5659.498822 sec): 3 clusters Score: Raw -1221776.847583 + Penalty 5106.581301 = -1216670.266282 nChanged 9 SP:Iteration 115Q (5659.700140 sec): 3 clusters Score: Raw -1221779.133000 + Penalty 5106.581301 = -1216672.551699 nChanged 13 SP:Iteration 116Q (5659.888563 sec): 3 clusters Score: Raw -1221782.192777 + Penalty 5106.581301 = -1216675.611476 nChanged 16 SP:Iteration 117Q (5659.994126 sec): 3 clusters Score: Raw -1221786.254005 + Penalty 5106.581301 = -1216679.672703 nChanged 13 SP:Iteration 118Q (5660.101084 sec): 3 clusters Score: Raw -1221789.584833 + Penalty 5106.581301 = -1216683.003532 nChanged 15 SP:Iteration 119Q (5660.202659 sec): 3 clusters Score: Raw -1221793.178993 + Penalty 5106.581301 = -1216686.597692 nChanged 13 SP:Iteration 120F (5660.305081 sec): 3 clusters Score: Raw -1221795.726012 + Penalty 5106.581301 = -1216689.144711 nChanged 10 SP:Iteration 121Q (5660.417740 sec): 3 clusters Score: Raw -1221797.505667 + Penalty 5106.581301 = -1216690.924366 nChanged 6 SP:Iteration 122Q (5660.606360 sec): 3 clusters Score: Raw -1221798.833865 + Penalty 5106.581301 = -1216692.252563 nChanged 6 SP:Iteration 123Q (5660.777143 sec): 3 clusters Score: Raw -1221799.989981 + Penalty 5106.581301 = -1216693.408680 nChanged 7 SP:Iteration 124Q (5660.891728 sec): 3 clusters Score: Raw -1221801.288038 + Penalty 5106.581301 = -1216694.706736 nChanged 10 SP:Iteration 125Q (5661.001952 sec): 3 clusters Score: Raw -1221803.173162 + Penalty 5106.581301 = -1216696.591860 nChanged 5 SP:Iteration 126Q (5661.100074 sec): 3 clusters Score: Raw -1221804.281506 + Penalty 5106.581301 = -1216697.700205 nChanged 4 SP:Iteration 127Q (5661.209441 sec): 3 clusters Score: Raw -1221804.701732 + Penalty 5106.581301 = -1216698.120431 nChanged 5 SP:Iteration 128Q (5661.326864 sec): 3 clusters Score: Raw -1221805.399779 + Penalty 5106.581301 = -1216698.818478 nChanged 6 SP:Iteration 129Q (5661.420791 sec): 3 clusters Score: Raw -1221806.258663 + Penalty 5106.581301 = -1216699.677361 nChanged 1 SP:Iteration 130Q (5661.521039 sec): 3 clusters Score: Raw -1221806.360258 + Penalty 5106.581301 = -1216699.778956 nChanged 0 SP:Iteration 131F (5661.624777 sec): 3 clusters Score: Raw -1221806.360258 + Penalty 5106.581301 = -1216699.778956 nChanged 0 Trying to split cluster 6 (3306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5661.685614 sec): 2 clusters Score: Raw -206139.464038 + Penalty 2139.322489 = -204000.141548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5661.741331 sec): 3 clusters Score: Raw -204836.945053 + Penalty 4278.644979 = -200558.300074 nChanged 1198 SP:Iteration 1F (5661.934072 sec): 3 clusters Score: Raw -206036.188858 + Penalty 4278.644979 = -201757.543879 nChanged 412 SP:Iteration 2F (5662.067282 sec): 3 clusters Score: Raw -206823.609705 + Penalty 4278.644979 = -202544.964726 nChanged 314 SP:Iteration 3F (5662.122657 sec): 3 clusters Score: Raw -207345.168903 + Penalty 4278.644979 = -203066.523924 nChanged 229 SP:Iteration 4F (5662.166697 sec): 3 clusters Score: Raw -207754.831049 + Penalty 4278.644979 = -203476.186070 nChanged 142 SP:Iteration 5Q (5662.210357 sec): 3 clusters Score: Raw -207987.931683 + Penalty 4278.644979 = -203709.286704 nChanged 105 SP:Iteration 6Q (5662.257432 sec): 3 clusters Score: Raw -208111.785846 + Penalty 4278.644979 = -203833.140867 nChanged 83 SP:Iteration 7Q (5662.305281 sec): 3 clusters Score: Raw -208182.053302 + Penalty 4278.644979 = -203903.408323 nChanged 45 SP:Iteration 8Q (5662.354400 sec): 3 clusters Score: Raw -208217.628522 + Penalty 4278.644979 = -203938.983543 nChanged 33 SP:Iteration 9Q (5662.401809 sec): 3 clusters Score: Raw -208243.141711 + Penalty 4278.644979 = -203964.496732 nChanged 29 SP:Iteration 10Q (5662.443641 sec): 3 clusters Score: Raw -208268.471077 + Penalty 4278.644979 = -203989.826098 nChanged 27 SP:Iteration 11Q (5662.582136 sec): 3 clusters Score: Raw -208289.792131 + Penalty 4278.644979 = -204011.147152 nChanged 26 SP:Iteration 12Q (5662.723351 sec): 3 clusters Score: Raw -208312.353936 + Penalty 4278.644979 = -204033.708957 nChanged 33 SP:Iteration 13Q (5662.836010 sec): 3 clusters Score: Raw -208331.633268 + Penalty 4278.644979 = -204052.988289 nChanged 18 SP:Iteration 14Q (5662.947475 sec): 3 clusters Score: Raw -208338.278477 + Penalty 4278.644979 = -204059.633498 nChanged 7 SP:Iteration 15Q (5663.099644 sec): 3 clusters Score: Raw -208342.289683 + Penalty 4278.644979 = -204063.644704 nChanged 5 SP:Iteration 16Q (5663.182339 sec): 3 clusters Score: Raw -208344.777649 + Penalty 4278.644979 = -204066.132670 nChanged 5 SP:Iteration 17Q (5663.295325 sec): 3 clusters Score: Raw -208346.687161 + Penalty 4278.644979 = -204068.042182 nChanged 1 SP:Iteration 18Q (5663.400378 sec): 3 clusters Score: Raw -208346.885071 + Penalty 4278.644979 = -204068.240092 nChanged 0 SP:Iteration 19F (5663.442109 sec): 3 clusters Score: Raw -208346.885071 + Penalty 4278.644979 = -204068.240092 nChanged 0 Score: Raw -11815341.748221 + Penalty 37669.881023 = -11777671.867199 Splitting cluster 6 changes total score from -11778581.437317 to -11777671.867199 So it's not getting split. Trying to split cluster 7 (4247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5666.037521 sec): 2 clusters Score: Raw -306475.521155 + Penalty 2205.447586 = -304270.073569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5666.082390 sec): 3 clusters Score: Raw -304536.338563 + Penalty 4410.895173 = -300125.443391 nChanged 1602 SP:Iteration 1F (5666.129443 sec): 3 clusters Score: Raw -305773.052675 + Penalty 4410.895173 = -301362.157503 nChanged 456 SP:Iteration 2F (5666.189829 sec): 3 clusters Score: Raw -306428.465573 + Penalty 4410.895173 = -302017.570401 nChanged 448 SP:Iteration 3F (5666.331705 sec): 3 clusters Score: Raw -307151.959876 + Penalty 4410.895173 = -302741.064703 nChanged 374 SP:Iteration 4F (5666.397258 sec): 3 clusters Score: Raw -307655.561849 + Penalty 4410.895173 = -303244.666676 nChanged 285 SP:Iteration 5F (5666.441526 sec): 3 clusters Score: Raw -307954.018637 + Penalty 4410.895173 = -303543.123464 nChanged 205 SP:Iteration 6Q (5666.489991 sec): 3 clusters Score: Raw -308122.979813 + Penalty 4410.895173 = -303712.084641 nChanged 127 SP:Iteration 7Q (5666.540922 sec): 3 clusters Score: Raw -308227.054808 + Penalty 4410.895173 = -303816.159636 nChanged 82 SP:Iteration 8Q (5666.591828 sec): 3 clusters Score: Raw -308299.064282 + Penalty 4410.895173 = -303888.169109 nChanged 62 SP:Iteration 9Q (5666.642248 sec): 3 clusters Score: Raw -308350.423545 + Penalty 4410.895173 = -303939.528372 nChanged 51 SP:Iteration 10Q (5666.691410 sec): 3 clusters Score: Raw -308384.177729 + Penalty 4410.895173 = -303973.282556 nChanged 29 SP:Iteration 11Q (5666.740229 sec): 3 clusters Score: Raw -308401.947189 + Penalty 4410.895173 = -303991.052016 nChanged 27 SP:Iteration 12Q (5666.789220 sec): 3 clusters Score: Raw -308416.396002 + Penalty 4410.895173 = -304005.500829 nChanged 18 SP:Iteration 13Q (5666.839862 sec): 3 clusters Score: Raw -308425.709880 + Penalty 4410.895173 = -304014.814707 nChanged 16 SP:Iteration 14Q (5666.891083 sec): 3 clusters Score: Raw -308435.079353 + Penalty 4410.895173 = -304024.184180 nChanged 20 SP:Iteration 15Q (5666.941614 sec): 3 clusters Score: Raw -308444.272815 + Penalty 4410.895173 = -304033.377642 nChanged 16 SP:Iteration 16Q (5666.989868 sec): 3 clusters Score: Raw -308451.965549 + Penalty 4410.895173 = -304041.070376 nChanged 14 SP:Iteration 17Q (5667.037583 sec): 3 clusters Score: Raw -308459.327902 + Penalty 4410.895173 = -304048.432729 nChanged 13 SP:Iteration 18Q (5667.085208 sec): 3 clusters Score: Raw -308466.877137 + Penalty 4410.895173 = -304055.981964 nChanged 15 SP:Iteration 19Q (5667.243101 sec): 3 clusters Score: Raw -308473.612293 + Penalty 4410.895173 = -304062.717120 nChanged 11 SP:Iteration 20F (5667.385388 sec): 3 clusters Score: Raw -308477.505994 + Penalty 4410.895173 = -304066.610821 nChanged 6 SP:Iteration 21Q (5667.516973 sec): 3 clusters Score: Raw -308479.155538 + Penalty 4410.895173 = -304068.260365 nChanged 2 SP:Iteration 22Q (5667.658933 sec): 3 clusters Score: Raw -308479.710638 + Penalty 4410.895173 = -304068.815465 nChanged 2 SP:Iteration 23Q (5667.797280 sec): 3 clusters Score: Raw -308480.659753 + Penalty 4410.895173 = -304069.764581 nChanged 1 SP:Iteration 24Q (5667.903833 sec): 3 clusters Score: Raw -308480.913586 + Penalty 4410.895173 = -304070.018414 nChanged 0 SP:Iteration 25F (5668.070778 sec): 3 clusters Score: Raw -308480.913586 + Penalty 4410.895173 = -304070.018414 nChanged 0 Trying to split cluster 8 (12036 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5668.172908 sec): 2 clusters Score: Raw -1071150.121690 + Penalty 2480.453564 = -1068669.668126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5668.300226 sec): 3 clusters Score: Raw -1064526.112558 + Penalty 4960.907127 = -1059565.205431 nChanged 5117 SP:Iteration 1F (5668.373686 sec): 3 clusters Score: Raw -1067392.750294 + Penalty 4960.907127 = -1062431.843167 nChanged 858 SP:Iteration 2F (5668.559131 sec): 3 clusters Score: Raw -1067892.760224 + Penalty 4960.907127 = -1062931.853097 nChanged 753 SP:Iteration 3F (5668.699684 sec): 3 clusters Score: Raw -1068338.675425 + Penalty 4960.907127 = -1063377.768298 nChanged 656 SP:Iteration 4F (5668.880382 sec): 3 clusters Score: Raw -1068740.960797 + Penalty 4960.907127 = -1063780.053670 nChanged 636 SP:Iteration 5F (5669.075061 sec): 3 clusters Score: Raw -1069161.523893 + Penalty 4960.907127 = -1064200.616765 nChanged 646 SP:Iteration 6F (5669.203063 sec): 3 clusters Score: Raw -1069616.433192 + Penalty 4960.907127 = -1064655.526064 nChanged 606 SP:Iteration 7F (5669.371499 sec): 3 clusters Score: Raw -1070007.403795 + Penalty 4960.907127 = -1065046.496668 nChanged 512 SP:Iteration 8Q (5669.452210 sec): 3 clusters Score: Raw -1070354.281595 + Penalty 4960.907127 = -1065393.374468 nChanged 476 SP:Iteration 9Q (5669.543558 sec): 3 clusters Score: Raw -1070651.655041 + Penalty 4960.907127 = -1065690.747914 nChanged 425 SP:Iteration 10Q (5669.630961 sec): 3 clusters Score: Raw -1070872.177099 + Penalty 4960.907127 = -1065911.269972 nChanged 331 SP:Iteration 11Q (5669.723515 sec): 3 clusters Score: Raw -1071019.321189 + Penalty 4960.907127 = -1066058.414061 nChanged 261 SP:Iteration 12Q (5669.815088 sec): 3 clusters Score: Raw -1071124.666538 + Penalty 4960.907127 = -1066163.759411 nChanged 229 SP:Iteration 13Q (5669.902701 sec): 3 clusters Score: Raw -1071201.630480 + Penalty 4960.907127 = -1066240.723353 nChanged 170 SP:Iteration 14Q (5669.993057 sec): 3 clusters Score: Raw -1071243.409873 + Penalty 4960.907127 = -1066282.502745 nChanged 123 SP:Iteration 15Q (5670.106343 sec): 3 clusters Score: Raw -1071273.949114 + Penalty 4960.907127 = -1066313.041987 nChanged 111 SP:Iteration 16Q (5670.193015 sec): 3 clusters Score: Raw -1071301.932569 + Penalty 4960.907127 = -1066341.025442 nChanged 103 SP:Iteration 17Q (5670.271545 sec): 3 clusters Score: Raw -1071331.173332 + Penalty 4960.907127 = -1066370.266205 nChanged 128 SP:Iteration 18Q (5670.366951 sec): 3 clusters Score: Raw -1071367.215031 + Penalty 4960.907127 = -1066406.307904 nChanged 132 SP:Iteration 19Q (5670.452720 sec): 3 clusters Score: Raw -1071402.933866 + Penalty 4960.907127 = -1066442.026739 nChanged 118 SP:Iteration 20F (5670.538792 sec): 3 clusters Score: Raw -1071429.080429 + Penalty 4960.907127 = -1066468.173302 nChanged 86 SP:Iteration 21Q (5670.630942 sec): 3 clusters Score: Raw -1071447.476797 + Penalty 4960.907127 = -1066486.569670 nChanged 73 SP:Iteration 22Q (5670.842566 sec): 3 clusters Score: Raw -1071462.424865 + Penalty 4960.907127 = -1066501.517738 nChanged 55 SP:Iteration 23Q (5671.009086 sec): 3 clusters Score: Raw -1071472.717216 + Penalty 4960.907127 = -1066511.810089 nChanged 51 SP:Iteration 24Q (5671.186660 sec): 3 clusters Score: Raw -1071480.815983 + Penalty 4960.907127 = -1066519.908856 nChanged 49 SP:Iteration 25Q (5671.366996 sec): 3 clusters Score: Raw -1071489.007036 + Penalty 4960.907127 = -1066528.099909 nChanged 42 SP:Iteration 26Q (5671.510733 sec): 3 clusters Score: Raw -1071496.038959 + Penalty 4960.907127 = -1066535.131831 nChanged 37 SP:Iteration 27Q (5671.606735 sec): 3 clusters Score: Raw -1071502.506261 + Penalty 4960.907127 = -1066541.599134 nChanged 36 SP:Iteration 28Q (5671.702243 sec): 3 clusters Score: Raw -1071508.305742 + Penalty 4960.907127 = -1066547.398615 nChanged 33 SP:Iteration 29Q (5671.804947 sec): 3 clusters Score: Raw -1071514.072188 + Penalty 4960.907127 = -1066553.165061 nChanged 35 SP:Iteration 30Q (5671.890061 sec): 3 clusters Score: Raw -1071519.486947 + Penalty 4960.907127 = -1066558.579820 nChanged 29 SP:Iteration 31Q (5671.973718 sec): 3 clusters Score: Raw -1071523.682035 + Penalty 4960.907127 = -1066562.774908 nChanged 15 SP:Iteration 32Q (5672.064059 sec): 3 clusters Score: Raw -1071526.271131 + Penalty 4960.907127 = -1066565.364003 nChanged 14 SP:Iteration 33Q (5672.174139 sec): 3 clusters Score: Raw -1071528.376177 + Penalty 4960.907127 = -1066567.469049 nChanged 12 SP:Iteration 34Q (5672.267290 sec): 3 clusters Score: Raw -1071529.914772 + Penalty 4960.907127 = -1066569.007645 nChanged 7 SP:Iteration 35Q (5672.357943 sec): 3 clusters Score: Raw -1071530.719751 + Penalty 4960.907127 = -1066569.812624 nChanged 8 SP:Iteration 36Q (5672.471137 sec): 3 clusters Score: Raw -1071531.452263 + Penalty 4960.907127 = -1066570.545136 nChanged 8 SP:Iteration 37Q (5672.562898 sec): 3 clusters Score: Raw -1071532.783463 + Penalty 4960.907127 = -1066571.876336 nChanged 14 SP:Iteration 38Q (5672.651772 sec): 3 clusters Score: Raw -1071534.670736 + Penalty 4960.907127 = -1066573.763609 nChanged 11 SP:Iteration 39Q (5672.742935 sec): 3 clusters Score: Raw -1071535.894916 + Penalty 4960.907127 = -1066574.987789 nChanged 13 SP:Iteration 40F (5672.850904 sec): 3 clusters Score: Raw -1071537.444898 + Penalty 4960.907127 = -1066576.537771 nChanged 13 SP:Iteration 41Q (5672.932668 sec): 3 clusters Score: Raw -1071538.849274 + Penalty 4960.907127 = -1066577.942147 nChanged 5 SP:Iteration 42Q (5673.011461 sec): 3 clusters Score: Raw -1071539.470601 + Penalty 4960.907127 = -1066578.563474 nChanged 3 SP:Iteration 43Q (5673.107217 sec): 3 clusters Score: Raw -1071539.818188 + Penalty 4960.907127 = -1066578.911060 nChanged 3 SP:Iteration 44Q (5673.197109 sec): 3 clusters Score: Raw -1071540.197281 + Penalty 4960.907127 = -1066579.290153 nChanged 6 SP:Iteration 45Q (5673.287894 sec): 3 clusters Score: Raw -1071541.336373 + Penalty 4960.907127 = -1066580.429246 nChanged 9 SP:Iteration 46Q (5673.378337 sec): 3 clusters Score: Raw -1071542.689838 + Penalty 4960.907127 = -1066581.782711 nChanged 10 SP:Iteration 47Q (5673.468532 sec): 3 clusters Score: Raw -1071544.520688 + Penalty 4960.907127 = -1066583.613561 nChanged 7 SP:Iteration 48Q (5673.555098 sec): 3 clusters Score: Raw -1071545.556409 + Penalty 4960.907127 = -1066584.649282 nChanged 10 SP:Iteration 49Q (5673.645821 sec): 3 clusters Score: Raw -1071546.718332 + Penalty 4960.907127 = -1066585.811205 nChanged 9 SP:Iteration 50Q (5673.758193 sec): 3 clusters Score: Raw -1071547.732002 + Penalty 4960.907127 = -1066586.824875 nChanged 9 SP:Iteration 51Q (5673.839071 sec): 3 clusters Score: Raw -1071548.650918 + Penalty 4960.907127 = -1066587.743790 nChanged 8 SP:Iteration 52Q (5673.916520 sec): 3 clusters Score: Raw -1071549.592048 + Penalty 4960.907127 = -1066588.684920 nChanged 6 SP:Iteration 53Q (5674.126692 sec): 3 clusters Score: Raw -1071550.118581 + Penalty 4960.907127 = -1066589.211454 nChanged 4 SP:Iteration 54Q (5674.272357 sec): 3 clusters Score: Raw -1071550.627234 + Penalty 4960.907127 = -1066589.720107 nChanged 4 SP:Iteration 55Q (5674.443847 sec): 3 clusters Score: Raw -1071550.949510 + Penalty 4960.907127 = -1066590.042383 nChanged 5 SP:Iteration 56Q (5674.611752 sec): 3 clusters Score: Raw -1071551.620070 + Penalty 4960.907127 = -1066590.712943 nChanged 6 SP:Iteration 57Q (5674.705350 sec): 3 clusters Score: Raw -1071552.038485 + Penalty 4960.907127 = -1066591.131358 nChanged 2 SP:Iteration 58Q (5674.785357 sec): 3 clusters Score: Raw -1071552.121800 + Penalty 4960.907127 = -1066591.214672 nChanged 1 SP:Iteration 59Q (5674.882773 sec): 3 clusters Score: Raw -1071552.205798 + Penalty 4960.907127 = -1066591.298671 nChanged 0 SP:Iteration 60F (5674.967662 sec): 3 clusters Score: Raw -1071552.205798 + Penalty 4960.907127 = -1066591.298671 nChanged 0 Trying to split cluster 9 (5171 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5675.025540 sec): 2 clusters Score: Raw -422924.576995 + Penalty 2257.416842 = -420667.160153 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5675.097586 sec): 3 clusters Score: Raw -420566.623304 + Penalty 4514.833685 = -416051.789619 nChanged 1941 SP:Iteration 1F (5675.172828 sec): 3 clusters Score: Raw -421740.024927 + Penalty 4514.833685 = -417225.191242 nChanged 424 SP:Iteration 2F (5675.223891 sec): 3 clusters Score: Raw -422049.704273 + Penalty 4514.833685 = -417534.870588 nChanged 321 SP:Iteration 3F (5675.272291 sec): 3 clusters Score: Raw -422340.982117 + Penalty 4514.833685 = -417826.148432 nChanged 336 SP:Iteration 4F (5675.320434 sec): 3 clusters Score: Raw -422687.263632 + Penalty 4514.833685 = -418172.429948 nChanged 355 SP:Iteration 5F (5675.413501 sec): 3 clusters Score: Raw -423057.931211 + Penalty 4514.833685 = -418543.097527 nChanged 321 SP:Iteration 6F (5675.571753 sec): 3 clusters Score: Raw -423379.869912 + Penalty 4514.833685 = -418865.036227 nChanged 264 SP:Iteration 7F (5675.629694 sec): 3 clusters Score: Raw -423616.041101 + Penalty 4514.833685 = -419101.207416 nChanged 188 SP:Iteration 8Q (5675.679688 sec): 3 clusters Score: Raw -423748.389408 + Penalty 4514.833685 = -419233.555724 nChanged 113 SP:Iteration 9Q (5675.729426 sec): 3 clusters Score: Raw -423811.156116 + Penalty 4514.833685 = -419296.322431 nChanged 72 SP:Iteration 10Q (5675.778688 sec): 3 clusters Score: Raw -423859.742214 + Penalty 4514.833685 = -419344.908529 nChanged 66 SP:Iteration 11Q (5675.828062 sec): 3 clusters Score: Raw -423899.407272 + Penalty 4514.833685 = -419384.573588 nChanged 43 SP:Iteration 12Q (5675.877482 sec): 3 clusters Score: Raw -423918.280304 + Penalty 4514.833685 = -419403.446619 nChanged 23 SP:Iteration 13Q (5675.926938 sec): 3 clusters Score: Raw -423927.315092 + Penalty 4514.833685 = -419412.481407 nChanged 19 SP:Iteration 14Q (5675.976493 sec): 3 clusters Score: Raw -423934.133978 + Penalty 4514.833685 = -419419.300293 nChanged 12 SP:Iteration 15Q (5676.025811 sec): 3 clusters Score: Raw -423938.831314 + Penalty 4514.833685 = -419423.997629 nChanged 12 SP:Iteration 16Q (5676.075079 sec): 3 clusters Score: Raw -423943.384488 + Penalty 4514.833685 = -419428.550804 nChanged 10 SP:Iteration 17Q (5676.126366 sec): 3 clusters Score: Raw -423947.545161 + Penalty 4514.833685 = -419432.711477 nChanged 10 SP:Iteration 18Q (5676.183681 sec): 3 clusters Score: Raw -423951.485270 + Penalty 4514.833685 = -419436.651585 nChanged 7 SP:Iteration 19Q (5676.241777 sec): 3 clusters Score: Raw -423953.622060 + Penalty 4514.833685 = -419438.788375 nChanged 6 SP:Iteration 20F (5676.298265 sec): 3 clusters Score: Raw -423956.063908 + Penalty 4514.833685 = -419441.230224 nChanged 4 SP:Iteration 21Q (5676.355777 sec): 3 clusters Score: Raw -423956.935589 + Penalty 4514.833685 = -419442.101904 nChanged 5 SP:Iteration 22Q (5676.498926 sec): 3 clusters Score: Raw -423958.630926 + Penalty 4514.833685 = -419443.797241 nChanged 7 SP:Iteration 23Q (5676.659548 sec): 3 clusters Score: Raw -423960.921691 + Penalty 4514.833685 = -419446.088007 nChanged 8 SP:Iteration 24Q (5676.787667 sec): 3 clusters Score: Raw -423963.723801 + Penalty 4514.833685 = -419448.890116 nChanged 5 SP:Iteration 25Q (5676.922923 sec): 3 clusters Score: Raw -423965.205870 + Penalty 4514.833685 = -419450.372185 nChanged 4 SP:Iteration 26Q (5677.059353 sec): 3 clusters Score: Raw -423966.573594 + Penalty 4514.833685 = -419451.739909 nChanged 1 SP:Iteration 27Q (5677.193282 sec): 3 clusters Score: Raw -423966.817100 + Penalty 4514.833685 = -419451.983416 nChanged 1 SP:Iteration 28Q (5677.333200 sec): 3 clusters Score: Raw -423967.164996 + Penalty 4514.833685 = -419452.331312 nChanged 0 SP:Iteration 29F (5677.383712 sec): 3 clusters Score: Raw -423967.164996 + Penalty 4514.833685 = -419452.331312 nChanged 0 Trying to split cluster 10 (8070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5677.444258 sec): 2 clusters Score: Raw -666437.529890 + Penalty 2374.919913 = -664062.609977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5677.506884 sec): 3 clusters Score: Raw -662247.067129 + Penalty 4749.839826 = -657497.227303 nChanged 3266 SP:Iteration 1F (5677.588422 sec): 3 clusters Score: Raw -664115.337945 + Penalty 4749.839826 = -659365.498119 nChanged 603 SP:Iteration 2F (5677.654070 sec): 3 clusters Score: Raw -664528.392029 + Penalty 4749.839826 = -659778.552204 nChanged 518 SP:Iteration 3F (5677.721670 sec): 3 clusters Score: Raw -664889.386488 + Penalty 4749.839826 = -660139.546662 nChanged 473 SP:Iteration 4F (5677.793774 sec): 3 clusters Score: Raw -665264.999930 + Penalty 4749.839826 = -660515.160104 nChanged 467 SP:Iteration 5F (5677.864442 sec): 3 clusters Score: Raw -665680.193730 + Penalty 4749.839826 = -660930.353904 nChanged 487 SP:Iteration 6F (5677.930206 sec): 3 clusters Score: Raw -666155.882288 + Penalty 4749.839826 = -661406.042462 nChanged 448 SP:Iteration 7F (5677.997242 sec): 3 clusters Score: Raw -666564.232079 + Penalty 4749.839826 = -661814.392253 nChanged 389 SP:Iteration 8Q (5678.069561 sec): 3 clusters Score: Raw -666873.327428 + Penalty 4749.839826 = -662123.487602 nChanged 298 SP:Iteration 9Q (5678.141706 sec): 3 clusters Score: Raw -667068.350468 + Penalty 4749.839826 = -662318.510642 nChanged 235 SP:Iteration 10Q (5678.208300 sec): 3 clusters Score: Raw -667190.509979 + Penalty 4749.839826 = -662440.670154 nChanged 156 SP:Iteration 11Q (5678.275430 sec): 3 clusters Score: Raw -667248.649365 + Penalty 4749.839826 = -662498.809539 nChanged 99 SP:Iteration 12Q (5678.347030 sec): 3 clusters Score: Raw -667280.715696 + Penalty 4749.839826 = -662530.875870 nChanged 71 SP:Iteration 13Q (5678.418578 sec): 3 clusters Score: Raw -667302.496422 + Penalty 4749.839826 = -662552.656596 nChanged 42 SP:Iteration 14Q (5678.484673 sec): 3 clusters Score: Raw -667317.538011 + Penalty 4749.839826 = -662567.698185 nChanged 41 SP:Iteration 15Q (5678.634942 sec): 3 clusters Score: Raw -667328.013933 + Penalty 4749.839826 = -662578.174107 nChanged 39 SP:Iteration 16Q (5678.731197 sec): 3 clusters Score: Raw -667339.188788 + Penalty 4749.839826 = -662589.348962 nChanged 35 SP:Iteration 17Q (5678.891610 sec): 3 clusters Score: Raw -667346.219270 + Penalty 4749.839826 = -662596.379444 nChanged 21 SP:Iteration 18Q (5679.009748 sec): 3 clusters Score: Raw -667351.587393 + Penalty 4749.839826 = -662601.747567 nChanged 18 SP:Iteration 19Q (5679.074892 sec): 3 clusters Score: Raw -667355.105298 + Penalty 4749.839826 = -662605.265472 nChanged 13 SP:Iteration 20F (5679.141537 sec): 3 clusters Score: Raw -667357.280367 + Penalty 4749.839826 = -662607.440541 nChanged 16 SP:Iteration 21Q (5679.307344 sec): 3 clusters Score: Raw -667359.732762 + Penalty 4749.839826 = -662609.892936 nChanged 4 SP:Iteration 22Q (5679.497211 sec): 3 clusters Score: Raw -667360.601313 + Penalty 4749.839826 = -662610.761487 nChanged 4 SP:Iteration 23Q (5679.654389 sec): 3 clusters Score: Raw -667361.428747 + Penalty 4749.839826 = -662611.588921 nChanged 6 SP:Iteration 24Q (5679.824428 sec): 3 clusters Score: Raw -667362.522660 + Penalty 4749.839826 = -662612.682834 nChanged 3 SP:Iteration 25Q (5679.937325 sec): 3 clusters Score: Raw -667362.912254 + Penalty 4749.839826 = -662613.072428 nChanged 1 SP:Iteration 26Q (5680.011328 sec): 3 clusters Score: Raw -667363.166419 + Penalty 4749.839826 = -662613.326593 nChanged 2 SP:Iteration 27Q (5680.067438 sec): 3 clusters Score: Raw -667363.435414 + Penalty 4749.839826 = -662613.595588 nChanged 1 SP:Iteration 28Q (5680.130266 sec): 3 clusters Score: Raw -667363.559321 + Penalty 4749.839826 = -662613.719495 nChanged 1 SP:Iteration 29Q (5680.209813 sec): 3 clusters Score: Raw -667363.813021 + Penalty 4749.839826 = -662613.973195 nChanged 2 SP:Iteration 30Q (5680.284038 sec): 3 clusters Score: Raw -667364.179565 + Penalty 4749.839826 = -662614.339739 nChanged 2 SP:Iteration 31Q (5680.448531 sec): 3 clusters Score: Raw -667364.678720 + Penalty 4749.839826 = -662614.838894 nChanged 3 SP:Iteration 32Q (5680.518826 sec): 3 clusters Score: Raw -667365.029615 + Penalty 4749.839826 = -662615.189789 nChanged 3 SP:Iteration 33Q (5680.587744 sec): 3 clusters Score: Raw -667365.467526 + Penalty 4749.839826 = -662615.627700 nChanged 3 SP:Iteration 34Q (5680.654746 sec): 3 clusters Score: Raw -667366.445902 + Penalty 4749.839826 = -662616.606077 nChanged 5 SP:Iteration 35Q (5680.720499 sec): 3 clusters Score: Raw -667367.104090 + Penalty 4749.839826 = -662617.264264 nChanged 5 SP:Iteration 36Q (5680.787954 sec): 3 clusters Score: Raw -667368.304488 + Penalty 4749.839826 = -662618.464662 nChanged 4 SP:Iteration 37Q (5680.857530 sec): 3 clusters Score: Raw -667368.913899 + Penalty 4749.839826 = -662619.074073 nChanged 6 SP:Iteration 38Q (5680.927195 sec): 3 clusters Score: Raw -667369.664216 + Penalty 4749.839826 = -662619.824390 nChanged 3 SP:Iteration 39Q (5680.996743 sec): 3 clusters Score: Raw -667370.132586 + Penalty 4749.839826 = -662620.292760 nChanged 7 SP:Iteration 40F (5681.066738 sec): 3 clusters Score: Raw -667371.199393 + Penalty 4749.839826 = -662621.359567 nChanged 4 SP:Iteration 41Q (5681.136532 sec): 3 clusters Score: Raw -667371.807811 + Penalty 4749.839826 = -662621.967985 nChanged 5 SP:Iteration 42Q (5681.206121 sec): 3 clusters Score: Raw -667372.595147 + Penalty 4749.839826 = -662622.755321 nChanged 5 SP:Iteration 43Q (5681.275663 sec): 3 clusters Score: Raw -667373.775499 + Penalty 4749.839826 = -662623.935674 nChanged 1 SP:Iteration 44Q (5681.345515 sec): 3 clusters Score: Raw -667374.006780 + Penalty 4749.839826 = -662624.166954 nChanged 1 SP:Iteration 45Q (5681.415493 sec): 3 clusters Score: Raw -667374.135431 + Penalty 4749.839826 = -662624.295605 nChanged 1 SP:Iteration 46Q (5681.485169 sec): 3 clusters Score: Raw -667374.262822 + Penalty 4749.839826 = -662624.422996 nChanged 2 SP:Iteration 47Q (5681.555266 sec): 3 clusters Score: Raw -667374.577429 + Penalty 4749.839826 = -662624.737603 nChanged 0 SP:Iteration 48F (5681.625077 sec): 3 clusters Score: Raw -667374.577429 + Penalty 4749.839826 = -662624.737603 nChanged 0 Trying to split cluster 11 (11134 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5681.702518 sec): 2 clusters Score: Raw -972712.765038 + Penalty 2459.888315 = -970252.876723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5681.822985 sec): 3 clusters Score: Raw -966712.308848 + Penalty 4919.776630 = -961792.532218 nChanged 4565 SP:Iteration 1F (5682.028554 sec): 3 clusters Score: Raw -969134.037803 + Penalty 4919.776630 = -964214.261173 nChanged 792 SP:Iteration 2F (5682.175700 sec): 3 clusters Score: Raw -969541.625086 + Penalty 4919.776630 = -964621.848456 nChanged 631 SP:Iteration 3F (5682.328412 sec): 3 clusters Score: Raw -969914.084964 + Penalty 4919.776630 = -964994.308334 nChanged 608 SP:Iteration 4F (5682.525842 sec): 3 clusters Score: Raw -970321.575598 + Penalty 4919.776630 = -965401.798968 nChanged 649 SP:Iteration 5F (5682.613948 sec): 3 clusters Score: Raw -970794.263120 + Penalty 4919.776630 = -965874.486490 nChanged 651 SP:Iteration 6F (5682.711973 sec): 3 clusters Score: Raw -971318.863902 + Penalty 4919.776630 = -966399.087272 nChanged 631 SP:Iteration 7F (5682.778326 sec): 3 clusters Score: Raw -971784.493712 + Penalty 4919.776630 = -966864.717082 nChanged 546 SP:Iteration 8Q (5682.868845 sec): 3 clusters Score: Raw -972169.506639 + Penalty 4919.776630 = -967249.730009 nChanged 465 SP:Iteration 9Q (5682.961783 sec): 3 clusters Score: Raw -972461.267865 + Penalty 4919.776630 = -967541.491236 nChanged 380 SP:Iteration 10Q (5683.045822 sec): 3 clusters Score: Raw -972678.994218 + Penalty 4919.776630 = -967759.217588 nChanged 298 SP:Iteration 11Q (5683.130095 sec): 3 clusters Score: Raw -972841.535986 + Penalty 4919.776630 = -967921.759356 nChanged 252 SP:Iteration 12Q (5683.214649 sec): 3 clusters Score: Raw -972959.234049 + Penalty 4919.776630 = -968039.457419 nChanged 207 SP:Iteration 13Q (5683.299921 sec): 3 clusters Score: Raw -973045.426241 + Penalty 4919.776630 = -968125.649611 nChanged 163 SP:Iteration 14Q (5683.384710 sec): 3 clusters Score: Raw -973108.613559 + Penalty 4919.776630 = -968188.836929 nChanged 137 SP:Iteration 15Q (5683.468133 sec): 3 clusters Score: Raw -973153.968359 + Penalty 4919.776630 = -968234.191729 nChanged 112 SP:Iteration 16Q (5683.552897 sec): 3 clusters Score: Raw -973187.985547 + Penalty 4919.776630 = -968268.208917 nChanged 96 SP:Iteration 17Q (5683.637200 sec): 3 clusters Score: Raw -973218.948803 + Penalty 4919.776630 = -968299.172173 nChanged 77 SP:Iteration 18Q (5683.722869 sec): 3 clusters Score: Raw -973241.857653 + Penalty 4919.776630 = -968322.081023 nChanged 79 SP:Iteration 19Q (5683.819666 sec): 3 clusters Score: Raw -973266.454176 + Penalty 4919.776630 = -968346.677546 nChanged 65 SP:Iteration 20F (5683.904562 sec): 3 clusters Score: Raw -973283.157978 + Penalty 4919.776630 = -968363.381348 nChanged 49 SP:Iteration 21Q (5683.982054 sec): 3 clusters Score: Raw -973296.436149 + Penalty 4919.776630 = -968376.659519 nChanged 46 SP:Iteration 22Q (5684.078802 sec): 3 clusters Score: Raw -973306.715106 + Penalty 4919.776630 = -968386.938476 nChanged 36 SP:Iteration 23Q (5684.166547 sec): 3 clusters Score: Raw -973315.098310 + Penalty 4919.776630 = -968395.321681 nChanged 34 SP:Iteration 24Q (5684.240337 sec): 3 clusters Score: Raw -973323.404067 + Penalty 4919.776630 = -968403.627437 nChanged 33 SP:Iteration 25Q (5684.336447 sec): 3 clusters Score: Raw -973330.304483 + Penalty 4919.776630 = -968410.527853 nChanged 28 SP:Iteration 26Q (5684.424513 sec): 3 clusters Score: Raw -973336.143007 + Penalty 4919.776630 = -968416.366377 nChanged 18 SP:Iteration 27Q (5684.513043 sec): 3 clusters Score: Raw -973339.647367 + Penalty 4919.776630 = -968419.870737 nChanged 17 SP:Iteration 28Q (5684.605177 sec): 3 clusters Score: Raw -973343.131054 + Penalty 4919.776630 = -968423.354424 nChanged 21 SP:Iteration 29Q (5684.713067 sec): 3 clusters Score: Raw -973346.626575 + Penalty 4919.776630 = -968426.849945 nChanged 13 SP:Iteration 30Q (5684.786776 sec): 3 clusters Score: Raw -973349.835581 + Penalty 4919.776630 = -968430.058951 nChanged 17 SP:Iteration 31Q (5684.869148 sec): 3 clusters Score: Raw -973353.607877 + Penalty 4919.776630 = -968433.831247 nChanged 20 SP:Iteration 32Q (5684.954069 sec): 3 clusters Score: Raw -973357.556514 + Penalty 4919.776630 = -968437.779884 nChanged 22 SP:Iteration 33Q (5685.136091 sec): 3 clusters Score: Raw -973361.283194 + Penalty 4919.776630 = -968441.506564 nChanged 14 SP:Iteration 34Q (5685.286379 sec): 3 clusters Score: Raw -973363.859882 + Penalty 4919.776630 = -968444.083252 nChanged 8 SP:Iteration 35Q (5685.503404 sec): 3 clusters Score: Raw -973365.653630 + Penalty 4919.776630 = -968445.877000 nChanged 8 SP:Iteration 36Q (5685.704740 sec): 3 clusters Score: Raw -973366.717175 + Penalty 4919.776630 = -968446.940545 nChanged 9 SP:Iteration 37Q (5685.842769 sec): 3 clusters Score: Raw -973368.088942 + Penalty 4919.776630 = -968448.312312 nChanged 11 SP:Iteration 38Q (5685.963652 sec): 3 clusters Score: Raw -973370.260730 + Penalty 4919.776630 = -968450.484100 nChanged 11 SP:Iteration 39Q (5686.032284 sec): 3 clusters Score: Raw -973371.894223 + Penalty 4919.776630 = -968452.117593 nChanged 9 SP:Iteration 40F (5686.103849 sec): 3 clusters Score: Raw -973373.414627 + Penalty 4919.776630 = -968453.637997 nChanged 11 SP:Iteration 41Q (5686.202572 sec): 3 clusters Score: Raw -973374.986422 + Penalty 4919.776630 = -968455.209793 nChanged 10 SP:Iteration 42Q (5686.278340 sec): 3 clusters Score: Raw -973376.434316 + Penalty 4919.776630 = -968456.657686 nChanged 9 SP:Iteration 43Q (5686.353837 sec): 3 clusters Score: Raw -973377.697651 + Penalty 4919.776630 = -968457.921021 nChanged 8 SP:Iteration 44Q (5686.437913 sec): 3 clusters Score: Raw -973378.844308 + Penalty 4919.776630 = -968459.067678 nChanged 6 SP:Iteration 45Q (5686.520721 sec): 3 clusters Score: Raw -973380.059048 + Penalty 4919.776630 = -968460.282418 nChanged 9 SP:Iteration 46Q (5686.603156 sec): 3 clusters Score: Raw -973382.329031 + Penalty 4919.776630 = -968462.552401 nChanged 10 SP:Iteration 47Q (5686.686426 sec): 3 clusters Score: Raw -973384.235023 + Penalty 4919.776630 = -968464.458393 nChanged 8 SP:Iteration 48Q (5686.770165 sec): 3 clusters Score: Raw -973385.849315 + Penalty 4919.776630 = -968466.072685 nChanged 8 SP:Iteration 49Q (5686.856866 sec): 3 clusters Score: Raw -973387.317074 + Penalty 4919.776630 = -968467.540444 nChanged 11 SP:Iteration 50Q (5686.949884 sec): 3 clusters Score: Raw -973389.314299 + Penalty 4919.776630 = -968469.537669 nChanged 17 SP:Iteration 51Q (5687.032854 sec): 3 clusters Score: Raw -973392.753730 + Penalty 4919.776630 = -968472.977100 nChanged 20 SP:Iteration 52Q (5687.111919 sec): 3 clusters Score: Raw -973396.497520 + Penalty 4919.776630 = -968476.720890 nChanged 15 SP:Iteration 53Q (5687.207805 sec): 3 clusters Score: Raw -973399.086125 + Penalty 4919.776630 = -968479.309495 nChanged 12 SP:Iteration 54Q (5687.294655 sec): 3 clusters Score: Raw -973401.364432 + Penalty 4919.776630 = -968481.587802 nChanged 16 SP:Iteration 55Q (5687.367987 sec): 3 clusters Score: Raw -973403.773735 + Penalty 4919.776630 = -968483.997105 nChanged 11 SP:Iteration 56Q (5687.459804 sec): 3 clusters Score: Raw -973406.036047 + Penalty 4919.776630 = -968486.259417 nChanged 10 SP:Iteration 57Q (5687.551130 sec): 3 clusters Score: Raw -973407.605953 + Penalty 4919.776630 = -968487.829323 nChanged 4 SP:Iteration 58Q (5687.630362 sec): 3 clusters Score: Raw -973408.616770 + Penalty 4919.776630 = -968488.840140 nChanged 7 SP:Iteration 59Q (5687.714082 sec): 3 clusters Score: Raw -973409.645675 + Penalty 4919.776630 = -968489.869046 nChanged 5 SP:Iteration 60F (5687.799961 sec): 3 clusters Score: Raw -973410.221049 + Penalty 4919.776630 = -968490.444419 nChanged 4 SP:Iteration 61Q (5687.882707 sec): 3 clusters Score: Raw -973411.723595 + Penalty 4919.776630 = -968491.946965 nChanged 8 SP:Iteration 62Q (5687.965462 sec): 3 clusters Score: Raw -973412.803526 + Penalty 4919.776630 = -968493.026896 nChanged 2 SP:Iteration 63Q (5688.051170 sec): 3 clusters Score: Raw -973413.256492 + Penalty 4919.776630 = -968493.479862 nChanged 3 SP:Iteration 64Q (5688.145932 sec): 3 clusters Score: Raw -973413.530090 + Penalty 4919.776630 = -968493.753460 nChanged 4 SP:Iteration 65Q (5688.338627 sec): 3 clusters Score: Raw -973414.394505 + Penalty 4919.776630 = -968494.617875 nChanged 5 SP:Iteration 66Q (5688.529774 sec): 3 clusters Score: Raw -973415.098188 + Penalty 4919.776630 = -968495.321558 nChanged 3 SP:Iteration 67Q (5688.677395 sec): 3 clusters Score: Raw -973416.055481 + Penalty 4919.776630 = -968496.278851 nChanged 9 SP:Iteration 68Q (5688.846506 sec): 3 clusters Score: Raw -973419.215969 + Penalty 4919.776630 = -968499.439339 nChanged 10 SP:Iteration 69Q (5689.010565 sec): 3 clusters Score: Raw -973422.199163 + Penalty 4919.776630 = -968502.422534 nChanged 11 SP:Iteration 70Q (5689.109121 sec): 3 clusters Score: Raw -973424.303245 + Penalty 4919.776630 = -968504.526615 nChanged 14 SP:Iteration 71Q (5689.180633 sec): 3 clusters Score: Raw -973426.853521 + Penalty 4919.776630 = -968507.076891 nChanged 11 SP:Iteration 72Q (5689.253366 sec): 3 clusters Score: Raw -973429.029222 + Penalty 4919.776630 = -968509.252592 nChanged 7 SP:Iteration 73Q (5689.344135 sec): 3 clusters Score: Raw -973430.235262 + Penalty 4919.776630 = -968510.458632 nChanged 7 SP:Iteration 74Q (5689.424401 sec): 3 clusters Score: Raw -973431.584171 + Penalty 4919.776630 = -968511.807541 nChanged 6 SP:Iteration 75Q (5689.505960 sec): 3 clusters Score: Raw -973432.513465 + Penalty 4919.776630 = -968512.736835 nChanged 3 SP:Iteration 76Q (5689.589634 sec): 3 clusters Score: Raw -973432.876647 + Penalty 4919.776630 = -968513.100017 nChanged 2 SP:Iteration 77Q (5689.673093 sec): 3 clusters Score: Raw -973433.364856 + Penalty 4919.776630 = -968513.588226 nChanged 8 SP:Iteration 78Q (5689.756284 sec): 3 clusters Score: Raw -973434.903968 + Penalty 4919.776630 = -968515.127338 nChanged 5 SP:Iteration 79Q (5689.838558 sec): 3 clusters Score: Raw -973435.650904 + Penalty 4919.776630 = -968515.874274 nChanged 3 SP:Iteration 80F (5689.921494 sec): 3 clusters Score: Raw -973436.352646 + Penalty 4919.776630 = -968516.576016 nChanged 6 SP:Iteration 81Q (5690.006616 sec): 3 clusters Score: Raw -973437.541215 + Penalty 4919.776630 = -968517.764585 nChanged 4 SP:Iteration 82Q (5690.101254 sec): 3 clusters Score: Raw -973438.296937 + Penalty 4919.776630 = -968518.520307 nChanged 6 SP:Iteration 83Q (5690.184599 sec): 3 clusters Score: Raw -973439.336116 + Penalty 4919.776630 = -968519.559487 nChanged 2 SP:Iteration 84Q (5690.260890 sec): 3 clusters Score: Raw -973439.878148 + Penalty 4919.776630 = -968520.101518 nChanged 4 SP:Iteration 85Q (5690.410861 sec): 3 clusters Score: Raw -973440.652602 + Penalty 4919.776630 = -968520.875972 nChanged 5 SP:Iteration 86Q (5690.484302 sec): 3 clusters Score: Raw -973441.380257 + Penalty 4919.776630 = -968521.603627 nChanged 9 SP:Iteration 87Q (5690.561854 sec): 3 clusters Score: Raw -973443.249140 + Penalty 4919.776630 = -968523.472511 nChanged 14 SP:Iteration 88Q (5690.660344 sec): 3 clusters Score: Raw -973446.067494 + Penalty 4919.776630 = -968526.290865 nChanged 15 SP:Iteration 89Q (5690.735269 sec): 3 clusters Score: Raw -973448.493927 + Penalty 4919.776630 = -968528.717297 nChanged 16 SP:Iteration 90Q (5690.810148 sec): 3 clusters Score: Raw -973453.316380 + Penalty 4919.776630 = -968533.539750 nChanged 19 SP:Iteration 91Q (5690.894422 sec): 3 clusters Score: Raw -973460.120423 + Penalty 4919.776630 = -968540.343793 nChanged 17 SP:Iteration 92Q (5690.977014 sec): 3 clusters Score: Raw -973464.441365 + Penalty 4919.776630 = -968544.664735 nChanged 14 SP:Iteration 93Q (5691.059077 sec): 3 clusters Score: Raw -973466.769470 + Penalty 4919.776630 = -968546.992841 nChanged 11 SP:Iteration 94Q (5691.140820 sec): 3 clusters Score: Raw -973468.694805 + Penalty 4919.776630 = -968548.918175 nChanged 11 SP:Iteration 95Q (5691.223865 sec): 3 clusters Score: Raw -973470.996672 + Penalty 4919.776630 = -968551.220042 nChanged 8 SP:Iteration 96Q (5691.309439 sec): 3 clusters Score: Raw -973472.151177 + Penalty 4919.776630 = -968552.374548 nChanged 8 SP:Iteration 97Q (5691.537518 sec): 3 clusters Score: Raw -973473.400727 + Penalty 4919.776630 = -968553.624097 nChanged 0 SP:Iteration 98F (5691.699918 sec): 3 clusters Score: Raw -973473.400727 + Penalty 4919.776630 = -968553.624097 nChanged 0 Iteration 59Q (5693.401432 sec): 12 clusters Score: Raw -11813141.797020 + Penalty 34530.724271 = -11778611.072750 nChanged 225 Iteration 60F (5695.701546 sec): 12 clusters Score: Raw -11813170.054044 + Penalty 34530.724271 = -11778639.329774 nChanged 246 Iteration 61Q (5697.387656 sec): 12 clusters Score: Raw -11813199.883261 + Penalty 34530.724271 = -11778669.158990 nChanged 231 Iteration 62Q (5699.093160 sec): 12 clusters Score: Raw -11813228.248938 + Penalty 34530.724271 = -11778697.524667 nChanged 225 Iteration 63Q (5700.713354 sec): 12 clusters Score: Raw -11813251.724962 + Penalty 34530.724271 = -11778721.000691 nChanged 214 Iteration 64Q (5702.145716 sec): 12 clusters Score: Raw -11813273.900451 + Penalty 34530.724271 = -11778743.176180 nChanged 216 Iteration 65Q (5703.604431 sec): 12 clusters Score: Raw -11813297.524442 + Penalty 34530.724271 = -11778766.800171 nChanged 203 Iteration 66Q (5705.007110 sec): 12 clusters Score: Raw -11813318.030337 + Penalty 34530.724271 = -11778787.306066 nChanged 183 Iteration 67Q (5706.431079 sec): 12 clusters Score: Raw -11813337.063096 + Penalty 34530.724271 = -11778806.338826 nChanged 196 Iteration 68Q (5707.896073 sec): 12 clusters Score: Raw -11813357.092561 + Penalty 34530.724271 = -11778826.368291 nChanged 197 Iteration 69Q (5709.393870 sec): 12 clusters Score: Raw -11813377.087588 + Penalty 34530.724271 = -11778846.363318 nChanged 171 Iteration 70Q (5710.763417 sec): 12 clusters Score: Raw -11813393.520293 + Penalty 34530.724271 = -11778862.796023 nChanged 166 Iteration 71Q (5712.165260 sec): 12 clusters Score: Raw -11813409.547593 + Penalty 34530.724271 = -11778878.823323 nChanged 166 Iteration 72Q (5713.453487 sec): 12 clusters Score: Raw -11813427.467730 + Penalty 34530.724271 = -11778896.743459 nChanged 172 Iteration 73Q (5714.728391 sec): 12 clusters Score: Raw -11813445.043137 + Penalty 34530.724271 = -11778914.318867 nChanged 193 Iteration 74Q (5716.029092 sec): 12 clusters Score: Raw -11813466.224847 + Penalty 34530.724271 = -11778935.500577 nChanged 169 Iteration 75Q (5717.333345 sec): 12 clusters Score: Raw -11813486.274201 + Penalty 34530.724271 = -11778955.549930 nChanged 190 Iteration 76Q (5718.638329 sec): 12 clusters Score: Raw -11813506.822079 + Penalty 34530.724271 = -11778976.097808 nChanged 177 Iteration 77Q (5719.910818 sec): 12 clusters Score: Raw -11813528.272091 + Penalty 34530.724271 = -11778997.547821 nChanged 159 Iteration 78Q (5721.205995 sec): 12 clusters Score: Raw -11813549.942942 + Penalty 34530.724271 = -11779019.218671 nChanged 155 Iteration 79Q (5722.493438 sec): 12 clusters Score: Raw -11813569.209888 + Penalty 34530.724271 = -11779038.485617 nChanged 146 Iteration 80F (5724.415059 sec): 12 clusters Score: Raw -11813589.771424 + Penalty 34530.724271 = -11779059.047153 nChanged 176 Iteration 81Q (5725.751847 sec): 12 clusters Score: Raw -11813613.290256 + Penalty 34530.724271 = -11779082.565985 nChanged 173 Iteration 82Q (5727.158386 sec): 12 clusters Score: Raw -11813633.584781 + Penalty 34530.724271 = -11779102.860511 nChanged 167 Iteration 83Q (5728.537455 sec): 12 clusters Score: Raw -11813651.489766 + Penalty 34530.724271 = -11779120.765496 nChanged 173 Iteration 84Q (5729.814496 sec): 12 clusters Score: Raw -11813673.193749 + Penalty 34530.724271 = -11779142.469478 nChanged 170 Iteration 85Q (5731.084616 sec): 12 clusters Score: Raw -11813693.904750 + Penalty 34530.724271 = -11779163.180479 nChanged 175 Iteration 86Q (5732.381204 sec): 12 clusters Score: Raw -11813715.472479 + Penalty 34530.724271 = -11779184.748208 nChanged 182 Iteration 87Q (5733.721148 sec): 12 clusters Score: Raw -11813735.923983 + Penalty 34530.724271 = -11779205.199712 nChanged 164 Iteration 88Q (5735.017508 sec): 12 clusters Score: Raw -11813753.854368 + Penalty 34530.724271 = -11779223.130097 nChanged 158 Iteration 89Q (5736.352672 sec): 12 clusters Score: Raw -11813769.928778 + Penalty 34530.724271 = -11779239.204507 nChanged 159 Iteration 90Q (5737.632099 sec): 12 clusters Score: Raw -11813789.788866 + Penalty 34530.724271 = -11779259.064595 nChanged 144 Iteration 91Q (5739.189166 sec): 12 clusters Score: Raw -11813811.438678 + Penalty 34530.724271 = -11779280.714407 nChanged 155 Iteration 92Q (5740.465362 sec): 12 clusters Score: Raw -11813831.731855 + Penalty 34530.724271 = -11779301.007585 nChanged 171 Iteration 93Q (5741.734234 sec): 12 clusters Score: Raw -11813851.537265 + Penalty 34530.724271 = -11779320.812995 nChanged 163 Iteration 94Q (5743.044679 sec): 12 clusters Score: Raw -11813873.076422 + Penalty 34530.724271 = -11779342.352151 nChanged 183 Iteration 95Q (5744.340293 sec): 12 clusters Score: Raw -11813899.747442 + Penalty 34530.724271 = -11779369.023171 nChanged 197 Iteration 96Q (5745.782208 sec): 12 clusters Score: Raw -11813927.569404 + Penalty 34530.724271 = -11779396.845133 nChanged 190 Iteration 97Q (5747.077756 sec): 12 clusters Score: Raw -11813951.417487 + Penalty 34530.724271 = -11779420.693216 nChanged 187 Iteration 98Q (5748.380551 sec): 12 clusters Score: Raw -11813974.710622 + Penalty 34530.724271 = -11779443.986352 nChanged 191 Writing temp clu file Because OldScore, -11779420.693216, is greater than current (better) Score,-11779443.986352 Compute initial score before splitting: Score: Raw -11813974.710622 + Penalty 34530.724271 = -11779443.986352 Trying to split cluster 1 (11461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5748.548619 sec): 2 clusters Score: Raw -909446.032668 + Penalty 2467.530185 = -906978.502483 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5748.697420 sec): 3 clusters Score: Raw -903280.577745 + Penalty 4935.060370 = -898345.517375 nChanged 4711 SP:Iteration 1F (5748.750780 sec): 3 clusters Score: Raw -905873.341880 + Penalty 4935.060370 = -900938.281509 nChanged 772 SP:Iteration 2F (5748.804373 sec): 3 clusters Score: Raw -906295.549499 + Penalty 4935.060370 = -901360.489129 nChanged 673 SP:Iteration 3F (5748.874181 sec): 3 clusters Score: Raw -906656.673000 + Penalty 4935.060370 = -901721.612630 nChanged 590 SP:Iteration 4F (5748.951880 sec): 3 clusters Score: Raw -906997.306710 + Penalty 4935.060370 = -902062.246340 nChanged 570 SP:Iteration 5Q (5749.029291 sec): 3 clusters Score: Raw -907331.689465 + Penalty 4935.060370 = -902396.629094 nChanged 581 SP:Iteration 6F (5749.103061 sec): 3 clusters Score: Raw -907693.126371 + Penalty 4935.060370 = -902758.066001 nChanged 560 SP:Iteration 7Q (5749.177395 sec): 3 clusters Score: Raw -908093.783426 + Penalty 4935.060370 = -903158.723056 nChanged 558 SP:Iteration 8Q (5749.254988 sec): 3 clusters Score: Raw -908502.862516 + Penalty 4935.060370 = -903567.802145 nChanged 521 SP:Iteration 9Q (5749.333402 sec): 3 clusters Score: Raw -908892.941504 + Penalty 4935.060370 = -903957.881134 nChanged 479 SP:Iteration 10Q (5749.411475 sec): 3 clusters Score: Raw -909228.935755 + Penalty 4935.060370 = -904293.875385 nChanged 382 SP:Iteration 11Q (5749.495401 sec): 3 clusters Score: Raw -909455.874479 + Penalty 4935.060370 = -904520.814109 nChanged 299 SP:Iteration 12Q (5749.572731 sec): 3 clusters Score: Raw -909611.367113 + Penalty 4935.060370 = -904676.306743 nChanged 229 SP:Iteration 13Q (5749.650060 sec): 3 clusters Score: Raw -909725.192498 + Penalty 4935.060370 = -904790.132128 nChanged 187 SP:Iteration 14Q (5749.723202 sec): 3 clusters Score: Raw -909817.097192 + Penalty 4935.060370 = -904882.036822 nChanged 187 SP:Iteration 15Q (5749.794593 sec): 3 clusters Score: Raw -909909.513990 + Penalty 4935.060370 = -904974.453620 nChanged 174 SP:Iteration 16Q (5749.962327 sec): 3 clusters Score: Raw -909981.832683 + Penalty 4935.060370 = -905046.772313 nChanged 122 SP:Iteration 17Q (5750.120444 sec): 3 clusters Score: Raw -910029.556655 + Penalty 4935.060370 = -905094.496284 nChanged 112 SP:Iteration 18Q (5750.279301 sec): 3 clusters Score: Raw -910074.442953 + Penalty 4935.060370 = -905139.382583 nChanged 109 SP:Iteration 19Q (5750.396858 sec): 3 clusters Score: Raw -910114.021130 + Penalty 4935.060370 = -905178.960760 nChanged 88 SP:Iteration 20F (5750.577362 sec): 3 clusters Score: Raw -910149.495971 + Penalty 4935.060370 = -905214.435601 nChanged 83 SP:Iteration 21Q (5750.635096 sec): 3 clusters Score: Raw -910177.853648 + Penalty 4935.060370 = -905242.793277 nChanged 73 SP:Iteration 22Q (5750.708750 sec): 3 clusters Score: Raw -910198.828294 + Penalty 4935.060370 = -905263.767924 nChanged 51 SP:Iteration 23Q (5750.782077 sec): 3 clusters Score: Raw -910210.607038 + Penalty 4935.060370 = -905275.546668 nChanged 50 SP:Iteration 24Q (5750.855660 sec): 3 clusters Score: Raw -910223.162770 + Penalty 4935.060370 = -905288.102400 nChanged 44 SP:Iteration 25Q (5750.930142 sec): 3 clusters Score: Raw -910233.139644 + Penalty 4935.060370 = -905298.079273 nChanged 37 SP:Iteration 26Q (5751.009223 sec): 3 clusters Score: Raw -910241.248538 + Penalty 4935.060370 = -905306.188168 nChanged 29 SP:Iteration 27Q (5751.121973 sec): 3 clusters Score: Raw -910247.848952 + Penalty 4935.060370 = -905312.788582 nChanged 35 SP:Iteration 28Q (5751.218216 sec): 3 clusters Score: Raw -910254.765233 + Penalty 4935.060370 = -905319.704863 nChanged 31 SP:Iteration 29Q (5751.283738 sec): 3 clusters Score: Raw -910259.569956 + Penalty 4935.060370 = -905324.509586 nChanged 20 SP:Iteration 30Q (5751.349038 sec): 3 clusters Score: Raw -910263.293379 + Penalty 4935.060370 = -905328.233008 nChanged 18 SP:Iteration 31Q (5751.415960 sec): 3 clusters Score: Raw -910266.552782 + Penalty 4935.060370 = -905331.492412 nChanged 17 SP:Iteration 32Q (5751.492458 sec): 3 clusters Score: Raw -910269.895336 + Penalty 4935.060370 = -905334.834966 nChanged 17 SP:Iteration 33Q (5751.570365 sec): 3 clusters Score: Raw -910273.288028 + Penalty 4935.060370 = -905338.227658 nChanged 21 SP:Iteration 34Q (5751.644552 sec): 3 clusters Score: Raw -910276.762420 + Penalty 4935.060370 = -905341.702050 nChanged 18 SP:Iteration 35Q (5751.714738 sec): 3 clusters Score: Raw -910280.452312 + Penalty 4935.060370 = -905345.391942 nChanged 21 SP:Iteration 36Q (5751.786901 sec): 3 clusters Score: Raw -910283.908273 + Penalty 4935.060370 = -905348.847903 nChanged 19 SP:Iteration 37Q (5751.861589 sec): 3 clusters Score: Raw -910287.023932 + Penalty 4935.060370 = -905351.963562 nChanged 16 SP:Iteration 38Q (5751.936940 sec): 3 clusters Score: Raw -910290.672664 + Penalty 4935.060370 = -905355.612294 nChanged 16 SP:Iteration 39Q (5752.012311 sec): 3 clusters Score: Raw -910293.664533 + Penalty 4935.060370 = -905358.604163 nChanged 12 SP:Iteration 40F (5752.088272 sec): 3 clusters Score: Raw -910295.700898 + Penalty 4935.060370 = -905360.640528 nChanged 11 SP:Iteration 41Q (5752.163459 sec): 3 clusters Score: Raw -910297.420976 + Penalty 4935.060370 = -905362.360606 nChanged 12 SP:Iteration 42Q (5752.238749 sec): 3 clusters Score: Raw -910299.398588 + Penalty 4935.060370 = -905364.338218 nChanged 12 SP:Iteration 43Q (5752.313390 sec): 3 clusters Score: Raw -910301.220458 + Penalty 4935.060370 = -905366.160088 nChanged 16 SP:Iteration 44Q (5752.388752 sec): 3 clusters Score: Raw -910303.613079 + Penalty 4935.060370 = -905368.552709 nChanged 13 SP:Iteration 45Q (5752.464165 sec): 3 clusters Score: Raw -910305.901927 + Penalty 4935.060370 = -905370.841557 nChanged 10 SP:Iteration 46Q (5752.539457 sec): 3 clusters Score: Raw -910307.941647 + Penalty 4935.060370 = -905372.881277 nChanged 14 SP:Iteration 47Q (5752.614890 sec): 3 clusters Score: Raw -910311.756682 + Penalty 4935.060370 = -905376.696312 nChanged 17 SP:Iteration 48Q (5752.840880 sec): 3 clusters Score: Raw -910314.894745 + Penalty 4935.060370 = -905379.834375 nChanged 8 SP:Iteration 49Q (5752.982681 sec): 3 clusters Score: Raw -910316.159969 + Penalty 4935.060370 = -905381.099598 nChanged 8 SP:Iteration 50Q (5753.126509 sec): 3 clusters Score: Raw -910317.180516 + Penalty 4935.060370 = -905382.120146 nChanged 3 SP:Iteration 51Q (5753.285016 sec): 3 clusters Score: Raw -910317.415868 + Penalty 4935.060370 = -905382.355497 nChanged 1 SP:Iteration 52Q (5753.370946 sec): 3 clusters Score: Raw -910317.449352 + Penalty 4935.060370 = -905382.388982 nChanged 0 SP:Iteration 53F (5753.445256 sec): 3 clusters Score: Raw -910317.449352 + Penalty 4935.060370 = -905382.388982 nChanged 0 Trying to split cluster 2 (3572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5753.509338 sec): 2 clusters Score: Raw -267118.717324 + Penalty 2159.752569 = -264958.964755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5753.556788 sec): 3 clusters Score: Raw -265573.349337 + Penalty 4319.505137 = -261253.844200 nChanged 1234 SP:Iteration 1F (5753.603149 sec): 3 clusters Score: Raw -266331.901106 + Penalty 4319.505137 = -262012.395969 nChanged 274 SP:Iteration 2F (5753.649180 sec): 3 clusters Score: Raw -266550.772051 + Penalty 4319.505137 = -262231.266914 nChanged 207 SP:Iteration 3F (5753.695451 sec): 3 clusters Score: Raw -266740.362188 + Penalty 4319.505137 = -262420.857051 nChanged 180 SP:Iteration 4F (5753.734762 sec): 3 clusters Score: Raw -266903.645919 + Penalty 4319.505137 = -262584.140782 nChanged 153 SP:Iteration 5Q (5753.774108 sec): 3 clusters Score: Raw -267037.602161 + Penalty 4319.505137 = -262718.097024 nChanged 144 SP:Iteration 6Q (5753.813270 sec): 3 clusters Score: Raw -267153.905531 + Penalty 4319.505137 = -262834.400394 nChanged 123 SP:Iteration 7Q (5753.852561 sec): 3 clusters Score: Raw -267246.740197 + Penalty 4319.505137 = -262927.235059 nChanged 96 SP:Iteration 8Q (5753.891578 sec): 3 clusters Score: Raw -267323.203839 + Penalty 4319.505137 = -263003.698702 nChanged 101 SP:Iteration 9Q (5753.930820 sec): 3 clusters Score: Raw -267403.717468 + Penalty 4319.505137 = -263084.212330 nChanged 86 SP:Iteration 10Q (5753.969618 sec): 3 clusters Score: Raw -267460.247873 + Penalty 4319.505137 = -263140.742735 nChanged 77 SP:Iteration 11Q (5754.015519 sec): 3 clusters Score: Raw -267511.838065 + Penalty 4319.505137 = -263192.332928 nChanged 72 SP:Iteration 12Q (5754.054621 sec): 3 clusters Score: Raw -267556.110289 + Penalty 4319.505137 = -263236.605152 nChanged 60 SP:Iteration 13Q (5754.093844 sec): 3 clusters Score: Raw -267594.875394 + Penalty 4319.505137 = -263275.370257 nChanged 53 SP:Iteration 14Q (5754.133017 sec): 3 clusters Score: Raw -267625.985123 + Penalty 4319.505137 = -263306.479986 nChanged 46 SP:Iteration 15Q (5754.172006 sec): 3 clusters Score: Raw -267653.236798 + Penalty 4319.505137 = -263333.731661 nChanged 38 SP:Iteration 16Q (5754.211237 sec): 3 clusters Score: Raw -267672.809983 + Penalty 4319.505137 = -263353.304846 nChanged 30 SP:Iteration 17Q (5754.250578 sec): 3 clusters Score: Raw -267688.109460 + Penalty 4319.505137 = -263368.604322 nChanged 27 SP:Iteration 18Q (5754.289705 sec): 3 clusters Score: Raw -267701.997432 + Penalty 4319.505137 = -263382.492294 nChanged 18 SP:Iteration 19Q (5754.328934 sec): 3 clusters Score: Raw -267713.821832 + Penalty 4319.505137 = -263394.316694 nChanged 21 SP:Iteration 20F (5754.367872 sec): 3 clusters Score: Raw -267726.692471 + Penalty 4319.505137 = -263407.187334 nChanged 23 SP:Iteration 21Q (5754.407053 sec): 3 clusters Score: Raw -267740.830740 + Penalty 4319.505137 = -263421.325603 nChanged 24 SP:Iteration 22Q (5754.446066 sec): 3 clusters Score: Raw -267754.564020 + Penalty 4319.505137 = -263435.058883 nChanged 11 SP:Iteration 23Q (5754.566702 sec): 3 clusters Score: Raw -267759.822315 + Penalty 4319.505137 = -263440.317178 nChanged 17 SP:Iteration 24Q (5754.682309 sec): 3 clusters Score: Raw -267766.645534 + Penalty 4319.505137 = -263447.140397 nChanged 7 SP:Iteration 25Q (5754.793583 sec): 3 clusters Score: Raw -267769.827027 + Penalty 4319.505137 = -263450.321890 nChanged 4 SP:Iteration 26Q (5754.899801 sec): 3 clusters Score: Raw -267772.663820 + Penalty 4319.505137 = -263453.158683 nChanged 8 SP:Iteration 27Q (5755.006698 sec): 3 clusters Score: Raw -267775.667846 + Penalty 4319.505137 = -263456.162709 nChanged 10 SP:Iteration 28Q (5755.128526 sec): 3 clusters Score: Raw -267780.126138 + Penalty 4319.505137 = -263460.621001 nChanged 11 SP:Iteration 29Q (5755.233052 sec): 3 clusters Score: Raw -267785.187113 + Penalty 4319.505137 = -263465.681976 nChanged 9 SP:Iteration 30Q (5755.278306 sec): 3 clusters Score: Raw -267787.732389 + Penalty 4319.505137 = -263468.227251 nChanged 6 SP:Iteration 31Q (5755.323347 sec): 3 clusters Score: Raw -267789.702516 + Penalty 4319.505137 = -263470.197378 nChanged 3 SP:Iteration 32Q (5755.368551 sec): 3 clusters Score: Raw -267790.808645 + Penalty 4319.505137 = -263471.303508 nChanged 1 SP:Iteration 33Q (5755.412256 sec): 3 clusters Score: Raw -267791.240599 + Penalty 4319.505137 = -263471.735462 nChanged 1 SP:Iteration 34Q (5755.455526 sec): 3 clusters Score: Raw -267791.506833 + Penalty 4319.505137 = -263472.001696 nChanged 1 SP:Iteration 35Q (5755.498820 sec): 3 clusters Score: Raw -267791.690037 + Penalty 4319.505137 = -263472.184900 nChanged 1 SP:Iteration 36Q (5755.542048 sec): 3 clusters Score: Raw -267792.339842 + Penalty 4319.505137 = -263472.834705 nChanged 1 SP:Iteration 37Q (5755.586932 sec): 3 clusters Score: Raw -267793.400286 + Penalty 4319.505137 = -263473.895149 nChanged 4 SP:Iteration 38Q (5755.632020 sec): 3 clusters Score: Raw -267794.958161 + Penalty 4319.505137 = -263475.453024 nChanged 4 SP:Iteration 39Q (5755.677004 sec): 3 clusters Score: Raw -267797.144771 + Penalty 4319.505137 = -263477.639634 nChanged 4 SP:Iteration 40F (5755.722068 sec): 3 clusters Score: Raw -267798.788491 + Penalty 4319.505137 = -263479.283353 nChanged 4 SP:Iteration 41Q (5755.765266 sec): 3 clusters Score: Raw -267800.537261 + Penalty 4319.505137 = -263481.032123 nChanged 3 SP:Iteration 42Q (5755.808454 sec): 3 clusters Score: Raw -267802.175836 + Penalty 4319.505137 = -263482.670699 nChanged 4 SP:Iteration 43Q (5755.851595 sec): 3 clusters Score: Raw -267803.691308 + Penalty 4319.505137 = -263484.186171 nChanged 3 SP:Iteration 44Q (5755.895076 sec): 3 clusters Score: Raw -267806.213211 + Penalty 4319.505137 = -263486.708074 nChanged 1 SP:Iteration 45Q (5755.939893 sec): 3 clusters Score: Raw -267807.382121 + Penalty 4319.505137 = -263487.876983 nChanged 4 SP:Iteration 46Q (5755.984606 sec): 3 clusters Score: Raw -267810.483050 + Penalty 4319.505137 = -263490.977913 nChanged 10 SP:Iteration 47Q (5756.029132 sec): 3 clusters Score: Raw -267817.215474 + Penalty 4319.505137 = -263497.710337 nChanged 11 SP:Iteration 48Q (5756.073371 sec): 3 clusters Score: Raw -267821.885005 + Penalty 4319.505137 = -263502.379868 nChanged 12 SP:Iteration 49Q (5756.115774 sec): 3 clusters Score: Raw -267828.221736 + Penalty 4319.505137 = -263508.716599 nChanged 12 SP:Iteration 50Q (5756.158848 sec): 3 clusters Score: Raw -267833.739387 + Penalty 4319.505137 = -263514.234250 nChanged 9 SP:Iteration 51Q (5756.201951 sec): 3 clusters Score: Raw -267838.163559 + Penalty 4319.505137 = -263518.658422 nChanged 9 SP:Iteration 52Q (5756.245124 sec): 3 clusters Score: Raw -267841.377898 + Penalty 4319.505137 = -263521.872761 nChanged 9 SP:Iteration 53Q (5756.288091 sec): 3 clusters Score: Raw -267843.725666 + Penalty 4319.505137 = -263524.220529 nChanged 8 SP:Iteration 54Q (5756.331083 sec): 3 clusters Score: Raw -267847.389557 + Penalty 4319.505137 = -263527.884419 nChanged 2 SP:Iteration 55Q (5756.487849 sec): 3 clusters Score: Raw -267848.354705 + Penalty 4319.505137 = -263528.849567 nChanged 4 SP:Iteration 56Q (5756.629128 sec): 3 clusters Score: Raw -267849.700056 + Penalty 4319.505137 = -263530.194919 nChanged 3 SP:Iteration 57Q (5756.719813 sec): 3 clusters Score: Raw -267850.168406 + Penalty 4319.505137 = -263530.663269 nChanged 1 SP:Iteration 58Q (5756.852553 sec): 3 clusters Score: Raw -267850.372045 + Penalty 4319.505137 = -263530.866907 nChanged 0 SP:Iteration 59F (5756.956307 sec): 3 clusters Score: Raw -267850.372045 + Penalty 4319.505137 = -263530.866907 nChanged 0 Trying to split cluster 3 (5538 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5757.032711 sec): 2 clusters Score: Raw -415724.498661 + Penalty 2275.518618 = -413448.980043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5757.215196 sec): 3 clusters Score: Raw -413079.358486 + Penalty 4551.037236 = -408528.321250 nChanged 2144 SP:Iteration 1F (5757.300292 sec): 3 clusters Score: Raw -414555.098273 + Penalty 4551.037236 = -410004.061037 nChanged 567 SP:Iteration 2F (5757.363768 sec): 3 clusters Score: Raw -415122.248149 + Penalty 4551.037236 = -410571.210913 nChanged 458 SP:Iteration 3F (5757.427686 sec): 3 clusters Score: Raw -415587.151757 + Penalty 4551.037236 = -411036.114522 nChanged 361 SP:Iteration 4F (5757.552022 sec): 3 clusters Score: Raw -415945.711382 + Penalty 4551.037236 = -411394.674146 nChanged 305 SP:Iteration 5F (5757.683675 sec): 3 clusters Score: Raw -416243.976819 + Penalty 4551.037236 = -411692.939584 nChanged 252 SP:Iteration 6Q (5757.816884 sec): 3 clusters Score: Raw -416463.130118 + Penalty 4551.037236 = -411912.092883 nChanged 212 SP:Iteration 7Q (5757.958503 sec): 3 clusters Score: Raw -416640.843748 + Penalty 4551.037236 = -412089.806512 nChanged 185 SP:Iteration 8Q (5758.070045 sec): 3 clusters Score: Raw -416803.695309 + Penalty 4551.037236 = -412252.658074 nChanged 156 SP:Iteration 9Q (5758.122723 sec): 3 clusters Score: Raw -416964.350522 + Penalty 4551.037236 = -412413.313286 nChanged 154 SP:Iteration 10Q (5758.176084 sec): 3 clusters Score: Raw -417117.884305 + Penalty 4551.037236 = -412566.847069 nChanged 112 SP:Iteration 11Q (5758.228739 sec): 3 clusters Score: Raw -417222.808517 + Penalty 4551.037236 = -412671.771281 nChanged 91 SP:Iteration 12Q (5758.283758 sec): 3 clusters Score: Raw -417294.187525 + Penalty 4551.037236 = -412743.150289 nChanged 68 SP:Iteration 13Q (5758.345129 sec): 3 clusters Score: Raw -417337.231851 + Penalty 4551.037236 = -412786.194615 nChanged 39 SP:Iteration 14Q (5758.405529 sec): 3 clusters Score: Raw -417358.540078 + Penalty 4551.037236 = -412807.502842 nChanged 28 SP:Iteration 15Q (5758.465509 sec): 3 clusters Score: Raw -417368.075853 + Penalty 4551.037236 = -412817.038618 nChanged 18 SP:Iteration 16Q (5758.520143 sec): 3 clusters Score: Raw -417375.223724 + Penalty 4551.037236 = -412824.186489 nChanged 16 SP:Iteration 17Q (5758.574743 sec): 3 clusters Score: Raw -417381.348331 + Penalty 4551.037236 = -412830.311095 nChanged 14 SP:Iteration 18Q (5758.629226 sec): 3 clusters Score: Raw -417386.426594 + Penalty 4551.037236 = -412835.389358 nChanged 6 SP:Iteration 19Q (5758.683882 sec): 3 clusters Score: Raw -417389.107543 + Penalty 4551.037236 = -412838.070307 nChanged 5 SP:Iteration 20F (5758.739110 sec): 3 clusters Score: Raw -417391.112630 + Penalty 4551.037236 = -412840.075394 nChanged 2 SP:Iteration 21Q (5758.859747 sec): 3 clusters Score: Raw -417391.725776 + Penalty 4551.037236 = -412840.688541 nChanged 0 SP:Iteration 22F (5758.917271 sec): 3 clusters Score: Raw -417391.725776 + Penalty 4551.037236 = -412840.688541 nChanged 0 Trying to split cluster 4 (67797 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5759.235322 sec): 2 clusters Score: Raw -5798643.178804 + Penalty 2936.808131 = -5795706.370672 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5759.595362 sec): 3 clusters Score: Raw -5756331.102820 + Penalty 5873.616263 = -5750457.486557 nChanged 31530 SP:Iteration 1F (5759.874627 sec): 3 clusters Score: Raw -5774976.108638 + Penalty 5873.616263 = -5769102.492375 nChanged 3543 SP:Iteration 2F (5760.183555 sec): 3 clusters Score: Raw -5776652.593920 + Penalty 5873.616263 = -5770778.977657 nChanged 3885 SP:Iteration 3F (5760.514944 sec): 3 clusters Score: Raw -5778795.790049 + Penalty 5873.616263 = -5772922.173787 nChanged 4023 SP:Iteration 4F (5760.796689 sec): 3 clusters Score: Raw -5781089.999479 + Penalty 5873.616263 = -5775216.383216 nChanged 3996 SP:Iteration 5F (5761.095565 sec): 3 clusters Score: Raw -5783225.068074 + Penalty 5873.616263 = -5777351.451811 nChanged 3686 SP:Iteration 6F (5761.376222 sec): 3 clusters Score: Raw -5785021.140737 + Penalty 5873.616263 = -5779147.524474 nChanged 3184 SP:Iteration 7Q (5761.712805 sec): 3 clusters Score: Raw -5786389.766692 + Penalty 5873.616263 = -5780516.150429 nChanged 2669 SP:Iteration 8Q (5762.020666 sec): 3 clusters Score: Raw -5787444.860583 + Penalty 5873.616263 = -5781571.244320 nChanged 2316 SP:Iteration 9Q (5762.364109 sec): 3 clusters Score: Raw -5788307.116769 + Penalty 5873.616263 = -5782433.500506 nChanged 2009 SP:Iteration 10Q (5762.708278 sec): 3 clusters Score: Raw -5789026.712735 + Penalty 5873.616263 = -5783153.096472 nChanged 1863 SP:Iteration 11Q (5762.994286 sec): 3 clusters Score: Raw -5789701.100422 + Penalty 5873.616263 = -5783827.484160 nChanged 1814 SP:Iteration 12Q (5763.320146 sec): 3 clusters Score: Raw -5790369.705648 + Penalty 5873.616263 = -5784496.089385 nChanged 1842 SP:Iteration 13Q (5763.631050 sec): 3 clusters Score: Raw -5791065.574136 + Penalty 5873.616263 = -5785191.957873 nChanged 1911 SP:Iteration 14Q (5763.968001 sec): 3 clusters Score: Raw -5791821.840072 + Penalty 5873.616263 = -5785948.223809 nChanged 1967 SP:Iteration 15Q (5764.247261 sec): 3 clusters Score: Raw -5792628.617309 + Penalty 5873.616263 = -5786755.001046 nChanged 2097 SP:Iteration 16Q (5764.561233 sec): 3 clusters Score: Raw -5793520.301255 + Penalty 5873.616263 = -5787646.684992 nChanged 2008 SP:Iteration 17Q (5764.835887 sec): 3 clusters Score: Raw -5794398.924823 + Penalty 5873.616263 = -5788525.308560 nChanged 1894 SP:Iteration 18Q (5765.103204 sec): 3 clusters Score: Raw -5795228.092950 + Penalty 5873.616263 = -5789354.476687 nChanged 1754 SP:Iteration 19Q (5765.368753 sec): 3 clusters Score: Raw -5796004.966859 + Penalty 5873.616263 = -5790131.350596 nChanged 1577 SP:Iteration 20F (5765.643296 sec): 3 clusters Score: Raw -5796692.153164 + Penalty 5873.616263 = -5790818.536901 nChanged 1369 SP:Iteration 21Q (5765.905694 sec): 3 clusters Score: Raw -5797268.484584 + Penalty 5873.616263 = -5791394.868321 nChanged 1086 SP:Iteration 22Q (5766.164403 sec): 3 clusters Score: Raw -5797711.354660 + Penalty 5873.616263 = -5791837.738397 nChanged 860 SP:Iteration 23Q (5766.426423 sec): 3 clusters Score: Raw -5798044.574867 + Penalty 5873.616263 = -5792170.958604 nChanged 645 SP:Iteration 24Q (5766.706862 sec): 3 clusters Score: Raw -5798280.087084 + Penalty 5873.616263 = -5792406.470821 nChanged 552 SP:Iteration 25Q (5766.965181 sec): 3 clusters Score: Raw -5798485.721119 + Penalty 5873.616263 = -5792612.104856 nChanged 443 SP:Iteration 26Q (5767.246585 sec): 3 clusters Score: Raw -5798666.621125 + Penalty 5873.616263 = -5792793.004862 nChanged 369 SP:Iteration 27Q (5767.526590 sec): 3 clusters Score: Raw -5798805.537882 + Penalty 5873.616263 = -5792931.921619 nChanged 283 SP:Iteration 28Q (5767.806582 sec): 3 clusters Score: Raw -5798912.265083 + Penalty 5873.616263 = -5793038.648820 nChanged 248 SP:Iteration 29Q (5768.085557 sec): 3 clusters Score: Raw -5799011.267966 + Penalty 5873.616263 = -5793137.651703 nChanged 211 SP:Iteration 30Q (5768.388129 sec): 3 clusters Score: Raw -5799090.096890 + Penalty 5873.616263 = -5793216.480627 nChanged 166 SP:Iteration 31Q (5768.726796 sec): 3 clusters Score: Raw -5799142.188644 + Penalty 5873.616263 = -5793268.572381 nChanged 123 SP:Iteration 32Q (5768.972109 sec): 3 clusters Score: Raw -5799181.770365 + Penalty 5873.616263 = -5793308.154102 nChanged 102 SP:Iteration 33Q (5769.257819 sec): 3 clusters Score: Raw -5799210.725793 + Penalty 5873.616263 = -5793337.109530 nChanged 74 SP:Iteration 34Q (5769.476484 sec): 3 clusters Score: Raw -5799232.204598 + Penalty 5873.616263 = -5793358.588335 nChanged 61 SP:Iteration 35Q (5769.723189 sec): 3 clusters Score: Raw -5799248.458568 + Penalty 5873.616263 = -5793374.842305 nChanged 54 SP:Iteration 36Q (5769.968853 sec): 3 clusters Score: Raw -5799264.651231 + Penalty 5873.616263 = -5793391.034968 nChanged 45 SP:Iteration 37Q (5770.210609 sec): 3 clusters Score: Raw -5799276.378169 + Penalty 5873.616263 = -5793402.761906 nChanged 26 SP:Iteration 38Q (5770.481162 sec): 3 clusters Score: Raw -5799283.186421 + Penalty 5873.616263 = -5793409.570158 nChanged 24 SP:Iteration 39Q (5770.748136 sec): 3 clusters Score: Raw -5799290.506112 + Penalty 5873.616263 = -5793416.889849 nChanged 26 SP:Iteration 40F (5771.055822 sec): 3 clusters Score: Raw -5799296.649368 + Penalty 5873.616263 = -5793423.033106 nChanged 17 SP:Iteration 41Q (5771.326784 sec): 3 clusters Score: Raw -5799300.954073 + Penalty 5873.616263 = -5793427.337810 nChanged 18 SP:Iteration 42Q (5771.600096 sec): 3 clusters Score: Raw -5799306.190951 + Penalty 5873.616263 = -5793432.574689 nChanged 19 SP:Iteration 43Q (5771.870151 sec): 3 clusters Score: Raw -5799310.834848 + Penalty 5873.616263 = -5793437.218585 nChanged 18 SP:Iteration 44Q (5772.145701 sec): 3 clusters Score: Raw -5799314.797665 + Penalty 5873.616263 = -5793441.181402 nChanged 13 SP:Iteration 45Q (5772.415487 sec): 3 clusters Score: Raw -5799317.423124 + Penalty 5873.616263 = -5793443.806861 nChanged 13 SP:Iteration 46Q (5772.685974 sec): 3 clusters Score: Raw -5799320.852812 + Penalty 5873.616263 = -5793447.236549 nChanged 11 SP:Iteration 47Q (5772.955847 sec): 3 clusters Score: Raw -5799324.342316 + Penalty 5873.616263 = -5793450.726053 nChanged 14 SP:Iteration 48Q (5773.223519 sec): 3 clusters Score: Raw -5799328.819705 + Penalty 5873.616263 = -5793455.203442 nChanged 17 SP:Iteration 49Q (5773.487741 sec): 3 clusters Score: Raw -5799333.620526 + Penalty 5873.616263 = -5793460.004263 nChanged 17 SP:Iteration 50Q (5773.746809 sec): 3 clusters Score: Raw -5799338.612927 + Penalty 5873.616263 = -5793464.996664 nChanged 21 SP:Iteration 51Q (5773.989447 sec): 3 clusters Score: Raw -5799345.955823 + Penalty 5873.616263 = -5793472.339560 nChanged 20 SP:Iteration 52Q (5774.234734 sec): 3 clusters Score: Raw -5799352.104415 + Penalty 5873.616263 = -5793478.488152 nChanged 19 SP:Iteration 53Q (5774.476457 sec): 3 clusters Score: Raw -5799356.976135 + Penalty 5873.616263 = -5793483.359872 nChanged 15 SP:Iteration 54Q (5774.761106 sec): 3 clusters Score: Raw -5799361.097387 + Penalty 5873.616263 = -5793487.481124 nChanged 14 SP:Iteration 55Q (5774.987392 sec): 3 clusters Score: Raw -5799364.682956 + Penalty 5873.616263 = -5793491.066693 nChanged 7 SP:Iteration 56Q (5775.269195 sec): 3 clusters Score: Raw -5799366.237134 + Penalty 5873.616263 = -5793492.620872 nChanged 6 SP:Iteration 57Q (5775.529410 sec): 3 clusters Score: Raw -5799367.326391 + Penalty 5873.616263 = -5793493.710128 nChanged 8 SP:Iteration 58Q (5775.790346 sec): 3 clusters Score: Raw -5799369.773699 + Penalty 5873.616263 = -5793496.157436 nChanged 12 SP:Iteration 59Q (5776.127878 sec): 3 clusters Score: Raw -5799372.673150 + Penalty 5873.616263 = -5793499.056887 nChanged 12 SP:Iteration 60F (5776.362846 sec): 3 clusters Score: Raw -5799375.168464 + Penalty 5873.616263 = -5793501.552202 nChanged 4 SP:Iteration 61Q (5776.628010 sec): 3 clusters Score: Raw -5799376.249529 + Penalty 5873.616263 = -5793502.633267 nChanged 4 SP:Iteration 62Q (5776.949259 sec): 3 clusters Score: Raw -5799377.582515 + Penalty 5873.616263 = -5793503.966252 nChanged 8 SP:Iteration 63Q (5777.262902 sec): 3 clusters Score: Raw -5799379.531229 + Penalty 5873.616263 = -5793505.914966 nChanged 6 SP:Iteration 64Q (5777.519653 sec): 3 clusters Score: Raw -5799381.072527 + Penalty 5873.616263 = -5793507.456264 nChanged 7 SP:Iteration 65Q (5777.810561 sec): 3 clusters Score: Raw -5799382.297055 + Penalty 5873.616263 = -5793508.680792 nChanged 0 SP:Iteration 66F (5778.085207 sec): 3 clusters Score: Raw -5799382.297055 + Penalty 5873.616263 = -5793508.680792 nChanged 0 Trying to split cluster 5 (13146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5778.189652 sec): 2 clusters Score: Raw -1012340.989893 + Penalty 2503.742422 = -1009837.247472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5778.361164 sec): 3 clusters Score: Raw -1005086.525443 + Penalty 5007.484843 = -1000079.040600 nChanged 5575 SP:Iteration 1F (5778.493205 sec): 3 clusters Score: Raw -1008578.304879 + Penalty 5007.484843 = -1003570.820036 nChanged 1127 SP:Iteration 2F (5778.640766 sec): 3 clusters Score: Raw -1009480.573704 + Penalty 5007.484843 = -1004473.088861 nChanged 1009 SP:Iteration 3F (5778.768403 sec): 3 clusters Score: Raw -1010322.009128 + Penalty 5007.484843 = -1005314.524285 nChanged 948 SP:Iteration 4F (5778.850776 sec): 3 clusters Score: Raw -1011097.971389 + Penalty 5007.484843 = -1006090.486546 nChanged 847 SP:Iteration 5F (5778.937233 sec): 3 clusters Score: Raw -1011749.623100 + Penalty 5007.484843 = -1006742.138257 nChanged 712 SP:Iteration 6F (5779.037646 sec): 3 clusters Score: Raw -1012280.292471 + Penalty 5007.484843 = -1007272.807627 nChanged 599 SP:Iteration 7Q (5779.125023 sec): 3 clusters Score: Raw -1012692.763979 + Penalty 5007.484843 = -1007685.279136 nChanged 480 SP:Iteration 8Q (5779.204966 sec): 3 clusters Score: Raw -1012970.586020 + Penalty 5007.484843 = -1007963.101177 nChanged 386 SP:Iteration 9Q (5779.298628 sec): 3 clusters Score: Raw -1013153.561013 + Penalty 5007.484843 = -1008146.076170 nChanged 267 SP:Iteration 10Q (5779.396675 sec): 3 clusters Score: Raw -1013253.066675 + Penalty 5007.484843 = -1008245.581832 nChanged 176 SP:Iteration 11Q (5779.486715 sec): 3 clusters Score: Raw -1013302.403405 + Penalty 5007.484843 = -1008294.918562 nChanged 141 SP:Iteration 12Q (5779.577080 sec): 3 clusters Score: Raw -1013338.551971 + Penalty 5007.484843 = -1008331.067128 nChanged 103 SP:Iteration 13Q (5779.687868 sec): 3 clusters Score: Raw -1013366.084308 + Penalty 5007.484843 = -1008358.599465 nChanged 93 SP:Iteration 14Q (5779.768834 sec): 3 clusters Score: Raw -1013386.969004 + Penalty 5007.484843 = -1008379.484161 nChanged 80 SP:Iteration 15Q (5779.932169 sec): 3 clusters Score: Raw -1013402.554109 + Penalty 5007.484843 = -1008395.069266 nChanged 72 SP:Iteration 16Q (5780.079262 sec): 3 clusters Score: Raw -1013418.272381 + Penalty 5007.484843 = -1008410.787538 nChanged 59 SP:Iteration 17Q (5780.280483 sec): 3 clusters Score: Raw -1013428.987114 + Penalty 5007.484843 = -1008421.502271 nChanged 47 SP:Iteration 18Q (5780.452618 sec): 3 clusters Score: Raw -1013436.797333 + Penalty 5007.484843 = -1008429.312490 nChanged 37 SP:Iteration 19Q (5780.604271 sec): 3 clusters Score: Raw -1013442.741516 + Penalty 5007.484843 = -1008435.256673 nChanged 33 SP:Iteration 20F (5780.698307 sec): 3 clusters Score: Raw -1013448.449781 + Penalty 5007.484843 = -1008440.964938 nChanged 35 SP:Iteration 21Q (5780.784175 sec): 3 clusters Score: Raw -1013454.430322 + Penalty 5007.484843 = -1008446.945479 nChanged 31 SP:Iteration 22Q (5780.876749 sec): 3 clusters Score: Raw -1013459.938302 + Penalty 5007.484843 = -1008452.453459 nChanged 23 SP:Iteration 23Q (5780.986028 sec): 3 clusters Score: Raw -1013463.296091 + Penalty 5007.484843 = -1008455.811248 nChanged 20 SP:Iteration 24Q (5781.193487 sec): 3 clusters Score: Raw -1013466.126708 + Penalty 5007.484843 = -1008458.641865 nChanged 19 SP:Iteration 25Q (5781.380922 sec): 3 clusters Score: Raw -1013468.156625 + Penalty 5007.484843 = -1008460.671782 nChanged 7 SP:Iteration 26Q (5781.573244 sec): 3 clusters Score: Raw -1013469.246284 + Penalty 5007.484843 = -1008461.761441 nChanged 9 SP:Iteration 27Q (5781.743674 sec): 3 clusters Score: Raw -1013470.065685 + Penalty 5007.484843 = -1008462.580842 nChanged 7 SP:Iteration 28Q (5781.968237 sec): 3 clusters Score: Raw -1013470.925646 + Penalty 5007.484843 = -1008463.440803 nChanged 8 SP:Iteration 29Q (5782.063703 sec): 3 clusters Score: Raw -1013472.215661 + Penalty 5007.484843 = -1008464.730818 nChanged 9 SP:Iteration 30Q (5782.153179 sec): 3 clusters Score: Raw -1013473.105089 + Penalty 5007.484843 = -1008465.620246 nChanged 4 SP:Iteration 31Q (5782.250034 sec): 3 clusters Score: Raw -1013473.601630 + Penalty 5007.484843 = -1008466.116787 nChanged 3 SP:Iteration 32Q (5782.355317 sec): 3 clusters Score: Raw -1013473.866346 + Penalty 5007.484843 = -1008466.381503 nChanged 2 SP:Iteration 33Q (5782.467271 sec): 3 clusters Score: Raw -1013474.075033 + Penalty 5007.484843 = -1008466.590190 nChanged 1 SP:Iteration 34Q (5782.572474 sec): 3 clusters Score: Raw -1013474.192747 + Penalty 5007.484843 = -1008466.707904 nChanged 1 SP:Iteration 35Q (5782.661598 sec): 3 clusters Score: Raw -1013474.273574 + Penalty 5007.484843 = -1008466.788731 nChanged 1 SP:Iteration 36Q (5782.747616 sec): 3 clusters Score: Raw -1013474.355144 + Penalty 5007.484843 = -1008466.870301 nChanged 2 SP:Iteration 37Q (5782.851268 sec): 3 clusters Score: Raw -1013474.632474 + Penalty 5007.484843 = -1008467.147630 nChanged 0 SP:Iteration 38F (5782.945348 sec): 3 clusters Score: Raw -1013474.632474 + Penalty 5007.484843 = -1008467.147630 nChanged 0 Trying to split cluster 6 (3446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5783.029320 sec): 2 clusters Score: Raw -214319.649289 + Penalty 2150.271926 = -212169.377363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5783.183845 sec): 3 clusters Score: Raw -212874.253529 + Penalty 4300.543852 = -208573.709677 nChanged 1300 SP:Iteration 1F (5783.223746 sec): 3 clusters Score: Raw -214043.421357 + Penalty 4300.543852 = -209742.877505 nChanged 421 SP:Iteration 2F (5783.265128 sec): 3 clusters Score: Raw -214681.181534 + Penalty 4300.543852 = -210380.637682 nChanged 321 SP:Iteration 3F (5783.306312 sec): 3 clusters Score: Raw -215222.098422 + Penalty 4300.543852 = -210921.554570 nChanged 253 SP:Iteration 4F (5783.351757 sec): 3 clusters Score: Raw -215645.270255 + Penalty 4300.543852 = -211344.726403 nChanged 177 SP:Iteration 5F (5783.398208 sec): 3 clusters Score: Raw -215889.945511 + Penalty 4300.543852 = -211589.401658 nChanged 123 SP:Iteration 6Q (5783.444136 sec): 3 clusters Score: Raw -216029.907144 + Penalty 4300.543852 = -211729.363292 nChanged 83 SP:Iteration 7Q (5783.490664 sec): 3 clusters Score: Raw -216121.507704 + Penalty 4300.543852 = -211820.963851 nChanged 62 SP:Iteration 8Q (5783.534383 sec): 3 clusters Score: Raw -216180.784777 + Penalty 4300.543852 = -211880.240925 nChanged 61 SP:Iteration 9Q (5783.577732 sec): 3 clusters Score: Raw -216237.431488 + Penalty 4300.543852 = -211936.887636 nChanged 55 SP:Iteration 10Q (5783.621284 sec): 3 clusters Score: Raw -216296.599375 + Penalty 4300.543852 = -211996.055523 nChanged 51 SP:Iteration 11Q (5783.664551 sec): 3 clusters Score: Raw -216342.654454 + Penalty 4300.543852 = -212042.110602 nChanged 37 SP:Iteration 12Q (5783.707650 sec): 3 clusters Score: Raw -216377.727698 + Penalty 4300.543852 = -212077.183846 nChanged 32 SP:Iteration 13Q (5783.752379 sec): 3 clusters Score: Raw -216404.102374 + Penalty 4300.543852 = -212103.558522 nChanged 27 SP:Iteration 14Q (5783.884509 sec): 3 clusters Score: Raw -216427.958348 + Penalty 4300.543852 = -212127.414496 nChanged 33 SP:Iteration 15Q (5784.004072 sec): 3 clusters Score: Raw -216442.160143 + Penalty 4300.543852 = -212141.616291 nChanged 17 SP:Iteration 16Q (5784.137909 sec): 3 clusters Score: Raw -216450.321075 + Penalty 4300.543852 = -212149.777222 nChanged 13 SP:Iteration 17Q (5784.258042 sec): 3 clusters Score: Raw -216455.410340 + Penalty 4300.543852 = -212154.866488 nChanged 10 SP:Iteration 18Q (5784.404183 sec): 3 clusters Score: Raw -216458.866451 + Penalty 4300.543852 = -212158.322599 nChanged 9 SP:Iteration 19Q (5784.544009 sec): 3 clusters Score: Raw -216466.061948 + Penalty 4300.543852 = -212165.518096 nChanged 5 SP:Iteration 20F (5784.596210 sec): 3 clusters Score: Raw -216468.984953 + Penalty 4300.543852 = -212168.441101 nChanged 3 SP:Iteration 21Q (5784.639809 sec): 3 clusters Score: Raw -216471.482604 + Penalty 4300.543852 = -212170.938752 nChanged 3 SP:Iteration 22Q (5784.684290 sec): 3 clusters Score: Raw -216472.573321 + Penalty 4300.543852 = -212172.029468 nChanged 5 SP:Iteration 23Q (5784.729826 sec): 3 clusters Score: Raw -216474.075780 + Penalty 4300.543852 = -212173.531927 nChanged 4 SP:Iteration 24Q (5784.781263 sec): 3 clusters Score: Raw -216475.378165 + Penalty 4300.543852 = -212174.834313 nChanged 2 SP:Iteration 25Q (5784.832624 sec): 3 clusters Score: Raw -216477.283406 + Penalty 4300.543852 = -212176.739554 nChanged 4 SP:Iteration 26Q (5784.884146 sec): 3 clusters Score: Raw -216479.203827 + Penalty 4300.543852 = -212178.659975 nChanged 2 SP:Iteration 27Q (5784.927248 sec): 3 clusters Score: Raw -216479.731243 + Penalty 4300.543852 = -212179.187391 nChanged 0 SP:Iteration 28F (5784.970220 sec): 3 clusters Score: Raw -216479.731243 + Penalty 4300.543852 = -212179.187391 nChanged 0 Score: Raw -11816151.540582 + Penalty 37669.881023 = -11778481.659560 Splitting cluster 6 changes total score from -11779443.986352 to -11778481.659560 So it's not getting split. Trying to split cluster 7 (4292 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5787.633540 sec): 2 clusters Score: Raw -309737.168171 + Penalty 2208.230139 = -307528.938032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5787.700362 sec): 3 clusters Score: Raw -307884.157902 + Penalty 4416.460279 = -303467.697623 nChanged 1557 SP:Iteration 1F (5787.765870 sec): 3 clusters Score: Raw -309049.016411 + Penalty 4416.460279 = -304632.556132 nChanged 421 SP:Iteration 2F (5787.831656 sec): 3 clusters Score: Raw -309572.747833 + Penalty 4416.460279 = -305156.287554 nChanged 326 SP:Iteration 3F (5787.881291 sec): 3 clusters Score: Raw -310015.942538 + Penalty 4416.460279 = -305599.482259 nChanged 294 SP:Iteration 4F (5787.925727 sec): 3 clusters Score: Raw -310369.715237 + Penalty 4416.460279 = -305953.254958 nChanged 221 SP:Iteration 5F (5787.970290 sec): 3 clusters Score: Raw -310585.852932 + Penalty 4416.460279 = -306169.392653 nChanged 152 SP:Iteration 6Q (5788.017314 sec): 3 clusters Score: Raw -310715.956720 + Penalty 4416.460279 = -306299.496442 nChanged 126 SP:Iteration 7Q (5788.068337 sec): 3 clusters Score: Raw -310797.277814 + Penalty 4416.460279 = -306380.817535 nChanged 88 SP:Iteration 8Q (5788.119238 sec): 3 clusters Score: Raw -310855.810653 + Penalty 4416.460279 = -306439.350375 nChanged 76 SP:Iteration 9Q (5788.169896 sec): 3 clusters Score: Raw -310907.278175 + Penalty 4416.460279 = -306490.817897 nChanged 74 SP:Iteration 10Q (5788.220173 sec): 3 clusters Score: Raw -310953.502988 + Penalty 4416.460279 = -306537.042709 nChanged 61 SP:Iteration 11Q (5788.270902 sec): 3 clusters Score: Raw -310989.973909 + Penalty 4416.460279 = -306573.513630 nChanged 39 SP:Iteration 12Q (5788.321427 sec): 3 clusters Score: Raw -311021.876606 + Penalty 4416.460279 = -306605.416327 nChanged 43 SP:Iteration 13Q (5788.462970 sec): 3 clusters Score: Raw -311052.256115 + Penalty 4416.460279 = -306635.795837 nChanged 45 SP:Iteration 14Q (5788.599919 sec): 3 clusters Score: Raw -311080.824117 + Penalty 4416.460279 = -306664.363838 nChanged 36 SP:Iteration 15Q (5788.732089 sec): 3 clusters Score: Raw -311101.417713 + Penalty 4416.460279 = -306684.957435 nChanged 28 SP:Iteration 16Q (5788.861809 sec): 3 clusters Score: Raw -311114.607405 + Penalty 4416.460279 = -306698.147126 nChanged 19 SP:Iteration 17Q (5789.005705 sec): 3 clusters Score: Raw -311123.584900 + Penalty 4416.460279 = -306707.124622 nChanged 21 SP:Iteration 18Q (5789.123609 sec): 3 clusters Score: Raw -311136.332861 + Penalty 4416.460279 = -306719.872582 nChanged 17 SP:Iteration 19Q (5789.227412 sec): 3 clusters Score: Raw -311145.251332 + Penalty 4416.460279 = -306728.791053 nChanged 14 SP:Iteration 20F (5789.371640 sec): 3 clusters Score: Raw -311151.069481 + Penalty 4416.460279 = -306734.609202 nChanged 11 SP:Iteration 21Q (5789.470494 sec): 3 clusters Score: Raw -311158.132742 + Penalty 4416.460279 = -306741.672463 nChanged 18 SP:Iteration 22Q (5789.517291 sec): 3 clusters Score: Raw -311164.779558 + Penalty 4416.460279 = -306748.319280 nChanged 11 SP:Iteration 23Q (5789.568804 sec): 3 clusters Score: Raw -311170.558619 + Penalty 4416.460279 = -306754.098340 nChanged 12 SP:Iteration 24Q (5789.621096 sec): 3 clusters Score: Raw -311178.364764 + Penalty 4416.460279 = -306761.904485 nChanged 11 SP:Iteration 25Q (5789.671761 sec): 3 clusters Score: Raw -311183.209130 + Penalty 4416.460279 = -306766.748852 nChanged 7 SP:Iteration 26Q (5789.720970 sec): 3 clusters Score: Raw -311186.185663 + Penalty 4416.460279 = -306769.725384 nChanged 8 SP:Iteration 27Q (5789.768256 sec): 3 clusters Score: Raw -311191.275031 + Penalty 4416.460279 = -306774.814752 nChanged 13 SP:Iteration 28Q (5789.815467 sec): 3 clusters Score: Raw -311198.238700 + Penalty 4416.460279 = -306781.778421 nChanged 10 SP:Iteration 29Q (5789.863154 sec): 3 clusters Score: Raw -311201.994980 + Penalty 4416.460279 = -306785.534701 nChanged 11 SP:Iteration 30Q (5789.912385 sec): 3 clusters Score: Raw -311207.429245 + Penalty 4416.460279 = -306790.968966 nChanged 8 SP:Iteration 31Q (5789.962102 sec): 3 clusters Score: Raw -311211.656886 + Penalty 4416.460279 = -306795.196607 nChanged 9 SP:Iteration 32Q (5790.012252 sec): 3 clusters Score: Raw -311217.470951 + Penalty 4416.460279 = -306801.010672 nChanged 10 SP:Iteration 33Q (5790.062336 sec): 3 clusters Score: Raw -311224.063821 + Penalty 4416.460279 = -306807.603542 nChanged 14 SP:Iteration 34Q (5790.112295 sec): 3 clusters Score: Raw -311231.794940 + Penalty 4416.460279 = -306815.334661 nChanged 16 SP:Iteration 35Q (5790.162467 sec): 3 clusters Score: Raw -311240.170242 + Penalty 4416.460279 = -306823.709964 nChanged 11 SP:Iteration 36Q (5790.211588 sec): 3 clusters Score: Raw -311246.579216 + Penalty 4416.460279 = -306830.118937 nChanged 16 SP:Iteration 37Q (5790.260284 sec): 3 clusters Score: Raw -311255.550753 + Penalty 4416.460279 = -306839.090474 nChanged 20 SP:Iteration 38Q (5790.308990 sec): 3 clusters Score: Raw -311266.571124 + Penalty 4416.460279 = -306850.110845 nChanged 19 SP:Iteration 39Q (5790.357930 sec): 3 clusters Score: Raw -311274.267665 + Penalty 4416.460279 = -306857.807386 nChanged 9 SP:Iteration 40F (5790.407989 sec): 3 clusters Score: Raw -311278.283386 + Penalty 4416.460279 = -306861.823107 nChanged 4 SP:Iteration 41Q (5790.457001 sec): 3 clusters Score: Raw -311279.596561 + Penalty 4416.460279 = -306863.136282 nChanged 2 SP:Iteration 42Q (5790.506480 sec): 3 clusters Score: Raw -311280.725596 + Penalty 4416.460279 = -306864.265317 nChanged 2 SP:Iteration 43Q (5790.559158 sec): 3 clusters Score: Raw -311281.376707 + Penalty 4416.460279 = -306864.916428 nChanged 1 SP:Iteration 44Q (5790.610164 sec): 3 clusters Score: Raw -311282.084955 + Penalty 4416.460279 = -306865.624676 nChanged 1 SP:Iteration 45Q (5790.740718 sec): 3 clusters Score: Raw -311283.477349 + Penalty 4416.460279 = -306867.017070 nChanged 3 SP:Iteration 46Q (5790.889598 sec): 3 clusters Score: Raw -311285.101813 + Penalty 4416.460279 = -306868.641535 nChanged 2 SP:Iteration 47Q (5791.005348 sec): 3 clusters Score: Raw -311286.470216 + Penalty 4416.460279 = -306870.009937 nChanged 2 SP:Iteration 48Q (5791.135954 sec): 3 clusters Score: Raw -311287.490101 + Penalty 4416.460279 = -306871.029823 nChanged 2 SP:Iteration 49Q (5791.266901 sec): 3 clusters Score: Raw -311287.919595 + Penalty 4416.460279 = -306871.459316 nChanged 1 SP:Iteration 50Q (5791.400385 sec): 3 clusters Score: Raw -311288.169768 + Penalty 4416.460279 = -306871.709489 nChanged 1 SP:Iteration 51Q (5791.557417 sec): 3 clusters Score: Raw -311288.429286 + Penalty 4416.460279 = -306871.969007 nChanged 1 SP:Iteration 52Q (5791.620955 sec): 3 clusters Score: Raw -311288.738143 + Penalty 4416.460279 = -306872.277864 nChanged 1 SP:Iteration 53Q (5791.671788 sec): 3 clusters Score: Raw -311289.160613 + Penalty 4416.460279 = -306872.700334 nChanged 1 SP:Iteration 54Q (5791.722211 sec): 3 clusters Score: Raw -311290.061163 + Penalty 4416.460279 = -306873.600884 nChanged 3 SP:Iteration 55Q (5791.770486 sec): 3 clusters Score: Raw -311291.279116 + Penalty 4416.460279 = -306874.818837 nChanged 4 SP:Iteration 56Q (5791.818271 sec): 3 clusters Score: Raw -311294.951343 + Penalty 4416.460279 = -306878.491064 nChanged 11 SP:Iteration 57Q (5791.865942 sec): 3 clusters Score: Raw -311307.735423 + Penalty 4416.460279 = -306891.275144 nChanged 10 SP:Iteration 58Q (5791.914563 sec): 3 clusters Score: Raw -311326.110985 + Penalty 4416.460279 = -306909.650706 nChanged 20 SP:Iteration 59Q (5791.964149 sec): 3 clusters Score: Raw -311348.008192 + Penalty 4416.460279 = -306931.547913 nChanged 17 SP:Iteration 60F (5792.017924 sec): 3 clusters Score: Raw -311360.212585 + Penalty 4416.460279 = -306943.752306 nChanged 16 SP:Iteration 61Q (5792.067202 sec): 3 clusters Score: Raw -311373.367154 + Penalty 4416.460279 = -306956.906875 nChanged 15 SP:Iteration 62Q (5792.116124 sec): 3 clusters Score: Raw -311382.915108 + Penalty 4416.460279 = -306966.454829 nChanged 9 SP:Iteration 63Q (5792.164852 sec): 3 clusters Score: Raw -311388.317481 + Penalty 4416.460279 = -306971.857203 nChanged 6 SP:Iteration 64Q (5792.213814 sec): 3 clusters Score: Raw -311390.575415 + Penalty 4416.460279 = -306974.115137 nChanged 5 SP:Iteration 65Q (5792.264210 sec): 3 clusters Score: Raw -311395.562616 + Penalty 4416.460279 = -306979.102338 nChanged 7 SP:Iteration 66Q (5792.314838 sec): 3 clusters Score: Raw -311400.081584 + Penalty 4416.460279 = -306983.621305 nChanged 5 SP:Iteration 67Q (5792.365659 sec): 3 clusters Score: Raw -311401.890087 + Penalty 4416.460279 = -306985.429808 nChanged 3 SP:Iteration 68Q (5792.414570 sec): 3 clusters Score: Raw -311403.872554 + Penalty 4416.460279 = -306987.412275 nChanged 4 SP:Iteration 69Q (5792.462268 sec): 3 clusters Score: Raw -311406.149573 + Penalty 4416.460279 = -306989.689294 nChanged 8 SP:Iteration 70Q (5792.510107 sec): 3 clusters Score: Raw -311412.337809 + Penalty 4416.460279 = -306995.877530 nChanged 8 SP:Iteration 71Q (5792.558468 sec): 3 clusters Score: Raw -311416.843292 + Penalty 4416.460279 = -307000.383013 nChanged 8 SP:Iteration 72Q (5792.607866 sec): 3 clusters Score: Raw -311422.667520 + Penalty 4416.460279 = -307006.207241 nChanged 8 SP:Iteration 73Q (5792.657008 sec): 3 clusters Score: Raw -311428.604266 + Penalty 4416.460279 = -307012.143987 nChanged 15 SP:Iteration 74Q (5792.764635 sec): 3 clusters Score: Raw -311439.844341 + Penalty 4416.460279 = -307023.384062 nChanged 16 SP:Iteration 75Q (5792.815423 sec): 3 clusters Score: Raw -311453.161801 + Penalty 4416.460279 = -307036.701522 nChanged 22 SP:Iteration 76Q (5792.865926 sec): 3 clusters Score: Raw -311468.970882 + Penalty 4416.460279 = -307052.510603 nChanged 23 SP:Iteration 77Q (5792.980550 sec): 3 clusters Score: Raw -311486.523032 + Penalty 4416.460279 = -307070.062753 nChanged 23 SP:Iteration 78Q (5793.122168 sec): 3 clusters Score: Raw -311503.651963 + Penalty 4416.460279 = -307087.191684 nChanged 25 SP:Iteration 79Q (5793.257418 sec): 3 clusters Score: Raw -311526.836563 + Penalty 4416.460279 = -307110.376285 nChanged 33 SP:Iteration 80F (5793.385565 sec): 3 clusters Score: Raw -311564.339458 + Penalty 4416.460279 = -307147.879179 nChanged 33 SP:Iteration 81Q (5793.513774 sec): 3 clusters Score: Raw -311595.058246 + Penalty 4416.460279 = -307178.597967 nChanged 31 SP:Iteration 82Q (5793.636693 sec): 3 clusters Score: Raw -311620.847679 + Penalty 4416.460279 = -307204.387400 nChanged 25 SP:Iteration 83Q (5793.766466 sec): 3 clusters Score: Raw -311646.093433 + Penalty 4416.460279 = -307229.633154 nChanged 24 SP:Iteration 84Q (5793.903241 sec): 3 clusters Score: Raw -311664.359696 + Penalty 4416.460279 = -307247.899417 nChanged 20 SP:Iteration 85Q (5794.011489 sec): 3 clusters Score: Raw -311675.501528 + Penalty 4416.460279 = -307259.041249 nChanged 20 SP:Iteration 86Q (5794.059778 sec): 3 clusters Score: Raw -311686.910417 + Penalty 4416.460279 = -307270.450138 nChanged 11 SP:Iteration 87Q (5794.107133 sec): 3 clusters Score: Raw -311693.094096 + Penalty 4416.460279 = -307276.633817 nChanged 11 SP:Iteration 88Q (5794.155442 sec): 3 clusters Score: Raw -311698.434577 + Penalty 4416.460279 = -307281.974298 nChanged 5 SP:Iteration 89Q (5794.203822 sec): 3 clusters Score: Raw -311700.665542 + Penalty 4416.460279 = -307284.205264 nChanged 3 SP:Iteration 90Q (5794.252220 sec): 3 clusters Score: Raw -311703.006781 + Penalty 4416.460279 = -307286.546502 nChanged 4 SP:Iteration 91Q (5794.300763 sec): 3 clusters Score: Raw -311705.882953 + Penalty 4416.460279 = -307289.422674 nChanged 5 SP:Iteration 92Q (5794.349917 sec): 3 clusters Score: Raw -311708.940895 + Penalty 4416.460279 = -307292.480617 nChanged 2 SP:Iteration 93Q (5794.399033 sec): 3 clusters Score: Raw -311710.638790 + Penalty 4416.460279 = -307294.178511 nChanged 1 SP:Iteration 94Q (5794.448300 sec): 3 clusters Score: Raw -311710.895868 + Penalty 4416.460279 = -307294.435590 nChanged 0 SP:Iteration 95F (5794.499940 sec): 3 clusters Score: Raw -311710.895868 + Penalty 4416.460279 = -307294.435590 nChanged 0 Trying to split cluster 8 (12306 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5794.581976 sec): 2 clusters Score: Raw -1094206.247169 + Penalty 2486.310348 = -1091719.936821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5794.693201 sec): 3 clusters Score: Raw -1087368.082958 + Penalty 4972.620696 = -1082395.462262 nChanged 5228 SP:Iteration 1F (5794.791135 sec): 3 clusters Score: Raw -1090183.914670 + Penalty 4972.620696 = -1085211.293974 nChanged 859 SP:Iteration 2F (5794.885322 sec): 3 clusters Score: Raw -1090619.049131 + Penalty 4972.620696 = -1085646.428435 nChanged 718 SP:Iteration 3F (5794.974592 sec): 3 clusters Score: Raw -1090987.829885 + Penalty 4972.620696 = -1086015.209189 nChanged 597 SP:Iteration 4Q (5795.060697 sec): 3 clusters Score: Raw -1091245.979190 + Penalty 4972.620696 = -1086273.358494 nChanged 494 SP:Iteration 5Q (5795.158196 sec): 3 clusters Score: Raw -1091455.708864 + Penalty 4972.620696 = -1086483.088168 nChanged 452 SP:Iteration 6Q (5795.256139 sec): 3 clusters Score: Raw -1091645.775392 + Penalty 4972.620696 = -1086673.154696 nChanged 398 SP:Iteration 7Q (5795.353095 sec): 3 clusters Score: Raw -1091808.309876 + Penalty 4972.620696 = -1086835.689180 nChanged 355 SP:Iteration 8Q (5795.449985 sec): 3 clusters Score: Raw -1091943.798891 + Penalty 4972.620696 = -1086971.178195 nChanged 326 SP:Iteration 9Q (5795.546614 sec): 3 clusters Score: Raw -1092075.090393 + Penalty 4972.620696 = -1087102.469697 nChanged 308 SP:Iteration 10Q (5795.776410 sec): 3 clusters Score: Raw -1092192.856549 + Penalty 4972.620696 = -1087220.235853 nChanged 299 SP:Iteration 11Q (5795.917942 sec): 3 clusters Score: Raw -1092314.704866 + Penalty 4972.620696 = -1087342.084170 nChanged 298 SP:Iteration 12Q (5796.056294 sec): 3 clusters Score: Raw -1092461.656371 + Penalty 4972.620696 = -1087489.035675 nChanged 343 SP:Iteration 13Q (5796.170018 sec): 3 clusters Score: Raw -1092645.772308 + Penalty 4972.620696 = -1087673.151612 nChanged 346 SP:Iteration 14Q (5796.252581 sec): 3 clusters Score: Raw -1092820.579775 + Penalty 4972.620696 = -1087847.959079 nChanged 347 SP:Iteration 15Q (5796.342218 sec): 3 clusters Score: Raw -1093012.989993 + Penalty 4972.620696 = -1088040.369297 nChanged 356 SP:Iteration 16Q (5796.447174 sec): 3 clusters Score: Raw -1093232.128204 + Penalty 4972.620696 = -1088259.507508 nChanged 340 SP:Iteration 17Q (5796.537348 sec): 3 clusters Score: Raw -1093400.260882 + Penalty 4972.620696 = -1088427.640186 nChanged 285 SP:Iteration 18Q (5796.633820 sec): 3 clusters Score: Raw -1093528.704057 + Penalty 4972.620696 = -1088556.083361 nChanged 229 SP:Iteration 19Q (5796.726060 sec): 3 clusters Score: Raw -1093625.422503 + Penalty 4972.620696 = -1088652.801807 nChanged 192 SP:Iteration 20F (5796.821724 sec): 3 clusters Score: Raw -1093706.269104 + Penalty 4972.620696 = -1088733.648408 nChanged 191 SP:Iteration 21Q (5796.934496 sec): 3 clusters Score: Raw -1093790.714060 + Penalty 4972.620696 = -1088818.093364 nChanged 196 SP:Iteration 22Q (5797.016681 sec): 3 clusters Score: Raw -1093878.466623 + Penalty 4972.620696 = -1088905.845927 nChanged 187 SP:Iteration 23Q (5797.102175 sec): 3 clusters Score: Raw -1093959.977420 + Penalty 4972.620696 = -1088987.356724 nChanged 203 SP:Iteration 24Q (5797.203778 sec): 3 clusters Score: Raw -1094050.892556 + Penalty 4972.620696 = -1089078.271860 nChanged 196 SP:Iteration 25Q (5797.295368 sec): 3 clusters Score: Raw -1094137.044463 + Penalty 4972.620696 = -1089164.423767 nChanged 176 SP:Iteration 26Q (5797.382536 sec): 3 clusters Score: Raw -1094205.622094 + Penalty 4972.620696 = -1089233.001398 nChanged 159 SP:Iteration 27Q (5797.467181 sec): 3 clusters Score: Raw -1094261.441689 + Penalty 4972.620696 = -1089288.820993 nChanged 133 SP:Iteration 28Q (5797.619202 sec): 3 clusters Score: Raw -1094306.679489 + Penalty 4972.620696 = -1089334.058793 nChanged 127 SP:Iteration 29Q (5797.711307 sec): 3 clusters Score: Raw -1094350.695057 + Penalty 4972.620696 = -1089378.074361 nChanged 112 SP:Iteration 30Q (5797.795139 sec): 3 clusters Score: Raw -1094390.295320 + Penalty 4972.620696 = -1089417.674623 nChanged 103 SP:Iteration 31Q (5797.883984 sec): 3 clusters Score: Raw -1094424.029906 + Penalty 4972.620696 = -1089451.409210 nChanged 100 SP:Iteration 32Q (5797.984002 sec): 3 clusters Score: Raw -1094450.818244 + Penalty 4972.620696 = -1089478.197548 nChanged 80 SP:Iteration 33Q (5798.071785 sec): 3 clusters Score: Raw -1094472.282168 + Penalty 4972.620696 = -1089499.661472 nChanged 66 SP:Iteration 34Q (5798.169444 sec): 3 clusters Score: Raw -1094489.681480 + Penalty 4972.620696 = -1089517.060784 nChanged 62 SP:Iteration 35Q (5798.267368 sec): 3 clusters Score: Raw -1094503.096931 + Penalty 4972.620696 = -1089530.476235 nChanged 42 SP:Iteration 36Q (5798.359648 sec): 3 clusters Score: Raw -1094514.041020 + Penalty 4972.620696 = -1089541.420324 nChanged 36 SP:Iteration 37Q (5798.451909 sec): 3 clusters Score: Raw -1094521.584324 + Penalty 4972.620696 = -1089548.963628 nChanged 31 SP:Iteration 38Q (5798.539161 sec): 3 clusters Score: Raw -1094528.678076 + Penalty 4972.620696 = -1089556.057380 nChanged 29 SP:Iteration 39Q (5798.621458 sec): 3 clusters Score: Raw -1094534.207645 + Penalty 4972.620696 = -1089561.586949 nChanged 22 SP:Iteration 40F (5798.714609 sec): 3 clusters Score: Raw -1094537.622661 + Penalty 4972.620696 = -1089565.001965 nChanged 17 SP:Iteration 41Q (5798.907842 sec): 3 clusters Score: Raw -1094540.528378 + Penalty 4972.620696 = -1089567.907682 nChanged 19 SP:Iteration 42Q (5799.079628 sec): 3 clusters Score: Raw -1094544.329326 + Penalty 4972.620696 = -1089571.708630 nChanged 20 SP:Iteration 43Q (5799.269458 sec): 3 clusters Score: Raw -1094548.351899 + Penalty 4972.620696 = -1089575.731203 nChanged 13 SP:Iteration 44Q (5799.415613 sec): 3 clusters Score: Raw -1094550.521578 + Penalty 4972.620696 = -1089577.900882 nChanged 12 SP:Iteration 45Q (5799.529707 sec): 3 clusters Score: Raw -1094552.690226 + Penalty 4972.620696 = -1089580.069530 nChanged 14 SP:Iteration 46Q (5799.614938 sec): 3 clusters Score: Raw -1094555.149368 + Penalty 4972.620696 = -1089582.528672 nChanged 16 SP:Iteration 47Q (5799.700803 sec): 3 clusters Score: Raw -1094558.088919 + Penalty 4972.620696 = -1089585.468223 nChanged 13 SP:Iteration 48Q (5799.797921 sec): 3 clusters Score: Raw -1094560.507682 + Penalty 4972.620696 = -1089587.886986 nChanged 11 SP:Iteration 49Q (5799.896511 sec): 3 clusters Score: Raw -1094562.576012 + Penalty 4972.620696 = -1089589.955316 nChanged 10 SP:Iteration 50Q (5799.990417 sec): 3 clusters Score: Raw -1094564.055878 + Penalty 4972.620696 = -1089591.435182 nChanged 7 SP:Iteration 51Q (5800.082730 sec): 3 clusters Score: Raw -1094565.193155 + Penalty 4972.620696 = -1089592.572459 nChanged 8 SP:Iteration 52Q (5800.169757 sec): 3 clusters Score: Raw -1094566.909792 + Penalty 4972.620696 = -1089594.289096 nChanged 5 SP:Iteration 53Q (5800.251745 sec): 3 clusters Score: Raw -1094567.874967 + Penalty 4972.620696 = -1089595.254271 nChanged 7 SP:Iteration 54Q (5800.345280 sec): 3 clusters Score: Raw -1094568.700577 + Penalty 4972.620696 = -1089596.079881 nChanged 6 SP:Iteration 55Q (5800.438567 sec): 3 clusters Score: Raw -1094569.990624 + Penalty 4972.620696 = -1089597.369928 nChanged 3 SP:Iteration 56Q (5800.576447 sec): 3 clusters Score: Raw -1094570.492487 + Penalty 4972.620696 = -1089597.871791 nChanged 5 SP:Iteration 57Q (5800.666832 sec): 3 clusters Score: Raw -1094571.225332 + Penalty 4972.620696 = -1089598.604636 nChanged 3 SP:Iteration 58Q (5800.753950 sec): 3 clusters Score: Raw -1094571.652254 + Penalty 4972.620696 = -1089599.031558 nChanged 1 SP:Iteration 59Q (5800.854372 sec): 3 clusters Score: Raw -1094571.846569 + Penalty 4972.620696 = -1089599.225873 nChanged 2 SP:Iteration 60F (5800.944100 sec): 3 clusters Score: Raw -1094572.218947 + Penalty 4972.620696 = -1089599.598251 nChanged 1 SP:Iteration 61Q (5801.024868 sec): 3 clusters Score: Raw -1094572.374607 + Penalty 4972.620696 = -1089599.753911 nChanged 0 SP:Iteration 62F (5801.115289 sec): 3 clusters Score: Raw -1094572.374607 + Penalty 4972.620696 = -1089599.753911 nChanged 0 Trying to split cluster 9 (5102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5801.177511 sec): 2 clusters Score: Raw -417810.457798 + Penalty 2253.870405 = -415556.587392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5801.254319 sec): 3 clusters Score: Raw -415365.296046 + Penalty 4507.740811 = -410857.555236 nChanged 1944 SP:Iteration 1F (5801.322548 sec): 3 clusters Score: Raw -416435.032646 + Penalty 4507.740811 = -411927.291835 nChanged 430 SP:Iteration 2F (5801.369918 sec): 3 clusters Score: Raw -416752.049183 + Penalty 4507.740811 = -412244.308373 nChanged 346 SP:Iteration 3F (5801.416983 sec): 3 clusters Score: Raw -417021.774926 + Penalty 4507.740811 = -412514.034115 nChanged 328 SP:Iteration 4F (5801.466432 sec): 3 clusters Score: Raw -417321.650356 + Penalty 4507.740811 = -412813.909545 nChanged 321 SP:Iteration 5F (5801.528013 sec): 3 clusters Score: Raw -417618.200945 + Penalty 4507.740811 = -413110.460135 nChanged 284 SP:Iteration 6F (5801.589098 sec): 3 clusters Score: Raw -417931.929183 + Penalty 4507.740811 = -413424.188373 nChanged 247 SP:Iteration 7Q (5801.733581 sec): 3 clusters Score: Raw -418182.896852 + Penalty 4507.740811 = -413675.156042 nChanged 203 SP:Iteration 8Q (5801.852539 sec): 3 clusters Score: Raw -418380.739460 + Penalty 4507.740811 = -413872.998650 nChanged 193 SP:Iteration 9Q (5801.984020 sec): 3 clusters Score: Raw -418555.446809 + Penalty 4507.740811 = -414047.705999 nChanged 151 SP:Iteration 10Q (5802.116637 sec): 3 clusters Score: Raw -418661.369939 + Penalty 4507.740811 = -414153.629128 nChanged 115 SP:Iteration 11Q (5802.230213 sec): 3 clusters Score: Raw -418730.754518 + Penalty 4507.740811 = -414223.013708 nChanged 85 SP:Iteration 12Q (5802.369531 sec): 3 clusters Score: Raw -418774.064402 + Penalty 4507.740811 = -414266.323591 nChanged 48 SP:Iteration 13Q (5802.525400 sec): 3 clusters Score: Raw -418796.415011 + Penalty 4507.740811 = -414288.674201 nChanged 38 SP:Iteration 14Q (5802.666709 sec): 3 clusters Score: Raw -418812.530611 + Penalty 4507.740811 = -414304.789801 nChanged 30 SP:Iteration 15Q (5802.743893 sec): 3 clusters Score: Raw -418823.969233 + Penalty 4507.740811 = -414316.228423 nChanged 22 SP:Iteration 16Q (5802.799259 sec): 3 clusters Score: Raw -418832.358710 + Penalty 4507.740811 = -414324.617900 nChanged 23 SP:Iteration 17Q (5802.852468 sec): 3 clusters Score: Raw -418840.612593 + Penalty 4507.740811 = -414332.871783 nChanged 20 SP:Iteration 18Q (5802.905743 sec): 3 clusters Score: Raw -418848.856162 + Penalty 4507.740811 = -414341.115352 nChanged 27 SP:Iteration 19Q (5802.960323 sec): 3 clusters Score: Raw -418860.325210 + Penalty 4507.740811 = -414352.584400 nChanged 24 SP:Iteration 20F (5803.015782 sec): 3 clusters Score: Raw -418871.481649 + Penalty 4507.740811 = -414363.740839 nChanged 22 SP:Iteration 21Q (5803.072305 sec): 3 clusters Score: Raw -418880.370261 + Penalty 4507.740811 = -414372.629451 nChanged 10 SP:Iteration 22Q (5803.128169 sec): 3 clusters Score: Raw -418883.523903 + Penalty 4507.740811 = -414375.783093 nChanged 9 SP:Iteration 23Q (5803.183766 sec): 3 clusters Score: Raw -418886.839784 + Penalty 4507.740811 = -414379.098973 nChanged 9 SP:Iteration 24Q (5803.239325 sec): 3 clusters Score: Raw -418889.557874 + Penalty 4507.740811 = -414381.817063 nChanged 6 SP:Iteration 25Q (5803.294516 sec): 3 clusters Score: Raw -418891.117075 + Penalty 4507.740811 = -414383.376264 nChanged 4 SP:Iteration 26Q (5803.349569 sec): 3 clusters Score: Raw -418892.454491 + Penalty 4507.740811 = -414384.713681 nChanged 7 SP:Iteration 27Q (5803.480158 sec): 3 clusters Score: Raw -418894.468579 + Penalty 4507.740811 = -414386.727768 nChanged 8 SP:Iteration 28Q (5803.536460 sec): 3 clusters Score: Raw -418897.288390 + Penalty 4507.740811 = -414389.547580 nChanged 6 SP:Iteration 29Q (5803.592104 sec): 3 clusters Score: Raw -418899.295528 + Penalty 4507.740811 = -414391.554717 nChanged 10 SP:Iteration 30Q (5803.648508 sec): 3 clusters Score: Raw -418901.917383 + Penalty 4507.740811 = -414394.176573 nChanged 9 SP:Iteration 31Q (5803.703912 sec): 3 clusters Score: Raw -418905.277972 + Penalty 4507.740811 = -414397.537161 nChanged 13 SP:Iteration 32Q (5803.758787 sec): 3 clusters Score: Raw -418909.493401 + Penalty 4507.740811 = -414401.752590 nChanged 10 SP:Iteration 33Q (5803.869314 sec): 3 clusters Score: Raw -418913.511394 + Penalty 4507.740811 = -414405.770583 nChanged 13 SP:Iteration 34Q (5803.925477 sec): 3 clusters Score: Raw -418918.442879 + Penalty 4507.740811 = -414410.702069 nChanged 8 SP:Iteration 35Q (5803.981912 sec): 3 clusters Score: Raw -418921.009144 + Penalty 4507.740811 = -414413.268333 nChanged 9 SP:Iteration 36Q (5804.036479 sec): 3 clusters Score: Raw -418923.570791 + Penalty 4507.740811 = -414415.829980 nChanged 7 SP:Iteration 37Q (5804.088116 sec): 3 clusters Score: Raw -418925.614189 + Penalty 4507.740811 = -414417.873378 nChanged 6 SP:Iteration 38Q (5804.140466 sec): 3 clusters Score: Raw -418927.243954 + Penalty 4507.740811 = -414419.503143 nChanged 4 SP:Iteration 39Q (5804.322296 sec): 3 clusters Score: Raw -418928.743332 + Penalty 4507.740811 = -414421.002521 nChanged 6 SP:Iteration 40F (5804.470820 sec): 3 clusters Score: Raw -418931.829827 + Penalty 4507.740811 = -414424.089017 nChanged 7 SP:Iteration 41Q (5804.603825 sec): 3 clusters Score: Raw -418934.125123 + Penalty 4507.740811 = -414426.384312 nChanged 6 SP:Iteration 42Q (5804.770194 sec): 3 clusters Score: Raw -418935.748244 + Penalty 4507.740811 = -414428.007433 nChanged 2 SP:Iteration 43Q (5804.918366 sec): 3 clusters Score: Raw -418936.554863 + Penalty 4507.740811 = -414428.814053 nChanged 5 SP:Iteration 44Q (5805.082218 sec): 3 clusters Score: Raw -418938.084495 + Penalty 4507.740811 = -414430.343685 nChanged 3 SP:Iteration 45Q (5805.177123 sec): 3 clusters Score: Raw -418938.896488 + Penalty 4507.740811 = -414431.155677 nChanged 5 SP:Iteration 46Q (5805.241072 sec): 3 clusters Score: Raw -418940.940159 + Penalty 4507.740811 = -414433.199349 nChanged 6 SP:Iteration 47Q (5805.301752 sec): 3 clusters Score: Raw -418942.793073 + Penalty 4507.740811 = -414435.052263 nChanged 5 SP:Iteration 48Q (5805.350272 sec): 3 clusters Score: Raw -418944.367909 + Penalty 4507.740811 = -414436.627098 nChanged 7 SP:Iteration 49Q (5805.398220 sec): 3 clusters Score: Raw -418946.374349 + Penalty 4507.740811 = -414438.633539 nChanged 5 SP:Iteration 50Q (5805.446394 sec): 3 clusters Score: Raw -418947.923714 + Penalty 4507.740811 = -414440.182903 nChanged 7 SP:Iteration 51Q (5805.494282 sec): 3 clusters Score: Raw -418949.828733 + Penalty 4507.740811 = -414442.087922 nChanged 8 SP:Iteration 52Q (5805.545947 sec): 3 clusters Score: Raw -418952.926193 + Penalty 4507.740811 = -414445.185382 nChanged 8 SP:Iteration 53Q (5805.606188 sec): 3 clusters Score: Raw -418956.012938 + Penalty 4507.740811 = -414448.272127 nChanged 8 SP:Iteration 54Q (5805.666241 sec): 3 clusters Score: Raw -418959.779803 + Penalty 4507.740811 = -414452.038993 nChanged 11 SP:Iteration 55Q (5805.723184 sec): 3 clusters Score: Raw -418964.861264 + Penalty 4507.740811 = -414457.120453 nChanged 14 SP:Iteration 56Q (5805.777469 sec): 3 clusters Score: Raw -418969.403709 + Penalty 4507.740811 = -414461.662898 nChanged 4 SP:Iteration 57Q (5805.831874 sec): 3 clusters Score: Raw -418970.960961 + Penalty 4507.740811 = -414463.220151 nChanged 5 SP:Iteration 58Q (5805.886792 sec): 3 clusters Score: Raw -418971.959817 + Penalty 4507.740811 = -414464.219007 nChanged 3 SP:Iteration 59Q (5805.941594 sec): 3 clusters Score: Raw -418973.308095 + Penalty 4507.740811 = -414465.567285 nChanged 3 SP:Iteration 60F (5805.996025 sec): 3 clusters Score: Raw -418973.982509 + Penalty 4507.740811 = -414466.241698 nChanged 1 SP:Iteration 61Q (5806.051945 sec): 3 clusters Score: Raw -418974.246101 + Penalty 4507.740811 = -414466.505291 nChanged 1 SP:Iteration 62Q (5806.107977 sec): 3 clusters Score: Raw -418974.400504 + Penalty 4507.740811 = -414466.659693 nChanged 1 SP:Iteration 63Q (5806.163869 sec): 3 clusters Score: Raw -418974.593041 + Penalty 4507.740811 = -414466.852230 nChanged 2 SP:Iteration 64Q (5806.218226 sec): 3 clusters Score: Raw -418975.131688 + Penalty 4507.740811 = -414467.390878 nChanged 2 SP:Iteration 65Q (5806.272761 sec): 3 clusters Score: Raw -418976.090891 + Penalty 4507.740811 = -414468.350081 nChanged 3 SP:Iteration 66Q (5806.327487 sec): 3 clusters Score: Raw -418976.984008 + Penalty 4507.740811 = -414469.243198 nChanged 1 SP:Iteration 67Q (5806.382153 sec): 3 clusters Score: Raw -418977.207026 + Penalty 4507.740811 = -414469.466216 nChanged 1 SP:Iteration 68Q (5806.436741 sec): 3 clusters Score: Raw -418977.443683 + Penalty 4507.740811 = -414469.702873 nChanged 2 SP:Iteration 69Q (5806.491586 sec): 3 clusters Score: Raw -418978.251237 + Penalty 4507.740811 = -414470.510427 nChanged 2 SP:Iteration 70Q (5806.647351 sec): 3 clusters Score: Raw -418978.651729 + Penalty 4507.740811 = -414470.910918 nChanged 1 SP:Iteration 71Q (5806.813760 sec): 3 clusters Score: Raw -418978.873050 + Penalty 4507.740811 = -414471.132239 nChanged 0 SP:Iteration 72F (5806.923286 sec): 3 clusters Score: Raw -418978.873050 + Penalty 4507.740811 = -414471.132239 nChanged 0 Trying to split cluster 10 (8003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5806.988128 sec): 2 clusters Score: Raw -663990.643859 + Penalty 2372.718942 = -661617.924917 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5807.152713 sec): 3 clusters Score: Raw -659911.984921 + Penalty 4745.437884 = -655166.547037 nChanged 3170 SP:Iteration 1F (5807.295515 sec): 3 clusters Score: Raw -661812.831294 + Penalty 4745.437884 = -657067.393410 nChanged 645 SP:Iteration 2F (5807.368906 sec): 3 clusters Score: Raw -662200.848740 + Penalty 4745.437884 = -657455.410855 nChanged 478 SP:Iteration 3F (5807.431794 sec): 3 clusters Score: Raw -662511.064456 + Penalty 4745.437884 = -657765.626572 nChanged 450 SP:Iteration 4F (5807.494157 sec): 3 clusters Score: Raw -662812.604831 + Penalty 4745.437884 = -658067.166946 nChanged 422 SP:Iteration 5F (5807.560032 sec): 3 clusters Score: Raw -663105.447440 + Penalty 4745.437884 = -658360.009556 nChanged 362 SP:Iteration 6Q (5807.633022 sec): 3 clusters Score: Raw -663317.152379 + Penalty 4745.437884 = -658571.714495 nChanged 292 SP:Iteration 7Q (5807.705343 sec): 3 clusters Score: Raw -663491.670170 + Penalty 4745.437884 = -658746.232285 nChanged 255 SP:Iteration 8Q (5807.776409 sec): 3 clusters Score: Raw -663633.385139 + Penalty 4745.437884 = -658887.947255 nChanged 175 SP:Iteration 9Q (5807.845918 sec): 3 clusters Score: Raw -663729.574594 + Penalty 4745.437884 = -658984.136710 nChanged 171 SP:Iteration 10Q (5807.912495 sec): 3 clusters Score: Raw -663826.189990 + Penalty 4745.437884 = -659080.752105 nChanged 147 SP:Iteration 11Q (5807.980246 sec): 3 clusters Score: Raw -663910.667990 + Penalty 4745.437884 = -659165.230106 nChanged 151 SP:Iteration 12Q (5808.059910 sec): 3 clusters Score: Raw -664005.660166 + Penalty 4745.437884 = -659260.222281 nChanged 157 SP:Iteration 13Q (5808.239241 sec): 3 clusters Score: Raw -664120.627888 + Penalty 4745.437884 = -659375.190004 nChanged 141 SP:Iteration 14Q (5808.322921 sec): 3 clusters Score: Raw -664238.950778 + Penalty 4745.437884 = -659493.512894 nChanged 144 SP:Iteration 15Q (5808.382417 sec): 3 clusters Score: Raw -664348.591571 + Penalty 4745.437884 = -659603.153686 nChanged 126 SP:Iteration 16Q (5808.453323 sec): 3 clusters Score: Raw -664420.979177 + Penalty 4745.437884 = -659675.541293 nChanged 114 SP:Iteration 17Q (5808.529145 sec): 3 clusters Score: Raw -664473.079700 + Penalty 4745.437884 = -659727.641816 nChanged 76 SP:Iteration 18Q (5808.600274 sec): 3 clusters Score: Raw -664507.560129 + Penalty 4745.437884 = -659762.122244 nChanged 59 SP:Iteration 19Q (5808.670225 sec): 3 clusters Score: Raw -664536.215744 + Penalty 4745.437884 = -659790.777860 nChanged 54 SP:Iteration 20F (5808.740572 sec): 3 clusters Score: Raw -664559.863641 + Penalty 4745.437884 = -659814.425757 nChanged 48 SP:Iteration 21Q (5808.809835 sec): 3 clusters Score: Raw -664580.170648 + Penalty 4745.437884 = -659834.732764 nChanged 47 SP:Iteration 22Q (5808.877417 sec): 3 clusters Score: Raw -664599.635797 + Penalty 4745.437884 = -659854.197913 nChanged 34 SP:Iteration 23Q (5808.945851 sec): 3 clusters Score: Raw -664613.625679 + Penalty 4745.437884 = -659868.187795 nChanged 33 SP:Iteration 24Q (5809.013946 sec): 3 clusters Score: Raw -664626.426851 + Penalty 4745.437884 = -659880.988967 nChanged 34 SP:Iteration 25Q (5809.081747 sec): 3 clusters Score: Raw -664638.017557 + Penalty 4745.437884 = -659892.579673 nChanged 30 SP:Iteration 26Q (5809.245295 sec): 3 clusters Score: Raw -664648.573097 + Penalty 4745.437884 = -659903.135212 nChanged 23 SP:Iteration 27Q (5809.349412 sec): 3 clusters Score: Raw -664656.910473 + Penalty 4745.437884 = -659911.472589 nChanged 22 SP:Iteration 28Q (5809.498653 sec): 3 clusters Score: Raw -664665.775465 + Penalty 4745.437884 = -659920.337581 nChanged 22 SP:Iteration 29Q (5809.673151 sec): 3 clusters Score: Raw -664671.208687 + Penalty 4745.437884 = -659925.770803 nChanged 14 SP:Iteration 30Q (5809.788472 sec): 3 clusters Score: Raw -664675.364971 + Penalty 4745.437884 = -659929.927087 nChanged 7 SP:Iteration 31Q (5809.933559 sec): 3 clusters Score: Raw -664677.147583 + Penalty 4745.437884 = -659931.709699 nChanged 3 SP:Iteration 32Q (5810.087942 sec): 3 clusters Score: Raw -664677.762901 + Penalty 4745.437884 = -659932.325017 nChanged 3 SP:Iteration 33Q (5810.244946 sec): 3 clusters Score: Raw -664678.590332 + Penalty 4745.437884 = -659933.152448 nChanged 4 SP:Iteration 34Q (5810.375175 sec): 3 clusters Score: Raw -664679.497675 + Penalty 4745.437884 = -659934.059791 nChanged 4 SP:Iteration 35Q (5810.435791 sec): 3 clusters Score: Raw -664680.637866 + Penalty 4745.437884 = -659935.199982 nChanged 5 SP:Iteration 36Q (5810.496388 sec): 3 clusters Score: Raw -664682.342973 + Penalty 4745.437884 = -659936.905089 nChanged 4 SP:Iteration 37Q (5810.560007 sec): 3 clusters Score: Raw -664684.003921 + Penalty 4745.437884 = -659938.566037 nChanged 6 SP:Iteration 38Q (5810.630061 sec): 3 clusters Score: Raw -664686.087065 + Penalty 4745.437884 = -659940.649181 nChanged 4 SP:Iteration 39Q (5810.700760 sec): 3 clusters Score: Raw -664686.891396 + Penalty 4745.437884 = -659941.453511 nChanged 4 SP:Iteration 40F (5810.769532 sec): 3 clusters Score: Raw -664687.967266 + Penalty 4745.437884 = -659942.529381 nChanged 2 SP:Iteration 41Q (5810.835915 sec): 3 clusters Score: Raw -664688.445811 + Penalty 4745.437884 = -659943.007927 nChanged 4 SP:Iteration 42Q (5810.902443 sec): 3 clusters Score: Raw -664689.482175 + Penalty 4745.437884 = -659944.044290 nChanged 5 SP:Iteration 43Q (5810.969958 sec): 3 clusters Score: Raw -664690.699474 + Penalty 4745.437884 = -659945.261590 nChanged 8 SP:Iteration 44Q (5811.037459 sec): 3 clusters Score: Raw -664693.339874 + Penalty 4745.437884 = -659947.901990 nChanged 3 SP:Iteration 45Q (5811.105099 sec): 3 clusters Score: Raw -664694.550627 + Penalty 4745.437884 = -659949.112743 nChanged 6 SP:Iteration 46Q (5811.172597 sec): 3 clusters Score: Raw -664695.931480 + Penalty 4745.437884 = -659950.493595 nChanged 2 SP:Iteration 47Q (5811.239146 sec): 3 clusters Score: Raw -664696.344691 + Penalty 4745.437884 = -659950.906807 nChanged 3 SP:Iteration 48Q (5811.307042 sec): 3 clusters Score: Raw -664696.835658 + Penalty 4745.437884 = -659951.397774 nChanged 1 SP:Iteration 49Q (5811.377162 sec): 3 clusters Score: Raw -664697.185879 + Penalty 4745.437884 = -659951.747995 nChanged 2 SP:Iteration 50Q (5811.449697 sec): 3 clusters Score: Raw -664697.945583 + Penalty 4745.437884 = -659952.507698 nChanged 2 SP:Iteration 51Q (5811.522188 sec): 3 clusters Score: Raw -664698.323430 + Penalty 4745.437884 = -659952.885546 nChanged 0 SP:Iteration 52F (5811.588030 sec): 3 clusters Score: Raw -664698.323430 + Penalty 4745.437884 = -659952.885546 nChanged 0 Trying to split cluster 11 (11239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5811.662439 sec): 2 clusters Score: Raw -982481.652727 + Penalty 2462.366320 = -980019.286407 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5811.779839 sec): 3 clusters Score: Raw -976360.171383 + Penalty 4924.732640 = -971435.438743 nChanged 4682 SP:Iteration 1F (5811.856575 sec): 3 clusters Score: Raw -978862.017927 + Penalty 4924.732640 = -973937.285287 nChanged 815 SP:Iteration 2F (5812.013168 sec): 3 clusters Score: Raw -979285.117302 + Penalty 4924.732640 = -974360.384662 nChanged 645 SP:Iteration 3F (5812.145685 sec): 3 clusters Score: Raw -979653.059294 + Penalty 4924.732640 = -974728.326654 nChanged 594 SP:Iteration 4F (5812.306199 sec): 3 clusters Score: Raw -980005.374284 + Penalty 4924.732640 = -975080.641644 nChanged 564 SP:Iteration 5F (5812.443331 sec): 3 clusters Score: Raw -980402.662619 + Penalty 4924.732640 = -975477.929979 nChanged 579 SP:Iteration 6F (5812.628391 sec): 3 clusters Score: Raw -980883.581871 + Penalty 4924.732640 = -975958.849231 nChanged 666 SP:Iteration 7F (5812.738104 sec): 3 clusters Score: Raw -981446.517968 + Penalty 4924.732640 = -976521.785328 nChanged 638 SP:Iteration 8F (5812.929464 sec): 3 clusters Score: Raw -981957.086828 + Penalty 4924.732640 = -977032.354188 nChanged 581 SP:Iteration 9F (5813.030443 sec): 3 clusters Score: Raw -982380.561920 + Penalty 4924.732640 = -977455.829280 nChanged 466 SP:Iteration 10Q (5813.178026 sec): 3 clusters Score: Raw -982638.676570 + Penalty 4924.732640 = -977713.943930 nChanged 338 SP:Iteration 11Q (5813.254866 sec): 3 clusters Score: Raw -982793.628758 + Penalty 4924.732640 = -977868.896118 nChanged 243 SP:Iteration 12Q (5813.334675 sec): 3 clusters Score: Raw -982884.352635 + Penalty 4924.732640 = -977959.619995 nChanged 185 SP:Iteration 13Q (5813.425439 sec): 3 clusters Score: Raw -982953.464816 + Penalty 4924.732640 = -978028.732176 nChanged 145 SP:Iteration 14Q (5813.509509 sec): 3 clusters Score: Raw -982996.957248 + Penalty 4924.732640 = -978072.224608 nChanged 107 SP:Iteration 15Q (5813.593426 sec): 3 clusters Score: Raw -983025.900180 + Penalty 4924.732640 = -978101.167540 nChanged 92 SP:Iteration 16Q (5813.680128 sec): 3 clusters Score: Raw -983049.508972 + Penalty 4924.732640 = -978124.776332 nChanged 67 SP:Iteration 17Q (5813.765055 sec): 3 clusters Score: Raw -983063.825453 + Penalty 4924.732640 = -978139.092813 nChanged 65 SP:Iteration 18Q (5813.849200 sec): 3 clusters Score: Raw -983079.245801 + Penalty 4924.732640 = -978154.513161 nChanged 55 SP:Iteration 19Q (5813.935158 sec): 3 clusters Score: Raw -983089.332585 + Penalty 4924.732640 = -978164.599945 nChanged 41 SP:Iteration 20F (5814.019023 sec): 3 clusters Score: Raw -983098.076488 + Penalty 4924.732640 = -978173.343848 nChanged 46 SP:Iteration 21Q (5814.101358 sec): 3 clusters Score: Raw -983105.715945 + Penalty 4924.732640 = -978180.983305 nChanged 34 SP:Iteration 22Q (5814.186222 sec): 3 clusters Score: Raw -983111.945852 + Penalty 4924.732640 = -978187.213212 nChanged 28 SP:Iteration 23Q (5814.272851 sec): 3 clusters Score: Raw -983117.590268 + Penalty 4924.732640 = -978192.857628 nChanged 30 SP:Iteration 24Q (5814.362013 sec): 3 clusters Score: Raw -983124.771110 + Penalty 4924.732640 = -978200.038470 nChanged 39 SP:Iteration 25Q (5814.456437 sec): 3 clusters Score: Raw -983133.029013 + Penalty 4924.732640 = -978208.296373 nChanged 49 SP:Iteration 26Q (5814.536740 sec): 3 clusters Score: Raw -983146.616636 + Penalty 4924.732640 = -978221.883996 nChanged 47 SP:Iteration 27Q (5814.617374 sec): 3 clusters Score: Raw -983156.783361 + Penalty 4924.732640 = -978232.050721 nChanged 38 SP:Iteration 28Q (5814.721655 sec): 3 clusters Score: Raw -983163.333020 + Penalty 4924.732640 = -978238.600380 nChanged 19 SP:Iteration 29Q (5814.803966 sec): 3 clusters Score: Raw -983167.584317 + Penalty 4924.732640 = -978242.851677 nChanged 28 SP:Iteration 30Q (5814.883469 sec): 3 clusters Score: Raw -983172.239146 + Penalty 4924.732640 = -978247.506506 nChanged 26 SP:Iteration 31Q (5814.985892 sec): 3 clusters Score: Raw -983176.288995 + Penalty 4924.732640 = -978251.556355 nChanged 27 SP:Iteration 32Q (5815.069542 sec): 3 clusters Score: Raw -983181.100685 + Penalty 4924.732640 = -978256.368045 nChanged 26 SP:Iteration 33Q (5815.148276 sec): 3 clusters Score: Raw -983185.323486 + Penalty 4924.732640 = -978260.590846 nChanged 23 SP:Iteration 34Q (5815.251143 sec): 3 clusters Score: Raw -983188.760727 + Penalty 4924.732640 = -978264.028087 nChanged 18 SP:Iteration 35Q (5815.451883 sec): 3 clusters Score: Raw -983192.275236 + Penalty 4924.732640 = -978267.542596 nChanged 14 SP:Iteration 36Q (5815.633179 sec): 3 clusters Score: Raw -983194.595804 + Penalty 4924.732640 = -978269.863164 nChanged 10 SP:Iteration 37Q (5815.811383 sec): 3 clusters Score: Raw -983196.826212 + Penalty 4924.732640 = -978272.093572 nChanged 10 SP:Iteration 38Q (5816.010082 sec): 3 clusters Score: Raw -983198.323597 + Penalty 4924.732640 = -978273.590957 nChanged 12 SP:Iteration 39Q (5816.162297 sec): 3 clusters Score: Raw -983199.979679 + Penalty 4924.732640 = -978275.247039 nChanged 11 SP:Iteration 40F (5816.275496 sec): 3 clusters Score: Raw -983202.031775 + Penalty 4924.732640 = -978277.299135 nChanged 14 SP:Iteration 41Q (5816.351025 sec): 3 clusters Score: Raw -983204.217782 + Penalty 4924.732640 = -978279.485142 nChanged 8 SP:Iteration 42Q (5816.430185 sec): 3 clusters Score: Raw -983205.813964 + Penalty 4924.732640 = -978281.081324 nChanged 9 SP:Iteration 43Q (5816.515932 sec): 3 clusters Score: Raw -983207.706442 + Penalty 4924.732640 = -978282.973802 nChanged 10 SP:Iteration 44Q (5816.602436 sec): 3 clusters Score: Raw -983208.942868 + Penalty 4924.732640 = -978284.210228 nChanged 9 SP:Iteration 45Q (5816.687592 sec): 3 clusters Score: Raw -983210.308005 + Penalty 4924.732640 = -978285.575365 nChanged 5 SP:Iteration 46Q (5816.776207 sec): 3 clusters Score: Raw -983211.237850 + Penalty 4924.732640 = -978286.505210 nChanged 6 SP:Iteration 47Q (5816.950482 sec): 3 clusters Score: Raw -983212.075150 + Penalty 4924.732640 = -978287.342510 nChanged 5 SP:Iteration 48Q (5817.136812 sec): 3 clusters Score: Raw -983213.023027 + Penalty 4924.732640 = -978288.290387 nChanged 5 SP:Iteration 49Q (5817.272446 sec): 3 clusters Score: Raw -983213.563473 + Penalty 4924.732640 = -978288.830833 nChanged 4 SP:Iteration 50Q (5817.464681 sec): 3 clusters Score: Raw -983214.028821 + Penalty 4924.732640 = -978289.296181 nChanged 3 SP:Iteration 51Q (5817.583090 sec): 3 clusters Score: Raw -983214.350258 + Penalty 4924.732640 = -978289.617618 nChanged 1 SP:Iteration 52Q (5817.721114 sec): 3 clusters Score: Raw -983214.424132 + Penalty 4924.732640 = -978289.691492 nChanged 1 SP:Iteration 53Q (5817.807631 sec): 3 clusters Score: Raw -983214.583810 + Penalty 4924.732640 = -978289.851170 nChanged 1 SP:Iteration 54Q (5817.883761 sec): 3 clusters Score: Raw -983214.676929 + Penalty 4924.732640 = -978289.944289 nChanged 1 SP:Iteration 55Q (5817.960106 sec): 3 clusters Score: Raw -983214.879504 + Penalty 4924.732640 = -978290.146864 nChanged 2 SP:Iteration 56Q (5818.048504 sec): 3 clusters Score: Raw -983215.083752 + Penalty 4924.732640 = -978290.351112 nChanged 4 SP:Iteration 57Q (5818.131599 sec): 3 clusters Score: Raw -983215.678398 + Penalty 4924.732640 = -978290.945758 nChanged 3 SP:Iteration 58Q (5818.214786 sec): 3 clusters Score: Raw -983216.023552 + Penalty 4924.732640 = -978291.290912 nChanged 2 SP:Iteration 59Q (5818.312819 sec): 3 clusters Score: Raw -983216.252348 + Penalty 4924.732640 = -978291.519708 nChanged 1 SP:Iteration 60F (5818.436284 sec): 3 clusters Score: Raw -983216.332717 + Penalty 4924.732640 = -978291.600077 nChanged 1 SP:Iteration 61Q (5818.531430 sec): 3 clusters Score: Raw -983216.513668 + Penalty 4924.732640 = -978291.781028 nChanged 0 SP:Iteration 62F (5818.607757 sec): 3 clusters Score: Raw -983216.513668 + Penalty 4924.732640 = -978291.781028 nChanged 0 Iteration 99Q (5820.296387 sec): 12 clusters Score: Raw -11813999.017197 + Penalty 34530.724271 = -11779468.292927 nChanged 198 Iteration 100F (5822.680357 sec): 12 clusters Score: Raw -11814025.084369 + Penalty 34530.724271 = -11779494.360099 nChanged 185 Iteration 101Q (5824.427407 sec): 12 clusters Score: Raw -11814049.530999 + Penalty 34530.724271 = -11779518.806728 nChanged 197 Iteration 102Q (5826.160684 sec): 12 clusters Score: Raw -11814074.872317 + Penalty 34530.724271 = -11779544.148046 nChanged 212 Iteration 103Q (5827.658759 sec): 12 clusters Score: Raw -11814100.404467 + Penalty 34530.724271 = -11779569.680196 nChanged 181 Iteration 104Q (5829.124660 sec): 12 clusters Score: Raw -11814127.350101 + Penalty 34530.724271 = -11779596.625830 nChanged 210 Iteration 105Q (5830.534211 sec): 12 clusters Score: Raw -11814160.828764 + Penalty 34530.724271 = -11779630.104493 nChanged 219 Iteration 106Q (5831.967342 sec): 12 clusters Score: Raw -11814194.470986 + Penalty 34530.724271 = -11779663.746715 nChanged 225 Iteration 107Q (5833.390094 sec): 12 clusters Score: Raw -11814235.321081 + Penalty 34530.724271 = -11779704.596811 nChanged 240 Iteration 108Q (5834.823603 sec): 12 clusters Score: Raw -11814272.329269 + Penalty 34530.724271 = -11779741.604998 nChanged 243 Iteration 109Q (5836.386693 sec): 12 clusters Score: Raw -11814310.810039 + Penalty 34530.724271 = -11779780.085768 nChanged 243 Iteration 110Q (5837.891228 sec): 12 clusters Score: Raw -11814349.211092 + Penalty 34530.724271 = -11779818.486821 nChanged 256 Iteration 111Q (5839.451905 sec): 12 clusters Score: Raw -11814386.228623 + Penalty 34530.724271 = -11779855.504352 nChanged 266 Iteration 112Q (5840.890315 sec): 12 clusters Score: Raw -11814421.909661 + Penalty 34530.724271 = -11779891.185391 nChanged 233 Iteration 113Q (5842.391826 sec): 12 clusters Score: Raw -11814458.928810 + Penalty 34530.724271 = -11779928.204539 nChanged 243 Iteration 114Q (5844.035710 sec): 12 clusters Score: Raw -11814499.418268 + Penalty 34530.724271 = -11779968.693997 nChanged 237 Iteration 115Q (5845.636674 sec): 12 clusters Score: Raw -11814532.047149 + Penalty 34530.724271 = -11780001.322879 nChanged 210 Iteration 116Q (5847.038987 sec): 12 clusters Score: Raw -11814562.895289 + Penalty 34530.724271 = -11780032.171019 nChanged 191 Iteration 117Q (5848.384397 sec): 12 clusters Score: Raw -11814592.503779 + Penalty 34530.724271 = -11780061.779508 nChanged 186 Iteration 118Q (5849.706946 sec): 12 clusters Score: Raw -11814617.719339 + Penalty 34530.724271 = -11780086.995068 nChanged 188 Iteration 119Q (5850.984432 sec): 12 clusters Score: Raw -11814644.679539 + Penalty 34530.724271 = -11780113.955268 nChanged 219 Iteration 120F (5852.744756 sec): 12 clusters Score: Raw -11814679.607290 + Penalty 34530.724271 = -11780148.883019 nChanged 218 Iteration 121Q (5854.007527 sec): 12 clusters Score: Raw -11814713.738256 + Penalty 34530.724271 = -11780183.013986 nChanged 215 Iteration 122Q (5855.582265 sec): 12 clusters Score: Raw -11814748.300601 + Penalty 34530.724271 = -11780217.576330 nChanged 210 Iteration 123Q (5856.922361 sec): 12 clusters Score: Raw -11814779.902359 + Penalty 34530.724271 = -11780249.178089 nChanged 208 Iteration 124Q (5858.220678 sec): 12 clusters Score: Raw -11814816.280403 + Penalty 34530.724271 = -11780285.556132 nChanged 210 Iteration 125Q (5859.620033 sec): 12 clusters Score: Raw -11814846.788182 + Penalty 34530.724271 = -11780316.063911 nChanged 217 Iteration 126Q (5860.926709 sec): 12 clusters Score: Raw -11814880.429749 + Penalty 34530.724271 = -11780349.705478 nChanged 232 Iteration 127Q (5862.185376 sec): 12 clusters Score: Raw -11814914.057588 + Penalty 34530.724271 = -11780383.333317 nChanged 215 Iteration 128Q (5863.526575 sec): 12 clusters Score: Raw -11814947.116063 + Penalty 34530.724271 = -11780416.391792 nChanged 217 Iteration 129Q (5864.892314 sec): 12 clusters Score: Raw -11814978.888675 + Penalty 34530.724271 = -11780448.164404 nChanged 210 Iteration 130Q (5866.185832 sec): 12 clusters Score: Raw -11815007.640615 + Penalty 34530.724271 = -11780476.916344 nChanged 215 Iteration 131Q (5867.523816 sec): 12 clusters Score: Raw -11815036.390547 + Penalty 34530.724271 = -11780505.666276 nChanged 179 Iteration 132Q (5868.800816 sec): 12 clusters Score: Raw -11815057.746646 + Penalty 34530.724271 = -11780527.022376 nChanged 177 Iteration 133Q (5870.117760 sec): 12 clusters Score: Raw -11815080.214820 + Penalty 34530.724271 = -11780549.490549 nChanged 164 Iteration 134Q (5871.434485 sec): 12 clusters Score: Raw -11815099.411261 + Penalty 34530.724271 = -11780568.686990 nChanged 146 Iteration 135Q (5872.720421 sec): 12 clusters Score: Raw -11815115.996464 + Penalty 34530.724271 = -11780585.272193 nChanged 148 Iteration 136Q (5874.120343 sec): 12 clusters Score: Raw -11815130.385644 + Penalty 34530.724271 = -11780599.661373 nChanged 128 Iteration 137Q (5875.378157 sec): 12 clusters Score: Raw -11815142.509672 + Penalty 34530.724271 = -11780611.785401 nChanged 120 Iteration 138Q (5876.713842 sec): 12 clusters Score: Raw -11815153.777658 + Penalty 34530.724271 = -11780623.053388 nChanged 118 Writing temp clu file Because OldScore, -11780611.785401, is greater than current (better) Score,-11780623.053388 Compute initial score before splitting: Score: Raw -11815153.777658 + Penalty 34530.724271 = -11780623.053388 Trying to split cluster 1 (10908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5876.912782 sec): 2 clusters Score: Raw -864046.642826 + Penalty 2454.474460 = -861592.168365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5876.971862 sec): 3 clusters Score: Raw -858191.231375 + Penalty 4908.948921 = -853282.282454 nChanged 4545 SP:Iteration 1F (5877.043004 sec): 3 clusters Score: Raw -860626.803861 + Penalty 4908.948921 = -855717.854940 nChanged 718 SP:Iteration 2F (5877.150264 sec): 3 clusters Score: Raw -860976.189434 + Penalty 4908.948921 = -856067.240513 nChanged 568 SP:Iteration 3F (5877.230103 sec): 3 clusters Score: Raw -861230.940447 + Penalty 4908.948921 = -856321.991526 nChanged 471 SP:Iteration 4Q (5877.281222 sec): 3 clusters Score: Raw -861442.854119 + Penalty 4908.948921 = -856533.905199 nChanged 426 SP:Iteration 5Q (5877.332413 sec): 3 clusters Score: Raw -861639.981020 + Penalty 4908.948921 = -856731.032099 nChanged 396 SP:Iteration 6Q (5877.383628 sec): 3 clusters Score: Raw -861812.533919 + Penalty 4908.948921 = -856903.584998 nChanged 355 SP:Iteration 7Q (5877.464313 sec): 3 clusters Score: Raw -861961.963761 + Penalty 4908.948921 = -857053.014841 nChanged 346 SP:Iteration 8Q (5877.545440 sec): 3 clusters Score: Raw -862106.126921 + Penalty 4908.948921 = -857197.178000 nChanged 322 SP:Iteration 9Q (5877.626527 sec): 3 clusters Score: Raw -862266.774288 + Penalty 4908.948921 = -857357.825367 nChanged 362 SP:Iteration 10Q (5877.747921 sec): 3 clusters Score: Raw -862457.512829 + Penalty 4908.948921 = -857548.563908 nChanged 370 SP:Iteration 11Q (5877.879168 sec): 3 clusters Score: Raw -862660.243413 + Penalty 4908.948921 = -857751.294492 nChanged 351 SP:Iteration 12Q (5878.000613 sec): 3 clusters Score: Raw -862869.274749 + Penalty 4908.948921 = -857960.325828 nChanged 348 SP:Iteration 13Q (5878.070426 sec): 3 clusters Score: Raw -863072.167766 + Penalty 4908.948921 = -858163.218845 nChanged 344 SP:Iteration 14Q (5878.141602 sec): 3 clusters Score: Raw -863265.474316 + Penalty 4908.948921 = -858356.525395 nChanged 317 SP:Iteration 15Q (5878.212556 sec): 3 clusters Score: Raw -863444.765239 + Penalty 4908.948921 = -858535.816319 nChanged 284 SP:Iteration 16Q (5878.286595 sec): 3 clusters Score: Raw -863609.581503 + Penalty 4908.948921 = -858700.632582 nChanged 270 SP:Iteration 17Q (5878.358182 sec): 3 clusters Score: Raw -863765.185530 + Penalty 4908.948921 = -858856.236609 nChanged 264 SP:Iteration 18Q (5878.424788 sec): 3 clusters Score: Raw -863917.370428 + Penalty 4908.948921 = -859008.421508 nChanged 248 SP:Iteration 19Q (5878.490751 sec): 3 clusters Score: Raw -864063.571883 + Penalty 4908.948921 = -859154.622963 nChanged 203 SP:Iteration 20F (5878.565523 sec): 3 clusters Score: Raw -864176.711640 + Penalty 4908.948921 = -859267.762719 nChanged 165 SP:Iteration 21Q (5878.638935 sec): 3 clusters Score: Raw -864282.103540 + Penalty 4908.948921 = -859373.154619 nChanged 149 SP:Iteration 22Q (5878.823068 sec): 3 clusters Score: Raw -864376.291678 + Penalty 4908.948921 = -859467.342757 nChanged 135 SP:Iteration 23Q (5878.945189 sec): 3 clusters Score: Raw -864460.227489 + Penalty 4908.948921 = -859551.278568 nChanged 130 SP:Iteration 24Q (5879.111752 sec): 3 clusters Score: Raw -864548.537346 + Penalty 4908.948921 = -859639.588425 nChanged 108 SP:Iteration 25Q (5879.200269 sec): 3 clusters Score: Raw -864612.628121 + Penalty 4908.948921 = -859703.679200 nChanged 106 SP:Iteration 26Q (5879.276618 sec): 3 clusters Score: Raw -864675.775818 + Penalty 4908.948921 = -859766.826897 nChanged 88 SP:Iteration 27Q (5879.354995 sec): 3 clusters Score: Raw -864726.715252 + Penalty 4908.948921 = -859817.766331 nChanged 80 SP:Iteration 28Q (5879.433948 sec): 3 clusters Score: Raw -864766.563449 + Penalty 4908.948921 = -859857.614528 nChanged 66 SP:Iteration 29Q (5879.511341 sec): 3 clusters Score: Raw -864792.628142 + Penalty 4908.948921 = -859883.679221 nChanged 52 SP:Iteration 30Q (5879.587185 sec): 3 clusters Score: Raw -864816.777484 + Penalty 4908.948921 = -859907.828564 nChanged 52 SP:Iteration 31Q (5879.673843 sec): 3 clusters Score: Raw -864844.014056 + Penalty 4908.948921 = -859935.065135 nChanged 53 SP:Iteration 32Q (5879.759970 sec): 3 clusters Score: Raw -864882.268986 + Penalty 4908.948921 = -859973.320065 nChanged 61 SP:Iteration 33Q (5879.834649 sec): 3 clusters Score: Raw -864923.571223 + Penalty 4908.948921 = -860014.622302 nChanged 58 SP:Iteration 34Q (5879.907548 sec): 3 clusters Score: Raw -864957.124816 + Penalty 4908.948921 = -860048.175895 nChanged 55 SP:Iteration 35Q (5879.983150 sec): 3 clusters Score: Raw -864982.866641 + Penalty 4908.948921 = -860073.917720 nChanged 45 SP:Iteration 36Q (5880.073267 sec): 3 clusters Score: Raw -865003.512729 + Penalty 4908.948921 = -860094.563808 nChanged 33 SP:Iteration 37Q (5880.163381 sec): 3 clusters Score: Raw -865015.932510 + Penalty 4908.948921 = -860106.983590 nChanged 25 SP:Iteration 38Q (5880.235933 sec): 3 clusters Score: Raw -865025.321177 + Penalty 4908.948921 = -860116.372256 nChanged 17 SP:Iteration 39Q (5880.308433 sec): 3 clusters Score: Raw -865030.750637 + Penalty 4908.948921 = -860121.801716 nChanged 11 SP:Iteration 40F (5880.388919 sec): 3 clusters Score: Raw -865033.192167 + Penalty 4908.948921 = -860124.243247 nChanged 8 SP:Iteration 41Q (5880.478611 sec): 3 clusters Score: Raw -865036.442663 + Penalty 4908.948921 = -860127.493742 nChanged 13 SP:Iteration 42Q (5880.568564 sec): 3 clusters Score: Raw -865040.922039 + Penalty 4908.948921 = -860131.973118 nChanged 12 SP:Iteration 43Q (5880.639672 sec): 3 clusters Score: Raw -865045.241793 + Penalty 4908.948921 = -860136.292872 nChanged 9 SP:Iteration 44Q (5880.714379 sec): 3 clusters Score: Raw -865047.465976 + Penalty 4908.948921 = -860138.517055 nChanged 5 SP:Iteration 45Q (5880.794389 sec): 3 clusters Score: Raw -865048.782809 + Penalty 4908.948921 = -860139.833888 nChanged 0 SP:Iteration 46F (5880.884409 sec): 3 clusters Score: Raw -865048.782809 + Penalty 4908.948921 = -860139.833888 nChanged 0 Trying to split cluster 2 (3680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5880.947216 sec): 2 clusters Score: Raw -274683.664971 + Penalty 2167.616360 = -272516.048610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5881.000838 sec): 3 clusters Score: Raw -273053.962441 + Penalty 4335.232720 = -268718.729720 nChanged 1354 SP:Iteration 1F (5881.054556 sec): 3 clusters Score: Raw -274071.875856 + Penalty 4335.232720 = -269736.643136 nChanged 350 SP:Iteration 2F (5881.108471 sec): 3 clusters Score: Raw -274391.286754 + Penalty 4335.232720 = -270056.054034 nChanged 212 SP:Iteration 3F (5881.161933 sec): 3 clusters Score: Raw -274594.223653 + Penalty 4335.232720 = -270258.990933 nChanged 188 SP:Iteration 4F (5881.210748 sec): 3 clusters Score: Raw -274753.333445 + Penalty 4335.232720 = -270418.100725 nChanged 144 SP:Iteration 5Q (5881.315060 sec): 3 clusters Score: Raw -274880.585714 + Penalty 4335.232720 = -270545.352993 nChanged 135 SP:Iteration 6Q (5881.480645 sec): 3 clusters Score: Raw -274989.149860 + Penalty 4335.232720 = -270653.917139 nChanged 102 SP:Iteration 7Q (5881.562775 sec): 3 clusters Score: Raw -275064.115270 + Penalty 4335.232720 = -270728.882549 nChanged 85 SP:Iteration 8Q (5881.714601 sec): 3 clusters Score: Raw -275126.793739 + Penalty 4335.232720 = -270791.561019 nChanged 70 SP:Iteration 9Q (5881.859364 sec): 3 clusters Score: Raw -275166.599574 + Penalty 4335.232720 = -270831.366853 nChanged 52 SP:Iteration 10Q (5881.997902 sec): 3 clusters Score: Raw -275200.307290 + Penalty 4335.232720 = -270865.074569 nChanged 56 SP:Iteration 11Q (5882.104879 sec): 3 clusters Score: Raw -275234.083180 + Penalty 4335.232720 = -270898.850460 nChanged 48 SP:Iteration 12Q (5882.216644 sec): 3 clusters Score: Raw -275254.276943 + Penalty 4335.232720 = -270919.044222 nChanged 32 SP:Iteration 13Q (5882.352446 sec): 3 clusters Score: Raw -275270.964081 + Penalty 4335.232720 = -270935.731361 nChanged 34 SP:Iteration 14Q (5882.500801 sec): 3 clusters Score: Raw -275288.645403 + Penalty 4335.232720 = -270953.412682 nChanged 29 SP:Iteration 15Q (5882.591501 sec): 3 clusters Score: Raw -275302.139139 + Penalty 4335.232720 = -270966.906418 nChanged 25 SP:Iteration 16Q (5882.647303 sec): 3 clusters Score: Raw -275314.690080 + Penalty 4335.232720 = -270979.457359 nChanged 22 SP:Iteration 17Q (5882.698580 sec): 3 clusters Score: Raw -275327.752000 + Penalty 4335.232720 = -270992.519280 nChanged 22 SP:Iteration 18Q (5882.747159 sec): 3 clusters Score: Raw -275338.073033 + Penalty 4335.232720 = -271002.840312 nChanged 14 SP:Iteration 19Q (5882.795589 sec): 3 clusters Score: Raw -275344.063519 + Penalty 4335.232720 = -271008.830799 nChanged 7 SP:Iteration 20F (5882.842238 sec): 3 clusters Score: Raw -275347.196105 + Penalty 4335.232720 = -271011.963384 nChanged 4 SP:Iteration 21Q (5882.883765 sec): 3 clusters Score: Raw -275348.056593 + Penalty 4335.232720 = -271012.823873 nChanged 2 SP:Iteration 22Q (5882.925265 sec): 3 clusters Score: Raw -275349.279667 + Penalty 4335.232720 = -271014.046946 nChanged 2 SP:Iteration 23Q (5882.966608 sec): 3 clusters Score: Raw -275350.441039 + Penalty 4335.232720 = -271015.208319 nChanged 6 SP:Iteration 24Q (5883.010650 sec): 3 clusters Score: Raw -275352.759789 + Penalty 4335.232720 = -271017.527069 nChanged 5 SP:Iteration 25Q (5883.068029 sec): 3 clusters Score: Raw -275355.595712 + Penalty 4335.232720 = -271020.362992 nChanged 7 SP:Iteration 26Q (5883.114676 sec): 3 clusters Score: Raw -275358.135441 + Penalty 4335.232720 = -271022.902720 nChanged 3 SP:Iteration 27Q (5883.161921 sec): 3 clusters Score: Raw -275358.781685 + Penalty 4335.232720 = -271023.548964 nChanged 1 SP:Iteration 28Q (5883.206599 sec): 3 clusters Score: Raw -275358.899638 + Penalty 4335.232720 = -271023.666917 nChanged 0 SP:Iteration 29F (5883.251061 sec): 3 clusters Score: Raw -275358.899638 + Penalty 4335.232720 = -271023.666917 nChanged 0 Trying to split cluster 3 (8265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5883.311483 sec): 2 clusters Score: Raw -636201.677899 + Penalty 2381.223243 = -633820.454656 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5883.395910 sec): 3 clusters Score: Raw -631914.084878 + Penalty 4762.446485 = -627151.638393 nChanged 3380 SP:Iteration 1F (5883.498324 sec): 3 clusters Score: Raw -633855.007026 + Penalty 4762.446485 = -629092.560541 nChanged 652 SP:Iteration 2F (5883.559355 sec): 3 clusters Score: Raw -634353.723062 + Penalty 4762.446485 = -629591.276577 nChanged 578 SP:Iteration 3F (5883.620819 sec): 3 clusters Score: Raw -634801.598501 + Penalty 4762.446485 = -630039.152015 nChanged 497 SP:Iteration 4F (5883.807154 sec): 3 clusters Score: Raw -635178.646949 + Penalty 4762.446485 = -630416.200464 nChanged 456 SP:Iteration 5F (5883.993127 sec): 3 clusters Score: Raw -635505.142952 + Penalty 4762.446485 = -630742.696467 nChanged 414 SP:Iteration 6F (5884.168385 sec): 3 clusters Score: Raw -635771.467735 + Penalty 4762.446485 = -631009.021249 nChanged 373 SP:Iteration 7Q (5884.288756 sec): 3 clusters Score: Raw -636013.385870 + Penalty 4762.446485 = -631250.939385 nChanged 350 SP:Iteration 8Q (5884.436581 sec): 3 clusters Score: Raw -636215.238838 + Penalty 4762.446485 = -631452.792353 nChanged 281 SP:Iteration 9Q (5884.583085 sec): 3 clusters Score: Raw -636375.088469 + Penalty 4762.446485 = -631612.641984 nChanged 258 SP:Iteration 10Q (5884.666616 sec): 3 clusters Score: Raw -636523.296671 + Penalty 4762.446485 = -631760.850185 nChanged 233 SP:Iteration 11Q (5884.735759 sec): 3 clusters Score: Raw -636640.373260 + Penalty 4762.446485 = -631877.926775 nChanged 188 SP:Iteration 12Q (5884.827974 sec): 3 clusters Score: Raw -636737.966029 + Penalty 4762.446485 = -631975.519544 nChanged 165 SP:Iteration 13Q (5884.916434 sec): 3 clusters Score: Raw -636815.293291 + Penalty 4762.446485 = -632052.846805 nChanged 133 SP:Iteration 14Q (5884.981760 sec): 3 clusters Score: Raw -636876.406909 + Penalty 4762.446485 = -632113.960423 nChanged 110 SP:Iteration 15Q (5885.040102 sec): 3 clusters Score: Raw -636928.080714 + Penalty 4762.446485 = -632165.634228 nChanged 99 SP:Iteration 16Q (5885.102735 sec): 3 clusters Score: Raw -636969.571888 + Penalty 4762.446485 = -632207.125402 nChanged 90 SP:Iteration 17Q (5885.175475 sec): 3 clusters Score: Raw -637008.769581 + Penalty 4762.446485 = -632246.323096 nChanged 79 SP:Iteration 18Q (5885.248555 sec): 3 clusters Score: Raw -637046.556569 + Penalty 4762.446485 = -632284.110084 nChanged 75 SP:Iteration 19Q (5885.321677 sec): 3 clusters Score: Raw -637083.880219 + Penalty 4762.446485 = -632321.433733 nChanged 71 SP:Iteration 20F (5885.392748 sec): 3 clusters Score: Raw -637118.667374 + Penalty 4762.446485 = -632356.220889 nChanged 55 SP:Iteration 21Q (5885.459665 sec): 3 clusters Score: Raw -637141.532887 + Penalty 4762.446485 = -632379.086402 nChanged 40 SP:Iteration 22Q (5885.527993 sec): 3 clusters Score: Raw -637155.906745 + Penalty 4762.446485 = -632393.460260 nChanged 26 SP:Iteration 23Q (5885.597694 sec): 3 clusters Score: Raw -637163.802692 + Penalty 4762.446485 = -632401.356207 nChanged 16 SP:Iteration 24Q (5885.667724 sec): 3 clusters Score: Raw -637170.914447 + Penalty 4762.446485 = -632408.467961 nChanged 23 SP:Iteration 25Q (5885.737517 sec): 3 clusters Score: Raw -637181.060748 + Penalty 4762.446485 = -632418.614263 nChanged 19 SP:Iteration 26Q (5885.807149 sec): 3 clusters Score: Raw -637187.458380 + Penalty 4762.446485 = -632425.011895 nChanged 20 SP:Iteration 27Q (5885.876996 sec): 3 clusters Score: Raw -637195.881566 + Penalty 4762.446485 = -632433.435080 nChanged 24 SP:Iteration 28Q (5885.946763 sec): 3 clusters Score: Raw -637204.834268 + Penalty 4762.446485 = -632442.387782 nChanged 13 SP:Iteration 29Q (5886.016969 sec): 3 clusters Score: Raw -637209.236841 + Penalty 4762.446485 = -632446.790356 nChanged 9 SP:Iteration 30Q (5886.086558 sec): 3 clusters Score: Raw -637212.035178 + Penalty 4762.446485 = -632449.588693 nChanged 9 SP:Iteration 31Q (5886.155951 sec): 3 clusters Score: Raw -637214.887171 + Penalty 4762.446485 = -632452.440685 nChanged 10 SP:Iteration 32Q (5886.225120 sec): 3 clusters Score: Raw -637217.505040 + Penalty 4762.446485 = -632455.058555 nChanged 5 SP:Iteration 33Q (5886.294730 sec): 3 clusters Score: Raw -637218.728743 + Penalty 4762.446485 = -632456.282258 nChanged 4 SP:Iteration 34Q (5886.364401 sec): 3 clusters Score: Raw -637219.908548 + Penalty 4762.446485 = -632457.462063 nChanged 8 SP:Iteration 35Q (5886.444275 sec): 3 clusters Score: Raw -637222.763644 + Penalty 4762.446485 = -632460.317158 nChanged 10 SP:Iteration 36Q (5886.616469 sec): 3 clusters Score: Raw -637227.376502 + Penalty 4762.446485 = -632464.930017 nChanged 10 SP:Iteration 37Q (5886.795773 sec): 3 clusters Score: Raw -637232.133713 + Penalty 4762.446485 = -632469.687228 nChanged 12 SP:Iteration 38Q (5886.975740 sec): 3 clusters Score: Raw -637236.322130 + Penalty 4762.446485 = -632473.875644 nChanged 7 SP:Iteration 39Q (5887.154680 sec): 3 clusters Score: Raw -637238.665066 + Penalty 4762.446485 = -632476.218581 nChanged 8 SP:Iteration 40F (5887.345209 sec): 3 clusters Score: Raw -637241.320133 + Penalty 4762.446485 = -632478.873648 nChanged 9 SP:Iteration 41Q (5887.398085 sec): 3 clusters Score: Raw -637244.111364 + Penalty 4762.446485 = -632481.664878 nChanged 7 SP:Iteration 42Q (5887.481954 sec): 3 clusters Score: Raw -637247.240971 + Penalty 4762.446485 = -632484.794485 nChanged 10 SP:Iteration 43Q (5887.574013 sec): 3 clusters Score: Raw -637252.602300 + Penalty 4762.446485 = -632490.155814 nChanged 12 SP:Iteration 44Q (5887.635798 sec): 3 clusters Score: Raw -637256.682428 + Penalty 4762.446485 = -632494.235942 nChanged 14 SP:Iteration 45Q (5887.697757 sec): 3 clusters Score: Raw -637263.201904 + Penalty 4762.446485 = -632500.755418 nChanged 7 SP:Iteration 46Q (5887.772291 sec): 3 clusters Score: Raw -637265.092916 + Penalty 4762.446485 = -632502.646430 nChanged 5 SP:Iteration 47Q (5887.846021 sec): 3 clusters Score: Raw -637266.097109 + Penalty 4762.446485 = -632503.650624 nChanged 1 SP:Iteration 48Q (5887.911776 sec): 3 clusters Score: Raw -637266.236281 + Penalty 4762.446485 = -632503.789795 nChanged 1 SP:Iteration 49Q (5887.976820 sec): 3 clusters Score: Raw -637266.630618 + Penalty 4762.446485 = -632504.184133 nChanged 0 SP:Iteration 50F (5888.048991 sec): 3 clusters Score: Raw -637266.630618 + Penalty 4762.446485 = -632504.184133 nChanged 0 Trying to split cluster 4 (67361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5888.437138 sec): 2 clusters Score: Raw -5764244.896687 + Penalty 2935.104875 = -5761309.791813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5888.731423 sec): 3 clusters Score: Raw -5721886.426108 + Penalty 5870.209749 = -5716016.216359 nChanged 31393 SP:Iteration 1F (5889.035742 sec): 3 clusters Score: Raw -5740012.043692 + Penalty 5870.209749 = -5734141.833943 nChanged 3284 SP:Iteration 2Q (5889.378961 sec): 3 clusters Score: Raw -5741473.979084 + Penalty 5870.209749 = -5735603.769335 nChanged 3653 SP:Iteration 3F (5889.660576 sec): 3 clusters Score: Raw -5743438.258192 + Penalty 5870.209749 = -5737568.048443 nChanged 4063 SP:Iteration 4F (5889.960744 sec): 3 clusters Score: Raw -5746001.263749 + Penalty 5870.209749 = -5740131.054000 nChanged 4627 SP:Iteration 5F (5890.288198 sec): 3 clusters Score: Raw -5749271.650115 + Penalty 5870.209749 = -5743401.440366 nChanged 4670 SP:Iteration 6F (5890.565770 sec): 3 clusters Score: Raw -5752775.272031 + Penalty 5870.209749 = -5746905.062282 nChanged 4239 SP:Iteration 7F (5890.948723 sec): 3 clusters Score: Raw -5756145.567251 + Penalty 5870.209749 = -5750275.357502 nChanged 3482 SP:Iteration 8F (5891.226603 sec): 3 clusters Score: Raw -5759061.389100 + Penalty 5870.209749 = -5753191.179351 nChanged 2612 SP:Iteration 9Q (5891.560488 sec): 3 clusters Score: Raw -5761216.426140 + Penalty 5870.209749 = -5755346.216391 nChanged 1768 SP:Iteration 10Q (5891.887513 sec): 3 clusters Score: Raw -5762565.879087 + Penalty 5870.209749 = -5756695.669338 nChanged 1139 SP:Iteration 11Q (5892.158555 sec): 3 clusters Score: Raw -5763397.611879 + Penalty 5870.209749 = -5757527.402130 nChanged 794 SP:Iteration 12Q (5892.464755 sec): 3 clusters Score: Raw -5763979.698913 + Penalty 5870.209749 = -5758109.489164 nChanged 567 SP:Iteration 13Q (5892.727922 sec): 3 clusters Score: Raw -5764345.899249 + Penalty 5870.209749 = -5758475.689500 nChanged 411 SP:Iteration 14Q (5893.040182 sec): 3 clusters Score: Raw -5764587.217622 + Penalty 5870.209749 = -5758717.007873 nChanged 277 SP:Iteration 15Q (5893.254641 sec): 3 clusters Score: Raw -5764743.815687 + Penalty 5870.209749 = -5758873.605938 nChanged 197 SP:Iteration 16Q (5893.501728 sec): 3 clusters Score: Raw -5764851.257464 + Penalty 5870.209749 = -5758981.047715 nChanged 148 SP:Iteration 17Q (5893.748068 sec): 3 clusters Score: Raw -5764920.837768 + Penalty 5870.209749 = -5759050.628019 nChanged 99 SP:Iteration 18Q (5894.020798 sec): 3 clusters Score: Raw -5764967.250643 + Penalty 5870.209749 = -5759097.040893 nChanged 77 SP:Iteration 19Q (5894.295319 sec): 3 clusters Score: Raw -5765003.091172 + Penalty 5870.209749 = -5759132.881423 nChanged 60 SP:Iteration 20F (5894.591911 sec): 3 clusters Score: Raw -5765030.982079 + Penalty 5870.209749 = -5759160.772330 nChanged 49 SP:Iteration 21Q (5894.842312 sec): 3 clusters Score: Raw -5765050.775334 + Penalty 5870.209749 = -5759180.565585 nChanged 42 SP:Iteration 22Q (5895.106236 sec): 3 clusters Score: Raw -5765069.255984 + Penalty 5870.209749 = -5759199.046235 nChanged 34 SP:Iteration 23Q (5895.352900 sec): 3 clusters Score: Raw -5765081.433946 + Penalty 5870.209749 = -5759211.224197 nChanged 32 SP:Iteration 24Q (5895.599275 sec): 3 clusters Score: Raw -5765094.977934 + Penalty 5870.209749 = -5759224.768185 nChanged 32 SP:Iteration 25Q (5895.873089 sec): 3 clusters Score: Raw -5765108.113281 + Penalty 5870.209749 = -5759237.903532 nChanged 32 SP:Iteration 26Q (5896.143608 sec): 3 clusters Score: Raw -5765119.795944 + Penalty 5870.209749 = -5759249.586195 nChanged 24 SP:Iteration 27Q (5896.413557 sec): 3 clusters Score: Raw -5765130.151230 + Penalty 5870.209749 = -5759259.941481 nChanged 27 SP:Iteration 28Q (5896.683038 sec): 3 clusters Score: Raw -5765141.244985 + Penalty 5870.209749 = -5759271.035236 nChanged 21 SP:Iteration 29Q (5896.950299 sec): 3 clusters Score: Raw -5765149.706126 + Penalty 5870.209749 = -5759279.496376 nChanged 21 SP:Iteration 30Q (5897.221259 sec): 3 clusters Score: Raw -5765156.537736 + Penalty 5870.209749 = -5759286.327987 nChanged 15 SP:Iteration 31Q (5897.494878 sec): 3 clusters Score: Raw -5765161.108660 + Penalty 5870.209749 = -5759290.898911 nChanged 15 SP:Iteration 32Q (5897.768229 sec): 3 clusters Score: Raw -5765166.237831 + Penalty 5870.209749 = -5759296.028081 nChanged 13 SP:Iteration 33Q (5898.068060 sec): 3 clusters Score: Raw -5765172.145728 + Penalty 5870.209749 = -5759301.935979 nChanged 19 SP:Iteration 34Q (5898.335639 sec): 3 clusters Score: Raw -5765179.173854 + Penalty 5870.209749 = -5759308.964105 nChanged 18 SP:Iteration 35Q (5898.605602 sec): 3 clusters Score: Raw -5765185.563447 + Penalty 5870.209749 = -5759315.353698 nChanged 13 SP:Iteration 36Q (5898.874107 sec): 3 clusters Score: Raw -5765191.501470 + Penalty 5870.209749 = -5759321.291721 nChanged 9 SP:Iteration 37Q (5899.144358 sec): 3 clusters Score: Raw -5765194.993955 + Penalty 5870.209749 = -5759324.784206 nChanged 9 SP:Iteration 38Q (5899.418312 sec): 3 clusters Score: Raw -5765198.600399 + Penalty 5870.209749 = -5759328.390650 nChanged 7 SP:Iteration 39Q (5899.691037 sec): 3 clusters Score: Raw -5765200.736113 + Penalty 5870.209749 = -5759330.526364 nChanged 6 SP:Iteration 40F (5900.002331 sec): 3 clusters Score: Raw -5765202.824846 + Penalty 5870.209749 = -5759332.615097 nChanged 6 SP:Iteration 41Q (5900.280542 sec): 3 clusters Score: Raw -5765204.344928 + Penalty 5870.209749 = -5759334.135179 nChanged 4 SP:Iteration 42Q (5900.545908 sec): 3 clusters Score: Raw -5765205.316596 + Penalty 5870.209749 = -5759335.106847 nChanged 1 SP:Iteration 43Q (5900.816070 sec): 3 clusters Score: Raw -5765205.406439 + Penalty 5870.209749 = -5759335.196690 nChanged 1 SP:Iteration 44Q (5901.087315 sec): 3 clusters Score: Raw -5765205.562180 + Penalty 5870.209749 = -5759335.352431 nChanged 0 SP:Iteration 45F (5901.422696 sec): 3 clusters Score: Raw -5765205.562180 + Penalty 5870.209749 = -5759335.352431 nChanged 0 Trying to split cluster 5 (10454 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5901.574653 sec): 2 clusters Score: Raw -805273.311922 + Penalty 2443.251349 = -802830.060573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5901.764816 sec): 3 clusters Score: Raw -799705.432645 + Penalty 4886.502698 = -794818.929947 nChanged 4336 SP:Iteration 1F (5901.828864 sec): 3 clusters Score: Raw -802314.071209 + Penalty 4886.502698 = -797427.568510 nChanged 884 SP:Iteration 2F (5901.896918 sec): 3 clusters Score: Raw -802969.750827 + Penalty 4886.502698 = -798083.248129 nChanged 765 SP:Iteration 3F (5901.975659 sec): 3 clusters Score: Raw -803623.149969 + Penalty 4886.502698 = -798736.647271 nChanged 723 SP:Iteration 4F (5902.161510 sec): 3 clusters Score: Raw -804228.145957 + Penalty 4886.502698 = -799341.643259 nChanged 637 SP:Iteration 5F (5902.304074 sec): 3 clusters Score: Raw -804743.700967 + Penalty 4886.502698 = -799857.198269 nChanged 546 SP:Iteration 6F (5902.457994 sec): 3 clusters Score: Raw -805151.337457 + Penalty 4886.502698 = -800264.834759 nChanged 445 SP:Iteration 7Q (5902.536049 sec): 3 clusters Score: Raw -805456.759530 + Penalty 4886.502698 = -800570.256832 nChanged 396 SP:Iteration 8Q (5902.648173 sec): 3 clusters Score: Raw -805707.371576 + Penalty 4886.502698 = -800820.868878 nChanged 322 SP:Iteration 9Q (5902.726320 sec): 3 clusters Score: Raw -805873.417496 + Penalty 4886.502698 = -800986.914798 nChanged 244 SP:Iteration 10Q (5902.797898 sec): 3 clusters Score: Raw -805996.628038 + Penalty 4886.502698 = -801110.125340 nChanged 190 SP:Iteration 11Q (5902.898172 sec): 3 clusters Score: Raw -806078.304208 + Penalty 4886.502698 = -801191.801510 nChanged 148 SP:Iteration 12Q (5902.987720 sec): 3 clusters Score: Raw -806144.587829 + Penalty 4886.502698 = -801258.085130 nChanged 139 SP:Iteration 13Q (5903.059133 sec): 3 clusters Score: Raw -806204.105600 + Penalty 4886.502698 = -801317.602902 nChanged 106 SP:Iteration 14Q (5903.214982 sec): 3 clusters Score: Raw -806242.893627 + Penalty 4886.502698 = -801356.390928 nChanged 80 SP:Iteration 15Q (5903.373986 sec): 3 clusters Score: Raw -806270.968102 + Penalty 4886.502698 = -801384.465403 nChanged 63 SP:Iteration 16Q (5903.519393 sec): 3 clusters Score: Raw -806294.220199 + Penalty 4886.502698 = -801407.717501 nChanged 64 SP:Iteration 17Q (5903.596478 sec): 3 clusters Score: Raw -806314.985303 + Penalty 4886.502698 = -801428.482604 nChanged 66 SP:Iteration 18Q (5903.671632 sec): 3 clusters Score: Raw -806337.253428 + Penalty 4886.502698 = -801450.750730 nChanged 61 SP:Iteration 19Q (5903.747671 sec): 3 clusters Score: Raw -806354.458816 + Penalty 4886.502698 = -801467.956117 nChanged 58 SP:Iteration 20F (5903.843883 sec): 3 clusters Score: Raw -806372.268904 + Penalty 4886.502698 = -801485.766206 nChanged 51 SP:Iteration 21Q (5903.930957 sec): 3 clusters Score: Raw -806389.242814 + Penalty 4886.502698 = -801502.740116 nChanged 53 SP:Iteration 22Q (5904.001394 sec): 3 clusters Score: Raw -806404.313104 + Penalty 4886.502698 = -801517.810405 nChanged 39 SP:Iteration 23Q (5904.080772 sec): 3 clusters Score: Raw -806417.401572 + Penalty 4886.502698 = -801530.898873 nChanged 34 SP:Iteration 24Q (5904.165081 sec): 3 clusters Score: Raw -806427.632120 + Penalty 4886.502698 = -801541.129421 nChanged 33 SP:Iteration 25Q (5904.252994 sec): 3 clusters Score: Raw -806436.567133 + Penalty 4886.502698 = -801550.064434 nChanged 24 SP:Iteration 26Q (5904.335173 sec): 3 clusters Score: Raw -806441.475024 + Penalty 4886.502698 = -801554.972326 nChanged 20 SP:Iteration 27Q (5904.406855 sec): 3 clusters Score: Raw -806445.133332 + Penalty 4886.502698 = -801558.630634 nChanged 16 SP:Iteration 28Q (5904.492282 sec): 3 clusters Score: Raw -806448.412035 + Penalty 4886.502698 = -801561.909337 nChanged 15 SP:Iteration 29Q (5904.661706 sec): 3 clusters Score: Raw -806451.116217 + Penalty 4886.502698 = -801564.613518 nChanged 15 SP:Iteration 30Q (5904.840185 sec): 3 clusters Score: Raw -806454.107241 + Penalty 4886.502698 = -801567.604543 nChanged 17 SP:Iteration 31Q (5905.007300 sec): 3 clusters Score: Raw -806458.014198 + Penalty 4886.502698 = -801571.511500 nChanged 19 SP:Iteration 32Q (5905.176390 sec): 3 clusters Score: Raw -806463.926335 + Penalty 4886.502698 = -801577.423637 nChanged 18 SP:Iteration 33Q (5905.319394 sec): 3 clusters Score: Raw -806468.280912 + Penalty 4886.502698 = -801581.778213 nChanged 15 SP:Iteration 34Q (5905.401012 sec): 3 clusters Score: Raw -806471.929384 + Penalty 4886.502698 = -801585.426685 nChanged 10 SP:Iteration 35Q (5905.473297 sec): 3 clusters Score: Raw -806474.326037 + Penalty 4886.502698 = -801587.823338 nChanged 10 SP:Iteration 36Q (5905.552668 sec): 3 clusters Score: Raw -806476.577749 + Penalty 4886.502698 = -801590.075050 nChanged 9 SP:Iteration 37Q (5905.636656 sec): 3 clusters Score: Raw -806478.547058 + Penalty 4886.502698 = -801592.044359 nChanged 10 SP:Iteration 38Q (5905.726293 sec): 3 clusters Score: Raw -806481.391188 + Penalty 4886.502698 = -801594.888489 nChanged 9 SP:Iteration 39Q (5905.808768 sec): 3 clusters Score: Raw -806482.881257 + Penalty 4886.502698 = -801596.378558 nChanged 7 SP:Iteration 40F (5905.881593 sec): 3 clusters Score: Raw -806483.920526 + Penalty 4886.502698 = -801597.417828 nChanged 5 SP:Iteration 41Q (5905.967635 sec): 3 clusters Score: Raw -806484.787089 + Penalty 4886.502698 = -801598.284391 nChanged 4 SP:Iteration 42Q (5906.055048 sec): 3 clusters Score: Raw -806485.219950 + Penalty 4886.502698 = -801598.717252 nChanged 2 SP:Iteration 43Q (5906.166869 sec): 3 clusters Score: Raw -806485.522867 + Penalty 4886.502698 = -801599.020168 nChanged 3 SP:Iteration 44Q (5906.332747 sec): 3 clusters Score: Raw -806485.923305 + Penalty 4886.502698 = -801599.420607 nChanged 2 SP:Iteration 45Q (5906.482896 sec): 3 clusters Score: Raw -806486.565847 + Penalty 4886.502698 = -801600.063148 nChanged 2 SP:Iteration 46Q (5906.610440 sec): 3 clusters Score: Raw -806487.029856 + Penalty 4886.502698 = -801600.527158 nChanged 1 SP:Iteration 47Q (5906.759628 sec): 3 clusters Score: Raw -806487.223650 + Penalty 4886.502698 = -801600.720952 nChanged 1 SP:Iteration 48Q (5906.910619 sec): 3 clusters Score: Raw -806487.384099 + Penalty 4886.502698 = -801600.881401 nChanged 2 SP:Iteration 49Q (5907.043400 sec): 3 clusters Score: Raw -806487.848013 + Penalty 4886.502698 = -801601.345315 nChanged 1 SP:Iteration 50Q (5907.128057 sec): 3 clusters Score: Raw -806487.963924 + Penalty 4886.502698 = -801601.461226 nChanged 0 SP:Iteration 51F (5907.197389 sec): 3 clusters Score: Raw -806487.963924 + Penalty 4886.502698 = -801601.461226 nChanged 0 Trying to split cluster 6 (3657 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5907.251012 sec): 2 clusters Score: Raw -226965.198883 + Penalty 2165.961182 = -224799.237700 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5907.310283 sec): 3 clusters Score: Raw -225447.926528 + Penalty 4331.922365 = -221116.004163 nChanged 1323 SP:Iteration 1F (5907.368243 sec): 3 clusters Score: Raw -226919.098589 + Penalty 4331.922365 = -222587.176225 nChanged 499 SP:Iteration 2F (5907.449825 sec): 3 clusters Score: Raw -227900.249032 + Penalty 4331.922365 = -223568.326668 nChanged 401 SP:Iteration 3F (5907.491978 sec): 3 clusters Score: Raw -228707.630901 + Penalty 4331.922365 = -224375.708536 nChanged 307 SP:Iteration 4F (5907.533906 sec): 3 clusters Score: Raw -229158.211550 + Penalty 4331.922365 = -224826.289185 nChanged 171 SP:Iteration 5Q (5907.575471 sec): 3 clusters Score: Raw -229331.613152 + Penalty 4331.922365 = -224999.690787 nChanged 90 SP:Iteration 6Q (5907.733994 sec): 3 clusters Score: Raw -229433.497615 + Penalty 4331.922365 = -225101.575250 nChanged 72 SP:Iteration 7Q (5907.873146 sec): 3 clusters Score: Raw -229503.726595 + Penalty 4331.922365 = -225171.804230 nChanged 56 SP:Iteration 8Q (5907.977241 sec): 3 clusters Score: Raw -229552.711017 + Penalty 4331.922365 = -225220.788652 nChanged 36 SP:Iteration 9Q (5908.136887 sec): 3 clusters Score: Raw -229580.975059 + Penalty 4331.922365 = -225249.052694 nChanged 27 SP:Iteration 10Q (5908.275176 sec): 3 clusters Score: Raw -229596.590491 + Penalty 4331.922365 = -225264.668126 nChanged 15 SP:Iteration 11Q (5908.372874 sec): 3 clusters Score: Raw -229603.071835 + Penalty 4331.922365 = -225271.149470 nChanged 12 SP:Iteration 12Q (5908.508107 sec): 3 clusters Score: Raw -229609.213458 + Penalty 4331.922365 = -225277.291094 nChanged 7 SP:Iteration 13Q (5908.634411 sec): 3 clusters Score: Raw -229611.740727 + Penalty 4331.922365 = -225279.818362 nChanged 5 SP:Iteration 14Q (5908.704260 sec): 3 clusters Score: Raw -229613.629174 + Penalty 4331.922365 = -225281.706809 nChanged 4 SP:Iteration 15Q (5908.748959 sec): 3 clusters Score: Raw -229615.491096 + Penalty 4331.922365 = -225283.568731 nChanged 4 SP:Iteration 16Q (5908.794205 sec): 3 clusters Score: Raw -229618.442302 + Penalty 4331.922365 = -225286.519937 nChanged 2 SP:Iteration 17Q (5908.839878 sec): 3 clusters Score: Raw -229618.851786 + Penalty 4331.922365 = -225286.929421 nChanged 0 SP:Iteration 18F (5908.886769 sec): 3 clusters Score: Raw -229618.851786 + Penalty 4331.922365 = -225286.929421 nChanged 0 Score: Raw -11817816.283834 + Penalty 37669.881023 = -11780146.402811 Splitting cluster 6 changes total score from -11780623.053388 to -11780146.402811 So it's not getting split. Trying to split cluster 7 (4590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5911.485446 sec): 2 clusters Score: Raw -331329.311898 + Penalty 2225.951720 = -329103.360178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5911.540561 sec): 3 clusters Score: Raw -329220.440609 + Penalty 4451.903440 = -324768.537169 nChanged 1725 SP:Iteration 1F (5911.608968 sec): 3 clusters Score: Raw -330474.270297 + Penalty 4451.903440 = -326022.366857 nChanged 436 SP:Iteration 2F (5911.677246 sec): 3 clusters Score: Raw -330895.303657 + Penalty 4451.903440 = -326443.400217 nChanged 319 SP:Iteration 3F (5911.731309 sec): 3 clusters Score: Raw -331230.025564 + Penalty 4451.903440 = -326778.122124 nChanged 287 SP:Iteration 4F (5911.777448 sec): 3 clusters Score: Raw -331575.107990 + Penalty 4451.903440 = -327123.204550 nChanged 264 SP:Iteration 5F (5911.823636 sec): 3 clusters Score: Raw -331908.879936 + Penalty 4451.903440 = -327456.976496 nChanged 241 SP:Iteration 6F (5911.872220 sec): 3 clusters Score: Raw -332184.341921 + Penalty 4451.903440 = -327732.438481 nChanged 208 SP:Iteration 7Q (5911.924013 sec): 3 clusters Score: Raw -332419.692085 + Penalty 4451.903440 = -327967.788645 nChanged 173 SP:Iteration 8Q (5911.975394 sec): 3 clusters Score: Raw -332615.273378 + Penalty 4451.903440 = -328163.369938 nChanged 147 SP:Iteration 9Q (5912.026972 sec): 3 clusters Score: Raw -332762.186451 + Penalty 4451.903440 = -328310.283011 nChanged 136 SP:Iteration 10Q (5912.078311 sec): 3 clusters Score: Raw -332893.070769 + Penalty 4451.903440 = -328441.167329 nChanged 122 SP:Iteration 11Q (5912.129123 sec): 3 clusters Score: Raw -333002.758017 + Penalty 4451.903440 = -328550.854577 nChanged 101 SP:Iteration 12Q (5912.180013 sec): 3 clusters Score: Raw -333103.058010 + Penalty 4451.903440 = -328651.154570 nChanged 99 SP:Iteration 13Q (5912.230653 sec): 3 clusters Score: Raw -333224.498920 + Penalty 4451.903440 = -328772.595480 nChanged 91 SP:Iteration 14Q (5912.281222 sec): 3 clusters Score: Raw -333317.894594 + Penalty 4451.903440 = -328865.991154 nChanged 76 SP:Iteration 15Q (5912.404807 sec): 3 clusters Score: Raw -333381.713619 + Penalty 4451.903440 = -328929.810179 nChanged 65 SP:Iteration 16Q (5912.550840 sec): 3 clusters Score: Raw -333430.661772 + Penalty 4451.903440 = -328978.758332 nChanged 50 SP:Iteration 17Q (5912.696896 sec): 3 clusters Score: Raw -333459.622042 + Penalty 4451.903440 = -329007.718602 nChanged 36 SP:Iteration 18Q (5912.778891 sec): 3 clusters Score: Raw -333477.308289 + Penalty 4451.903440 = -329025.404849 nChanged 30 SP:Iteration 19Q (5912.915327 sec): 3 clusters Score: Raw -333496.976123 + Penalty 4451.903440 = -329045.072683 nChanged 28 SP:Iteration 20F (5913.044853 sec): 3 clusters Score: Raw -333510.126913 + Penalty 4451.903440 = -329058.223473 nChanged 22 SP:Iteration 21Q (5913.172950 sec): 3 clusters Score: Raw -333521.278762 + Penalty 4451.903440 = -329069.375322 nChanged 20 SP:Iteration 22Q (5913.282691 sec): 3 clusters Score: Raw -333531.865490 + Penalty 4451.903440 = -329079.962050 nChanged 18 SP:Iteration 23Q (5913.329935 sec): 3 clusters Score: Raw -333541.110597 + Penalty 4451.903440 = -329089.207157 nChanged 11 SP:Iteration 24Q (5913.377736 sec): 3 clusters Score: Raw -333546.545354 + Penalty 4451.903440 = -329094.641914 nChanged 11 SP:Iteration 25Q (5913.426045 sec): 3 clusters Score: Raw -333550.035779 + Penalty 4451.903440 = -329098.132339 nChanged 8 SP:Iteration 26Q (5913.478189 sec): 3 clusters Score: Raw -333552.696196 + Penalty 4451.903440 = -329100.792756 nChanged 7 SP:Iteration 27Q (5913.565339 sec): 3 clusters Score: Raw -333555.378875 + Penalty 4451.903440 = -329103.475435 nChanged 7 SP:Iteration 28Q (5913.631921 sec): 3 clusters Score: Raw -333558.690575 + Penalty 4451.903440 = -329106.787135 nChanged 4 SP:Iteration 29Q (5913.683675 sec): 3 clusters Score: Raw -333560.025254 + Penalty 4451.903440 = -329108.121814 nChanged 4 SP:Iteration 30Q (5913.730802 sec): 3 clusters Score: Raw -333561.572012 + Penalty 4451.903440 = -329109.668572 nChanged 3 SP:Iteration 31Q (5913.777818 sec): 3 clusters Score: Raw -333562.431123 + Penalty 4451.903440 = -329110.527683 nChanged 0 SP:Iteration 32F (5913.829248 sec): 3 clusters Score: Raw -333562.431123 + Penalty 4451.903440 = -329110.527683 nChanged 0 Score: Raw -11817395.750155 + Penalty 37669.881023 = -11779725.869133 Splitting cluster 7 changes total score from -11780623.053388 to -11779725.869133 So it's not getting split. Trying to split cluster 8 (12634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5916.437217 sec): 2 clusters Score: Raw -1121872.951520 + Penalty 2493.254774 = -1119379.696746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5916.544211 sec): 3 clusters Score: Raw -1114940.683847 + Penalty 4986.509548 = -1109954.174299 nChanged 5329 SP:Iteration 1F (5916.621499 sec): 3 clusters Score: Raw -1117761.234144 + Penalty 4986.509548 = -1112774.724595 nChanged 845 SP:Iteration 2F (5916.729040 sec): 3 clusters Score: Raw -1118156.806562 + Penalty 4986.509548 = -1113170.297014 nChanged 693 SP:Iteration 3F (5916.822348 sec): 3 clusters Score: Raw -1118485.897451 + Penalty 4986.509548 = -1113499.387903 nChanged 594 SP:Iteration 4Q (5916.905975 sec): 3 clusters Score: Raw -1118758.205536 + Penalty 4986.509548 = -1113771.695988 nChanged 530 SP:Iteration 5Q (5917.040861 sec): 3 clusters Score: Raw -1119032.512821 + Penalty 4986.509548 = -1114046.003273 nChanged 552 SP:Iteration 6Q (5917.204099 sec): 3 clusters Score: Raw -1119358.370820 + Penalty 4986.509548 = -1114371.861272 nChanged 564 SP:Iteration 7Q (5917.422138 sec): 3 clusters Score: Raw -1119724.773234 + Penalty 4986.509548 = -1114738.263686 nChanged 597 SP:Iteration 8Q (5917.495996 sec): 3 clusters Score: Raw -1120093.090845 + Penalty 4986.509548 = -1115106.581297 nChanged 550 SP:Iteration 9Q (5917.587769 sec): 3 clusters Score: Raw -1120430.785423 + Penalty 4986.509548 = -1115444.275875 nChanged 519 SP:Iteration 10Q (5917.790602 sec): 3 clusters Score: Raw -1120754.088257 + Penalty 4986.509548 = -1115767.578709 nChanged 499 SP:Iteration 11Q (5917.995301 sec): 3 clusters Score: Raw -1121034.371814 + Penalty 4986.509548 = -1116047.862266 nChanged 419 SP:Iteration 12Q (5918.211178 sec): 3 clusters Score: Raw -1121245.196069 + Penalty 4986.509548 = -1116258.686521 nChanged 348 SP:Iteration 13Q (5918.409072 sec): 3 clusters Score: Raw -1121409.361444 + Penalty 4986.509548 = -1116422.851896 nChanged 299 SP:Iteration 14Q (5918.590910 sec): 3 clusters Score: Raw -1121528.892493 + Penalty 4986.509548 = -1116542.382945 nChanged 241 SP:Iteration 15Q (5918.666882 sec): 3 clusters Score: Raw -1121615.964183 + Penalty 4986.509548 = -1116629.454634 nChanged 218 SP:Iteration 16Q (5918.755126 sec): 3 clusters Score: Raw -1121684.072317 + Penalty 4986.509548 = -1116697.562768 nChanged 179 SP:Iteration 17Q (5918.860054 sec): 3 clusters Score: Raw -1121737.870532 + Penalty 4986.509548 = -1116751.360984 nChanged 151 SP:Iteration 18Q (5918.960728 sec): 3 clusters Score: Raw -1121778.431892 + Penalty 4986.509548 = -1116791.922344 nChanged 128 SP:Iteration 19Q (5919.065143 sec): 3 clusters Score: Raw -1121807.569223 + Penalty 4986.509548 = -1116821.059675 nChanged 97 SP:Iteration 20F (5919.153772 sec): 3 clusters Score: Raw -1121830.414856 + Penalty 4986.509548 = -1116843.905308 nChanged 95 SP:Iteration 21Q (5919.243735 sec): 3 clusters Score: Raw -1121850.021626 + Penalty 4986.509548 = -1116863.512078 nChanged 71 SP:Iteration 22Q (5919.336650 sec): 3 clusters Score: Raw -1121862.426776 + Penalty 4986.509548 = -1116875.917228 nChanged 53 SP:Iteration 23Q (5919.433463 sec): 3 clusters Score: Raw -1121870.291366 + Penalty 4986.509548 = -1116883.781818 nChanged 40 SP:Iteration 24Q (5919.528515 sec): 3 clusters Score: Raw -1121877.180400 + Penalty 4986.509548 = -1116890.670851 nChanged 25 SP:Iteration 25Q (5919.622888 sec): 3 clusters Score: Raw -1121881.063188 + Penalty 4986.509548 = -1116894.553640 nChanged 25 SP:Iteration 26Q (5919.717078 sec): 3 clusters Score: Raw -1121885.336201 + Penalty 4986.509548 = -1116898.826653 nChanged 25 SP:Iteration 27Q (5919.811204 sec): 3 clusters Score: Raw -1121889.305484 + Penalty 4986.509548 = -1116902.795936 nChanged 34 SP:Iteration 28Q (5919.898524 sec): 3 clusters Score: Raw -1121893.870369 + Penalty 4986.509548 = -1116907.360821 nChanged 38 SP:Iteration 29Q (5919.984385 sec): 3 clusters Score: Raw -1121898.645480 + Penalty 4986.509548 = -1116912.135932 nChanged 28 SP:Iteration 30Q (5920.086930 sec): 3 clusters Score: Raw -1121902.044390 + Penalty 4986.509548 = -1116915.534842 nChanged 23 SP:Iteration 31Q (5920.179387 sec): 3 clusters Score: Raw -1121904.713677 + Penalty 4986.509548 = -1116918.204129 nChanged 14 SP:Iteration 32Q (5920.269338 sec): 3 clusters Score: Raw -1121906.400923 + Penalty 4986.509548 = -1116919.891375 nChanged 18 SP:Iteration 33Q (5920.356748 sec): 3 clusters Score: Raw -1121908.821651 + Penalty 4986.509548 = -1116922.312103 nChanged 15 SP:Iteration 34Q (5920.457648 sec): 3 clusters Score: Raw -1121910.994243 + Penalty 4986.509548 = -1116924.484695 nChanged 15 SP:Iteration 35Q (5920.552300 sec): 3 clusters Score: Raw -1121912.550270 + Penalty 4986.509548 = -1116926.040721 nChanged 11 SP:Iteration 36Q (5920.643886 sec): 3 clusters Score: Raw -1121913.863920 + Penalty 4986.509548 = -1116927.354372 nChanged 8 SP:Iteration 37Q (5920.730616 sec): 3 clusters Score: Raw -1121914.605757 + Penalty 4986.509548 = -1116928.096209 nChanged 5 SP:Iteration 38Q (5920.825669 sec): 3 clusters Score: Raw -1121915.192860 + Penalty 4986.509548 = -1116928.683312 nChanged 8 SP:Iteration 39Q (5920.921298 sec): 3 clusters Score: Raw -1121916.170398 + Penalty 4986.509548 = -1116929.660850 nChanged 9 SP:Iteration 40F (5921.013731 sec): 3 clusters Score: Raw -1121917.212721 + Penalty 4986.509548 = -1116930.703172 nChanged 10 SP:Iteration 41Q (5921.208412 sec): 3 clusters Score: Raw -1121918.057174 + Penalty 4986.509548 = -1116931.547626 nChanged 9 SP:Iteration 42Q (5921.385797 sec): 3 clusters Score: Raw -1121919.137216 + Penalty 4986.509548 = -1116932.627668 nChanged 11 SP:Iteration 43Q (5921.565429 sec): 3 clusters Score: Raw -1121920.216983 + Penalty 4986.509548 = -1116933.707435 nChanged 8 SP:Iteration 44Q (5921.749772 sec): 3 clusters Score: Raw -1121920.937236 + Penalty 4986.509548 = -1116934.427688 nChanged 5 SP:Iteration 45Q (5921.927124 sec): 3 clusters Score: Raw -1121921.436456 + Penalty 4986.509548 = -1116934.926908 nChanged 4 SP:Iteration 46Q (5922.098366 sec): 3 clusters Score: Raw -1121921.795592 + Penalty 4986.509548 = -1116935.286044 nChanged 2 SP:Iteration 47Q (5922.271593 sec): 3 clusters Score: Raw -1121921.922877 + Penalty 4986.509548 = -1116935.413329 nChanged 1 SP:Iteration 48Q (5922.346202 sec): 3 clusters Score: Raw -1121921.995491 + Penalty 4986.509548 = -1116935.485943 nChanged 3 SP:Iteration 49Q (5922.442174 sec): 3 clusters Score: Raw -1121922.351770 + Penalty 4986.509548 = -1116935.842222 nChanged 5 SP:Iteration 50Q (5922.535680 sec): 3 clusters Score: Raw -1121923.088441 + Penalty 4986.509548 = -1116936.578893 nChanged 4 SP:Iteration 51Q (5922.623586 sec): 3 clusters Score: Raw -1121923.451619 + Penalty 4986.509548 = -1116936.942071 nChanged 3 SP:Iteration 52Q (5922.723297 sec): 3 clusters Score: Raw -1121923.699644 + Penalty 4986.509548 = -1116937.190096 nChanged 3 SP:Iteration 53Q (5922.818112 sec): 3 clusters Score: Raw -1121924.024534 + Penalty 4986.509548 = -1116937.514986 nChanged 4 SP:Iteration 54Q (5922.908953 sec): 3 clusters Score: Raw -1121924.410415 + Penalty 4986.509548 = -1116937.900867 nChanged 4 SP:Iteration 55Q (5923.004941 sec): 3 clusters Score: Raw -1121925.041311 + Penalty 4986.509548 = -1116938.531763 nChanged 4 SP:Iteration 56Q (5923.119426 sec): 3 clusters Score: Raw -1121925.334462 + Penalty 4986.509548 = -1116938.824914 nChanged 2 SP:Iteration 57Q (5923.202124 sec): 3 clusters Score: Raw -1121925.572238 + Penalty 4986.509548 = -1116939.062690 nChanged 1 SP:Iteration 58Q (5923.289783 sec): 3 clusters Score: Raw -1121925.652654 + Penalty 4986.509548 = -1116939.143106 nChanged 0 SP:Iteration 59F (5923.490726 sec): 3 clusters Score: Raw -1121925.652654 + Penalty 4986.509548 = -1116939.143106 nChanged 0 Trying to split cluster 9 (5073 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5923.586177 sec): 2 clusters Score: Raw -415641.055391 + Penalty 2252.365536 = -413388.689855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5923.663049 sec): 3 clusters Score: Raw -413240.910367 + Penalty 4504.731073 = -408736.179295 nChanged 1947 SP:Iteration 1F (5923.731953 sec): 3 clusters Score: Raw -414485.535403 + Penalty 4504.731073 = -409980.804330 nChanged 432 SP:Iteration 2F (5923.779128 sec): 3 clusters Score: Raw -414815.803268 + Penalty 4504.731073 = -410311.072195 nChanged 344 SP:Iteration 3F (5923.833010 sec): 3 clusters Score: Raw -415100.613125 + Penalty 4504.731073 = -410595.882053 nChanged 283 SP:Iteration 4F (5923.879873 sec): 3 clusters Score: Raw -415396.847695 + Penalty 4504.731073 = -410892.116622 nChanged 292 SP:Iteration 5F (5923.926756 sec): 3 clusters Score: Raw -415670.712006 + Penalty 4504.731073 = -411165.980933 nChanged 245 SP:Iteration 6Q (5923.974017 sec): 3 clusters Score: Raw -415903.854830 + Penalty 4504.731073 = -411399.123758 nChanged 214 SP:Iteration 7Q (5924.020984 sec): 3 clusters Score: Raw -416097.045466 + Penalty 4504.731073 = -411592.314393 nChanged 182 SP:Iteration 8Q (5924.067799 sec): 3 clusters Score: Raw -416234.388802 + Penalty 4504.731073 = -411729.657729 nChanged 141 SP:Iteration 9Q (5924.187135 sec): 3 clusters Score: Raw -416320.848879 + Penalty 4504.731073 = -411816.117807 nChanged 107 SP:Iteration 10Q (5924.302979 sec): 3 clusters Score: Raw -416373.238597 + Penalty 4504.731073 = -411868.507525 nChanged 74 SP:Iteration 11Q (5924.441787 sec): 3 clusters Score: Raw -416413.480166 + Penalty 4504.731073 = -411908.749093 nChanged 75 SP:Iteration 12Q (5924.585034 sec): 3 clusters Score: Raw -416454.455226 + Penalty 4504.731073 = -411949.724154 nChanged 67 SP:Iteration 13Q (5924.715385 sec): 3 clusters Score: Raw -416485.965356 + Penalty 4504.731073 = -411981.234284 nChanged 52 SP:Iteration 14Q (5924.849527 sec): 3 clusters Score: Raw -416508.867070 + Penalty 4504.731073 = -412004.135998 nChanged 41 SP:Iteration 15Q (5924.963634 sec): 3 clusters Score: Raw -416526.592777 + Penalty 4504.731073 = -412021.861704 nChanged 31 SP:Iteration 16Q (5925.095231 sec): 3 clusters Score: Raw -416539.163314 + Penalty 4504.731073 = -412034.432241 nChanged 29 SP:Iteration 17Q (5925.223886 sec): 3 clusters Score: Raw -416548.821972 + Penalty 4504.731073 = -412044.090899 nChanged 28 SP:Iteration 18Q (5925.356444 sec): 3 clusters Score: Raw -416557.520508 + Penalty 4504.731073 = -412052.789435 nChanged 20 SP:Iteration 19Q (5925.470158 sec): 3 clusters Score: Raw -416568.529781 + Penalty 4504.731073 = -412063.798708 nChanged 23 SP:Iteration 20F (5925.519687 sec): 3 clusters Score: Raw -416580.957078 + Penalty 4504.731073 = -412076.226005 nChanged 28 SP:Iteration 21Q (5925.569919 sec): 3 clusters Score: Raw -416595.519645 + Penalty 4504.731073 = -412090.788572 nChanged 32 SP:Iteration 22Q (5925.621246 sec): 3 clusters Score: Raw -416611.265693 + Penalty 4504.731073 = -412106.534620 nChanged 33 SP:Iteration 23Q (5925.672497 sec): 3 clusters Score: Raw -416627.621162 + Penalty 4504.731073 = -412122.890090 nChanged 18 SP:Iteration 24Q (5925.725361 sec): 3 clusters Score: Raw -416634.833521 + Penalty 4504.731073 = -412130.102449 nChanged 19 SP:Iteration 25Q (5925.780493 sec): 3 clusters Score: Raw -416642.932526 + Penalty 4504.731073 = -412138.201453 nChanged 12 SP:Iteration 26Q (5925.835385 sec): 3 clusters Score: Raw -416646.478307 + Penalty 4504.731073 = -412141.747235 nChanged 9 SP:Iteration 27Q (5925.889442 sec): 3 clusters Score: Raw -416648.966861 + Penalty 4504.731073 = -412144.235789 nChanged 11 SP:Iteration 28Q (5925.942917 sec): 3 clusters Score: Raw -416652.117411 + Penalty 4504.731073 = -412147.386338 nChanged 9 SP:Iteration 29Q (5925.997857 sec): 3 clusters Score: Raw -416654.480254 + Penalty 4504.731073 = -412149.749181 nChanged 6 SP:Iteration 30Q (5926.051761 sec): 3 clusters Score: Raw -416655.954509 + Penalty 4504.731073 = -412151.223436 nChanged 5 SP:Iteration 31Q (5926.105757 sec): 3 clusters Score: Raw -416658.103729 + Penalty 4504.731073 = -412153.372656 nChanged 9 SP:Iteration 32Q (5926.159115 sec): 3 clusters Score: Raw -416660.720218 + Penalty 4504.731073 = -412155.989145 nChanged 8 SP:Iteration 33Q (5926.213164 sec): 3 clusters Score: Raw -416664.992704 + Penalty 4504.731073 = -412160.261631 nChanged 9 SP:Iteration 34Q (5926.266835 sec): 3 clusters Score: Raw -416669.495130 + Penalty 4504.731073 = -412164.764058 nChanged 10 SP:Iteration 35Q (5926.375139 sec): 3 clusters Score: Raw -416672.930901 + Penalty 4504.731073 = -412168.199828 nChanged 8 SP:Iteration 36Q (5926.428441 sec): 3 clusters Score: Raw -416675.164565 + Penalty 4504.731073 = -412170.433492 nChanged 6 SP:Iteration 37Q (5926.481664 sec): 3 clusters Score: Raw -416676.667546 + Penalty 4504.731073 = -412171.936473 nChanged 5 SP:Iteration 38Q (5926.533657 sec): 3 clusters Score: Raw -416677.950783 + Penalty 4504.731073 = -412173.219711 nChanged 4 SP:Iteration 39Q (5926.585518 sec): 3 clusters Score: Raw -416679.352866 + Penalty 4504.731073 = -412174.621794 nChanged 5 SP:Iteration 40F (5926.637685 sec): 3 clusters Score: Raw -416680.526593 + Penalty 4504.731073 = -412175.795520 nChanged 3 SP:Iteration 41Q (5926.692143 sec): 3 clusters Score: Raw -416680.948139 + Penalty 4504.731073 = -412176.217067 nChanged 4 SP:Iteration 42Q (5926.811530 sec): 3 clusters Score: Raw -416681.671028 + Penalty 4504.731073 = -412176.939956 nChanged 1 SP:Iteration 43Q (5926.989004 sec): 3 clusters Score: Raw -416681.862229 + Penalty 4504.731073 = -412177.131156 nChanged 0 SP:Iteration 44F (5927.093276 sec): 3 clusters Score: Raw -416681.862229 + Penalty 4504.731073 = -412177.131156 nChanged 0 Trying to split cluster 10 (7976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5927.171836 sec): 2 clusters Score: Raw -662637.125054 + Penalty 2371.826770 = -660265.298283 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5927.338651 sec): 3 clusters Score: Raw -658520.584093 + Penalty 4743.653541 = -653776.930553 nChanged 3203 SP:Iteration 1F (5927.477268 sec): 3 clusters Score: Raw -660411.541468 + Penalty 4743.653541 = -655667.887927 nChanged 602 SP:Iteration 2F (5927.601147 sec): 3 clusters Score: Raw -660802.181909 + Penalty 4743.653541 = -656058.528368 nChanged 461 SP:Iteration 3F (5927.718012 sec): 3 clusters Score: Raw -661218.242718 + Penalty 4743.653541 = -656474.589178 nChanged 469 SP:Iteration 4F (5927.888690 sec): 3 clusters Score: Raw -661631.442160 + Penalty 4743.653541 = -656887.788620 nChanged 444 SP:Iteration 5F (5928.072731 sec): 3 clusters Score: Raw -662035.399065 + Penalty 4743.653541 = -657291.745524 nChanged 441 SP:Iteration 6F (5928.120639 sec): 3 clusters Score: Raw -662391.728129 + Penalty 4743.653541 = -657648.074588 nChanged 388 SP:Iteration 7Q (5928.178697 sec): 3 clusters Score: Raw -662710.530590 + Penalty 4743.653541 = -657966.877049 nChanged 361 SP:Iteration 8Q (5928.261110 sec): 3 clusters Score: Raw -662965.713107 + Penalty 4743.653541 = -658222.059566 nChanged 302 SP:Iteration 9Q (5928.349836 sec): 3 clusters Score: Raw -663154.250369 + Penalty 4743.653541 = -658410.596829 nChanged 231 SP:Iteration 10Q (5928.412693 sec): 3 clusters Score: Raw -663290.183319 + Penalty 4743.653541 = -658546.529778 nChanged 189 SP:Iteration 11Q (5928.475089 sec): 3 clusters Score: Raw -663389.814709 + Penalty 4743.653541 = -658646.161169 nChanged 146 SP:Iteration 12Q (5928.545734 sec): 3 clusters Score: Raw -663451.170836 + Penalty 4743.653541 = -658707.517295 nChanged 114 SP:Iteration 13Q (5928.617195 sec): 3 clusters Score: Raw -663498.687285 + Penalty 4743.653541 = -658755.033744 nChanged 108 SP:Iteration 14Q (5928.684228 sec): 3 clusters Score: Raw -663544.873847 + Penalty 4743.653541 = -658801.220306 nChanged 97 SP:Iteration 15Q (5928.749019 sec): 3 clusters Score: Raw -663579.631265 + Penalty 4743.653541 = -658835.977724 nChanged 63 SP:Iteration 16Q (5928.816723 sec): 3 clusters Score: Raw -663599.293623 + Penalty 4743.653541 = -658855.640083 nChanged 50 SP:Iteration 17Q (5928.886862 sec): 3 clusters Score: Raw -663612.624531 + Penalty 4743.653541 = -658868.970990 nChanged 38 SP:Iteration 18Q (5928.955888 sec): 3 clusters Score: Raw -663621.770834 + Penalty 4743.653541 = -658878.117293 nChanged 28 SP:Iteration 19Q (5929.024595 sec): 3 clusters Score: Raw -663629.062096 + Penalty 4743.653541 = -658885.408555 nChanged 24 SP:Iteration 20F (5929.094353 sec): 3 clusters Score: Raw -663633.213308 + Penalty 4743.653541 = -658889.559767 nChanged 10 SP:Iteration 21Q (5929.163411 sec): 3 clusters Score: Raw -663634.969247 + Penalty 4743.653541 = -658891.315707 nChanged 9 SP:Iteration 22Q (5929.232425 sec): 3 clusters Score: Raw -663636.730316 + Penalty 4743.653541 = -658893.076775 nChanged 7 SP:Iteration 23Q (5929.300853 sec): 3 clusters Score: Raw -663637.775713 + Penalty 4743.653541 = -658894.122173 nChanged 6 SP:Iteration 24Q (5929.369257 sec): 3 clusters Score: Raw -663638.792645 + Penalty 4743.653541 = -658895.139104 nChanged 4 SP:Iteration 25Q (5929.437221 sec): 3 clusters Score: Raw -663639.600244 + Penalty 4743.653541 = -658895.946703 nChanged 2 SP:Iteration 26Q (5929.505166 sec): 3 clusters Score: Raw -663640.035325 + Penalty 4743.653541 = -658896.381784 nChanged 2 SP:Iteration 27Q (5929.695268 sec): 3 clusters Score: Raw -663640.794624 + Penalty 4743.653541 = -658897.141083 nChanged 3 SP:Iteration 28Q (5929.872996 sec): 3 clusters Score: Raw -663641.340277 + Penalty 4743.653541 = -658897.686737 nChanged 3 SP:Iteration 29Q (5929.987485 sec): 3 clusters Score: Raw -663641.711051 + Penalty 4743.653541 = -658898.057510 nChanged 0 SP:Iteration 30F (5930.139899 sec): 3 clusters Score: Raw -663641.711051 + Penalty 4743.653541 = -658898.057510 nChanged 0 Trying to split cluster 11 (11304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5930.234197 sec): 2 clusters Score: Raw -986922.582547 + Penalty 2463.888748 = -984458.693799 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5930.336107 sec): 3 clusters Score: Raw -980716.300393 + Penalty 4927.777496 = -975788.522897 nChanged 4817 SP:Iteration 1F (5930.403292 sec): 3 clusters Score: Raw -983427.032302 + Penalty 4927.777496 = -978499.254806 nChanged 850 SP:Iteration 2F (5930.501288 sec): 3 clusters Score: Raw -983876.528386 + Penalty 4927.777496 = -978948.750890 nChanged 667 SP:Iteration 3F (5930.582680 sec): 3 clusters Score: Raw -984244.470142 + Penalty 4927.777496 = -979316.692646 nChanged 572 SP:Iteration 4F (5930.663625 sec): 3 clusters Score: Raw -984572.735950 + Penalty 4927.777496 = -979644.958454 nChanged 557 SP:Iteration 5Q (5930.752437 sec): 3 clusters Score: Raw -984927.742834 + Penalty 4927.777496 = -979999.965338 nChanged 578 SP:Iteration 6F (5930.836669 sec): 3 clusters Score: Raw -985312.136675 + Penalty 4927.777496 = -980384.359179 nChanged 520 SP:Iteration 7Q (5930.922117 sec): 3 clusters Score: Raw -985689.383825 + Penalty 4927.777496 = -980761.606329 nChanged 502 SP:Iteration 8Q (5931.010718 sec): 3 clusters Score: Raw -986050.031336 + Penalty 4927.777496 = -981122.253840 nChanged 443 SP:Iteration 9Q (5931.096552 sec): 3 clusters Score: Raw -986355.335731 + Penalty 4927.777496 = -981427.558235 nChanged 368 SP:Iteration 10Q (5931.181670 sec): 3 clusters Score: Raw -986592.661138 + Penalty 4927.777496 = -981664.883642 nChanged 322 SP:Iteration 11Q (5931.269404 sec): 3 clusters Score: Raw -986800.191174 + Penalty 4927.777496 = -981872.413678 nChanged 280 SP:Iteration 12Q (5931.355095 sec): 3 clusters Score: Raw -986941.973597 + Penalty 4927.777496 = -982014.196101 nChanged 213 SP:Iteration 13Q (5931.440059 sec): 3 clusters Score: Raw -987052.374019 + Penalty 4927.777496 = -982124.596523 nChanged 174 SP:Iteration 14Q (5931.526907 sec): 3 clusters Score: Raw -987134.181851 + Penalty 4927.777496 = -982206.404355 nChanged 139 SP:Iteration 15Q (5931.611451 sec): 3 clusters Score: Raw -987195.356097 + Penalty 4927.777496 = -982267.578600 nChanged 123 SP:Iteration 16Q (5931.695683 sec): 3 clusters Score: Raw -987244.736078 + Penalty 4927.777496 = -982316.958582 nChanged 106 SP:Iteration 17Q (5931.781181 sec): 3 clusters Score: Raw -987289.379320 + Penalty 4927.777496 = -982361.601824 nChanged 95 SP:Iteration 18Q (5931.865722 sec): 3 clusters Score: Raw -987320.598126 + Penalty 4927.777496 = -982392.820630 nChanged 72 SP:Iteration 19Q (5931.949568 sec): 3 clusters Score: Raw -987348.595228 + Penalty 4927.777496 = -982420.817732 nChanged 74 SP:Iteration 20F (5932.036614 sec): 3 clusters Score: Raw -987372.740072 + Penalty 4927.777496 = -982444.962576 nChanged 60 SP:Iteration 21Q (5932.127205 sec): 3 clusters Score: Raw -987390.478632 + Penalty 4927.777496 = -982462.701135 nChanged 57 SP:Iteration 22Q (5932.210178 sec): 3 clusters Score: Raw -987408.395180 + Penalty 4927.777496 = -982480.617684 nChanged 37 SP:Iteration 23Q (5932.294320 sec): 3 clusters Score: Raw -987419.217720 + Penalty 4927.777496 = -982491.440224 nChanged 38 SP:Iteration 24Q (5932.379473 sec): 3 clusters Score: Raw -987430.541218 + Penalty 4927.777496 = -982502.763721 nChanged 46 SP:Iteration 25Q (5932.467978 sec): 3 clusters Score: Raw -987446.423490 + Penalty 4927.777496 = -982518.645994 nChanged 37 SP:Iteration 26Q (5932.680372 sec): 3 clusters Score: Raw -987459.096619 + Penalty 4927.777496 = -982531.319123 nChanged 33 SP:Iteration 27Q (5932.831306 sec): 3 clusters Score: Raw -987468.670971 + Penalty 4927.777496 = -982540.893475 nChanged 25 SP:Iteration 28Q (5933.004042 sec): 3 clusters Score: Raw -987475.998265 + Penalty 4927.777496 = -982548.220769 nChanged 38 SP:Iteration 29Q (5933.156828 sec): 3 clusters Score: Raw -987487.116641 + Penalty 4927.777496 = -982559.339145 nChanged 28 SP:Iteration 30Q (5933.337113 sec): 3 clusters Score: Raw -987492.770994 + Penalty 4927.777496 = -982564.993497 nChanged 19 SP:Iteration 31Q (5933.456259 sec): 3 clusters Score: Raw -987497.074508 + Penalty 4927.777496 = -982569.297012 nChanged 21 SP:Iteration 32Q (5933.539988 sec): 3 clusters Score: Raw -987503.013869 + Penalty 4927.777496 = -982575.236373 nChanged 19 SP:Iteration 33Q (5933.624188 sec): 3 clusters Score: Raw -987507.970280 + Penalty 4927.777496 = -982580.192784 nChanged 19 SP:Iteration 34Q (5933.708059 sec): 3 clusters Score: Raw -987512.185649 + Penalty 4927.777496 = -982584.408153 nChanged 15 SP:Iteration 35Q (5933.792271 sec): 3 clusters Score: Raw -987515.420428 + Penalty 4927.777496 = -982587.642932 nChanged 13 SP:Iteration 36Q (5933.875489 sec): 3 clusters Score: Raw -987518.617637 + Penalty 4927.777496 = -982590.840141 nChanged 13 SP:Iteration 37Q (5933.958845 sec): 3 clusters Score: Raw -987522.018031 + Penalty 4927.777496 = -982594.240535 nChanged 12 SP:Iteration 38Q (5934.042210 sec): 3 clusters Score: Raw -987523.819563 + Penalty 4927.777496 = -982596.042067 nChanged 6 SP:Iteration 39Q (5934.129184 sec): 3 clusters Score: Raw -987524.935440 + Penalty 4927.777496 = -982597.157944 nChanged 8 SP:Iteration 40F (5934.225667 sec): 3 clusters Score: Raw -987527.000290 + Penalty 4927.777496 = -982599.222794 nChanged 7 SP:Iteration 41Q (5934.306162 sec): 3 clusters Score: Raw -987528.599642 + Penalty 4927.777496 = -982600.822146 nChanged 11 SP:Iteration 42Q (5934.385932 sec): 3 clusters Score: Raw -987530.718768 + Penalty 4927.777496 = -982602.941272 nChanged 9 SP:Iteration 43Q (5934.486099 sec): 3 clusters Score: Raw -987532.804175 + Penalty 4927.777496 = -982605.026679 nChanged 10 SP:Iteration 44Q (5934.570057 sec): 3 clusters Score: Raw -987535.189079 + Penalty 4927.777496 = -982607.411583 nChanged 9 SP:Iteration 45Q (5934.646821 sec): 3 clusters Score: Raw -987537.231607 + Penalty 4927.777496 = -982609.454111 nChanged 11 SP:Iteration 46Q (5934.746211 sec): 3 clusters Score: Raw -987538.811310 + Penalty 4927.777496 = -982611.033814 nChanged 7 SP:Iteration 47Q (5934.832947 sec): 3 clusters Score: Raw -987540.017306 + Penalty 4927.777496 = -982612.239810 nChanged 6 SP:Iteration 48Q (5934.907585 sec): 3 clusters Score: Raw -987541.144210 + Penalty 4927.777496 = -982613.366714 nChanged 3 SP:Iteration 49Q (5935.002918 sec): 3 clusters Score: Raw -987541.833213 + Penalty 4927.777496 = -982614.055717 nChanged 2 SP:Iteration 50Q (5935.091965 sec): 3 clusters Score: Raw -987542.342141 + Penalty 4927.777496 = -982614.564645 nChanged 2 SP:Iteration 51Q (5935.165904 sec): 3 clusters Score: Raw -987542.818300 + Penalty 4927.777496 = -982615.040804 nChanged 3 SP:Iteration 52Q (5935.257463 sec): 3 clusters Score: Raw -987543.192088 + Penalty 4927.777496 = -982615.414592 nChanged 1 SP:Iteration 53Q (5935.352359 sec): 3 clusters Score: Raw -987543.566135 + Penalty 4927.777496 = -982615.788639 nChanged 2 SP:Iteration 54Q (5935.468129 sec): 3 clusters Score: Raw -987543.942561 + Penalty 4927.777496 = -982616.165065 nChanged 1 SP:Iteration 55Q (5935.586975 sec): 3 clusters Score: Raw -987544.120436 + Penalty 4927.777496 = -982616.342940 nChanged 1 SP:Iteration 56Q (5935.658193 sec): 3 clusters Score: Raw -987544.243867 + Penalty 4927.777496 = -982616.466371 nChanged 0 SP:Iteration 57F (5935.817550 sec): 3 clusters Score: Raw -987544.243867 + Penalty 4927.777496 = -982616.466371 nChanged 0 Iteration 139Q (5937.574671 sec): 12 clusters Score: Raw -11815164.799845 + Penalty 34530.724271 = -11780634.075574 nChanged 107 Iteration 140F (5939.915771 sec): 12 clusters Score: Raw -11815174.316606 + Penalty 34530.724271 = -11780643.592335 nChanged 103 Iteration 141Q (5941.649060 sec): 12 clusters Score: Raw -11815183.692332 + Penalty 34530.724271 = -11780652.968061 nChanged 95 Iteration 142Q (5943.359112 sec): 12 clusters Score: Raw -11815190.997367 + Penalty 34530.724271 = -11780660.273096 nChanged 74 Iteration 143Q (5944.938389 sec): 12 clusters Score: Raw -11815197.284206 + Penalty 34530.724271 = -11780666.559936 nChanged 82 Iteration 144Q (5946.394502 sec): 12 clusters Score: Raw -11815203.271564 + Penalty 34530.724271 = -11780672.547293 nChanged 62 Iteration 145Q (5947.997231 sec): 12 clusters Score: Raw -11815208.723123 + Penalty 34530.724271 = -11780677.998852 nChanged 51 Iteration 146Q (5949.420586 sec): 12 clusters Score: Raw -11815213.134617 + Penalty 34530.724271 = -11780682.410346 nChanged 51 Iteration 147Q (5950.817669 sec): 12 clusters Score: Raw -11815218.486204 + Penalty 34530.724271 = -11780687.761933 nChanged 42 Iteration 148Q (5952.083943 sec): 12 clusters Score: Raw -11815222.370032 + Penalty 34530.724271 = -11780691.645761 nChanged 39 Iteration 149Q (5953.425764 sec): 12 clusters Score: Raw -11815225.812748 + Penalty 34530.724271 = -11780695.088477 nChanged 44 Iteration 150Q (5954.689918 sec): 12 clusters Score: Raw -11815229.823234 + Penalty 34530.724271 = -11780699.098963 nChanged 46 Iteration 151Q (5956.032037 sec): 12 clusters Score: Raw -11815233.407320 + Penalty 34530.724271 = -11780702.683049 nChanged 41 Iteration 152Q (5957.424240 sec): 12 clusters Score: Raw -11815237.055670 + Penalty 34530.724271 = -11780706.331399 nChanged 53 Iteration 153Q (5958.759474 sec): 12 clusters Score: Raw -11815242.323818 + Penalty 34530.724271 = -11780711.599547 nChanged 60 Iteration 154Q (5960.057901 sec): 12 clusters Score: Raw -11815248.547037 + Penalty 34530.724271 = -11780717.822766 nChanged 58 Iteration 155Q (5961.359796 sec): 12 clusters Score: Raw -11815255.569968 + Penalty 34530.724271 = -11780724.845697 nChanged 59 Iteration 156Q (5962.654516 sec): 12 clusters Score: Raw -11815262.615460 + Penalty 34530.724271 = -11780731.891189 nChanged 51 Iteration 157Q (5963.934321 sec): 12 clusters Score: Raw -11815268.113880 + Penalty 34530.724271 = -11780737.389610 nChanged 50 Iteration 158Q (5965.285084 sec): 12 clusters Score: Raw -11815272.570462 + Penalty 34530.724271 = -11780741.846191 nChanged 46 Iteration 159Q (5966.719719 sec): 12 clusters Score: Raw -11815276.266405 + Penalty 34530.724271 = -11780745.542134 nChanged 49 Iteration 160F (5968.609032 sec): 12 clusters Score: Raw -11815280.196330 + Penalty 34530.724271 = -11780749.472059 nChanged 41 Iteration 161Q (5969.946912 sec): 12 clusters Score: Raw -11815283.205536 + Penalty 34530.724271 = -11780752.481266 nChanged 41 Iteration 162Q (5971.283073 sec): 12 clusters Score: Raw -11815286.004666 + Penalty 34530.724271 = -11780755.280395 nChanged 36 Iteration 163Q (5972.570930 sec): 12 clusters Score: Raw -11815288.689251 + Penalty 34530.724271 = -11780757.964981 nChanged 29 Iteration 164Q (5973.922735 sec): 12 clusters Score: Raw -11815290.156622 + Penalty 34530.724271 = -11780759.432351 nChanged 21 Iteration 165Q (5975.271390 sec): 12 clusters Score: Raw -11815291.347013 + Penalty 34530.724271 = -11780760.622743 nChanged 17 Iteration 166Q (5976.547978 sec): 12 clusters Score: Raw -11815292.174094 + Penalty 34530.724271 = -11780761.449824 nChanged 14 Iteration 167Q (5977.891937 sec): 12 clusters Score: Raw -11815292.803717 + Penalty 34530.724271 = -11780762.079447 nChanged 8 Iteration 168Q (5979.221749 sec): 12 clusters Score: Raw -11815293.251466 + Penalty 34530.724271 = -11780762.527196 nChanged 9 Iteration 169Q (5980.516321 sec): 12 clusters Score: Raw -11815293.777395 + Penalty 34530.724271 = -11780763.053125 nChanged 9 Iteration 170Q (5981.814321 sec): 12 clusters Score: Raw -11815294.336288 + Penalty 34530.724271 = -11780763.612018 nChanged 8 Iteration 171Q (5983.213875 sec): 12 clusters Score: Raw -11815294.736153 + Penalty 34530.724271 = -11780764.011882 nChanged 5 Iteration 172Q (5984.541213 sec): 12 clusters Score: Raw -11815294.971115 + Penalty 34530.724271 = -11780764.246844 nChanged 2 Iteration 173Q (5985.853352 sec): 12 clusters Score: Raw -11815295.032798 + Penalty 34530.724271 = -11780764.308528 nChanged 2 Iteration 174Q (5987.188624 sec): 12 clusters Score: Raw -11815295.191937 + Penalty 34530.724271 = -11780764.467666 nChanged 2 Iteration 175Q (5988.470773 sec): 12 clusters Score: Raw -11815295.271631 + Penalty 34530.724271 = -11780764.547360 nChanged 2 Iteration 176Q (5989.806361 sec): 12 clusters Score: Raw -11815295.504718 + Penalty 34530.724271 = -11780764.780447 nChanged 4 Iteration 177Q (5991.091020 sec): 12 clusters Score: Raw -11815295.674442 + Penalty 34530.724271 = -11780764.950172 nChanged 2 Iteration 178Q (5992.420959 sec): 12 clusters Score: Raw -11815295.713170 + Penalty 34530.724271 = -11780764.988899 nChanged 1 Writing temp clu file Because OldScore, -11780764.950172, is greater than current (better) Score,-11780764.988899 Compute initial score before splitting: Score: Raw -11815295.713170 + Penalty 34530.724271 = -11780764.988899 Trying to split cluster 1 (10755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5992.597206 sec): 2 clusters Score: Raw -852069.360522 + Penalty 2450.745275 = -849618.615247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5992.791176 sec): 3 clusters Score: Raw -846334.008950 + Penalty 4901.490550 = -841432.518400 nChanged 4429 SP:Iteration 1F (5992.935103 sec): 3 clusters Score: Raw -848835.539971 + Penalty 4901.490550 = -843934.049421 nChanged 776 SP:Iteration 2F (5993.020788 sec): 3 clusters Score: Raw -849281.686435 + Penalty 4901.490550 = -844380.195885 nChanged 629 SP:Iteration 3F (5993.082220 sec): 3 clusters Score: Raw -849634.755888 + Penalty 4901.490550 = -844733.265338 nChanged 535 SP:Iteration 4Q (5993.142181 sec): 3 clusters Score: Raw -849906.057926 + Penalty 4901.490550 = -845004.567376 nChanged 467 SP:Iteration 5Q (5993.232010 sec): 3 clusters Score: Raw -850143.616868 + Penalty 4901.490550 = -845242.126318 nChanged 416 SP:Iteration 6Q (5993.309341 sec): 3 clusters Score: Raw -850342.740979 + Penalty 4901.490550 = -845441.250429 nChanged 378 SP:Iteration 7Q (5993.374395 sec): 3 clusters Score: Raw -850529.360762 + Penalty 4901.490550 = -845627.870212 nChanged 363 SP:Iteration 8Q (5993.441450 sec): 3 clusters Score: Raw -850724.369451 + Penalty 4901.490550 = -845822.878901 nChanged 387 SP:Iteration 9Q (5993.512040 sec): 3 clusters Score: Raw -850932.056195 + Penalty 4901.490550 = -846030.565645 nChanged 380 SP:Iteration 10Q (5993.584500 sec): 3 clusters Score: Raw -851146.910083 + Penalty 4901.490550 = -846245.419533 nChanged 368 SP:Iteration 11Q (5993.659916 sec): 3 clusters Score: Raw -851344.520061 + Penalty 4901.490550 = -846443.029511 nChanged 310 SP:Iteration 12Q (5993.732621 sec): 3 clusters Score: Raw -851494.281066 + Penalty 4901.490550 = -846592.790516 nChanged 250 SP:Iteration 13Q (5993.803231 sec): 3 clusters Score: Raw -851606.845843 + Penalty 4901.490550 = -846705.355293 nChanged 237 SP:Iteration 14Q (5993.874603 sec): 3 clusters Score: Raw -851707.605551 + Penalty 4901.490550 = -846806.115001 nChanged 170 SP:Iteration 15Q (5993.946042 sec): 3 clusters Score: Raw -851778.915661 + Penalty 4901.490550 = -846877.425111 nChanged 164 SP:Iteration 16Q (5994.018100 sec): 3 clusters Score: Raw -851841.750311 + Penalty 4901.490550 = -846940.259761 nChanged 128 SP:Iteration 17Q (5994.089661 sec): 3 clusters Score: Raw -851882.062436 + Penalty 4901.490550 = -846980.571886 nChanged 110 SP:Iteration 18Q (5994.247314 sec): 3 clusters Score: Raw -851915.725035 + Penalty 4901.490550 = -847014.234485 nChanged 120 SP:Iteration 19Q (5994.404582 sec): 3 clusters Score: Raw -851955.153976 + Penalty 4901.490550 = -847053.663426 nChanged 112 SP:Iteration 20F (5994.539091 sec): 3 clusters Score: Raw -851993.019060 + Penalty 4901.490550 = -847091.528510 nChanged 91 SP:Iteration 21Q (5994.684987 sec): 3 clusters Score: Raw -852016.855720 + Penalty 4901.490550 = -847115.365170 nChanged 62 SP:Iteration 22Q (5994.905095 sec): 3 clusters Score: Raw -852029.825105 + Penalty 4901.490550 = -847128.334555 nChanged 42 SP:Iteration 23Q (5994.985170 sec): 3 clusters Score: Raw -852040.470414 + Penalty 4901.490550 = -847138.979864 nChanged 45 SP:Iteration 24Q (5995.058734 sec): 3 clusters Score: Raw -852051.928914 + Penalty 4901.490550 = -847150.438364 nChanged 35 SP:Iteration 25Q (5995.142332 sec): 3 clusters Score: Raw -852058.077138 + Penalty 4901.490550 = -847156.586588 nChanged 27 SP:Iteration 26Q (5995.226922 sec): 3 clusters Score: Raw -852064.160018 + Penalty 4901.490550 = -847162.669468 nChanged 35 SP:Iteration 27Q (5995.313441 sec): 3 clusters Score: Raw -852071.621093 + Penalty 4901.490550 = -847170.130543 nChanged 30 SP:Iteration 28Q (5995.393208 sec): 3 clusters Score: Raw -852076.834919 + Penalty 4901.490550 = -847175.344369 nChanged 25 SP:Iteration 29Q (5995.473221 sec): 3 clusters Score: Raw -852081.067201 + Penalty 4901.490550 = -847179.576651 nChanged 22 SP:Iteration 30Q (5995.562518 sec): 3 clusters Score: Raw -852085.730052 + Penalty 4901.490550 = -847184.239502 nChanged 16 SP:Iteration 31Q (5995.645403 sec): 3 clusters Score: Raw -852089.001702 + Penalty 4901.490550 = -847187.511152 nChanged 13 SP:Iteration 32Q (5995.715710 sec): 3 clusters Score: Raw -852090.925540 + Penalty 4901.490550 = -847189.434990 nChanged 6 SP:Iteration 33Q (5995.798337 sec): 3 clusters Score: Raw -852091.686223 + Penalty 4901.490550 = -847190.195673 nChanged 6 SP:Iteration 34Q (5995.885640 sec): 3 clusters Score: Raw -852092.606485 + Penalty 4901.490550 = -847191.115935 nChanged 6 SP:Iteration 35Q (5995.968725 sec): 3 clusters Score: Raw -852093.390182 + Penalty 4901.490550 = -847191.899632 nChanged 5 SP:Iteration 36Q (5996.046895 sec): 3 clusters Score: Raw -852094.313118 + Penalty 4901.490550 = -847192.822568 nChanged 9 SP:Iteration 37Q (5996.116801 sec): 3 clusters Score: Raw -852095.645923 + Penalty 4901.490550 = -847194.155372 nChanged 7 SP:Iteration 38Q (5996.207394 sec): 3 clusters Score: Raw -852096.789896 + Penalty 4901.490550 = -847195.299346 nChanged 12 SP:Iteration 39Q (5996.300888 sec): 3 clusters Score: Raw -852098.217730 + Penalty 4901.490550 = -847196.727180 nChanged 4 SP:Iteration 40F (5996.377757 sec): 3 clusters Score: Raw -852098.763488 + Penalty 4901.490550 = -847197.272938 nChanged 7 SP:Iteration 41Q (5996.453626 sec): 3 clusters Score: Raw -852100.053948 + Penalty 4901.490550 = -847198.563398 nChanged 8 SP:Iteration 42Q (5996.534197 sec): 3 clusters Score: Raw -852101.010420 + Penalty 4901.490550 = -847199.519870 nChanged 4 SP:Iteration 43Q (5996.627317 sec): 3 clusters Score: Raw -852101.788538 + Penalty 4901.490550 = -847200.297988 nChanged 3 SP:Iteration 44Q (5996.715495 sec): 3 clusters Score: Raw -852102.431638 + Penalty 4901.490550 = -847200.941088 nChanged 6 SP:Iteration 45Q (5996.785807 sec): 3 clusters Score: Raw -852103.179610 + Penalty 4901.490550 = -847201.689060 nChanged 10 SP:Iteration 46Q (5996.866065 sec): 3 clusters Score: Raw -852104.838757 + Penalty 4901.490550 = -847203.348207 nChanged 9 SP:Iteration 47Q (5996.951062 sec): 3 clusters Score: Raw -852106.042485 + Penalty 4901.490550 = -847204.551935 nChanged 6 SP:Iteration 48Q (5997.039778 sec): 3 clusters Score: Raw -852106.675885 + Penalty 4901.490550 = -847205.185335 nChanged 3 SP:Iteration 49Q (5997.242011 sec): 3 clusters Score: Raw -852107.116383 + Penalty 4901.490550 = -847205.625833 nChanged 3 SP:Iteration 50Q (5997.428289 sec): 3 clusters Score: Raw -852107.380706 + Penalty 4901.490550 = -847205.890156 nChanged 1 SP:Iteration 51Q (5997.592569 sec): 3 clusters Score: Raw -852107.493895 + Penalty 4901.490550 = -847206.003345 nChanged 1 SP:Iteration 52Q (5997.783314 sec): 3 clusters Score: Raw -852107.590533 + Penalty 4901.490550 = -847206.099983 nChanged 1 SP:Iteration 53Q (5997.948321 sec): 3 clusters Score: Raw -852107.689631 + Penalty 4901.490550 = -847206.199081 nChanged 0 SP:Iteration 54F (5998.028626 sec): 3 clusters Score: Raw -852107.689631 + Penalty 4901.490550 = -847206.199081 nChanged 0 Trying to split cluster 2 (3749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5998.078599 sec): 2 clusters Score: Raw -279440.010678 + Penalty 2172.520526 = -277267.490152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5998.138633 sec): 3 clusters Score: Raw -277744.676888 + Penalty 4345.041052 = -273399.635836 nChanged 1386 SP:Iteration 1F (5998.200421 sec): 3 clusters Score: Raw -278675.567118 + Penalty 4345.041052 = -274330.526066 nChanged 324 SP:Iteration 2F (5998.251107 sec): 3 clusters Score: Raw -278952.574050 + Penalty 4345.041052 = -274607.532998 nChanged 232 SP:Iteration 3F (5998.293382 sec): 3 clusters Score: Raw -279174.389776 + Penalty 4345.041052 = -274829.348724 nChanged 218 SP:Iteration 4F (5998.334985 sec): 3 clusters Score: Raw -279406.707627 + Penalty 4345.041052 = -275061.666575 nChanged 212 SP:Iteration 5F (5998.376931 sec): 3 clusters Score: Raw -279606.169956 + Penalty 4345.041052 = -275261.128904 nChanged 135 SP:Iteration 6Q (5998.422121 sec): 3 clusters Score: Raw -279726.440019 + Penalty 4345.041052 = -275381.398967 nChanged 122 SP:Iteration 7Q (5998.470474 sec): 3 clusters Score: Raw -279846.196269 + Penalty 4345.041052 = -275501.155217 nChanged 104 SP:Iteration 8Q (5998.519013 sec): 3 clusters Score: Raw -279947.185870 + Penalty 4345.041052 = -275602.144818 nChanged 88 SP:Iteration 9Q (5998.568108 sec): 3 clusters Score: Raw -280044.470046 + Penalty 4345.041052 = -275699.428994 nChanged 82 SP:Iteration 10Q (5998.614826 sec): 3 clusters Score: Raw -280118.578976 + Penalty 4345.041052 = -275773.537924 nChanged 74 SP:Iteration 11Q (5998.661228 sec): 3 clusters Score: Raw -280170.823050 + Penalty 4345.041052 = -275825.781998 nChanged 56 SP:Iteration 12Q (5998.707869 sec): 3 clusters Score: Raw -280208.995618 + Penalty 4345.041052 = -275863.954566 nChanged 50 SP:Iteration 13Q (5998.753870 sec): 3 clusters Score: Raw -280244.000005 + Penalty 4345.041052 = -275898.958953 nChanged 41 SP:Iteration 14Q (5998.799254 sec): 3 clusters Score: Raw -280278.418564 + Penalty 4345.041052 = -275933.377512 nChanged 41 SP:Iteration 15Q (5998.844532 sec): 3 clusters Score: Raw -280308.304196 + Penalty 4345.041052 = -275963.263143 nChanged 44 SP:Iteration 16Q (5998.889745 sec): 3 clusters Score: Raw -280340.779573 + Penalty 4345.041052 = -275995.738521 nChanged 42 SP:Iteration 17Q (5998.936182 sec): 3 clusters Score: Raw -280370.488333 + Penalty 4345.041052 = -276025.447281 nChanged 56 SP:Iteration 18Q (5998.983096 sec): 3 clusters Score: Raw -280411.036788 + Penalty 4345.041052 = -276065.995736 nChanged 47 SP:Iteration 19Q (5999.029943 sec): 3 clusters Score: Raw -280445.430438 + Penalty 4345.041052 = -276100.389386 nChanged 56 SP:Iteration 20F (5999.077138 sec): 3 clusters Score: Raw -280500.665069 + Penalty 4345.041052 = -276155.624017 nChanged 69 SP:Iteration 21Q (5999.123351 sec): 3 clusters Score: Raw -280581.856183 + Penalty 4345.041052 = -276236.815131 nChanged 79 SP:Iteration 22Q (5999.198002 sec): 3 clusters Score: Raw -280665.521115 + Penalty 4345.041052 = -276320.480063 nChanged 72 SP:Iteration 23Q (5999.244196 sec): 3 clusters Score: Raw -280750.226340 + Penalty 4345.041052 = -276405.185288 nChanged 52 SP:Iteration 24Q (5999.351773 sec): 3 clusters Score: Raw -280812.398913 + Penalty 4345.041052 = -276467.357861 nChanged 53 SP:Iteration 25Q (5999.521349 sec): 3 clusters Score: Raw -280858.571166 + Penalty 4345.041052 = -276513.530114 nChanged 34 SP:Iteration 26Q (5999.631072 sec): 3 clusters Score: Raw -280881.196444 + Penalty 4345.041052 = -276536.155392 nChanged 15 SP:Iteration 27Q (5999.758398 sec): 3 clusters Score: Raw -280889.879283 + Penalty 4345.041052 = -276544.838231 nChanged 12 SP:Iteration 28Q (5999.883663 sec): 3 clusters Score: Raw -280894.785794 + Penalty 4345.041052 = -276549.744742 nChanged 8 SP:Iteration 29Q (6000.011077 sec): 3 clusters Score: Raw -280898.430082 + Penalty 4345.041052 = -276553.389030 nChanged 7 SP:Iteration 30Q (6000.172581 sec): 3 clusters Score: Raw -280902.768500 + Penalty 4345.041052 = -276557.727448 nChanged 6 SP:Iteration 31Q (6000.274139 sec): 3 clusters Score: Raw -280906.787511 + Penalty 4345.041052 = -276561.746459 nChanged 8 SP:Iteration 32Q (6000.404820 sec): 3 clusters Score: Raw -280909.828519 + Penalty 4345.041052 = -276564.787467 nChanged 6 SP:Iteration 33Q (6000.530064 sec): 3 clusters Score: Raw -280912.040139 + Penalty 4345.041052 = -276566.999087 nChanged 5 SP:Iteration 34Q (6000.570475 sec): 3 clusters Score: Raw -280915.200113 + Penalty 4345.041052 = -276570.159061 nChanged 8 SP:Iteration 35Q (6000.613720 sec): 3 clusters Score: Raw -280919.830392 + Penalty 4345.041052 = -276574.789340 nChanged 7 SP:Iteration 36Q (6000.656564 sec): 3 clusters Score: Raw -280922.425997 + Penalty 4345.041052 = -276577.384945 nChanged 5 SP:Iteration 37Q (6000.699311 sec): 3 clusters Score: Raw -280923.824222 + Penalty 4345.041052 = -276578.783170 nChanged 3 SP:Iteration 38Q (6000.742444 sec): 3 clusters Score: Raw -280925.112087 + Penalty 4345.041052 = -276580.071035 nChanged 3 SP:Iteration 39Q (6000.787523 sec): 3 clusters Score: Raw -280926.263263 + Penalty 4345.041052 = -276581.222211 nChanged 3 SP:Iteration 40F (6000.838273 sec): 3 clusters Score: Raw -280927.592352 + Penalty 4345.041052 = -276582.551300 nChanged 3 SP:Iteration 41Q (6000.887256 sec): 3 clusters Score: Raw -280928.622408 + Penalty 4345.041052 = -276583.581356 nChanged 2 SP:Iteration 42Q (6000.936382 sec): 3 clusters Score: Raw -280929.097628 + Penalty 4345.041052 = -276584.056576 nChanged 2 SP:Iteration 43Q (6000.981634 sec): 3 clusters Score: Raw -280929.733992 + Penalty 4345.041052 = -276584.692940 nChanged 2 SP:Iteration 44Q (6001.026060 sec): 3 clusters Score: Raw -280930.687909 + Penalty 4345.041052 = -276585.646857 nChanged 2 SP:Iteration 45Q (6001.070613 sec): 3 clusters Score: Raw -280931.004409 + Penalty 4345.041052 = -276585.963357 nChanged 1 SP:Iteration 46Q (6001.115325 sec): 3 clusters Score: Raw -280931.615950 + Penalty 4345.041052 = -276586.574898 nChanged 0 SP:Iteration 47F (6001.161229 sec): 3 clusters Score: Raw -280931.615950 + Penalty 4345.041052 = -276586.574898 nChanged 0 Trying to split cluster 3 (8682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6001.226715 sec): 2 clusters Score: Raw -670084.152518 + Penalty 2394.217900 = -667689.934618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6001.312896 sec): 3 clusters Score: Raw -665564.852307 + Penalty 4788.435799 = -660776.416507 nChanged 3550 SP:Iteration 1F (6001.420549 sec): 3 clusters Score: Raw -667520.975049 + Penalty 4788.435799 = -662732.539250 nChanged 602 SP:Iteration 2F (6001.486854 sec): 3 clusters Score: Raw -667823.431967 + Penalty 4788.435799 = -663034.996167 nChanged 433 SP:Iteration 3Q (6001.556573 sec): 3 clusters Score: Raw -668015.431251 + Penalty 4788.435799 = -663226.995452 nChanged 323 SP:Iteration 4Q (6001.635255 sec): 3 clusters Score: Raw -668131.865497 + Penalty 4788.435799 = -663343.429698 nChanged 230 SP:Iteration 5Q (6001.713646 sec): 3 clusters Score: Raw -668206.239852 + Penalty 4788.435799 = -663417.804053 nChanged 169 SP:Iteration 6Q (6001.891125 sec): 3 clusters Score: Raw -668258.218692 + Penalty 4788.435799 = -663469.782892 nChanged 155 SP:Iteration 7Q (6002.073175 sec): 3 clusters Score: Raw -668306.259527 + Penalty 4788.435799 = -663517.823728 nChanged 159 SP:Iteration 8Q (6002.232821 sec): 3 clusters Score: Raw -668357.095873 + Penalty 4788.435799 = -663568.660074 nChanged 142 SP:Iteration 9Q (6002.402845 sec): 3 clusters Score: Raw -668409.109964 + Penalty 4788.435799 = -663620.674164 nChanged 150 SP:Iteration 10Q (6002.578068 sec): 3 clusters Score: Raw -668462.961165 + Penalty 4788.435799 = -663674.525366 nChanged 146 SP:Iteration 11Q (6002.723451 sec): 3 clusters Score: Raw -668513.796659 + Penalty 4788.435799 = -663725.360859 nChanged 147 SP:Iteration 12Q (6002.868332 sec): 3 clusters Score: Raw -668565.687517 + Penalty 4788.435799 = -663777.251718 nChanged 140 SP:Iteration 13Q (6002.996564 sec): 3 clusters Score: Raw -668625.517491 + Penalty 4788.435799 = -663837.081692 nChanged 174 SP:Iteration 14Q (6003.174253 sec): 3 clusters Score: Raw -668713.026062 + Penalty 4788.435799 = -663924.590263 nChanged 184 SP:Iteration 15Q (6003.224185 sec): 3 clusters Score: Raw -668808.092413 + Penalty 4788.435799 = -664019.656614 nChanged 196 SP:Iteration 16Q (6003.289568 sec): 3 clusters Score: Raw -668886.289601 + Penalty 4788.435799 = -664097.853801 nChanged 170 SP:Iteration 17Q (6003.363574 sec): 3 clusters Score: Raw -668961.200509 + Penalty 4788.435799 = -664172.764710 nChanged 186 SP:Iteration 18Q (6003.544019 sec): 3 clusters Score: Raw -669057.722910 + Penalty 4788.435799 = -664269.287111 nChanged 198 SP:Iteration 19Q (6003.671786 sec): 3 clusters Score: Raw -669161.224057 + Penalty 4788.435799 = -664372.788257 nChanged 195 SP:Iteration 20F (6003.837331 sec): 3 clusters Score: Raw -669245.098023 + Penalty 4788.435799 = -664456.662224 nChanged 181 SP:Iteration 21Q (6003.961211 sec): 3 clusters Score: Raw -669329.678729 + Penalty 4788.435799 = -664541.242930 nChanged 171 SP:Iteration 22Q (6004.035175 sec): 3 clusters Score: Raw -669408.372171 + Penalty 4788.435799 = -664619.936372 nChanged 179 SP:Iteration 23Q (6004.108583 sec): 3 clusters Score: Raw -669491.975242 + Penalty 4788.435799 = -664703.539443 nChanged 179 SP:Iteration 24Q (6004.184272 sec): 3 clusters Score: Raw -669575.297839 + Penalty 4788.435799 = -664786.862039 nChanged 178 SP:Iteration 25Q (6004.259633 sec): 3 clusters Score: Raw -669654.786006 + Penalty 4788.435799 = -664866.350207 nChanged 168 SP:Iteration 26Q (6004.333266 sec): 3 clusters Score: Raw -669733.386358 + Penalty 4788.435799 = -664944.950559 nChanged 167 SP:Iteration 27Q (6004.401872 sec): 3 clusters Score: Raw -669807.883685 + Penalty 4788.435799 = -665019.447886 nChanged 158 SP:Iteration 28Q (6004.473395 sec): 3 clusters Score: Raw -669873.735164 + Penalty 4788.435799 = -665085.299365 nChanged 160 SP:Iteration 29Q (6004.548586 sec): 3 clusters Score: Raw -669947.872945 + Penalty 4788.435799 = -665159.437146 nChanged 168 SP:Iteration 30Q (6004.623662 sec): 3 clusters Score: Raw -670028.204196 + Penalty 4788.435799 = -665239.768396 nChanged 146 SP:Iteration 31Q (6004.696746 sec): 3 clusters Score: Raw -670099.175932 + Penalty 4788.435799 = -665310.740133 nChanged 127 SP:Iteration 32Q (6004.765073 sec): 3 clusters Score: Raw -670154.530045 + Penalty 4788.435799 = -665366.094245 nChanged 99 SP:Iteration 33Q (6004.834855 sec): 3 clusters Score: Raw -670197.407290 + Penalty 4788.435799 = -665408.971491 nChanged 103 SP:Iteration 34Q (6004.909620 sec): 3 clusters Score: Raw -670241.927450 + Penalty 4788.435799 = -665453.491651 nChanged 108 SP:Iteration 35Q (6004.984139 sec): 3 clusters Score: Raw -670292.135326 + Penalty 4788.435799 = -665503.699526 nChanged 109 SP:Iteration 36Q (6005.058236 sec): 3 clusters Score: Raw -670352.645462 + Penalty 4788.435799 = -665564.209662 nChanged 123 SP:Iteration 37Q (6005.250353 sec): 3 clusters Score: Raw -670418.538028 + Penalty 4788.435799 = -665630.102229 nChanged 107 SP:Iteration 38Q (6005.425284 sec): 3 clusters Score: Raw -670468.926710 + Penalty 4788.435799 = -665680.490910 nChanged 98 SP:Iteration 39Q (6005.594767 sec): 3 clusters Score: Raw -670516.900166 + Penalty 4788.435799 = -665728.464366 nChanged 94 SP:Iteration 40F (6005.730768 sec): 3 clusters Score: Raw -670563.907260 + Penalty 4788.435799 = -665775.471461 nChanged 68 SP:Iteration 41Q (6005.871277 sec): 3 clusters Score: Raw -670605.976613 + Penalty 4788.435799 = -665817.540813 nChanged 78 SP:Iteration 42Q (6006.010112 sec): 3 clusters Score: Raw -670643.635311 + Penalty 4788.435799 = -665855.199511 nChanged 79 SP:Iteration 43Q (6006.116091 sec): 3 clusters Score: Raw -670676.736658 + Penalty 4788.435799 = -665888.300858 nChanged 73 SP:Iteration 44Q (6006.210546 sec): 3 clusters Score: Raw -670710.936511 + Penalty 4788.435799 = -665922.500712 nChanged 49 SP:Iteration 45Q (6006.269373 sec): 3 clusters Score: Raw -670731.303023 + Penalty 4788.435799 = -665942.867224 nChanged 48 SP:Iteration 46Q (6006.327532 sec): 3 clusters Score: Raw -670752.163871 + Penalty 4788.435799 = -665963.728072 nChanged 53 SP:Iteration 47Q (6006.385392 sec): 3 clusters Score: Raw -670781.450492 + Penalty 4788.435799 = -665993.014692 nChanged 66 SP:Iteration 48Q (6006.455439 sec): 3 clusters Score: Raw -670816.236916 + Penalty 4788.435799 = -666027.801117 nChanged 59 SP:Iteration 49Q (6006.530038 sec): 3 clusters Score: Raw -670851.839168 + Penalty 4788.435799 = -666063.403369 nChanged 61 SP:Iteration 50Q (6006.599778 sec): 3 clusters Score: Raw -670886.335903 + Penalty 4788.435799 = -666097.900104 nChanged 62 SP:Iteration 51Q (6006.667729 sec): 3 clusters Score: Raw -670918.045218 + Penalty 4788.435799 = -666129.609419 nChanged 52 SP:Iteration 52Q (6006.735798 sec): 3 clusters Score: Raw -670944.062703 + Penalty 4788.435799 = -666155.626903 nChanged 38 SP:Iteration 53Q (6006.805232 sec): 3 clusters Score: Raw -670957.782534 + Penalty 4788.435799 = -666169.346734 nChanged 31 SP:Iteration 54Q (6006.876306 sec): 3 clusters Score: Raw -670968.257412 + Penalty 4788.435799 = -666179.821613 nChanged 24 SP:Iteration 55Q (6006.946987 sec): 3 clusters Score: Raw -670975.909898 + Penalty 4788.435799 = -666187.474099 nChanged 16 SP:Iteration 56Q (6007.016745 sec): 3 clusters Score: Raw -670980.102067 + Penalty 4788.435799 = -666191.666267 nChanged 10 SP:Iteration 57Q (6007.086844 sec): 3 clusters Score: Raw -670982.299639 + Penalty 4788.435799 = -666193.863840 nChanged 8 SP:Iteration 58Q (6007.156924 sec): 3 clusters Score: Raw -670983.848886 + Penalty 4788.435799 = -666195.413087 nChanged 8 SP:Iteration 59Q (6007.226481 sec): 3 clusters Score: Raw -670985.405254 + Penalty 4788.435799 = -666196.969454 nChanged 9 SP:Iteration 60F (6007.298930 sec): 3 clusters Score: Raw -670987.960449 + Penalty 4788.435799 = -666199.524650 nChanged 10 SP:Iteration 61Q (6007.369085 sec): 3 clusters Score: Raw -670990.538015 + Penalty 4788.435799 = -666202.102216 nChanged 7 SP:Iteration 62Q (6007.440510 sec): 3 clusters Score: Raw -670992.611548 + Penalty 4788.435799 = -666204.175749 nChanged 2 SP:Iteration 63Q (6007.510136 sec): 3 clusters Score: Raw -670992.980153 + Penalty 4788.435799 = -666204.544354 nChanged 3 SP:Iteration 64Q (6007.578540 sec): 3 clusters Score: Raw -670993.847751 + Penalty 4788.435799 = -666205.411951 nChanged 3 SP:Iteration 65Q (6007.648107 sec): 3 clusters Score: Raw -670994.271892 + Penalty 4788.435799 = -666205.836093 nChanged 3 SP:Iteration 66Q (6007.716485 sec): 3 clusters Score: Raw -670995.104498 + Penalty 4788.435799 = -666206.668698 nChanged 1 SP:Iteration 67Q (6007.782166 sec): 3 clusters Score: Raw -670995.199005 + Penalty 4788.435799 = -666206.763205 nChanged 0 SP:Iteration 68F (6007.851554 sec): 3 clusters Score: Raw -670995.199005 + Penalty 4788.435799 = -666206.763205 nChanged 0 Trying to split cluster 4 (67094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6008.220892 sec): 2 clusters Score: Raw -5743268.050163 + Penalty 2934.056374 = -5740333.993790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6008.586922 sec): 3 clusters Score: Raw -5701019.776682 + Penalty 5868.112747 = -5695151.663934 nChanged 31265 SP:Iteration 1F (6008.939593 sec): 3 clusters Score: Raw -5719045.031321 + Penalty 5868.112747 = -5713176.918574 nChanged 3004 SP:Iteration 2Q (6009.285743 sec): 3 clusters Score: Raw -5720158.858558 + Penalty 5868.112747 = -5714290.745811 nChanged 3157 SP:Iteration 3Q (6009.572310 sec): 3 clusters Score: Raw -5721520.187940 + Penalty 5868.112747 = -5715652.075193 nChanged 3392 SP:Iteration 4F (6009.873073 sec): 3 clusters Score: Raw -5723144.738789 + Penalty 5868.112747 = -5717276.626042 nChanged 3564 SP:Iteration 5F (6010.203762 sec): 3 clusters Score: Raw -5724813.401677 + Penalty 5868.112747 = -5718945.288930 nChanged 3479 SP:Iteration 6F (6010.479826 sec): 3 clusters Score: Raw -5726398.245192 + Penalty 5868.112747 = -5720530.132445 nChanged 3283 SP:Iteration 7Q (6010.841426 sec): 3 clusters Score: Raw -5727801.561724 + Penalty 5868.112747 = -5721933.448977 nChanged 3021 SP:Iteration 8Q (6011.151858 sec): 3 clusters Score: Raw -5729023.920467 + Penalty 5868.112747 = -5723155.807719 nChanged 2759 SP:Iteration 9Q (6011.486646 sec): 3 clusters Score: Raw -5730078.639857 + Penalty 5868.112747 = -5724210.527110 nChanged 2439 SP:Iteration 10Q (6011.828057 sec): 3 clusters Score: Raw -5730948.961956 + Penalty 5868.112747 = -5725080.849208 nChanged 2182 SP:Iteration 11Q (6012.113289 sec): 3 clusters Score: Raw -5731712.956218 + Penalty 5868.112747 = -5725844.843470 nChanged 1958 SP:Iteration 12Q (6012.444391 sec): 3 clusters Score: Raw -5732408.421845 + Penalty 5868.112747 = -5726540.309097 nChanged 1868 SP:Iteration 13Q (6012.755907 sec): 3 clusters Score: Raw -5733088.561476 + Penalty 5868.112747 = -5727220.448728 nChanged 1789 SP:Iteration 14Q (6013.065697 sec): 3 clusters Score: Raw -5733798.048918 + Penalty 5868.112747 = -5727929.936171 nChanged 1715 SP:Iteration 15Q (6013.401006 sec): 3 clusters Score: Raw -5734569.439980 + Penalty 5868.112747 = -5728701.327233 nChanged 1692 SP:Iteration 16Q (6013.679047 sec): 3 clusters Score: Raw -5735379.055729 + Penalty 5868.112747 = -5729510.942981 nChanged 1674 SP:Iteration 17Q (6013.937950 sec): 3 clusters Score: Raw -5736213.771388 + Penalty 5868.112747 = -5730345.658641 nChanged 1604 SP:Iteration 18Q (6014.185965 sec): 3 clusters Score: Raw -5737010.193466 + Penalty 5868.112747 = -5731142.080719 nChanged 1554 SP:Iteration 19Q (6014.432510 sec): 3 clusters Score: Raw -5737732.336308 + Penalty 5868.112747 = -5731864.223560 nChanged 1450 SP:Iteration 20F (6014.700151 sec): 3 clusters Score: Raw -5738380.463229 + Penalty 5868.112747 = -5732512.350482 nChanged 1413 SP:Iteration 21Q (6014.975352 sec): 3 clusters Score: Raw -5738968.042122 + Penalty 5868.112747 = -5733099.929375 nChanged 1341 SP:Iteration 22Q (6015.242929 sec): 3 clusters Score: Raw -5739503.653713 + Penalty 5868.112747 = -5733635.540965 nChanged 1387 SP:Iteration 23Q (6015.508288 sec): 3 clusters Score: Raw -5740067.524237 + Penalty 5868.112747 = -5734199.411490 nChanged 1291 SP:Iteration 24Q (6015.770566 sec): 3 clusters Score: Raw -5740593.467071 + Penalty 5868.112747 = -5734725.354323 nChanged 1269 SP:Iteration 25Q (6016.031792 sec): 3 clusters Score: Raw -5741131.932046 + Penalty 5868.112747 = -5735263.819299 nChanged 1191 SP:Iteration 26Q (6016.314846 sec): 3 clusters Score: Raw -5741646.971321 + Penalty 5868.112747 = -5735778.858574 nChanged 1125 SP:Iteration 27Q (6016.569690 sec): 3 clusters Score: Raw -5742147.346228 + Penalty 5868.112747 = -5736279.233481 nChanged 987 SP:Iteration 28Q (6016.868580 sec): 3 clusters Score: Raw -5742591.877222 + Penalty 5868.112747 = -5736723.764475 nChanged 869 SP:Iteration 29Q (6017.118655 sec): 3 clusters Score: Raw -5742986.241005 + Penalty 5868.112747 = -5737118.128258 nChanged 709 SP:Iteration 30Q (6017.364629 sec): 3 clusters Score: Raw -5743325.879767 + Penalty 5868.112747 = -5737457.767020 nChanged 581 SP:Iteration 31Q (6017.632351 sec): 3 clusters Score: Raw -5743623.862485 + Penalty 5868.112747 = -5737755.749737 nChanged 505 SP:Iteration 32Q (6017.934315 sec): 3 clusters Score: Raw -5743919.906090 + Penalty 5868.112747 = -5738051.793343 nChanged 450 SP:Iteration 33Q (6018.169417 sec): 3 clusters Score: Raw -5744218.420365 + Penalty 5868.112747 = -5738350.307618 nChanged 355 SP:Iteration 34Q (6018.430209 sec): 3 clusters Score: Raw -5744440.106241 + Penalty 5868.112747 = -5738571.993493 nChanged 286 SP:Iteration 35Q (6018.683631 sec): 3 clusters Score: Raw -5744613.018202 + Penalty 5868.112747 = -5738744.905454 nChanged 250 SP:Iteration 36Q (6018.924665 sec): 3 clusters Score: Raw -5744734.803192 + Penalty 5868.112747 = -5738866.690445 nChanged 225 SP:Iteration 37Q (6019.154974 sec): 3 clusters Score: Raw -5744818.522982 + Penalty 5868.112747 = -5738950.410235 nChanged 161 SP:Iteration 38Q (6019.380115 sec): 3 clusters Score: Raw -5744872.885304 + Penalty 5868.112747 = -5739004.772557 nChanged 131 SP:Iteration 39Q (6019.627639 sec): 3 clusters Score: Raw -5744908.714475 + Penalty 5868.112747 = -5739040.601728 nChanged 85 SP:Iteration 40F (6019.935354 sec): 3 clusters Score: Raw -5744931.315760 + Penalty 5868.112747 = -5739063.203012 nChanged 74 SP:Iteration 41Q (6020.162372 sec): 3 clusters Score: Raw -5744947.820713 + Penalty 5868.112747 = -5739079.707965 nChanged 61 SP:Iteration 42Q (6020.389816 sec): 3 clusters Score: Raw -5744960.698423 + Penalty 5868.112747 = -5739092.585676 nChanged 61 SP:Iteration 43Q (6020.616913 sec): 3 clusters Score: Raw -5744972.032632 + Penalty 5868.112747 = -5739103.919885 nChanged 48 SP:Iteration 44Q (6020.859360 sec): 3 clusters Score: Raw -5744979.810947 + Penalty 5868.112747 = -5739111.698200 nChanged 34 SP:Iteration 45Q (6021.093690 sec): 3 clusters Score: Raw -5744985.174862 + Penalty 5868.112747 = -5739117.062115 nChanged 31 SP:Iteration 46Q (6021.340390 sec): 3 clusters Score: Raw -5744989.586806 + Penalty 5868.112747 = -5739121.474059 nChanged 19 SP:Iteration 47Q (6021.567436 sec): 3 clusters Score: Raw -5744991.575321 + Penalty 5868.112747 = -5739123.462573 nChanged 14 SP:Iteration 48Q (6021.808575 sec): 3 clusters Score: Raw -5744993.466285 + Penalty 5868.112747 = -5739125.353538 nChanged 18 SP:Iteration 49Q (6022.107189 sec): 3 clusters Score: Raw -5744995.765416 + Penalty 5868.112747 = -5739127.652669 nChanged 13 SP:Iteration 50Q (6022.342054 sec): 3 clusters Score: Raw -5744997.393377 + Penalty 5868.112747 = -5739129.280630 nChanged 9 SP:Iteration 51Q (6022.558918 sec): 3 clusters Score: Raw -5744998.348804 + Penalty 5868.112747 = -5739130.236057 nChanged 13 SP:Iteration 52Q (6022.783136 sec): 3 clusters Score: Raw -5745000.005899 + Penalty 5868.112747 = -5739131.893152 nChanged 16 SP:Iteration 53Q (6023.066657 sec): 3 clusters Score: Raw -5745002.662044 + Penalty 5868.112747 = -5739134.549297 nChanged 21 SP:Iteration 54Q (6023.285567 sec): 3 clusters Score: Raw -5745005.434631 + Penalty 5868.112747 = -5739137.321884 nChanged 16 SP:Iteration 55Q (6023.528011 sec): 3 clusters Score: Raw -5745007.388044 + Penalty 5868.112747 = -5739139.275296 nChanged 14 SP:Iteration 56Q (6023.762766 sec): 3 clusters Score: Raw -5745008.799272 + Penalty 5868.112747 = -5739140.686525 nChanged 12 SP:Iteration 57Q (6024.084246 sec): 3 clusters Score: Raw -5745009.889224 + Penalty 5868.112747 = -5739141.776477 nChanged 5 SP:Iteration 58Q (6024.277937 sec): 3 clusters Score: Raw -5745010.314156 + Penalty 5868.112747 = -5739142.201409 nChanged 4 SP:Iteration 59Q (6024.554332 sec): 3 clusters Score: Raw -5745010.799709 + Penalty 5868.112747 = -5739142.686961 nChanged 3 SP:Iteration 60F (6024.881081 sec): 3 clusters Score: Raw -5745011.129732 + Penalty 5868.112747 = -5739143.016985 nChanged 5 SP:Iteration 61Q (6025.144924 sec): 3 clusters Score: Raw -5745011.750886 + Penalty 5868.112747 = -5739143.638139 nChanged 5 SP:Iteration 62Q (6025.377270 sec): 3 clusters Score: Raw -5745012.300942 + Penalty 5868.112747 = -5739144.188195 nChanged 1 SP:Iteration 63Q (6025.587637 sec): 3 clusters Score: Raw -5745012.525037 + Penalty 5868.112747 = -5739144.412290 nChanged 1 SP:Iteration 64Q (6025.807651 sec): 3 clusters Score: Raw -5745012.605967 + Penalty 5868.112747 = -5739144.493220 nChanged 1 SP:Iteration 65Q (6026.066670 sec): 3 clusters Score: Raw -5745012.659250 + Penalty 5868.112747 = -5739144.546503 nChanged 0 SP:Iteration 66F (6026.440887 sec): 3 clusters Score: Raw -5745012.659250 + Penalty 5868.112747 = -5739144.546503 nChanged 0 Trying to split cluster 5 (10280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6026.578650 sec): 2 clusters Score: Raw -791966.901338 + Penalty 2438.820262 = -789528.081075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6026.696932 sec): 3 clusters Score: Raw -786537.040067 + Penalty 4877.640525 = -781659.399543 nChanged 4226 SP:Iteration 1F (6026.763090 sec): 3 clusters Score: Raw -788865.595477 + Penalty 4877.640525 = -783987.954952 nChanged 711 SP:Iteration 2F (6026.828951 sec): 3 clusters Score: Raw -789246.625015 + Penalty 4877.640525 = -784368.984490 nChanged 574 SP:Iteration 3F (6026.903906 sec): 3 clusters Score: Raw -789561.626628 + Penalty 4877.640525 = -784683.986103 nChanged 510 SP:Iteration 4Q (6026.990524 sec): 3 clusters Score: Raw -789835.136284 + Penalty 4877.640525 = -784957.495759 nChanged 451 SP:Iteration 5Q (6027.074842 sec): 3 clusters Score: Raw -790088.546223 + Penalty 4877.640525 = -785210.905698 nChanged 446 SP:Iteration 6Q (6027.158910 sec): 3 clusters Score: Raw -790341.136410 + Penalty 4877.640525 = -785463.495885 nChanged 422 SP:Iteration 7Q (6027.243224 sec): 3 clusters Score: Raw -790597.453578 + Penalty 4877.640525 = -785719.813053 nChanged 395 SP:Iteration 8Q (6027.322800 sec): 3 clusters Score: Raw -790858.699084 + Penalty 4877.640525 = -785981.058559 nChanged 388 SP:Iteration 9Q (6027.401588 sec): 3 clusters Score: Raw -791133.438720 + Penalty 4877.640525 = -786255.798195 nChanged 375 SP:Iteration 10Q (6027.481526 sec): 3 clusters Score: Raw -791416.946073 + Penalty 4877.640525 = -786539.305548 nChanged 345 SP:Iteration 11Q (6027.571859 sec): 3 clusters Score: Raw -791652.048155 + Penalty 4877.640525 = -786774.407630 nChanged 286 SP:Iteration 12Q (6027.661878 sec): 3 clusters Score: Raw -791826.932294 + Penalty 4877.640525 = -786949.291769 nChanged 225 SP:Iteration 13Q (6027.736678 sec): 3 clusters Score: Raw -791967.356017 + Penalty 4877.640525 = -787089.715492 nChanged 193 SP:Iteration 14Q (6027.815819 sec): 3 clusters Score: Raw -792087.313379 + Penalty 4877.640525 = -787209.672855 nChanged 180 SP:Iteration 15Q (6027.896743 sec): 3 clusters Score: Raw -792191.144174 + Penalty 4877.640525 = -787313.503649 nChanged 173 SP:Iteration 16Q (6027.979234 sec): 3 clusters Score: Raw -792300.429503 + Penalty 4877.640525 = -787422.788978 nChanged 147 SP:Iteration 17Q (6028.061336 sec): 3 clusters Score: Raw -792403.546775 + Penalty 4877.640525 = -787525.906251 nChanged 147 SP:Iteration 18Q (6028.138496 sec): 3 clusters Score: Raw -792492.584919 + Penalty 4877.640525 = -787614.944395 nChanged 139 SP:Iteration 19Q (6028.216075 sec): 3 clusters Score: Raw -792566.699493 + Penalty 4877.640525 = -787689.058969 nChanged 129 SP:Iteration 20F (6028.297311 sec): 3 clusters Score: Raw -792624.217843 + Penalty 4877.640525 = -787746.577318 nChanged 113 SP:Iteration 21Q (6028.379110 sec): 3 clusters Score: Raw -792681.996741 + Penalty 4877.640525 = -787804.356216 nChanged 109 SP:Iteration 22Q (6028.559959 sec): 3 clusters Score: Raw -792735.297819 + Penalty 4877.640525 = -787857.657294 nChanged 107 SP:Iteration 23Q (6028.708759 sec): 3 clusters Score: Raw -792785.142708 + Penalty 4877.640525 = -787907.502184 nChanged 91 SP:Iteration 24Q (6028.877606 sec): 3 clusters Score: Raw -792825.632136 + Penalty 4877.640525 = -787947.991611 nChanged 94 SP:Iteration 25Q (6029.026255 sec): 3 clusters Score: Raw -792866.787367 + Penalty 4877.640525 = -787989.146843 nChanged 75 SP:Iteration 26Q (6029.167580 sec): 3 clusters Score: Raw -792895.693630 + Penalty 4877.640525 = -788018.053106 nChanged 57 SP:Iteration 27Q (6029.256783 sec): 3 clusters Score: Raw -792921.186078 + Penalty 4877.640525 = -788043.545553 nChanged 76 SP:Iteration 28Q (6029.330214 sec): 3 clusters Score: Raw -792953.089132 + Penalty 4877.640525 = -788075.448608 nChanged 69 SP:Iteration 29Q (6029.403598 sec): 3 clusters Score: Raw -792981.580637 + Penalty 4877.640525 = -788103.940113 nChanged 59 SP:Iteration 30Q (6029.481750 sec): 3 clusters Score: Raw -793004.962615 + Penalty 4877.640525 = -788127.322091 nChanged 62 SP:Iteration 31Q (6029.558074 sec): 3 clusters Score: Raw -793025.484651 + Penalty 4877.640525 = -788147.844126 nChanged 48 SP:Iteration 32Q (6029.634973 sec): 3 clusters Score: Raw -793039.742545 + Penalty 4877.640525 = -788162.102021 nChanged 44 SP:Iteration 33Q (6029.718833 sec): 3 clusters Score: Raw -793056.906577 + Penalty 4877.640525 = -788179.266053 nChanged 44 SP:Iteration 34Q (6029.803103 sec): 3 clusters Score: Raw -793070.847921 + Penalty 4877.640525 = -788193.207396 nChanged 34 SP:Iteration 35Q (6029.877410 sec): 3 clusters Score: Raw -793082.529026 + Penalty 4877.640525 = -788204.888501 nChanged 35 SP:Iteration 36Q (6029.953175 sec): 3 clusters Score: Raw -793094.334689 + Penalty 4877.640525 = -788216.694164 nChanged 33 SP:Iteration 37Q (6030.031003 sec): 3 clusters Score: Raw -793106.704174 + Penalty 4877.640525 = -788229.063649 nChanged 39 SP:Iteration 38Q (6030.114926 sec): 3 clusters Score: Raw -793117.890025 + Penalty 4877.640525 = -788240.249501 nChanged 33 SP:Iteration 39Q (6030.236486 sec): 3 clusters Score: Raw -793128.945351 + Penalty 4877.640525 = -788251.304827 nChanged 29 SP:Iteration 40F (6030.317020 sec): 3 clusters Score: Raw -793136.208603 + Penalty 4877.640525 = -788258.568078 nChanged 25 SP:Iteration 41Q (6030.415948 sec): 3 clusters Score: Raw -793143.823418 + Penalty 4877.640525 = -788266.182893 nChanged 19 SP:Iteration 42Q (6030.491533 sec): 3 clusters Score: Raw -793148.475374 + Penalty 4877.640525 = -788270.834850 nChanged 16 SP:Iteration 43Q (6030.563203 sec): 3 clusters Score: Raw -793152.824106 + Penalty 4877.640525 = -788275.183582 nChanged 12 SP:Iteration 44Q (6030.652540 sec): 3 clusters Score: Raw -793155.869538 + Penalty 4877.640525 = -788278.229013 nChanged 17 SP:Iteration 45Q (6030.741677 sec): 3 clusters Score: Raw -793159.780486 + Penalty 4877.640525 = -788282.139961 nChanged 18 SP:Iteration 46Q (6030.815604 sec): 3 clusters Score: Raw -793165.673920 + Penalty 4877.640525 = -788288.033396 nChanged 16 SP:Iteration 47Q (6030.890230 sec): 3 clusters Score: Raw -793170.316350 + Penalty 4877.640525 = -788292.675825 nChanged 16 SP:Iteration 48Q (6030.968664 sec): 3 clusters Score: Raw -793175.533096 + Penalty 4877.640525 = -788297.892572 nChanged 22 SP:Iteration 49Q (6031.055097 sec): 3 clusters Score: Raw -793181.996941 + Penalty 4877.640525 = -788304.356417 nChanged 22 SP:Iteration 50Q (6031.141121 sec): 3 clusters Score: Raw -793191.132764 + Penalty 4877.640525 = -788313.492239 nChanged 32 SP:Iteration 51Q (6031.216074 sec): 3 clusters Score: Raw -793203.764629 + Penalty 4877.640525 = -788326.124104 nChanged 30 SP:Iteration 52Q (6031.290687 sec): 3 clusters Score: Raw -793210.772519 + Penalty 4877.640525 = -788333.131995 nChanged 19 SP:Iteration 53Q (6031.467305 sec): 3 clusters Score: Raw -793215.515585 + Penalty 4877.640525 = -788337.875061 nChanged 17 SP:Iteration 54Q (6031.618629 sec): 3 clusters Score: Raw -793219.488250 + Penalty 4877.640525 = -788341.847725 nChanged 11 SP:Iteration 55Q (6031.772672 sec): 3 clusters Score: Raw -793221.813831 + Penalty 4877.640525 = -788344.173306 nChanged 5 SP:Iteration 56Q (6031.965714 sec): 3 clusters Score: Raw -793223.026962 + Penalty 4877.640525 = -788345.386438 nChanged 5 SP:Iteration 57Q (6032.084054 sec): 3 clusters Score: Raw -793224.278854 + Penalty 4877.640525 = -788346.638329 nChanged 7 SP:Iteration 58Q (6032.174228 sec): 3 clusters Score: Raw -793225.931604 + Penalty 4877.640525 = -788348.291079 nChanged 9 SP:Iteration 59Q (6032.236471 sec): 3 clusters Score: Raw -793227.731597 + Penalty 4877.640525 = -788350.091072 nChanged 8 SP:Iteration 60F (6032.314545 sec): 3 clusters Score: Raw -793229.804787 + Penalty 4877.640525 = -788352.164262 nChanged 8 SP:Iteration 61Q (6032.396909 sec): 3 clusters Score: Raw -793231.554521 + Penalty 4877.640525 = -788353.913996 nChanged 10 SP:Iteration 62Q (6032.476604 sec): 3 clusters Score: Raw -793233.771572 + Penalty 4877.640525 = -788356.131047 nChanged 11 SP:Iteration 63Q (6032.556870 sec): 3 clusters Score: Raw -793236.425791 + Penalty 4877.640525 = -788358.785266 nChanged 10 SP:Iteration 64Q (6032.636290 sec): 3 clusters Score: Raw -793238.657324 + Penalty 4877.640525 = -788361.016799 nChanged 10 SP:Iteration 65Q (6032.712111 sec): 3 clusters Score: Raw -793241.005239 + Penalty 4877.640525 = -788363.364714 nChanged 14 SP:Iteration 66Q (6032.787239 sec): 3 clusters Score: Raw -793245.145351 + Penalty 4877.640525 = -788367.504826 nChanged 14 SP:Iteration 67Q (6032.862682 sec): 3 clusters Score: Raw -793249.735477 + Penalty 4877.640525 = -788372.094952 nChanged 15 SP:Iteration 68Q (6033.029392 sec): 3 clusters Score: Raw -793252.799845 + Penalty 4877.640525 = -788375.159320 nChanged 6 SP:Iteration 69Q (6033.178827 sec): 3 clusters Score: Raw -793253.991525 + Penalty 4877.640525 = -788376.351000 nChanged 1 SP:Iteration 70Q (6033.334858 sec): 3 clusters Score: Raw -793254.153040 + Penalty 4877.640525 = -788376.512515 nChanged 0 SP:Iteration 71F (6033.407762 sec): 3 clusters Score: Raw -793254.153040 + Penalty 4877.640525 = -788376.512515 nChanged 0 Trying to split cluster 6 (3656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6033.457893 sec): 2 clusters Score: Raw -226916.023402 + Penalty 2165.888982 = -224750.134420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6033.517944 sec): 3 clusters Score: Raw -225382.217036 + Penalty 4331.777964 = -221050.439071 nChanged 1346 SP:Iteration 1F (6033.575965 sec): 3 clusters Score: Raw -226586.887498 + Penalty 4331.777964 = -222255.109533 nChanged 401 SP:Iteration 2F (6033.634375 sec): 3 clusters Score: Raw -227227.314046 + Penalty 4331.777964 = -222895.536082 nChanged 329 SP:Iteration 3F (6033.685310 sec): 3 clusters Score: Raw -227711.494474 + Penalty 4331.777964 = -223379.716509 nChanged 243 SP:Iteration 4F (6033.727134 sec): 3 clusters Score: Raw -228004.209031 + Penalty 4331.777964 = -223672.431067 nChanged 215 SP:Iteration 5F (6033.768939 sec): 3 clusters Score: Raw -228248.606332 + Penalty 4331.777964 = -223916.828368 nChanged 176 SP:Iteration 6Q (6033.810866 sec): 3 clusters Score: Raw -228448.970199 + Penalty 4331.777964 = -224117.192234 nChanged 140 SP:Iteration 7Q (6033.856586 sec): 3 clusters Score: Raw -228591.584854 + Penalty 4331.777964 = -224259.806890 nChanged 113 SP:Iteration 8Q (6033.987633 sec): 3 clusters Score: Raw -228675.640993 + Penalty 4331.777964 = -224343.863028 nChanged 71 SP:Iteration 9Q (6034.088908 sec): 3 clusters Score: Raw -228717.660688 + Penalty 4331.777964 = -224385.882723 nChanged 48 SP:Iteration 10Q (6034.201766 sec): 3 clusters Score: Raw -228741.984906 + Penalty 4331.777964 = -224410.206942 nChanged 29 SP:Iteration 11Q (6034.327930 sec): 3 clusters Score: Raw -228759.607845 + Penalty 4331.777964 = -224427.829880 nChanged 28 SP:Iteration 12Q (6034.467108 sec): 3 clusters Score: Raw -228775.947876 + Penalty 4331.777964 = -224444.169911 nChanged 33 SP:Iteration 13Q (6034.584541 sec): 3 clusters Score: Raw -228793.199146 + Penalty 4331.777964 = -224461.421181 nChanged 30 SP:Iteration 14Q (6034.719356 sec): 3 clusters Score: Raw -228809.819915 + Penalty 4331.777964 = -224478.041950 nChanged 21 SP:Iteration 15Q (6034.822447 sec): 3 clusters Score: Raw -228819.218657 + Penalty 4331.777964 = -224487.440693 nChanged 18 SP:Iteration 16Q (6034.944791 sec): 3 clusters Score: Raw -228828.355348 + Penalty 4331.777964 = -224496.577384 nChanged 20 SP:Iteration 17Q (6035.059845 sec): 3 clusters Score: Raw -228839.105991 + Penalty 4331.777964 = -224507.328026 nChanged 18 SP:Iteration 18Q (6035.172980 sec): 3 clusters Score: Raw -228846.680897 + Penalty 4331.777964 = -224514.902933 nChanged 10 SP:Iteration 19Q (6035.309274 sec): 3 clusters Score: Raw -228849.508281 + Penalty 4331.777964 = -224517.730317 nChanged 6 SP:Iteration 20F (6035.401909 sec): 3 clusters Score: Raw -228850.884112 + Penalty 4331.777964 = -224519.106148 nChanged 3 SP:Iteration 21Q (6035.525657 sec): 3 clusters Score: Raw -228851.947952 + Penalty 4331.777964 = -224520.169988 nChanged 3 SP:Iteration 22Q (6035.627812 sec): 3 clusters Score: Raw -228852.788818 + Penalty 4331.777964 = -224521.010853 nChanged 0 SP:Iteration 23F (6035.672953 sec): 3 clusters Score: Raw -228852.788818 + Penalty 4331.777964 = -224521.010853 nChanged 0 Trying to split cluster 7 (4648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6035.720337 sec): 2 clusters Score: Raw -335480.700431 + Penalty 2229.266767 = -333251.433664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6035.768975 sec): 3 clusters Score: Raw -333323.965970 + Penalty 4458.533534 = -328865.432436 nChanged 1729 SP:Iteration 1F (6035.816716 sec): 3 clusters Score: Raw -334540.640188 + Penalty 4458.533534 = -330082.106654 nChanged 427 SP:Iteration 2F (6035.866370 sec): 3 clusters Score: Raw -334955.846459 + Penalty 4458.533534 = -330497.312926 nChanged 352 SP:Iteration 3F (6035.928274 sec): 3 clusters Score: Raw -335358.895580 + Penalty 4458.533534 = -330900.362046 nChanged 326 SP:Iteration 4F (6035.987821 sec): 3 clusters Score: Raw -335764.053131 + Penalty 4458.533534 = -331305.519597 nChanged 319 SP:Iteration 5F (6036.033239 sec): 3 clusters Score: Raw -336259.205356 + Penalty 4458.533534 = -331800.671822 nChanged 331 SP:Iteration 6F (6036.078407 sec): 3 clusters Score: Raw -336858.028921 + Penalty 4458.533534 = -332399.495388 nChanged 293 SP:Iteration 7F (6036.123525 sec): 3 clusters Score: Raw -337280.909752 + Penalty 4458.533534 = -332822.376219 nChanged 203 SP:Iteration 8Q (6036.177603 sec): 3 clusters Score: Raw -337500.102560 + Penalty 4458.533534 = -333041.569026 nChanged 139 SP:Iteration 9Q (6036.231664 sec): 3 clusters Score: Raw -337621.589591 + Penalty 4458.533534 = -333163.056058 nChanged 92 SP:Iteration 10Q (6036.285726 sec): 3 clusters Score: Raw -337685.192752 + Penalty 4458.533534 = -333226.659218 nChanged 69 SP:Iteration 11Q (6036.334506 sec): 3 clusters Score: Raw -337731.074805 + Penalty 4458.533534 = -333272.541271 nChanged 47 SP:Iteration 12Q (6036.382298 sec): 3 clusters Score: Raw -337762.621016 + Penalty 4458.533534 = -333304.087482 nChanged 36 SP:Iteration 13Q (6036.430321 sec): 3 clusters Score: Raw -337783.839390 + Penalty 4458.533534 = -333325.305856 nChanged 33 SP:Iteration 14Q (6036.480144 sec): 3 clusters Score: Raw -337806.407439 + Penalty 4458.533534 = -333347.873905 nChanged 30 SP:Iteration 15Q (6036.531497 sec): 3 clusters Score: Raw -337820.902695 + Penalty 4458.533534 = -333362.369162 nChanged 27 SP:Iteration 16Q (6036.698803 sec): 3 clusters Score: Raw -337834.754132 + Penalty 4458.533534 = -333376.220598 nChanged 23 SP:Iteration 17Q (6036.823890 sec): 3 clusters Score: Raw -337847.810329 + Penalty 4458.533534 = -333389.276795 nChanged 19 SP:Iteration 18Q (6036.954087 sec): 3 clusters Score: Raw -337859.997469 + Penalty 4458.533534 = -333401.463935 nChanged 25 SP:Iteration 19Q (6037.052862 sec): 3 clusters Score: Raw -337872.534989 + Penalty 4458.533534 = -333414.001455 nChanged 15 SP:Iteration 20F (6037.178998 sec): 3 clusters Score: Raw -337883.714647 + Penalty 4458.533534 = -333425.181114 nChanged 16 SP:Iteration 21Q (6037.298212 sec): 3 clusters Score: Raw -337898.398617 + Penalty 4458.533534 = -333439.865083 nChanged 24 SP:Iteration 22Q (6037.429696 sec): 3 clusters Score: Raw -337914.494826 + Penalty 4458.533534 = -333455.961292 nChanged 24 SP:Iteration 23Q (6037.531957 sec): 3 clusters Score: Raw -337928.992200 + Penalty 4458.533534 = -333470.458666 nChanged 18 SP:Iteration 24Q (6037.616654 sec): 3 clusters Score: Raw -337939.960805 + Penalty 4458.533534 = -333481.427271 nChanged 23 SP:Iteration 25Q (6037.744306 sec): 3 clusters Score: Raw -337954.714976 + Penalty 4458.533534 = -333496.181442 nChanged 23 SP:Iteration 26Q (6037.871149 sec): 3 clusters Score: Raw -337970.130382 + Penalty 4458.533534 = -333511.596848 nChanged 29 SP:Iteration 27Q (6037.982889 sec): 3 clusters Score: Raw -337985.461642 + Penalty 4458.533534 = -333526.928109 nChanged 18 SP:Iteration 28Q (6038.086706 sec): 3 clusters Score: Raw -337992.552660 + Penalty 4458.533534 = -333534.019126 nChanged 14 SP:Iteration 29Q (6038.214149 sec): 3 clusters Score: Raw -337998.202214 + Penalty 4458.533534 = -333539.668680 nChanged 11 SP:Iteration 30Q (6038.335649 sec): 3 clusters Score: Raw -338005.230660 + Penalty 4458.533534 = -333546.697126 nChanged 9 SP:Iteration 31Q (6038.478644 sec): 3 clusters Score: Raw -338008.669835 + Penalty 4458.533534 = -333550.136301 nChanged 6 SP:Iteration 32Q (6038.580192 sec): 3 clusters Score: Raw -338010.893783 + Penalty 4458.533534 = -333552.360249 nChanged 6 SP:Iteration 33Q (6038.727703 sec): 3 clusters Score: Raw -338012.429632 + Penalty 4458.533534 = -333553.896098 nChanged 4 SP:Iteration 34Q (6038.876833 sec): 3 clusters Score: Raw -338014.275894 + Penalty 4458.533534 = -333555.742360 nChanged 5 SP:Iteration 35Q (6038.924584 sec): 3 clusters Score: Raw -338016.131664 + Penalty 4458.533534 = -333557.598130 nChanged 4 SP:Iteration 36Q (6038.979915 sec): 3 clusters Score: Raw -338018.468173 + Penalty 4458.533534 = -333559.934639 nChanged 4 SP:Iteration 37Q (6039.033209 sec): 3 clusters Score: Raw -338021.454611 + Penalty 4458.533534 = -333562.921078 nChanged 4 SP:Iteration 38Q (6039.078331 sec): 3 clusters Score: Raw -338023.607153 + Penalty 4458.533534 = -333565.073620 nChanged 3 SP:Iteration 39Q (6039.123216 sec): 3 clusters Score: Raw -338025.034626 + Penalty 4458.533534 = -333566.501092 nChanged 2 SP:Iteration 40F (6039.169345 sec): 3 clusters Score: Raw -338026.877543 + Penalty 4458.533534 = -333568.344009 nChanged 5 SP:Iteration 41Q (6039.214221 sec): 3 clusters Score: Raw -338029.023049 + Penalty 4458.533534 = -333570.489515 nChanged 4 SP:Iteration 42Q (6039.260076 sec): 3 clusters Score: Raw -338030.282436 + Penalty 4458.533534 = -333571.748902 nChanged 4 SP:Iteration 43Q (6039.315288 sec): 3 clusters Score: Raw -338032.771433 + Penalty 4458.533534 = -333574.237900 nChanged 4 SP:Iteration 44Q (6039.362404 sec): 3 clusters Score: Raw -338034.552147 + Penalty 4458.533534 = -333576.018614 nChanged 5 SP:Iteration 45Q (6039.408126 sec): 3 clusters Score: Raw -338036.760557 + Penalty 4458.533534 = -333578.227023 nChanged 4 SP:Iteration 46Q (6039.454174 sec): 3 clusters Score: Raw -338037.879613 + Penalty 4458.533534 = -333579.346079 nChanged 3 SP:Iteration 47Q (6039.504888 sec): 3 clusters Score: Raw -338039.082264 + Penalty 4458.533534 = -333580.548730 nChanged 2 SP:Iteration 48Q (6039.720132 sec): 3 clusters Score: Raw -338039.793003 + Penalty 4458.533534 = -333581.259469 nChanged 4 SP:Iteration 49Q (6039.847511 sec): 3 clusters Score: Raw -338041.249593 + Penalty 4458.533534 = -333582.716059 nChanged 1 SP:Iteration 50Q (6040.008344 sec): 3 clusters Score: Raw -338041.732481 + Penalty 4458.533534 = -333583.198947 nChanged 1 SP:Iteration 51Q (6040.114738 sec): 3 clusters Score: Raw -338041.927203 + Penalty 4458.533534 = -333583.393669 nChanged 0 SP:Iteration 52F (6040.245467 sec): 3 clusters Score: Raw -338041.927203 + Penalty 4458.533534 = -333583.393669 nChanged 0 Score: Raw -11817856.954393 + Penalty 37669.881023 = -11780187.073370 Splitting cluster 7 changes total score from -11780764.988899 to -11780187.073370 So it's not getting split. Trying to split cluster 8 (12662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6043.130888 sec): 2 clusters Score: Raw -1124148.098161 + Penalty 2493.839215 = -1121654.258947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6043.325555 sec): 3 clusters Score: Raw -1117169.582545 + Penalty 4987.678429 = -1112181.904116 nChanged 5358 SP:Iteration 1F (6043.485081 sec): 3 clusters Score: Raw -1120199.759003 + Penalty 4987.678429 = -1115212.080574 nChanged 897 SP:Iteration 2F (6043.568764 sec): 3 clusters Score: Raw -1120678.976633 + Penalty 4987.678429 = -1115691.298204 nChanged 738 SP:Iteration 3F (6043.660375 sec): 3 clusters Score: Raw -1121062.937886 + Penalty 4987.678429 = -1116075.259457 nChanged 634 SP:Iteration 4F (6043.760219 sec): 3 clusters Score: Raw -1121385.380704 + Penalty 4987.678429 = -1116397.702275 nChanged 576 SP:Iteration 5Q (6043.847210 sec): 3 clusters Score: Raw -1121693.093869 + Penalty 4987.678429 = -1116705.415440 nChanged 551 SP:Iteration 6Q (6043.937368 sec): 3 clusters Score: Raw -1122013.842783 + Penalty 4987.678429 = -1117026.164354 nChanged 543 SP:Iteration 7Q (6044.041008 sec): 3 clusters Score: Raw -1122349.198818 + Penalty 4987.678429 = -1117361.520389 nChanged 541 SP:Iteration 8Q (6044.133765 sec): 3 clusters Score: Raw -1122688.029767 + Penalty 4987.678429 = -1117700.351338 nChanged 517 SP:Iteration 9Q (6044.224533 sec): 3 clusters Score: Raw -1122983.894589 + Penalty 4987.678429 = -1117996.216159 nChanged 452 SP:Iteration 10Q (6044.315750 sec): 3 clusters Score: Raw -1123208.231000 + Penalty 4987.678429 = -1118220.552571 nChanged 342 SP:Iteration 11Q (6044.417074 sec): 3 clusters Score: Raw -1123365.587078 + Penalty 4987.678429 = -1118377.908649 nChanged 320 SP:Iteration 12Q (6044.512365 sec): 3 clusters Score: Raw -1123507.530383 + Penalty 4987.678429 = -1118519.851954 nChanged 277 SP:Iteration 13Q (6044.600765 sec): 3 clusters Score: Raw -1123606.090152 + Penalty 4987.678429 = -1118618.411723 nChanged 212 SP:Iteration 14Q (6044.764314 sec): 3 clusters Score: Raw -1123679.645746 + Penalty 4987.678429 = -1118691.967317 nChanged 178 SP:Iteration 15Q (6044.912669 sec): 3 clusters Score: Raw -1123737.925345 + Penalty 4987.678429 = -1118750.246916 nChanged 153 SP:Iteration 16Q (6045.095527 sec): 3 clusters Score: Raw -1123791.709743 + Penalty 4987.678429 = -1118804.031314 nChanged 160 SP:Iteration 17Q (6045.242997 sec): 3 clusters Score: Raw -1123845.677672 + Penalty 4987.678429 = -1118857.999243 nChanged 163 SP:Iteration 18Q (6045.348954 sec): 3 clusters Score: Raw -1123891.720058 + Penalty 4987.678429 = -1118904.041629 nChanged 130 SP:Iteration 19Q (6045.435535 sec): 3 clusters Score: Raw -1123929.292530 + Penalty 4987.678429 = -1118941.614100 nChanged 109 SP:Iteration 20F (6045.547613 sec): 3 clusters Score: Raw -1123958.589718 + Penalty 4987.678429 = -1118970.911289 nChanged 115 SP:Iteration 21Q (6045.699479 sec): 3 clusters Score: Raw -1123985.152475 + Penalty 4987.678429 = -1118997.474046 nChanged 80 SP:Iteration 22Q (6045.806321 sec): 3 clusters Score: Raw -1124001.347755 + Penalty 4987.678429 = -1119013.669326 nChanged 69 SP:Iteration 23Q (6045.952752 sec): 3 clusters Score: Raw -1124014.977905 + Penalty 4987.678429 = -1119027.299476 nChanged 60 SP:Iteration 24Q (6046.181053 sec): 3 clusters Score: Raw -1124027.808118 + Penalty 4987.678429 = -1119040.129689 nChanged 54 SP:Iteration 25Q (6046.396128 sec): 3 clusters Score: Raw -1124036.872111 + Penalty 4987.678429 = -1119049.193682 nChanged 36 SP:Iteration 26Q (6046.548287 sec): 3 clusters Score: Raw -1124043.438613 + Penalty 4987.678429 = -1119055.760184 nChanged 39 SP:Iteration 27Q (6046.735232 sec): 3 clusters Score: Raw -1124049.226100 + Penalty 4987.678429 = -1119061.547670 nChanged 25 SP:Iteration 28Q (6046.864279 sec): 3 clusters Score: Raw -1124053.116923 + Penalty 4987.678429 = -1119065.438494 nChanged 29 SP:Iteration 29Q (6046.948136 sec): 3 clusters Score: Raw -1124057.353003 + Penalty 4987.678429 = -1119069.674574 nChanged 35 SP:Iteration 30Q (6047.040725 sec): 3 clusters Score: Raw -1124063.308356 + Penalty 4987.678429 = -1119075.629927 nChanged 36 SP:Iteration 31Q (6047.139669 sec): 3 clusters Score: Raw -1124069.069291 + Penalty 4987.678429 = -1119081.390862 nChanged 35 SP:Iteration 32Q (6047.225623 sec): 3 clusters Score: Raw -1124074.375090 + Penalty 4987.678429 = -1119086.696661 nChanged 33 SP:Iteration 33Q (6047.311958 sec): 3 clusters Score: Raw -1124078.804648 + Penalty 4987.678429 = -1119091.126219 nChanged 19 SP:Iteration 34Q (6047.412994 sec): 3 clusters Score: Raw -1124082.087876 + Penalty 4987.678429 = -1119094.409447 nChanged 18 SP:Iteration 35Q (6047.504606 sec): 3 clusters Score: Raw -1124084.720219 + Penalty 4987.678429 = -1119097.041790 nChanged 14 SP:Iteration 36Q (6047.593699 sec): 3 clusters Score: Raw -1124087.083765 + Penalty 4987.678429 = -1119099.405336 nChanged 24 SP:Iteration 37Q (6047.764741 sec): 3 clusters Score: Raw -1124091.169551 + Penalty 4987.678429 = -1119103.491122 nChanged 21 SP:Iteration 38Q (6047.850529 sec): 3 clusters Score: Raw -1124094.114968 + Penalty 4987.678429 = -1119106.436539 nChanged 20 SP:Iteration 39Q (6047.926531 sec): 3 clusters Score: Raw -1124097.829788 + Penalty 4987.678429 = -1119110.151359 nChanged 23 SP:Iteration 40F (6048.048942 sec): 3 clusters Score: Raw -1124101.420227 + Penalty 4987.678429 = -1119113.741798 nChanged 22 SP:Iteration 41Q (6048.169626 sec): 3 clusters Score: Raw -1124104.691439 + Penalty 4987.678429 = -1119117.013010 nChanged 24 SP:Iteration 42Q (6048.259488 sec): 3 clusters Score: Raw -1124108.489104 + Penalty 4987.678429 = -1119120.810675 nChanged 24 SP:Iteration 43Q (6048.350206 sec): 3 clusters Score: Raw -1124112.482275 + Penalty 4987.678429 = -1119124.803846 nChanged 26 SP:Iteration 44Q (6048.441545 sec): 3 clusters Score: Raw -1124117.358896 + Penalty 4987.678429 = -1119129.680467 nChanged 24 SP:Iteration 45Q (6048.541258 sec): 3 clusters Score: Raw -1124121.669098 + Penalty 4987.678429 = -1119133.990668 nChanged 23 SP:Iteration 46Q (6048.634818 sec): 3 clusters Score: Raw -1124125.674831 + Penalty 4987.678429 = -1119137.996402 nChanged 18 SP:Iteration 47Q (6048.723904 sec): 3 clusters Score: Raw -1124128.900842 + Penalty 4987.678429 = -1119141.222413 nChanged 18 SP:Iteration 48Q (6048.808745 sec): 3 clusters Score: Raw -1124131.303954 + Penalty 4987.678429 = -1119143.625525 nChanged 19 SP:Iteration 49Q (6048.906181 sec): 3 clusters Score: Raw -1124134.283364 + Penalty 4987.678429 = -1119146.604935 nChanged 22 SP:Iteration 50Q (6048.999816 sec): 3 clusters Score: Raw -1124138.365222 + Penalty 4987.678429 = -1119150.686793 nChanged 18 SP:Iteration 51Q (6049.090469 sec): 3 clusters Score: Raw -1124142.153568 + Penalty 4987.678429 = -1119154.475139 nChanged 15 SP:Iteration 52Q (6049.185641 sec): 3 clusters Score: Raw -1124144.824020 + Penalty 4987.678429 = -1119157.145591 nChanged 13 SP:Iteration 53Q (6049.300239 sec): 3 clusters Score: Raw -1124146.172434 + Penalty 4987.678429 = -1119158.494005 nChanged 7 SP:Iteration 54Q (6049.482947 sec): 3 clusters Score: Raw -1124146.849599 + Penalty 4987.678429 = -1119159.171170 nChanged 7 SP:Iteration 55Q (6049.665036 sec): 3 clusters Score: Raw -1124147.698094 + Penalty 4987.678429 = -1119160.019665 nChanged 5 SP:Iteration 56Q (6049.856935 sec): 3 clusters Score: Raw -1124148.488899 + Penalty 4987.678429 = -1119160.810470 nChanged 6 SP:Iteration 57Q (6050.014125 sec): 3 clusters Score: Raw -1124149.542644 + Penalty 4987.678429 = -1119161.864215 nChanged 6 SP:Iteration 58Q (6050.098152 sec): 3 clusters Score: Raw -1124150.156254 + Penalty 4987.678429 = -1119162.477825 nChanged 5 SP:Iteration 59Q (6050.171599 sec): 3 clusters Score: Raw -1124150.663089 + Penalty 4987.678429 = -1119162.984660 nChanged 4 SP:Iteration 60F (6050.276288 sec): 3 clusters Score: Raw -1124151.121571 + Penalty 4987.678429 = -1119163.443142 nChanged 3 SP:Iteration 61Q (6050.370567 sec): 3 clusters Score: Raw -1124151.476945 + Penalty 4987.678429 = -1119163.798516 nChanged 6 SP:Iteration 62Q (6050.461146 sec): 3 clusters Score: Raw -1124152.024353 + Penalty 4987.678429 = -1119164.345924 nChanged 3 SP:Iteration 63Q (6050.546706 sec): 3 clusters Score: Raw -1124152.430140 + Penalty 4987.678429 = -1119164.751711 nChanged 5 SP:Iteration 64Q (6050.641089 sec): 3 clusters Score: Raw -1124153.257556 + Penalty 4987.678429 = -1119165.579127 nChanged 6 SP:Iteration 65Q (6050.735193 sec): 3 clusters Score: Raw -1124153.732147 + Penalty 4987.678429 = -1119166.053718 nChanged 5 SP:Iteration 66Q (6050.827853 sec): 3 clusters Score: Raw -1124154.442919 + Penalty 4987.678429 = -1119166.764490 nChanged 6 SP:Iteration 67Q (6050.920646 sec): 3 clusters Score: Raw -1124155.664013 + Penalty 4987.678429 = -1119167.985584 nChanged 7 SP:Iteration 68Q (6051.014067 sec): 3 clusters Score: Raw -1124156.401121 + Penalty 4987.678429 = -1119168.722692 nChanged 9 SP:Iteration 69Q (6051.101157 sec): 3 clusters Score: Raw -1124158.101780 + Penalty 4987.678429 = -1119170.423351 nChanged 12 SP:Iteration 70Q (6051.185917 sec): 3 clusters Score: Raw -1124160.487247 + Penalty 4987.678429 = -1119172.808818 nChanged 9 SP:Iteration 71Q (6051.285507 sec): 3 clusters Score: Raw -1124163.020204 + Penalty 4987.678429 = -1119175.341775 nChanged 12 SP:Iteration 72Q (6051.378875 sec): 3 clusters Score: Raw -1124165.175619 + Penalty 4987.678429 = -1119177.497190 nChanged 4 SP:Iteration 73Q (6051.467654 sec): 3 clusters Score: Raw -1124165.476121 + Penalty 4987.678429 = -1119177.797691 nChanged 5 SP:Iteration 74Q (6051.647797 sec): 3 clusters Score: Raw -1124166.054538 + Penalty 4987.678429 = -1119178.376109 nChanged 4 SP:Iteration 75Q (6051.757690 sec): 3 clusters Score: Raw -1124166.647148 + Penalty 4987.678429 = -1119178.968719 nChanged 5 SP:Iteration 76Q (6051.848718 sec): 3 clusters Score: Raw -1124167.457248 + Penalty 4987.678429 = -1119179.778819 nChanged 4 SP:Iteration 77Q (6051.932973 sec): 3 clusters Score: Raw -1124168.187536 + Penalty 4987.678429 = -1119180.509107 nChanged 8 SP:Iteration 78Q (6052.021025 sec): 3 clusters Score: Raw -1124169.553610 + Penalty 4987.678429 = -1119181.875180 nChanged 9 SP:Iteration 79Q (6052.121133 sec): 3 clusters Score: Raw -1124170.796040 + Penalty 4987.678429 = -1119183.117611 nChanged 8 SP:Iteration 80F (6052.220475 sec): 3 clusters Score: Raw -1124172.016335 + Penalty 4987.678429 = -1119184.337906 nChanged 8 SP:Iteration 81Q (6052.393488 sec): 3 clusters Score: Raw -1124173.244565 + Penalty 4987.678429 = -1119185.566136 nChanged 7 SP:Iteration 82Q (6052.489408 sec): 3 clusters Score: Raw -1124174.237994 + Penalty 4987.678429 = -1119186.559565 nChanged 9 SP:Iteration 83Q (6052.575482 sec): 3 clusters Score: Raw -1124175.403222 + Penalty 4987.678429 = -1119187.724793 nChanged 9 SP:Iteration 84Q (6052.668345 sec): 3 clusters Score: Raw -1124176.272181 + Penalty 4987.678429 = -1119188.593752 nChanged 7 SP:Iteration 85Q (6052.890935 sec): 3 clusters Score: Raw -1124177.199932 + Penalty 4987.678429 = -1119189.521503 nChanged 9 SP:Iteration 86Q (6053.061021 sec): 3 clusters Score: Raw -1124178.768367 + Penalty 4987.678429 = -1119191.089937 nChanged 5 SP:Iteration 87Q (6053.266424 sec): 3 clusters Score: Raw -1124179.441276 + Penalty 4987.678429 = -1119191.762847 nChanged 8 SP:Iteration 88Q (6053.471933 sec): 3 clusters Score: Raw -1124181.004198 + Penalty 4987.678429 = -1119193.325769 nChanged 11 SP:Iteration 89Q (6053.572251 sec): 3 clusters Score: Raw -1124182.841663 + Penalty 4987.678429 = -1119195.163234 nChanged 9 SP:Iteration 90Q (6053.667415 sec): 3 clusters Score: Raw -1124183.974869 + Penalty 4987.678429 = -1119196.296440 nChanged 7 SP:Iteration 91Q (6053.768363 sec): 3 clusters Score: Raw -1124184.921952 + Penalty 4987.678429 = -1119197.243522 nChanged 8 SP:Iteration 92Q (6053.862448 sec): 3 clusters Score: Raw -1124186.302778 + Penalty 4987.678429 = -1119198.624349 nChanged 11 SP:Iteration 93Q (6053.955140 sec): 3 clusters Score: Raw -1124187.755188 + Penalty 4987.678429 = -1119200.076759 nChanged 11 SP:Iteration 94Q (6054.041415 sec): 3 clusters Score: Raw -1124189.131094 + Penalty 4987.678429 = -1119201.452665 nChanged 11 SP:Iteration 95Q (6054.124976 sec): 3 clusters Score: Raw -1124190.664383 + Penalty 4987.678429 = -1119202.985954 nChanged 12 SP:Iteration 96Q (6054.226892 sec): 3 clusters Score: Raw -1124192.177070 + Penalty 4987.678429 = -1119204.498641 nChanged 12 SP:Iteration 97Q (6054.318056 sec): 3 clusters Score: Raw -1124193.730782 + Penalty 4987.678429 = -1119206.052353 nChanged 9 SP:Iteration 98Q (6054.408182 sec): 3 clusters Score: Raw -1124194.753354 + Penalty 4987.678429 = -1119207.074925 nChanged 5 SP:Iteration 99Q (6054.494076 sec): 3 clusters Score: Raw -1124195.180116 + Penalty 4987.678429 = -1119207.501687 nChanged 1 SP:Iteration 100F (6054.589711 sec): 3 clusters Score: Raw -1124195.336840 + Penalty 4987.678429 = -1119207.658411 nChanged 2 SP:Iteration 101Q (6054.683285 sec): 3 clusters Score: Raw -1124195.546040 + Penalty 4987.678429 = -1119207.867611 nChanged 3 SP:Iteration 102Q (6054.776578 sec): 3 clusters Score: Raw -1124195.794481 + Penalty 4987.678429 = -1119208.116051 nChanged 0 SP:Iteration 103F (6054.975145 sec): 3 clusters Score: Raw -1124195.794481 + Penalty 4987.678429 = -1119208.116051 nChanged 0 Trying to split cluster 9 (5069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6055.060222 sec): 2 clusters Score: Raw -415384.815694 + Penalty 2252.157293 = -413132.658400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6055.209794 sec): 3 clusters Score: Raw -413015.764399 + Penalty 4504.314587 = -408511.449812 nChanged 1947 SP:Iteration 1F (6055.339021 sec): 3 clusters Score: Raw -414325.223069 + Penalty 4504.314587 = -409820.908482 nChanged 476 SP:Iteration 2F (6055.442164 sec): 3 clusters Score: Raw -414703.875543 + Penalty 4504.314587 = -410199.560957 nChanged 320 SP:Iteration 3F (6055.492284 sec): 3 clusters Score: Raw -414960.435501 + Penalty 4504.314587 = -410456.120914 nChanged 248 SP:Iteration 4Q (6055.546489 sec): 3 clusters Score: Raw -415156.477507 + Penalty 4504.314587 = -410652.162920 nChanged 231 SP:Iteration 5Q (6055.600555 sec): 3 clusters Score: Raw -415355.908906 + Penalty 4504.314587 = -410851.594319 nChanged 227 SP:Iteration 6Q (6055.654973 sec): 3 clusters Score: Raw -415532.752865 + Penalty 4504.314587 = -411028.438279 nChanged 185 SP:Iteration 7Q (6055.710288 sec): 3 clusters Score: Raw -415672.593903 + Penalty 4504.314587 = -411168.279316 nChanged 159 SP:Iteration 8Q (6055.765777 sec): 3 clusters Score: Raw -415780.909060 + Penalty 4504.314587 = -411276.594473 nChanged 127 SP:Iteration 9Q (6055.820933 sec): 3 clusters Score: Raw -415880.089045 + Penalty 4504.314587 = -411375.774458 nChanged 118 SP:Iteration 10Q (6056.001045 sec): 3 clusters Score: Raw -415976.124984 + Penalty 4504.314587 = -411471.810398 nChanged 113 SP:Iteration 11Q (6056.122338 sec): 3 clusters Score: Raw -416042.421550 + Penalty 4504.314587 = -411538.106963 nChanged 68 SP:Iteration 12Q (6056.281134 sec): 3 clusters Score: Raw -416080.178061 + Penalty 4504.314587 = -411575.863474 nChanged 69 SP:Iteration 13Q (6056.423559 sec): 3 clusters Score: Raw -416131.495058 + Penalty 4504.314587 = -411627.180471 nChanged 62 SP:Iteration 14Q (6056.552628 sec): 3 clusters Score: Raw -416179.625325 + Penalty 4504.314587 = -411675.310739 nChanged 65 SP:Iteration 15Q (6056.681566 sec): 3 clusters Score: Raw -416235.048326 + Penalty 4504.314587 = -411730.733739 nChanged 61 SP:Iteration 16Q (6056.810344 sec): 3 clusters Score: Raw -416279.164623 + Penalty 4504.314587 = -411774.850036 nChanged 51 SP:Iteration 17Q (6056.850115 sec): 3 clusters Score: Raw -416315.385967 + Penalty 4504.314587 = -411811.071380 nChanged 48 SP:Iteration 18Q (6056.908631 sec): 3 clusters Score: Raw -416340.765532 + Penalty 4504.314587 = -411836.450946 nChanged 40 SP:Iteration 19Q (6056.967413 sec): 3 clusters Score: Raw -416361.421432 + Penalty 4504.314587 = -411857.106845 nChanged 39 SP:Iteration 20F (6057.025707 sec): 3 clusters Score: Raw -416380.131858 + Penalty 4504.314587 = -411875.817272 nChanged 29 SP:Iteration 21Q (6057.084387 sec): 3 clusters Score: Raw -416390.656155 + Penalty 4504.314587 = -411886.341568 nChanged 17 SP:Iteration 22Q (6057.141446 sec): 3 clusters Score: Raw -416398.476278 + Penalty 4504.314587 = -411894.161691 nChanged 16 SP:Iteration 23Q (6057.192537 sec): 3 clusters Score: Raw -416405.816032 + Penalty 4504.314587 = -411901.501445 nChanged 18 SP:Iteration 24Q (6057.243231 sec): 3 clusters Score: Raw -416414.472831 + Penalty 4504.314587 = -411910.158244 nChanged 26 SP:Iteration 25Q (6057.294118 sec): 3 clusters Score: Raw -416425.893811 + Penalty 4504.314587 = -411921.579225 nChanged 20 SP:Iteration 26Q (6057.346866 sec): 3 clusters Score: Raw -416433.164084 + Penalty 4504.314587 = -411928.849497 nChanged 20 SP:Iteration 27Q (6057.400001 sec): 3 clusters Score: Raw -416440.208243 + Penalty 4504.314587 = -411935.893656 nChanged 14 SP:Iteration 28Q (6057.455349 sec): 3 clusters Score: Raw -416446.359354 + Penalty 4504.314587 = -411942.044768 nChanged 19 SP:Iteration 29Q (6057.510528 sec): 3 clusters Score: Raw -416454.422270 + Penalty 4504.314587 = -411950.107684 nChanged 16 SP:Iteration 30Q (6057.565403 sec): 3 clusters Score: Raw -416459.665664 + Penalty 4504.314587 = -411955.351077 nChanged 12 SP:Iteration 31Q (6057.619726 sec): 3 clusters Score: Raw -416462.874689 + Penalty 4504.314587 = -411958.560102 nChanged 7 SP:Iteration 32Q (6057.674127 sec): 3 clusters Score: Raw -416465.443808 + Penalty 4504.314587 = -411961.129221 nChanged 12 SP:Iteration 33Q (6057.728009 sec): 3 clusters Score: Raw -416468.764991 + Penalty 4504.314587 = -411964.450404 nChanged 8 SP:Iteration 34Q (6057.781617 sec): 3 clusters Score: Raw -416470.431088 + Penalty 4504.314587 = -411966.116501 nChanged 6 SP:Iteration 35Q (6057.835677 sec): 3 clusters Score: Raw -416472.081110 + Penalty 4504.314587 = -411967.766524 nChanged 5 SP:Iteration 36Q (6057.956952 sec): 3 clusters Score: Raw -416473.296904 + Penalty 4504.314587 = -411968.982317 nChanged 8 SP:Iteration 37Q (6058.008998 sec): 3 clusters Score: Raw -416475.094638 + Penalty 4504.314587 = -411970.780051 nChanged 3 SP:Iteration 38Q (6058.060523 sec): 3 clusters Score: Raw -416475.930922 + Penalty 4504.314587 = -411971.616335 nChanged 2 SP:Iteration 39Q (6058.111773 sec): 3 clusters Score: Raw -416476.375285 + Penalty 4504.314587 = -411972.060699 nChanged 2 SP:Iteration 40F (6058.166548 sec): 3 clusters Score: Raw -416476.801383 + Penalty 4504.314587 = -411972.486796 nChanged 2 SP:Iteration 41Q (6058.244514 sec): 3 clusters Score: Raw -416477.280108 + Penalty 4504.314587 = -411972.965521 nChanged 2 SP:Iteration 42Q (6058.396274 sec): 3 clusters Score: Raw -416477.629602 + Penalty 4504.314587 = -411973.315015 nChanged 2 SP:Iteration 43Q (6058.560445 sec): 3 clusters Score: Raw -416478.182246 + Penalty 4504.314587 = -411973.867659 nChanged 2 SP:Iteration 44Q (6058.669991 sec): 3 clusters Score: Raw -416478.942398 + Penalty 4504.314587 = -411974.627811 nChanged 5 SP:Iteration 45Q (6058.796462 sec): 3 clusters Score: Raw -416480.612122 + Penalty 4504.314587 = -411976.297535 nChanged 8 SP:Iteration 46Q (6058.931499 sec): 3 clusters Score: Raw -416482.294027 + Penalty 4504.314587 = -411977.979440 nChanged 3 SP:Iteration 47Q (6059.064995 sec): 3 clusters Score: Raw -416482.893937 + Penalty 4504.314587 = -411978.579351 nChanged 2 SP:Iteration 48Q (6059.201116 sec): 3 clusters Score: Raw -416483.382552 + Penalty 4504.314587 = -411979.067965 nChanged 4 SP:Iteration 49Q (6059.326150 sec): 3 clusters Score: Raw -416484.413618 + Penalty 4504.314587 = -411980.099032 nChanged 2 SP:Iteration 50Q (6059.374879 sec): 3 clusters Score: Raw -416485.214823 + Penalty 4504.314587 = -411980.900237 nChanged 5 SP:Iteration 51Q (6059.424603 sec): 3 clusters Score: Raw -416487.749097 + Penalty 4504.314587 = -411983.434511 nChanged 5 SP:Iteration 52Q (6059.478159 sec): 3 clusters Score: Raw -416489.916283 + Penalty 4504.314587 = -411985.601697 nChanged 5 SP:Iteration 53Q (6059.532439 sec): 3 clusters Score: Raw -416491.782126 + Penalty 4504.314587 = -411987.467539 nChanged 7 SP:Iteration 54Q (6059.585880 sec): 3 clusters Score: Raw -416493.610854 + Penalty 4504.314587 = -411989.296267 nChanged 7 SP:Iteration 55Q (6059.639473 sec): 3 clusters Score: Raw -416496.177520 + Penalty 4504.314587 = -411991.862934 nChanged 6 SP:Iteration 56Q (6059.693562 sec): 3 clusters Score: Raw -416497.618385 + Penalty 4504.314587 = -411993.303799 nChanged 2 SP:Iteration 57Q (6059.747021 sec): 3 clusters Score: Raw -416498.233270 + Penalty 4504.314587 = -411993.918683 nChanged 2 SP:Iteration 58Q (6059.800554 sec): 3 clusters Score: Raw -416498.885646 + Penalty 4504.314587 = -411994.571059 nChanged 3 SP:Iteration 59Q (6059.853863 sec): 3 clusters Score: Raw -416499.455378 + Penalty 4504.314587 = -411995.140791 nChanged 0 SP:Iteration 60F (6059.907119 sec): 3 clusters Score: Raw -416499.455378 + Penalty 4504.314587 = -411995.140791 nChanged 0 Trying to split cluster 10 (7979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6059.969107 sec): 2 clusters Score: Raw -663242.560845 + Penalty 2371.926049 = -660870.634795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6060.053644 sec): 3 clusters Score: Raw -659161.451093 + Penalty 4743.852099 = -654417.598994 nChanged 3160 SP:Iteration 1F (6060.130196 sec): 3 clusters Score: Raw -661006.513661 + Penalty 4743.852099 = -656262.661562 nChanged 667 SP:Iteration 2F (6060.204257 sec): 3 clusters Score: Raw -661487.147354 + Penalty 4743.852099 = -656743.295255 nChanged 566 SP:Iteration 3F (6060.269598 sec): 3 clusters Score: Raw -661909.960221 + Penalty 4743.852099 = -657166.108122 nChanged 471 SP:Iteration 4F (6060.334950 sec): 3 clusters Score: Raw -662278.048444 + Penalty 4743.852099 = -657534.196345 nChanged 431 SP:Iteration 5F (6060.405253 sec): 3 clusters Score: Raw -662608.490593 + Penalty 4743.852099 = -657864.638494 nChanged 374 SP:Iteration 6Q (6060.476940 sec): 3 clusters Score: Raw -662879.198435 + Penalty 4743.852099 = -658135.346336 nChanged 322 SP:Iteration 7Q (6060.544782 sec): 3 clusters Score: Raw -663078.400794 + Penalty 4743.852099 = -658334.548695 nChanged 287 SP:Iteration 8Q (6060.611851 sec): 3 clusters Score: Raw -663250.983946 + Penalty 4743.852099 = -658507.131847 nChanged 248 SP:Iteration 9Q (6060.681445 sec): 3 clusters Score: Raw -663394.061656 + Penalty 4743.852099 = -658650.209557 nChanged 218 SP:Iteration 10Q (6060.828352 sec): 3 clusters Score: Raw -663507.738740 + Penalty 4743.852099 = -658763.886641 nChanged 193 SP:Iteration 11Q (6060.956242 sec): 3 clusters Score: Raw -663601.705913 + Penalty 4743.852099 = -658857.853814 nChanged 160 SP:Iteration 12Q (6061.110577 sec): 3 clusters Score: Raw -663674.038612 + Penalty 4743.852099 = -658930.186513 nChanged 150 SP:Iteration 13Q (6061.263591 sec): 3 clusters Score: Raw -663737.871443 + Penalty 4743.852099 = -658994.019344 nChanged 135 SP:Iteration 14Q (6061.409459 sec): 3 clusters Score: Raw -663795.081197 + Penalty 4743.852099 = -659051.229098 nChanged 120 SP:Iteration 15Q (6061.557328 sec): 3 clusters Score: Raw -663843.320795 + Penalty 4743.852099 = -659099.468696 nChanged 96 SP:Iteration 16Q (6061.733597 sec): 3 clusters Score: Raw -663876.278263 + Penalty 4743.852099 = -659132.426164 nChanged 68 SP:Iteration 17Q (6061.771212 sec): 3 clusters Score: Raw -663896.353645 + Penalty 4743.852099 = -659152.501546 nChanged 58 SP:Iteration 18Q (6061.827361 sec): 3 clusters Score: Raw -663913.286646 + Penalty 4743.852099 = -659169.434547 nChanged 60 SP:Iteration 19Q (6061.898232 sec): 3 clusters Score: Raw -663930.115695 + Penalty 4743.852099 = -659186.263596 nChanged 60 SP:Iteration 20F (6062.091940 sec): 3 clusters Score: Raw -663947.191162 + Penalty 4743.852099 = -659203.339063 nChanged 52 SP:Iteration 21Q (6062.225484 sec): 3 clusters Score: Raw -663961.428141 + Penalty 4743.852099 = -659217.576042 nChanged 39 SP:Iteration 22Q (6062.359732 sec): 3 clusters Score: Raw -663973.007732 + Penalty 4743.852099 = -659229.155633 nChanged 32 SP:Iteration 23Q (6062.468715 sec): 3 clusters Score: Raw -663979.917244 + Penalty 4743.852099 = -659236.065145 nChanged 26 SP:Iteration 24Q (6062.592594 sec): 3 clusters Score: Raw -663984.971920 + Penalty 4743.852099 = -659241.119821 nChanged 16 SP:Iteration 25Q (6062.659187 sec): 3 clusters Score: Raw -663988.647473 + Penalty 4743.852099 = -659244.795374 nChanged 18 SP:Iteration 26Q (6062.723903 sec): 3 clusters Score: Raw -663991.700786 + Penalty 4743.852099 = -659247.848687 nChanged 12 SP:Iteration 27Q (6062.785451 sec): 3 clusters Score: Raw -663993.844544 + Penalty 4743.852099 = -659249.992445 nChanged 16 SP:Iteration 28Q (6062.847149 sec): 3 clusters Score: Raw -663997.443014 + Penalty 4743.852099 = -659253.590915 nChanged 21 SP:Iteration 29Q (6062.915546 sec): 3 clusters Score: Raw -664002.289845 + Penalty 4743.852099 = -659258.437746 nChanged 17 SP:Iteration 30Q (6062.990066 sec): 3 clusters Score: Raw -664006.266422 + Penalty 4743.852099 = -659262.414323 nChanged 21 SP:Iteration 31Q (6063.059265 sec): 3 clusters Score: Raw -664009.705340 + Penalty 4743.852099 = -659265.853241 nChanged 16 SP:Iteration 32Q (6063.222736 sec): 3 clusters Score: Raw -664012.016907 + Penalty 4743.852099 = -659268.164808 nChanged 12 SP:Iteration 33Q (6063.348053 sec): 3 clusters Score: Raw -664013.848836 + Penalty 4743.852099 = -659269.996737 nChanged 8 SP:Iteration 34Q (6063.412012 sec): 3 clusters Score: Raw -664015.254853 + Penalty 4743.852099 = -659271.402754 nChanged 14 SP:Iteration 35Q (6063.475611 sec): 3 clusters Score: Raw -664018.352154 + Penalty 4743.852099 = -659274.500055 nChanged 18 SP:Iteration 36Q (6063.539610 sec): 3 clusters Score: Raw -664021.610546 + Penalty 4743.852099 = -659277.758447 nChanged 15 SP:Iteration 37Q (6063.606602 sec): 3 clusters Score: Raw -664024.012308 + Penalty 4743.852099 = -659280.160209 nChanged 7 SP:Iteration 38Q (6063.681459 sec): 3 clusters Score: Raw -664024.960508 + Penalty 4743.852099 = -659281.108409 nChanged 5 SP:Iteration 39Q (6063.781922 sec): 3 clusters Score: Raw -664025.636203 + Penalty 4743.852099 = -659281.784104 nChanged 6 SP:Iteration 40F (6063.853026 sec): 3 clusters Score: Raw -664027.007622 + Penalty 4743.852099 = -659283.155523 nChanged 5 SP:Iteration 41Q (6063.922820 sec): 3 clusters Score: Raw -664028.276077 + Penalty 4743.852099 = -659284.423978 nChanged 7 SP:Iteration 42Q (6064.113851 sec): 3 clusters Score: Raw -664029.938628 + Penalty 4743.852099 = -659286.086529 nChanged 5 SP:Iteration 43Q (6064.293190 sec): 3 clusters Score: Raw -664030.559578 + Penalty 4743.852099 = -659286.707479 nChanged 3 SP:Iteration 44Q (6064.421982 sec): 3 clusters Score: Raw -664031.034111 + Penalty 4743.852099 = -659287.182012 nChanged 1 SP:Iteration 45Q (6064.568072 sec): 3 clusters Score: Raw -664031.251200 + Penalty 4743.852099 = -659287.399101 nChanged 0 SP:Iteration 46F (6064.713127 sec): 3 clusters Score: Raw -664031.251200 + Penalty 4743.852099 = -659287.399101 nChanged 0 Trying to split cluster 11 (11328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6064.814857 sec): 2 clusters Score: Raw -988647.758791 + Penalty 2464.448663 = -986183.310128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6064.924627 sec): 3 clusters Score: Raw -982454.482330 + Penalty 4928.897327 = -977525.585003 nChanged 4790 SP:Iteration 1F (6064.991958 sec): 3 clusters Score: Raw -985148.872180 + Penalty 4928.897327 = -980219.974854 nChanged 792 SP:Iteration 2F (6065.082847 sec): 3 clusters Score: Raw -985600.488484 + Penalty 4928.897327 = -980671.591158 nChanged 688 SP:Iteration 3F (6065.168220 sec): 3 clusters Score: Raw -985974.532329 + Penalty 4928.897327 = -981045.635003 nChanged 575 SP:Iteration 4F (6065.252556 sec): 3 clusters Score: Raw -986316.750770 + Penalty 4928.897327 = -981387.853443 nChanged 538 SP:Iteration 5Q (6065.340398 sec): 3 clusters Score: Raw -986635.433797 + Penalty 4928.897327 = -981706.536470 nChanged 505 SP:Iteration 6Q (6065.500661 sec): 3 clusters Score: Raw -986921.878663 + Penalty 4928.897327 = -981992.981336 nChanged 439 SP:Iteration 7Q (6065.581576 sec): 3 clusters Score: Raw -987163.269671 + Penalty 4928.897327 = -982234.372344 nChanged 426 SP:Iteration 8Q (6065.760792 sec): 3 clusters Score: Raw -987417.786323 + Penalty 4928.897327 = -982488.888996 nChanged 414 SP:Iteration 9Q (6065.832909 sec): 3 clusters Score: Raw -987648.525721 + Penalty 4928.897327 = -982719.628394 nChanged 380 SP:Iteration 10Q (6065.903340 sec): 3 clusters Score: Raw -987862.784704 + Penalty 4928.897327 = -982933.887377 nChanged 361 SP:Iteration 11Q (6066.008141 sec): 3 clusters Score: Raw -988057.899498 + Penalty 4928.897327 = -983129.002171 nChanged 339 SP:Iteration 12Q (6066.088177 sec): 3 clusters Score: Raw -988231.657565 + Penalty 4928.897327 = -983302.760238 nChanged 314 SP:Iteration 13Q (6066.168145 sec): 3 clusters Score: Raw -988376.058174 + Penalty 4928.897327 = -983447.160847 nChanged 246 SP:Iteration 14Q (6066.301547 sec): 3 clusters Score: Raw -988476.478687 + Penalty 4928.897327 = -983547.581360 nChanged 193 SP:Iteration 15Q (6066.385596 sec): 3 clusters Score: Raw -988541.371315 + Penalty 4928.897327 = -983612.473989 nChanged 145 SP:Iteration 16Q (6066.465185 sec): 3 clusters Score: Raw -988598.416303 + Penalty 4928.897327 = -983669.518976 nChanged 147 SP:Iteration 17Q (6066.544343 sec): 3 clusters Score: Raw -988648.657577 + Penalty 4928.897327 = -983719.760250 nChanged 118 SP:Iteration 18Q (6066.632557 sec): 3 clusters Score: Raw -988685.219751 + Penalty 4928.897327 = -983756.322424 nChanged 124 SP:Iteration 19Q (6066.719581 sec): 3 clusters Score: Raw -988720.094626 + Penalty 4928.897327 = -983791.197299 nChanged 120 SP:Iteration 20F (6066.805406 sec): 3 clusters Score: Raw -988761.224625 + Penalty 4928.897327 = -983832.327299 nChanged 125 SP:Iteration 21Q (6066.891737 sec): 3 clusters Score: Raw -988803.716116 + Penalty 4928.897327 = -983874.818790 nChanged 116 SP:Iteration 22Q (6066.978250 sec): 3 clusters Score: Raw -988837.724210 + Penalty 4928.897327 = -983908.826883 nChanged 100 SP:Iteration 23Q (6067.064662 sec): 3 clusters Score: Raw -988866.846379 + Penalty 4928.897327 = -983937.949052 nChanged 110 SP:Iteration 24Q (6067.150970 sec): 3 clusters Score: Raw -988902.747792 + Penalty 4928.897327 = -983973.850465 nChanged 113 SP:Iteration 25Q (6067.300375 sec): 3 clusters Score: Raw -988938.875093 + Penalty 4928.897327 = -984009.977766 nChanged 99 SP:Iteration 26Q (6067.461837 sec): 3 clusters Score: Raw -988968.772315 + Penalty 4928.897327 = -984039.874988 nChanged 92 SP:Iteration 27Q (6067.628270 sec): 3 clusters Score: Raw -988999.394792 + Penalty 4928.897327 = -984070.497465 nChanged 78 SP:Iteration 28Q (6067.793373 sec): 3 clusters Score: Raw -989022.964887 + Penalty 4928.897327 = -984094.067560 nChanged 75 SP:Iteration 29Q (6067.948654 sec): 3 clusters Score: Raw -989042.432771 + Penalty 4928.897327 = -984113.535445 nChanged 67 SP:Iteration 30Q (6068.111924 sec): 3 clusters Score: Raw -989059.972055 + Penalty 4928.897327 = -984131.074728 nChanged 60 SP:Iteration 31Q (6068.205712 sec): 3 clusters Score: Raw -989071.128837 + Penalty 4928.897327 = -984142.231511 nChanged 51 SP:Iteration 32Q (6068.281730 sec): 3 clusters Score: Raw -989080.748033 + Penalty 4928.897327 = -984151.850706 nChanged 39 SP:Iteration 33Q (6068.379550 sec): 3 clusters Score: Raw -989087.907600 + Penalty 4928.897327 = -984159.010273 nChanged 37 SP:Iteration 34Q (6068.457521 sec): 3 clusters Score: Raw -989094.603577 + Penalty 4928.897327 = -984165.706250 nChanged 31 SP:Iteration 35Q (6068.559375 sec): 3 clusters Score: Raw -989100.600506 + Penalty 4928.897327 = -984171.703179 nChanged 33 SP:Iteration 36Q (6068.645290 sec): 3 clusters Score: Raw -989105.909676 + Penalty 4928.897327 = -984177.012349 nChanged 28 SP:Iteration 37Q (6068.725919 sec): 3 clusters Score: Raw -989110.681094 + Penalty 4928.897327 = -984181.783767 nChanged 24 SP:Iteration 38Q (6068.807827 sec): 3 clusters Score: Raw -989114.388929 + Penalty 4928.897327 = -984185.491602 nChanged 24 SP:Iteration 39Q (6068.929089 sec): 3 clusters Score: Raw -989118.719381 + Penalty 4928.897327 = -984189.822054 nChanged 28 SP:Iteration 40F (6069.047561 sec): 3 clusters Score: Raw -989124.042632 + Penalty 4928.897327 = -984195.145305 nChanged 25 SP:Iteration 41Q (6069.143193 sec): 3 clusters Score: Raw -989128.691317 + Penalty 4928.897327 = -984199.793990 nChanged 35 SP:Iteration 42Q (6069.218666 sec): 3 clusters Score: Raw -989133.840550 + Penalty 4928.897327 = -984204.943223 nChanged 24 SP:Iteration 43Q (6069.310484 sec): 3 clusters Score: Raw -989138.662033 + Penalty 4928.897327 = -984209.764706 nChanged 31 SP:Iteration 44Q (6069.402168 sec): 3 clusters Score: Raw -989144.929017 + Penalty 4928.897327 = -984216.031690 nChanged 33 SP:Iteration 45Q (6069.486685 sec): 3 clusters Score: Raw -989151.766335 + Penalty 4928.897327 = -984222.869008 nChanged 36 SP:Iteration 46Q (6069.574276 sec): 3 clusters Score: Raw -989157.696583 + Penalty 4928.897327 = -984228.799256 nChanged 22 SP:Iteration 47Q (6069.662099 sec): 3 clusters Score: Raw -989160.583628 + Penalty 4928.897327 = -984231.686301 nChanged 14 SP:Iteration 48Q (6069.749778 sec): 3 clusters Score: Raw -989162.177992 + Penalty 4928.897327 = -984233.280666 nChanged 7 SP:Iteration 49Q (6069.837340 sec): 3 clusters Score: Raw -989163.126467 + Penalty 4928.897327 = -984234.229140 nChanged 6 SP:Iteration 50Q (6069.925197 sec): 3 clusters Score: Raw -989164.214908 + Penalty 4928.897327 = -984235.317582 nChanged 6 SP:Iteration 51Q (6070.012665 sec): 3 clusters Score: Raw -989164.845555 + Penalty 4928.897327 = -984235.948228 nChanged 5 SP:Iteration 52Q (6070.100757 sec): 3 clusters Score: Raw -989165.642901 + Penalty 4928.897327 = -984236.745574 nChanged 9 SP:Iteration 53Q (6070.188453 sec): 3 clusters Score: Raw -989166.813322 + Penalty 4928.897327 = -984237.915995 nChanged 8 SP:Iteration 54Q (6070.275433 sec): 3 clusters Score: Raw -989167.677876 + Penalty 4928.897327 = -984238.780549 nChanged 6 SP:Iteration 55Q (6070.361287 sec): 3 clusters Score: Raw -989168.279879 + Penalty 4928.897327 = -984239.382552 nChanged 3 SP:Iteration 56Q (6070.543716 sec): 3 clusters Score: Raw -989168.670776 + Penalty 4928.897327 = -984239.773450 nChanged 2 SP:Iteration 57Q (6070.674320 sec): 3 clusters Score: Raw -989168.960410 + Penalty 4928.897327 = -984240.063084 nChanged 3 SP:Iteration 58Q (6070.853016 sec): 3 clusters Score: Raw -989169.121542 + Penalty 4928.897327 = -984240.224215 nChanged 4 SP:Iteration 59Q (6071.014780 sec): 3 clusters Score: Raw -989169.390568 + Penalty 4928.897327 = -984240.493242 nChanged 3 SP:Iteration 60F (6071.164290 sec): 3 clusters Score: Raw -989169.751403 + Penalty 4928.897327 = -984240.854076 nChanged 4 SP:Iteration 61Q (6071.269813 sec): 3 clusters Score: Raw -989170.284372 + Penalty 4928.897327 = -984241.387045 nChanged 1 SP:Iteration 62Q (6071.351651 sec): 3 clusters Score: Raw -989170.359049 + Penalty 4928.897327 = -984241.461723 nChanged 0 SP:Iteration 63F (6071.434714 sec): 3 clusters Score: Raw -989170.359049 + Penalty 4928.897327 = -984241.461723 nChanged 0 Iteration 179Q (6073.162548 sec): 12 clusters Score: Raw -11815295.729929 + Penalty 34530.724271 = -11780765.005659 nChanged 1 Iteration 180F (6075.467852 sec): 12 clusters Score: Raw -11815295.755491 + Penalty 34530.724271 = -11780765.031220 nChanged 0 Writing temp clu file Because OldScore, -11780765.005659, is greater than current (better) Score,-11780765.031220 Compute initial score before splitting: Score: Raw -11815295.755491 + Penalty 34530.724271 = -11780765.031220 Trying to split cluster 1 (10755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6075.711196 sec): 2 clusters Score: Raw -852069.360522 + Penalty 2450.745275 = -849618.615247 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6075.780746 sec): 3 clusters Score: Raw -846236.743476 + Penalty 4901.490550 = -841335.252926 nChanged 4496 SP:Iteration 1F (6075.846002 sec): 3 clusters Score: Raw -848734.974168 + Penalty 4901.490550 = -843833.483618 nChanged 800 SP:Iteration 2F (6075.939973 sec): 3 clusters Score: Raw -849176.259644 + Penalty 4901.490550 = -844274.769094 nChanged 605 SP:Iteration 3F (6076.019167 sec): 3 clusters Score: Raw -849530.736303 + Penalty 4901.490550 = -844629.245753 nChanged 552 SP:Iteration 4F (6076.097663 sec): 3 clusters Score: Raw -849832.888933 + Penalty 4901.490550 = -844931.398383 nChanged 512 SP:Iteration 5Q (6076.180619 sec): 3 clusters Score: Raw -850159.054690 + Penalty 4901.490550 = -845257.564140 nChanged 504 SP:Iteration 6Q (6076.266867 sec): 3 clusters Score: Raw -850468.305285 + Penalty 4901.490550 = -845566.814735 nChanged 525 SP:Iteration 7Q (6076.353398 sec): 3 clusters Score: Raw -850808.825875 + Penalty 4901.490550 = -845907.335325 nChanged 498 SP:Iteration 8Q (6076.532299 sec): 3 clusters Score: Raw -851155.791224 + Penalty 4901.490550 = -846254.300674 nChanged 486 SP:Iteration 9Q (6076.591709 sec): 3 clusters Score: Raw -851484.791654 + Penalty 4901.490550 = -846583.301104 nChanged 432 SP:Iteration 10Q (6076.690701 sec): 3 clusters Score: Raw -851749.697652 + Penalty 4901.490550 = -846848.207102 nChanged 383 SP:Iteration 11Q (6076.814156 sec): 3 clusters Score: Raw -851957.181603 + Penalty 4901.490550 = -847055.691053 nChanged 325 SP:Iteration 12Q (6076.942356 sec): 3 clusters Score: Raw -852101.209441 + Penalty 4901.490550 = -847199.718891 nChanged 255 SP:Iteration 13Q (6077.030984 sec): 3 clusters Score: Raw -852203.782967 + Penalty 4901.490550 = -847302.292417 nChanged 201 SP:Iteration 14Q (6077.109004 sec): 3 clusters Score: Raw -852274.969909 + Penalty 4901.490550 = -847373.479359 nChanged 152 SP:Iteration 15Q (6077.211613 sec): 3 clusters Score: Raw -852323.917010 + Penalty 4901.490550 = -847422.426460 nChanged 119 SP:Iteration 16Q (6077.299010 sec): 3 clusters Score: Raw -852356.140354 + Penalty 4901.490550 = -847454.649804 nChanged 102 SP:Iteration 17Q (6077.376781 sec): 3 clusters Score: Raw -852380.829290 + Penalty 4901.490550 = -847479.338740 nChanged 69 SP:Iteration 18Q (6077.606264 sec): 3 clusters Score: Raw -852398.449007 + Penalty 4901.490550 = -847496.958457 nChanged 61 SP:Iteration 19Q (6077.764620 sec): 3 clusters Score: Raw -852415.912198 + Penalty 4901.490550 = -847514.421648 nChanged 67 SP:Iteration 20F (6077.959879 sec): 3 clusters Score: Raw -852433.514351 + Penalty 4901.490550 = -847532.023801 nChanged 70 SP:Iteration 21Q (6078.094383 sec): 3 clusters Score: Raw -852449.609242 + Penalty 4901.490550 = -847548.118692 nChanged 57 SP:Iteration 22Q (6078.274641 sec): 3 clusters Score: Raw -852461.715225 + Penalty 4901.490550 = -847560.224675 nChanged 45 SP:Iteration 23Q (6078.395564 sec): 3 clusters Score: Raw -852471.461848 + Penalty 4901.490550 = -847569.971298 nChanged 53 SP:Iteration 24Q (6078.488456 sec): 3 clusters Score: Raw -852484.194373 + Penalty 4901.490550 = -847582.703823 nChanged 51 SP:Iteration 25Q (6078.567493 sec): 3 clusters Score: Raw -852493.273895 + Penalty 4901.490550 = -847591.783345 nChanged 28 SP:Iteration 26Q (6078.667639 sec): 3 clusters Score: Raw -852498.214612 + Penalty 4901.490550 = -847596.724062 nChanged 21 SP:Iteration 27Q (6078.755083 sec): 3 clusters Score: Raw -852501.571173 + Penalty 4901.490550 = -847600.080623 nChanged 14 SP:Iteration 28Q (6078.827037 sec): 3 clusters Score: Raw -852503.753239 + Penalty 4901.490550 = -847602.262688 nChanged 14 SP:Iteration 29Q (6078.915798 sec): 3 clusters Score: Raw -852505.605761 + Penalty 4901.490550 = -847604.115211 nChanged 8 SP:Iteration 30Q (6079.008179 sec): 3 clusters Score: Raw -852506.933053 + Penalty 4901.490550 = -847605.442503 nChanged 13 SP:Iteration 31Q (6079.091080 sec): 3 clusters Score: Raw -852508.695900 + Penalty 4901.490550 = -847607.205350 nChanged 13 SP:Iteration 32Q (6079.172909 sec): 3 clusters Score: Raw -852510.433751 + Penalty 4901.490550 = -847608.943201 nChanged 15 SP:Iteration 33Q (6079.258385 sec): 3 clusters Score: Raw -852513.709889 + Penalty 4901.490550 = -847612.219339 nChanged 20 SP:Iteration 34Q (6079.349519 sec): 3 clusters Score: Raw -852517.101466 + Penalty 4901.490550 = -847615.610916 nChanged 18 SP:Iteration 35Q (6079.431068 sec): 3 clusters Score: Raw -852521.530930 + Penalty 4901.490550 = -847620.040380 nChanged 23 SP:Iteration 36Q (6079.506933 sec): 3 clusters Score: Raw -852526.893870 + Penalty 4901.490550 = -847625.403320 nChanged 25 SP:Iteration 37Q (6079.604059 sec): 3 clusters Score: Raw -852531.961647 + Penalty 4901.490550 = -847630.471097 nChanged 21 SP:Iteration 38Q (6079.691938 sec): 3 clusters Score: Raw -852536.003494 + Penalty 4901.490550 = -847634.512944 nChanged 24 SP:Iteration 39Q (6079.763945 sec): 3 clusters Score: Raw -852539.406620 + Penalty 4901.490550 = -847637.916070 nChanged 16 SP:Iteration 40F (6079.851728 sec): 3 clusters Score: Raw -852541.952783 + Penalty 4901.490550 = -847640.462233 nChanged 10 SP:Iteration 41Q (6080.001836 sec): 3 clusters Score: Raw -852543.152528 + Penalty 4901.490550 = -847641.661978 nChanged 13 SP:Iteration 42Q (6080.163579 sec): 3 clusters Score: Raw -852545.224161 + Penalty 4901.490550 = -847643.733611 nChanged 8 SP:Iteration 43Q (6080.322015 sec): 3 clusters Score: Raw -852546.011061 + Penalty 4901.490550 = -847644.520511 nChanged 4 SP:Iteration 44Q (6080.471378 sec): 3 clusters Score: Raw -852546.844028 + Penalty 4901.490550 = -847645.353478 nChanged 1 SP:Iteration 45Q (6080.545047 sec): 3 clusters Score: Raw -852546.961170 + Penalty 4901.490550 = -847645.470620 nChanged 2 SP:Iteration 46Q (6080.621932 sec): 3 clusters Score: Raw -852547.167081 + Penalty 4901.490550 = -847645.676531 nChanged 1 SP:Iteration 47Q (6080.704339 sec): 3 clusters Score: Raw -852547.365954 + Penalty 4901.490550 = -847645.875404 nChanged 1 SP:Iteration 48Q (6080.788904 sec): 3 clusters Score: Raw -852547.652759 + Penalty 4901.490550 = -847646.162209 nChanged 0 SP:Iteration 49F (6080.986351 sec): 3 clusters Score: Raw -852547.652759 + Penalty 4901.490550 = -847646.162209 nChanged 0 Trying to split cluster 2 (3749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6081.036242 sec): 2 clusters Score: Raw -279440.010678 + Penalty 2172.520526 = -277267.490152 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6081.164409 sec): 3 clusters Score: Raw -277813.248377 + Penalty 4345.041052 = -273468.207325 nChanged 1385 SP:Iteration 1F (6081.291195 sec): 3 clusters Score: Raw -278709.488715 + Penalty 4345.041052 = -274364.447663 nChanged 292 SP:Iteration 2F (6081.419872 sec): 3 clusters Score: Raw -278943.541189 + Penalty 4345.041052 = -274598.500137 nChanged 204 SP:Iteration 3F (6081.539176 sec): 3 clusters Score: Raw -279087.659442 + Penalty 4345.041052 = -274742.618390 nChanged 154 SP:Iteration 4Q (6081.645611 sec): 3 clusters Score: Raw -279202.945623 + Penalty 4345.041052 = -274857.904571 nChanged 130 SP:Iteration 5Q (6081.778650 sec): 3 clusters Score: Raw -279293.143831 + Penalty 4345.041052 = -274948.102779 nChanged 101 SP:Iteration 6Q (6081.904415 sec): 3 clusters Score: Raw -279367.896214 + Penalty 4345.041052 = -275022.855162 nChanged 96 SP:Iteration 7Q (6082.002424 sec): 3 clusters Score: Raw -279435.082721 + Penalty 4345.041052 = -275090.041669 nChanged 85 SP:Iteration 8Q (6082.048891 sec): 3 clusters Score: Raw -279493.141899 + Penalty 4345.041052 = -275148.100847 nChanged 91 SP:Iteration 9Q (6082.100816 sec): 3 clusters Score: Raw -279545.095226 + Penalty 4345.041052 = -275200.054174 nChanged 74 SP:Iteration 10Q (6082.152556 sec): 3 clusters Score: Raw -279589.224191 + Penalty 4345.041052 = -275244.183139 nChanged 60 SP:Iteration 11Q (6082.204332 sec): 3 clusters Score: Raw -279627.883401 + Penalty 4345.041052 = -275282.842349 nChanged 60 SP:Iteration 12Q (6082.251757 sec): 3 clusters Score: Raw -279663.115454 + Penalty 4345.041052 = -275318.074402 nChanged 55 SP:Iteration 13Q (6082.294964 sec): 3 clusters Score: Raw -279688.420315 + Penalty 4345.041052 = -275343.379263 nChanged 37 SP:Iteration 14Q (6082.338151 sec): 3 clusters Score: Raw -279711.584798 + Penalty 4345.041052 = -275366.543746 nChanged 34 SP:Iteration 15Q (6082.381520 sec): 3 clusters Score: Raw -279729.491814 + Penalty 4345.041052 = -275384.450761 nChanged 46 SP:Iteration 16Q (6082.429748 sec): 3 clusters Score: Raw -279757.220607 + Penalty 4345.041052 = -275412.179555 nChanged 48 SP:Iteration 17Q (6082.478960 sec): 3 clusters Score: Raw -279779.607221 + Penalty 4345.041052 = -275434.566169 nChanged 43 SP:Iteration 18Q (6082.528307 sec): 3 clusters Score: Raw -279802.063736 + Penalty 4345.041052 = -275457.022684 nChanged 42 SP:Iteration 19Q (6082.575884 sec): 3 clusters Score: Raw -279825.404662 + Penalty 4345.041052 = -275480.363610 nChanged 43 SP:Iteration 20F (6082.619365 sec): 3 clusters Score: Raw -279846.365020 + Penalty 4345.041052 = -275501.323968 nChanged 33 SP:Iteration 21Q (6082.663708 sec): 3 clusters Score: Raw -279862.311005 + Penalty 4345.041052 = -275517.269953 nChanged 37 SP:Iteration 22Q (6082.707645 sec): 3 clusters Score: Raw -279887.693519 + Penalty 4345.041052 = -275542.652467 nChanged 38 SP:Iteration 23Q (6082.755300 sec): 3 clusters Score: Raw -279905.354068 + Penalty 4345.041052 = -275560.313016 nChanged 35 SP:Iteration 24Q (6082.804062 sec): 3 clusters Score: Raw -279926.866001 + Penalty 4345.041052 = -275581.824949 nChanged 30 SP:Iteration 25Q (6082.852677 sec): 3 clusters Score: Raw -279946.892936 + Penalty 4345.041052 = -275601.851884 nChanged 40 SP:Iteration 26Q (6082.901271 sec): 3 clusters Score: Raw -279966.955989 + Penalty 4345.041052 = -275621.914937 nChanged 26 SP:Iteration 27Q (6082.949852 sec): 3 clusters Score: Raw -279980.826713 + Penalty 4345.041052 = -275635.785661 nChanged 29 SP:Iteration 28Q (6082.996197 sec): 3 clusters Score: Raw -279992.012023 + Penalty 4345.041052 = -275646.970971 nChanged 22 SP:Iteration 29Q (6083.131766 sec): 3 clusters Score: Raw -280001.546414 + Penalty 4345.041052 = -275656.505362 nChanged 16 SP:Iteration 30Q (6083.255062 sec): 3 clusters Score: Raw -280008.235110 + Penalty 4345.041052 = -275663.194058 nChanged 13 SP:Iteration 31Q (6083.385022 sec): 3 clusters Score: Raw -280014.627497 + Penalty 4345.041052 = -275669.586445 nChanged 15 SP:Iteration 32Q (6083.516478 sec): 3 clusters Score: Raw -280022.553704 + Penalty 4345.041052 = -275677.512652 nChanged 14 SP:Iteration 33Q (6083.653011 sec): 3 clusters Score: Raw -280027.578440 + Penalty 4345.041052 = -275682.537388 nChanged 12 SP:Iteration 34Q (6083.787661 sec): 3 clusters Score: Raw -280033.159743 + Penalty 4345.041052 = -275688.118691 nChanged 10 SP:Iteration 35Q (6083.920633 sec): 3 clusters Score: Raw -280038.029928 + Penalty 4345.041052 = -275692.988876 nChanged 5 SP:Iteration 36Q (6084.056485 sec): 3 clusters Score: Raw -280039.543491 + Penalty 4345.041052 = -275694.502439 nChanged 4 SP:Iteration 37Q (6084.176071 sec): 3 clusters Score: Raw -280042.004510 + Penalty 4345.041052 = -275696.963458 nChanged 12 SP:Iteration 38Q (6084.296191 sec): 3 clusters Score: Raw -280048.452791 + Penalty 4345.041052 = -275703.411739 nChanged 12 SP:Iteration 39Q (6084.340545 sec): 3 clusters Score: Raw -280054.216518 + Penalty 4345.041052 = -275709.175466 nChanged 13 SP:Iteration 40F (6084.385142 sec): 3 clusters Score: Raw -280061.273081 + Penalty 4345.041052 = -275716.232029 nChanged 7 SP:Iteration 41Q (6084.429940 sec): 3 clusters Score: Raw -280064.467266 + Penalty 4345.041052 = -275719.426214 nChanged 8 SP:Iteration 42Q (6084.475319 sec): 3 clusters Score: Raw -280067.934271 + Penalty 4345.041052 = -275722.893219 nChanged 8 SP:Iteration 43Q (6084.522634 sec): 3 clusters Score: Raw -280071.819523 + Penalty 4345.041052 = -275726.778471 nChanged 9 SP:Iteration 44Q (6084.569881 sec): 3 clusters Score: Raw -280076.022038 + Penalty 4345.041052 = -275730.980986 nChanged 7 SP:Iteration 45Q (6084.617186 sec): 3 clusters Score: Raw -280078.604086 + Penalty 4345.041052 = -275733.563034 nChanged 5 SP:Iteration 46Q (6084.664638 sec): 3 clusters Score: Raw -280079.966953 + Penalty 4345.041052 = -275734.925901 nChanged 1 SP:Iteration 47Q (6084.712337 sec): 3 clusters Score: Raw -280080.530468 + Penalty 4345.041052 = -275735.489416 nChanged 1 SP:Iteration 48Q (6084.759968 sec): 3 clusters Score: Raw -280081.005770 + Penalty 4345.041052 = -275735.964718 nChanged 3 SP:Iteration 49Q (6084.807842 sec): 3 clusters Score: Raw -280082.024768 + Penalty 4345.041052 = -275736.983716 nChanged 4 SP:Iteration 50Q (6084.855514 sec): 3 clusters Score: Raw -280084.561314 + Penalty 4345.041052 = -275739.520262 nChanged 8 SP:Iteration 51Q (6084.901810 sec): 3 clusters Score: Raw -280086.900346 + Penalty 4345.041052 = -275741.859294 nChanged 9 SP:Iteration 52Q (6084.947978 sec): 3 clusters Score: Raw -280091.292358 + Penalty 4345.041052 = -275746.251306 nChanged 10 SP:Iteration 53Q (6084.994083 sec): 3 clusters Score: Raw -280098.241847 + Penalty 4345.041052 = -275753.200795 nChanged 11 SP:Iteration 54Q (6085.040131 sec): 3 clusters Score: Raw -280105.101345 + Penalty 4345.041052 = -275760.060293 nChanged 8 SP:Iteration 55Q (6085.086115 sec): 3 clusters Score: Raw -280108.589941 + Penalty 4345.041052 = -275763.548889 nChanged 8 SP:Iteration 56Q (6085.132121 sec): 3 clusters Score: Raw -280111.925466 + Penalty 4345.041052 = -275766.884414 nChanged 13 SP:Iteration 57Q (6085.180569 sec): 3 clusters Score: Raw -280117.178062 + Penalty 4345.041052 = -275772.137010 nChanged 11 SP:Iteration 58Q (6085.229044 sec): 3 clusters Score: Raw -280123.096680 + Penalty 4345.041052 = -275778.055628 nChanged 5 SP:Iteration 59Q (6085.276747 sec): 3 clusters Score: Raw -280124.129457 + Penalty 4345.041052 = -275779.088405 nChanged 4 SP:Iteration 60F (6085.326119 sec): 3 clusters Score: Raw -280126.907682 + Penalty 4345.041052 = -275781.866630 nChanged 3 SP:Iteration 61Q (6085.445412 sec): 3 clusters Score: Raw -280128.210794 + Penalty 4345.041052 = -275783.169742 nChanged 3 SP:Iteration 62Q (6085.579372 sec): 3 clusters Score: Raw -280129.112268 + Penalty 4345.041052 = -275784.071216 nChanged 2 SP:Iteration 63Q (6085.744861 sec): 3 clusters Score: Raw -280129.708092 + Penalty 4345.041052 = -275784.667040 nChanged 0 SP:Iteration 64F (6085.855280 sec): 3 clusters Score: Raw -280129.708092 + Penalty 4345.041052 = -275784.667040 nChanged 0 Trying to split cluster 3 (8683 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6085.968020 sec): 2 clusters Score: Raw -670164.880755 + Penalty 2394.248306 = -667770.632449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6086.105055 sec): 3 clusters Score: Raw -665723.667653 + Penalty 4788.496611 = -660935.171041 nChanged 3494 SP:Iteration 1F (6086.253031 sec): 3 clusters Score: Raw -667759.210023 + Penalty 4788.496611 = -662970.713412 nChanged 633 SP:Iteration 2F (6086.346982 sec): 3 clusters Score: Raw -668098.579579 + Penalty 4788.496611 = -663310.082968 nChanged 456 SP:Iteration 3F (6086.411046 sec): 3 clusters Score: Raw -668349.810660 + Penalty 4788.496611 = -663561.314049 nChanged 431 SP:Iteration 4Q (6086.482534 sec): 3 clusters Score: Raw -668589.979957 + Penalty 4788.496611 = -663801.483346 nChanged 352 SP:Iteration 5Q (6086.558216 sec): 3 clusters Score: Raw -668767.303225 + Penalty 4788.496611 = -663978.806613 nChanged 319 SP:Iteration 6Q (6086.628738 sec): 3 clusters Score: Raw -668933.795986 + Penalty 4788.496611 = -664145.299374 nChanged 293 SP:Iteration 7Q (6086.700213 sec): 3 clusters Score: Raw -669081.917397 + Penalty 4788.496611 = -664293.420786 nChanged 272 SP:Iteration 8Q (6086.774297 sec): 3 clusters Score: Raw -669234.329305 + Penalty 4788.496611 = -664445.832694 nChanged 243 SP:Iteration 9Q (6086.849341 sec): 3 clusters Score: Raw -669350.823540 + Penalty 4788.496611 = -664562.326928 nChanged 211 SP:Iteration 10Q (6086.924679 sec): 3 clusters Score: Raw -669433.089865 + Penalty 4788.496611 = -664644.593254 nChanged 165 SP:Iteration 11Q (6086.998540 sec): 3 clusters Score: Raw -669489.554431 + Penalty 4788.496611 = -664701.057820 nChanged 130 SP:Iteration 12Q (6087.073487 sec): 3 clusters Score: Raw -669532.453319 + Penalty 4788.496611 = -664743.956708 nChanged 103 SP:Iteration 13Q (6087.148618 sec): 3 clusters Score: Raw -669563.102281 + Penalty 4788.496611 = -664774.605670 nChanged 108 SP:Iteration 14Q (6087.285562 sec): 3 clusters Score: Raw -669597.162309 + Penalty 4788.496611 = -664808.665698 nChanged 99 SP:Iteration 15Q (6087.357921 sec): 3 clusters Score: Raw -669628.474804 + Penalty 4788.496611 = -664839.978192 nChanged 91 SP:Iteration 16Q (6087.425147 sec): 3 clusters Score: Raw -669660.585321 + Penalty 4788.496611 = -664872.088710 nChanged 69 SP:Iteration 17Q (6087.494173 sec): 3 clusters Score: Raw -669680.716253 + Penalty 4788.496611 = -664892.219642 nChanged 71 SP:Iteration 18Q (6087.572907 sec): 3 clusters Score: Raw -669702.367936 + Penalty 4788.496611 = -664913.871325 nChanged 67 SP:Iteration 19Q (6087.681043 sec): 3 clusters Score: Raw -669720.630573 + Penalty 4788.496611 = -664932.133962 nChanged 68 SP:Iteration 20F (6087.792612 sec): 3 clusters Score: Raw -669737.663121 + Penalty 4788.496611 = -664949.166510 nChanged 62 SP:Iteration 21Q (6087.909167 sec): 3 clusters Score: Raw -669751.353988 + Penalty 4788.496611 = -664962.857377 nChanged 52 SP:Iteration 22Q (6087.991279 sec): 3 clusters Score: Raw -669765.480667 + Penalty 4788.496611 = -664976.984055 nChanged 55 SP:Iteration 23Q (6088.053434 sec): 3 clusters Score: Raw -669777.160111 + Penalty 4788.496611 = -664988.663499 nChanged 49 SP:Iteration 24Q (6088.121880 sec): 3 clusters Score: Raw -669789.460633 + Penalty 4788.496611 = -665000.964022 nChanged 41 SP:Iteration 25Q (6088.289071 sec): 3 clusters Score: Raw -669798.035401 + Penalty 4788.496611 = -665009.538789 nChanged 30 SP:Iteration 26Q (6088.450686 sec): 3 clusters Score: Raw -669804.690183 + Penalty 4788.496611 = -665016.193572 nChanged 28 SP:Iteration 27Q (6088.636977 sec): 3 clusters Score: Raw -669811.880762 + Penalty 4788.496611 = -665023.384150 nChanged 32 SP:Iteration 28Q (6088.843249 sec): 3 clusters Score: Raw -669819.960739 + Penalty 4788.496611 = -665031.464128 nChanged 32 SP:Iteration 29Q (6089.007197 sec): 3 clusters Score: Raw -669827.675512 + Penalty 4788.496611 = -665039.178900 nChanged 30 SP:Iteration 30Q (6089.208340 sec): 3 clusters Score: Raw -669834.992581 + Penalty 4788.496611 = -665046.495970 nChanged 33 SP:Iteration 31Q (6089.293624 sec): 3 clusters Score: Raw -669844.397358 + Penalty 4788.496611 = -665055.900747 nChanged 29 SP:Iteration 32Q (6089.353258 sec): 3 clusters Score: Raw -669851.653107 + Penalty 4788.496611 = -665063.156496 nChanged 27 SP:Iteration 33Q (6089.423425 sec): 3 clusters Score: Raw -669857.885152 + Penalty 4788.496611 = -665069.388540 nChanged 29 SP:Iteration 34Q (6089.502489 sec): 3 clusters Score: Raw -669864.134698 + Penalty 4788.496611 = -665075.638087 nChanged 24 SP:Iteration 35Q (6089.575899 sec): 3 clusters Score: Raw -669868.890217 + Penalty 4788.496611 = -665080.393605 nChanged 22 SP:Iteration 36Q (6089.648817 sec): 3 clusters Score: Raw -669873.871036 + Penalty 4788.496611 = -665085.374424 nChanged 21 SP:Iteration 37Q (6089.721178 sec): 3 clusters Score: Raw -669877.750174 + Penalty 4788.496611 = -665089.253563 nChanged 24 SP:Iteration 38Q (6089.795198 sec): 3 clusters Score: Raw -669882.137408 + Penalty 4788.496611 = -665093.640797 nChanged 25 SP:Iteration 39Q (6089.870458 sec): 3 clusters Score: Raw -669888.180700 + Penalty 4788.496611 = -665099.684089 nChanged 27 SP:Iteration 40F (6089.943725 sec): 3 clusters Score: Raw -669893.473675 + Penalty 4788.496611 = -665104.977064 nChanged 26 SP:Iteration 41Q (6090.016547 sec): 3 clusters Score: Raw -669900.787047 + Penalty 4788.496611 = -665112.290436 nChanged 33 SP:Iteration 42Q (6090.091403 sec): 3 clusters Score: Raw -669908.714479 + Penalty 4788.496611 = -665120.217868 nChanged 29 SP:Iteration 43Q (6090.166170 sec): 3 clusters Score: Raw -669915.299755 + Penalty 4788.496611 = -665126.803143 nChanged 29 SP:Iteration 44Q (6090.239150 sec): 3 clusters Score: Raw -669921.869428 + Penalty 4788.496611 = -665133.372817 nChanged 22 SP:Iteration 45Q (6090.313222 sec): 3 clusters Score: Raw -669927.559169 + Penalty 4788.496611 = -665139.062558 nChanged 27 SP:Iteration 46Q (6090.386813 sec): 3 clusters Score: Raw -669933.343827 + Penalty 4788.496611 = -665144.847215 nChanged 32 SP:Iteration 47Q (6090.460674 sec): 3 clusters Score: Raw -669941.979235 + Penalty 4788.496611 = -665153.482624 nChanged 32 SP:Iteration 48Q (6090.532314 sec): 3 clusters Score: Raw -669950.665995 + Penalty 4788.496611 = -665162.169383 nChanged 37 SP:Iteration 49Q (6090.601512 sec): 3 clusters Score: Raw -669959.772960 + Penalty 4788.496611 = -665171.276349 nChanged 38 SP:Iteration 50Q (6090.673283 sec): 3 clusters Score: Raw -669969.573878 + Penalty 4788.496611 = -665181.077266 nChanged 38 SP:Iteration 51Q (6090.747937 sec): 3 clusters Score: Raw -669979.637036 + Penalty 4788.496611 = -665191.140424 nChanged 38 SP:Iteration 52Q (6090.823064 sec): 3 clusters Score: Raw -669991.471999 + Penalty 4788.496611 = -665202.975388 nChanged 40 SP:Iteration 53Q (6090.896285 sec): 3 clusters Score: Raw -670006.342504 + Penalty 4788.496611 = -665217.845893 nChanged 55 SP:Iteration 54Q (6090.964568 sec): 3 clusters Score: Raw -670025.681747 + Penalty 4788.496611 = -665237.185136 nChanged 64 SP:Iteration 55Q (6091.035351 sec): 3 clusters Score: Raw -670045.490833 + Penalty 4788.496611 = -665256.994222 nChanged 54 SP:Iteration 56Q (6091.110396 sec): 3 clusters Score: Raw -670061.764114 + Penalty 4788.496611 = -665273.267502 nChanged 57 SP:Iteration 57Q (6091.314729 sec): 3 clusters Score: Raw -670079.434085 + Penalty 4788.496611 = -665290.937474 nChanged 54 SP:Iteration 58Q (6091.504576 sec): 3 clusters Score: Raw -670098.096778 + Penalty 4788.496611 = -665309.600166 nChanged 75 SP:Iteration 59Q (6091.656572 sec): 3 clusters Score: Raw -670121.732102 + Penalty 4788.496611 = -665333.235491 nChanged 78 SP:Iteration 60F (6091.833065 sec): 3 clusters Score: Raw -670149.777480 + Penalty 4788.496611 = -665361.280869 nChanged 69 SP:Iteration 61Q (6091.987466 sec): 3 clusters Score: Raw -670172.682115 + Penalty 4788.496611 = -665384.185504 nChanged 64 SP:Iteration 62Q (6092.095162 sec): 3 clusters Score: Raw -670193.771875 + Penalty 4788.496611 = -665405.275263 nChanged 66 SP:Iteration 63Q (6092.206102 sec): 3 clusters Score: Raw -670216.417633 + Penalty 4788.496611 = -665427.921022 nChanged 67 SP:Iteration 64Q (6092.290238 sec): 3 clusters Score: Raw -670239.965144 + Penalty 4788.496611 = -665451.468532 nChanged 72 SP:Iteration 65Q (6092.350132 sec): 3 clusters Score: Raw -670263.209144 + Penalty 4788.496611 = -665474.712532 nChanged 74 SP:Iteration 66Q (6092.409744 sec): 3 clusters Score: Raw -670294.441103 + Penalty 4788.496611 = -665505.944492 nChanged 80 SP:Iteration 67Q (6092.477707 sec): 3 clusters Score: Raw -670329.455023 + Penalty 4788.496611 = -665540.958411 nChanged 87 SP:Iteration 68Q (6092.554475 sec): 3 clusters Score: Raw -670369.702019 + Penalty 4788.496611 = -665581.205407 nChanged 86 SP:Iteration 69Q (6092.629634 sec): 3 clusters Score: Raw -670415.997527 + Penalty 4788.496611 = -665627.500916 nChanged 82 SP:Iteration 70Q (6092.701393 sec): 3 clusters Score: Raw -670461.658917 + Penalty 4788.496611 = -665673.162305 nChanged 70 SP:Iteration 71Q (6092.768214 sec): 3 clusters Score: Raw -670496.474201 + Penalty 4788.496611 = -665707.977590 nChanged 68 SP:Iteration 72Q (6092.836905 sec): 3 clusters Score: Raw -670537.401355 + Penalty 4788.496611 = -665748.904744 nChanged 61 SP:Iteration 73Q (6092.911016 sec): 3 clusters Score: Raw -670571.121432 + Penalty 4788.496611 = -665782.624820 nChanged 49 SP:Iteration 74Q (6092.984834 sec): 3 clusters Score: Raw -670594.604829 + Penalty 4788.496611 = -665806.108218 nChanged 40 SP:Iteration 75Q (6093.058376 sec): 3 clusters Score: Raw -670614.540120 + Penalty 4788.496611 = -665826.043508 nChanged 34 SP:Iteration 76Q (6093.130124 sec): 3 clusters Score: Raw -670632.748425 + Penalty 4788.496611 = -665844.251814 nChanged 41 SP:Iteration 77Q (6093.204897 sec): 3 clusters Score: Raw -670661.043308 + Penalty 4788.496611 = -665872.546697 nChanged 33 SP:Iteration 78Q (6093.276274 sec): 3 clusters Score: Raw -670681.465819 + Penalty 4788.496611 = -665892.969207 nChanged 31 SP:Iteration 79Q (6093.347496 sec): 3 clusters Score: Raw -670700.084086 + Penalty 4788.496611 = -665911.587474 nChanged 25 SP:Iteration 80F (6093.421241 sec): 3 clusters Score: Raw -670716.956388 + Penalty 4788.496611 = -665928.459777 nChanged 27 SP:Iteration 81Q (6093.492970 sec): 3 clusters Score: Raw -670732.847539 + Penalty 4788.496611 = -665944.350927 nChanged 26 SP:Iteration 82Q (6093.564355 sec): 3 clusters Score: Raw -670746.850355 + Penalty 4788.496611 = -665958.353743 nChanged 20 SP:Iteration 83Q (6093.635251 sec): 3 clusters Score: Raw -670756.842548 + Penalty 4788.496611 = -665968.345937 nChanged 18 SP:Iteration 84Q (6093.707585 sec): 3 clusters Score: Raw -670766.330658 + Penalty 4788.496611 = -665977.834046 nChanged 16 SP:Iteration 85Q (6093.779940 sec): 3 clusters Score: Raw -670773.907095 + Penalty 4788.496611 = -665985.410484 nChanged 10 SP:Iteration 86Q (6093.850433 sec): 3 clusters Score: Raw -670778.839448 + Penalty 4788.496611 = -665990.342837 nChanged 14 SP:Iteration 87Q (6093.921400 sec): 3 clusters Score: Raw -670785.835216 + Penalty 4788.496611 = -665997.338604 nChanged 10 SP:Iteration 88Q (6094.053694 sec): 3 clusters Score: Raw -670791.007139 + Penalty 4788.496611 = -666002.510528 nChanged 10 SP:Iteration 89Q (6094.215162 sec): 3 clusters Score: Raw -670795.997409 + Penalty 4788.496611 = -666007.500798 nChanged 8 SP:Iteration 90Q (6094.362618 sec): 3 clusters Score: Raw -670801.590338 + Penalty 4788.496611 = -666013.093726 nChanged 9 SP:Iteration 91Q (6094.526525 sec): 3 clusters Score: Raw -670811.518219 + Penalty 4788.496611 = -666023.021607 nChanged 8 SP:Iteration 92Q (6094.647511 sec): 3 clusters Score: Raw -670816.657156 + Penalty 4788.496611 = -666028.160544 nChanged 7 SP:Iteration 93Q (6094.799195 sec): 3 clusters Score: Raw -670823.192026 + Penalty 4788.496611 = -666034.695414 nChanged 8 SP:Iteration 94Q (6094.945406 sec): 3 clusters Score: Raw -670829.170279 + Penalty 4788.496611 = -666040.673667 nChanged 8 SP:Iteration 95Q (6095.115433 sec): 3 clusters Score: Raw -670832.969316 + Penalty 4788.496611 = -666044.472705 nChanged 5 SP:Iteration 96Q (6095.214256 sec): 3 clusters Score: Raw -670835.163002 + Penalty 4788.496611 = -666046.666391 nChanged 2 SP:Iteration 97Q (6095.308536 sec): 3 clusters Score: Raw -670836.325357 + Penalty 4788.496611 = -666047.828745 nChanged 3 SP:Iteration 98Q (6095.389047 sec): 3 clusters Score: Raw -670838.436799 + Penalty 4788.496611 = -666049.940188 nChanged 3 SP:Iteration 99Q (6095.460227 sec): 3 clusters Score: Raw -670840.598641 + Penalty 4788.496611 = -666052.102029 nChanged 6 SP:Iteration 100F (6095.642919 sec): 3 clusters Score: Raw -670844.589549 + Penalty 4788.496611 = -666056.092937 nChanged 5 SP:Iteration 101Q (6095.734920 sec): 3 clusters Score: Raw -670848.166323 + Penalty 4788.496611 = -666059.669712 nChanged 4 SP:Iteration 102Q (6095.791566 sec): 3 clusters Score: Raw -670850.634591 + Penalty 4788.496611 = -666062.137979 nChanged 1 SP:Iteration 103Q (6095.859273 sec): 3 clusters Score: Raw -670851.070116 + Penalty 4788.496611 = -666062.573505 nChanged 0 SP:Iteration 104F (6095.934540 sec): 3 clusters Score: Raw -670851.070116 + Penalty 4788.496611 = -666062.573505 nChanged 0 Trying to split cluster 4 (67093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6096.252386 sec): 2 clusters Score: Raw -5743189.394573 + Penalty 2934.052439 = -5740255.342135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6096.593733 sec): 3 clusters Score: Raw -5701198.072881 + Penalty 5868.104878 = -5695329.968003 nChanged 31327 SP:Iteration 1F (6096.920118 sec): 3 clusters Score: Raw -5718698.778334 + Penalty 5868.104878 = -5712830.673457 nChanged 3056 SP:Iteration 2Q (6097.208903 sec): 3 clusters Score: Raw -5719804.564628 + Penalty 5868.104878 = -5713936.459750 nChanged 3262 SP:Iteration 3Q (6097.525538 sec): 3 clusters Score: Raw -5721209.814158 + Penalty 5868.104878 = -5715341.709281 nChanged 3447 SP:Iteration 4F (6097.854677 sec): 3 clusters Score: Raw -5722874.237112 + Penalty 5868.104878 = -5717006.132235 nChanged 3675 SP:Iteration 5F (6098.134069 sec): 3 clusters Score: Raw -5724631.961030 + Penalty 5868.104878 = -5718763.856152 nChanged 3522 SP:Iteration 6F (6098.433348 sec): 3 clusters Score: Raw -5726226.073361 + Penalty 5868.104878 = -5720357.968483 nChanged 3258 SP:Iteration 7Q (6098.771918 sec): 3 clusters Score: Raw -5727550.787387 + Penalty 5868.104878 = -5721682.682509 nChanged 2868 SP:Iteration 8Q (6099.116226 sec): 3 clusters Score: Raw -5728574.489263 + Penalty 5868.104878 = -5722706.384385 nChanged 2569 SP:Iteration 9Q (6099.403873 sec): 3 clusters Score: Raw -5729405.261113 + Penalty 5868.104878 = -5723537.156236 nChanged 2238 SP:Iteration 10Q (6099.714751 sec): 3 clusters Score: Raw -5730120.030478 + Penalty 5868.104878 = -5724251.925600 nChanged 1951 SP:Iteration 11Q (6099.984165 sec): 3 clusters Score: Raw -5730691.068046 + Penalty 5868.104878 = -5724822.963168 nChanged 1704 SP:Iteration 12Q (6100.242902 sec): 3 clusters Score: Raw -5731170.980911 + Penalty 5868.104878 = -5725302.876034 nChanged 1643 SP:Iteration 13Q (6100.574865 sec): 3 clusters Score: Raw -5731626.044559 + Penalty 5868.104878 = -5725757.939682 nChanged 1540 SP:Iteration 14Q (6100.855629 sec): 3 clusters Score: Raw -5732080.689245 + Penalty 5868.104878 = -5726212.584367 nChanged 1508 SP:Iteration 15Q (6101.132792 sec): 3 clusters Score: Raw -5732528.781861 + Penalty 5868.104878 = -5726660.676983 nChanged 1481 SP:Iteration 16Q (6101.402954 sec): 3 clusters Score: Raw -5732999.951353 + Penalty 5868.104878 = -5727131.846476 nChanged 1470 SP:Iteration 17Q (6101.680225 sec): 3 clusters Score: Raw -5733495.630015 + Penalty 5868.104878 = -5727627.525137 nChanged 1426 SP:Iteration 18Q (6101.957491 sec): 3 clusters Score: Raw -5733980.456838 + Penalty 5868.104878 = -5728112.351961 nChanged 1365 SP:Iteration 19Q (6102.233874 sec): 3 clusters Score: Raw -5734420.906496 + Penalty 5868.104878 = -5728552.801618 nChanged 1305 SP:Iteration 20F (6102.504543 sec): 3 clusters Score: Raw -5734781.410080 + Penalty 5868.104878 = -5728913.305203 nChanged 1168 SP:Iteration 21Q (6102.780572 sec): 3 clusters Score: Raw -5735074.394851 + Penalty 5868.104878 = -5729206.289973 nChanged 1038 SP:Iteration 22Q (6103.054839 sec): 3 clusters Score: Raw -5735317.305009 + Penalty 5868.104878 = -5729449.200132 nChanged 950 SP:Iteration 23Q (6103.327925 sec): 3 clusters Score: Raw -5735521.870019 + Penalty 5868.104878 = -5729653.765142 nChanged 853 SP:Iteration 24Q (6103.600915 sec): 3 clusters Score: Raw -5735702.968548 + Penalty 5868.104878 = -5729834.863671 nChanged 820 SP:Iteration 25Q (6103.866855 sec): 3 clusters Score: Raw -5735872.689633 + Penalty 5868.104878 = -5730004.584755 nChanged 820 SP:Iteration 26Q (6104.133261 sec): 3 clusters Score: Raw -5736044.018044 + Penalty 5868.104878 = -5730175.913166 nChanged 810 SP:Iteration 27Q (6104.433484 sec): 3 clusters Score: Raw -5736214.415045 + Penalty 5868.104878 = -5730346.310167 nChanged 846 SP:Iteration 28Q (6104.731383 sec): 3 clusters Score: Raw -5736397.102142 + Penalty 5868.104878 = -5730528.997264 nChanged 852 SP:Iteration 29Q (6105.000530 sec): 3 clusters Score: Raw -5736582.585454 + Penalty 5868.104878 = -5730714.480576 nChanged 863 SP:Iteration 30Q (6105.289333 sec): 3 clusters Score: Raw -5736780.396829 + Penalty 5868.104878 = -5730912.291951 nChanged 934 SP:Iteration 31Q (6105.594833 sec): 3 clusters Score: Raw -5737003.606867 + Penalty 5868.104878 = -5731135.501990 nChanged 977 SP:Iteration 32Q (6105.893614 sec): 3 clusters Score: Raw -5737256.089193 + Penalty 5868.104878 = -5731387.984315 nChanged 1003 SP:Iteration 33Q (6106.231407 sec): 3 clusters Score: Raw -5737530.282730 + Penalty 5868.104878 = -5731662.177852 nChanged 1052 SP:Iteration 34Q (6106.504885 sec): 3 clusters Score: Raw -5737844.563379 + Penalty 5868.104878 = -5731976.458501 nChanged 1131 SP:Iteration 35Q (6106.783580 sec): 3 clusters Score: Raw -5738212.732153 + Penalty 5868.104878 = -5732344.627276 nChanged 1185 SP:Iteration 36Q (6107.061831 sec): 3 clusters Score: Raw -5738631.566775 + Penalty 5868.104878 = -5732763.461897 nChanged 1197 SP:Iteration 37Q (6107.363020 sec): 3 clusters Score: Raw -5739090.709544 + Penalty 5868.104878 = -5733222.604667 nChanged 1251 SP:Iteration 38Q (6107.657809 sec): 3 clusters Score: Raw -5739585.861557 + Penalty 5868.104878 = -5733717.756679 nChanged 1186 SP:Iteration 39Q (6107.941546 sec): 3 clusters Score: Raw -5740078.963120 + Penalty 5868.104878 = -5734210.858243 nChanged 1212 SP:Iteration 40F (6108.241192 sec): 3 clusters Score: Raw -5740607.455293 + Penalty 5868.104878 = -5734739.350415 nChanged 1086 SP:Iteration 41Q (6108.522968 sec): 3 clusters Score: Raw -5741088.925274 + Penalty 5868.104878 = -5735220.820396 nChanged 1018 SP:Iteration 42Q (6108.789208 sec): 3 clusters Score: Raw -5741533.317869 + Penalty 5868.104878 = -5735665.212991 nChanged 892 SP:Iteration 43Q (6109.122139 sec): 3 clusters Score: Raw -5741933.382928 + Penalty 5868.104878 = -5736065.278051 nChanged 830 SP:Iteration 44Q (6109.331728 sec): 3 clusters Score: Raw -5742309.753709 + Penalty 5868.104878 = -5736441.648831 nChanged 691 SP:Iteration 45Q (6109.572957 sec): 3 clusters Score: Raw -5742623.518426 + Penalty 5868.104878 = -5736755.413548 nChanged 582 SP:Iteration 46Q (6109.812610 sec): 3 clusters Score: Raw -5742889.532443 + Penalty 5868.104878 = -5737021.427565 nChanged 501 SP:Iteration 47Q (6110.076626 sec): 3 clusters Score: Raw -5743116.890606 + Penalty 5868.104878 = -5737248.785729 nChanged 373 SP:Iteration 48Q (6110.327667 sec): 3 clusters Score: Raw -5743281.240542 + Penalty 5868.104878 = -5737413.135664 nChanged 305 SP:Iteration 49Q (6110.609503 sec): 3 clusters Score: Raw -5743408.726635 + Penalty 5868.104878 = -5737540.621758 nChanged 248 SP:Iteration 50Q (6110.887880 sec): 3 clusters Score: Raw -5743519.606774 + Penalty 5868.104878 = -5737651.501897 nChanged 201 SP:Iteration 51Q (6111.133501 sec): 3 clusters Score: Raw -5743601.001558 + Penalty 5868.104878 = -5737732.896680 nChanged 156 SP:Iteration 52Q (6111.353272 sec): 3 clusters Score: Raw -5743663.728028 + Penalty 5868.104878 = -5737795.623151 nChanged 121 SP:Iteration 53Q (6111.608472 sec): 3 clusters Score: Raw -5743710.369500 + Penalty 5868.104878 = -5737842.264622 nChanged 95 SP:Iteration 54Q (6111.847818 sec): 3 clusters Score: Raw -5743745.218519 + Penalty 5868.104878 = -5737877.113641 nChanged 76 SP:Iteration 55Q (6112.070562 sec): 3 clusters Score: Raw -5743774.949409 + Penalty 5868.104878 = -5737906.844531 nChanged 63 SP:Iteration 56Q (6112.296189 sec): 3 clusters Score: Raw -5743795.353234 + Penalty 5868.104878 = -5737927.248356 nChanged 49 SP:Iteration 57Q (6112.550427 sec): 3 clusters Score: Raw -5743812.848416 + Penalty 5868.104878 = -5737944.743538 nChanged 54 SP:Iteration 58Q (6112.788030 sec): 3 clusters Score: Raw -5743833.844314 + Penalty 5868.104878 = -5737965.739437 nChanged 54 SP:Iteration 59Q (6113.009781 sec): 3 clusters Score: Raw -5743856.951419 + Penalty 5868.104878 = -5737988.846542 nChanged 42 SP:Iteration 60F (6113.281317 sec): 3 clusters Score: Raw -5743872.351089 + Penalty 5868.104878 = -5738004.246212 nChanged 31 SP:Iteration 61Q (6113.505567 sec): 3 clusters Score: Raw -5743882.643620 + Penalty 5868.104878 = -5738014.538743 nChanged 27 SP:Iteration 62Q (6113.754976 sec): 3 clusters Score: Raw -5743891.444937 + Penalty 5868.104878 = -5738023.340059 nChanged 22 SP:Iteration 63Q (6113.986119 sec): 3 clusters Score: Raw -5743901.697343 + Penalty 5868.104878 = -5738033.592465 nChanged 25 SP:Iteration 64Q (6114.216592 sec): 3 clusters Score: Raw -5743910.477788 + Penalty 5868.104878 = -5738042.372910 nChanged 22 SP:Iteration 65Q (6114.438536 sec): 3 clusters Score: Raw -5743918.720681 + Penalty 5868.104878 = -5738050.615804 nChanged 30 SP:Iteration 66Q (6114.714830 sec): 3 clusters Score: Raw -5743928.952556 + Penalty 5868.104878 = -5738060.847679 nChanged 13 SP:Iteration 67Q (6114.925927 sec): 3 clusters Score: Raw -5743933.525243 + Penalty 5868.104878 = -5738065.420365 nChanged 11 SP:Iteration 68Q (6115.135402 sec): 3 clusters Score: Raw -5743937.235868 + Penalty 5868.104878 = -5738069.130991 nChanged 10 SP:Iteration 69Q (6115.381873 sec): 3 clusters Score: Raw -5743940.456551 + Penalty 5868.104878 = -5738072.351674 nChanged 7 SP:Iteration 70Q (6115.648017 sec): 3 clusters Score: Raw -5743942.185799 + Penalty 5868.104878 = -5738074.080921 nChanged 6 SP:Iteration 71Q (6115.919954 sec): 3 clusters Score: Raw -5743943.705117 + Penalty 5868.104878 = -5738075.600240 nChanged 2 SP:Iteration 72Q (6116.223597 sec): 3 clusters Score: Raw -5743944.305689 + Penalty 5868.104878 = -5738076.200811 nChanged 1 SP:Iteration 73Q (6116.451716 sec): 3 clusters Score: Raw -5743944.519656 + Penalty 5868.104878 = -5738076.414779 nChanged 3 SP:Iteration 74Q (6116.734081 sec): 3 clusters Score: Raw -5743945.068504 + Penalty 5868.104878 = -5738076.963627 nChanged 2 SP:Iteration 75Q (6116.964120 sec): 3 clusters Score: Raw -5743945.294476 + Penalty 5868.104878 = -5738077.189598 nChanged 1 SP:Iteration 76Q (6117.189326 sec): 3 clusters Score: Raw -5743945.440695 + Penalty 5868.104878 = -5738077.335817 nChanged 1 SP:Iteration 77Q (6117.400667 sec): 3 clusters Score: Raw -5743945.568502 + Penalty 5868.104878 = -5738077.463625 nChanged 0 SP:Iteration 78F (6117.717592 sec): 3 clusters Score: Raw -5743945.568502 + Penalty 5868.104878 = -5738077.463625 nChanged 0 Trying to split cluster 5 (10280 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6117.817321 sec): 2 clusters Score: Raw -791966.901338 + Penalty 2438.820262 = -789528.081075 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6117.940944 sec): 3 clusters Score: Raw -786479.837764 + Penalty 4877.640525 = -781602.197240 nChanged 4247 SP:Iteration 1F (6118.030571 sec): 3 clusters Score: Raw -788832.019561 + Penalty 4877.640525 = -783954.379036 nChanged 725 SP:Iteration 2F (6118.095281 sec): 3 clusters Score: Raw -789243.035575 + Penalty 4877.640525 = -784365.395051 nChanged 644 SP:Iteration 3F (6118.174192 sec): 3 clusters Score: Raw -789658.958096 + Penalty 4877.640525 = -784781.317571 nChanged 578 SP:Iteration 4F (6118.259101 sec): 3 clusters Score: Raw -790022.673182 + Penalty 4877.640525 = -785145.032657 nChanged 538 SP:Iteration 5F (6118.347577 sec): 3 clusters Score: Raw -790371.620538 + Penalty 4877.640525 = -785493.980014 nChanged 507 SP:Iteration 6Q (6118.430091 sec): 3 clusters Score: Raw -790703.620064 + Penalty 4877.640525 = -785825.979539 nChanged 483 SP:Iteration 7Q (6118.500647 sec): 3 clusters Score: Raw -791030.172143 + Penalty 4877.640525 = -786152.531618 nChanged 468 SP:Iteration 8Q (6118.588005 sec): 3 clusters Score: Raw -791366.548177 + Penalty 4877.640525 = -786488.907652 nChanged 446 SP:Iteration 9Q (6118.677424 sec): 3 clusters Score: Raw -791662.402708 + Penalty 4877.640525 = -786784.762183 nChanged 374 SP:Iteration 10Q (6118.757428 sec): 3 clusters Score: Raw -791922.993772 + Penalty 4877.640525 = -787045.353247 nChanged 362 SP:Iteration 11Q (6118.834741 sec): 3 clusters Score: Raw -792146.576666 + Penalty 4877.640525 = -787268.936141 nChanged 323 SP:Iteration 12Q (6118.914143 sec): 3 clusters Score: Raw -792330.189148 + Penalty 4877.640525 = -787452.548623 nChanged 244 SP:Iteration 13Q (6119.006183 sec): 3 clusters Score: Raw -792448.211534 + Penalty 4877.640525 = -787570.571009 nChanged 189 SP:Iteration 14Q (6119.098242 sec): 3 clusters Score: Raw -792529.771923 + Penalty 4877.640525 = -787652.131398 nChanged 159 SP:Iteration 15Q (6119.173944 sec): 3 clusters Score: Raw -792589.497598 + Penalty 4877.640525 = -787711.857074 nChanged 125 SP:Iteration 16Q (6119.253384 sec): 3 clusters Score: Raw -792634.893126 + Penalty 4877.640525 = -787757.252602 nChanged 101 SP:Iteration 17Q (6119.335582 sec): 3 clusters Score: Raw -792667.737470 + Penalty 4877.640525 = -787790.096945 nChanged 81 SP:Iteration 18Q (6119.423754 sec): 3 clusters Score: Raw -792688.355445 + Penalty 4877.640525 = -787810.714920 nChanged 70 SP:Iteration 19Q (6119.507097 sec): 3 clusters Score: Raw -792705.384328 + Penalty 4877.640525 = -787827.743804 nChanged 57 SP:Iteration 20F (6119.581112 sec): 3 clusters Score: Raw -792716.915855 + Penalty 4877.640525 = -787839.275331 nChanged 35 SP:Iteration 21Q (6119.660924 sec): 3 clusters Score: Raw -792723.886244 + Penalty 4877.640525 = -787846.245719 nChanged 34 SP:Iteration 22Q (6119.744127 sec): 3 clusters Score: Raw -792732.522490 + Penalty 4877.640525 = -787854.881965 nChanged 39 SP:Iteration 23Q (6119.829829 sec): 3 clusters Score: Raw -792741.904747 + Penalty 4877.640525 = -787864.264222 nChanged 40 SP:Iteration 24Q (6119.909011 sec): 3 clusters Score: Raw -792751.015203 + Penalty 4877.640525 = -787873.374679 nChanged 31 SP:Iteration 25Q (6120.123056 sec): 3 clusters Score: Raw -792757.307740 + Penalty 4877.640525 = -787879.667215 nChanged 29 SP:Iteration 26Q (6120.228776 sec): 3 clusters Score: Raw -792763.479372 + Penalty 4877.640525 = -787885.838847 nChanged 26 SP:Iteration 27Q (6120.382882 sec): 3 clusters Score: Raw -792768.833757 + Penalty 4877.640525 = -787891.193232 nChanged 26 SP:Iteration 28Q (6120.515587 sec): 3 clusters Score: Raw -792772.630670 + Penalty 4877.640525 = -787894.990146 nChanged 19 SP:Iteration 29Q (6120.599533 sec): 3 clusters Score: Raw -792776.015866 + Penalty 4877.640525 = -787898.375342 nChanged 21 SP:Iteration 30Q (6120.667050 sec): 3 clusters Score: Raw -792780.713483 + Penalty 4877.640525 = -787903.072959 nChanged 27 SP:Iteration 31Q (6120.736529 sec): 3 clusters Score: Raw -792785.498846 + Penalty 4877.640525 = -787907.858322 nChanged 26 SP:Iteration 32Q (6120.827936 sec): 3 clusters Score: Raw -792790.651477 + Penalty 4877.640525 = -787913.010952 nChanged 34 SP:Iteration 33Q (6120.918539 sec): 3 clusters Score: Raw -792796.696753 + Penalty 4877.640525 = -787919.056228 nChanged 20 SP:Iteration 34Q (6120.993980 sec): 3 clusters Score: Raw -792800.555359 + Penalty 4877.640525 = -787922.914835 nChanged 23 SP:Iteration 35Q (6121.066359 sec): 3 clusters Score: Raw -792805.556197 + Penalty 4877.640525 = -787927.915673 nChanged 23 SP:Iteration 36Q (6121.140883 sec): 3 clusters Score: Raw -792809.985841 + Penalty 4877.640525 = -787932.345316 nChanged 24 SP:Iteration 37Q (6121.227207 sec): 3 clusters Score: Raw -792814.037800 + Penalty 4877.640525 = -787936.397276 nChanged 25 SP:Iteration 38Q (6121.313354 sec): 3 clusters Score: Raw -792818.195760 + Penalty 4877.640525 = -787940.555236 nChanged 23 SP:Iteration 39Q (6121.390804 sec): 3 clusters Score: Raw -792822.022351 + Penalty 4877.640525 = -787944.381826 nChanged 15 SP:Iteration 40F (6121.460467 sec): 3 clusters Score: Raw -792824.470939 + Penalty 4877.640525 = -787946.830415 nChanged 19 SP:Iteration 41Q (6121.540523 sec): 3 clusters Score: Raw -792827.576392 + Penalty 4877.640525 = -787949.935867 nChanged 15 SP:Iteration 42Q (6121.617318 sec): 3 clusters Score: Raw -792830.734355 + Penalty 4877.640525 = -787953.093831 nChanged 19 SP:Iteration 43Q (6121.693380 sec): 3 clusters Score: Raw -792834.099422 + Penalty 4877.640525 = -787956.458898 nChanged 22 SP:Iteration 44Q (6121.773667 sec): 3 clusters Score: Raw -792838.456122 + Penalty 4877.640525 = -787960.815597 nChanged 24 SP:Iteration 45Q (6121.854248 sec): 3 clusters Score: Raw -792843.650531 + Penalty 4877.640525 = -787966.010006 nChanged 33 SP:Iteration 46Q (6121.929820 sec): 3 clusters Score: Raw -792850.171106 + Penalty 4877.640525 = -787972.530582 nChanged 36 SP:Iteration 47Q (6122.004489 sec): 3 clusters Score: Raw -792856.265700 + Penalty 4877.640525 = -787978.625176 nChanged 25 SP:Iteration 48Q (6122.079776 sec): 3 clusters Score: Raw -792860.982089 + Penalty 4877.640525 = -787983.341564 nChanged 25 SP:Iteration 49Q (6122.164100 sec): 3 clusters Score: Raw -792865.881231 + Penalty 4877.640525 = -787988.240707 nChanged 18 SP:Iteration 50Q (6122.248243 sec): 3 clusters Score: Raw -792869.166874 + Penalty 4877.640525 = -787991.526350 nChanged 21 SP:Iteration 51Q (6122.323754 sec): 3 clusters Score: Raw -792873.163722 + Penalty 4877.640525 = -787995.523198 nChanged 22 SP:Iteration 52Q (6122.397178 sec): 3 clusters Score: Raw -792877.932943 + Penalty 4877.640525 = -788000.292418 nChanged 24 SP:Iteration 53Q (6122.473620 sec): 3 clusters Score: Raw -792882.733715 + Penalty 4877.640525 = -788005.093190 nChanged 29 SP:Iteration 54Q (6122.555562 sec): 3 clusters Score: Raw -792889.183732 + Penalty 4877.640525 = -788011.543208 nChanged 36 SP:Iteration 55Q (6122.637425 sec): 3 clusters Score: Raw -792895.593761 + Penalty 4877.640525 = -788017.953236 nChanged 27 SP:Iteration 56Q (6122.841158 sec): 3 clusters Score: Raw -792899.726836 + Penalty 4877.640525 = -788022.086311 nChanged 19 SP:Iteration 57Q (6122.974065 sec): 3 clusters Score: Raw -792902.680028 + Penalty 4877.640525 = -788025.039504 nChanged 22 SP:Iteration 58Q (6123.117469 sec): 3 clusters Score: Raw -792907.108504 + Penalty 4877.640525 = -788029.467979 nChanged 19 SP:Iteration 59Q (6123.273073 sec): 3 clusters Score: Raw -792910.956819 + Penalty 4877.640525 = -788033.316294 nChanged 24 SP:Iteration 60F (6123.401850 sec): 3 clusters Score: Raw -792915.218540 + Penalty 4877.640525 = -788037.578016 nChanged 15 SP:Iteration 61Q (6123.525160 sec): 3 clusters Score: Raw -792918.103741 + Penalty 4877.640525 = -788040.463217 nChanged 10 SP:Iteration 62Q (6123.592283 sec): 3 clusters Score: Raw -792919.795395 + Penalty 4877.640525 = -788042.154870 nChanged 11 SP:Iteration 63Q (6123.658065 sec): 3 clusters Score: Raw -792921.460380 + Penalty 4877.640525 = -788043.819855 nChanged 13 SP:Iteration 64Q (6123.725194 sec): 3 clusters Score: Raw -792923.143950 + Penalty 4877.640525 = -788045.503426 nChanged 14 SP:Iteration 65Q (6123.792681 sec): 3 clusters Score: Raw -792925.487969 + Penalty 4877.640525 = -788047.847445 nChanged 16 SP:Iteration 66Q (6123.942776 sec): 3 clusters Score: Raw -792928.056931 + Penalty 4877.640525 = -788050.416406 nChanged 12 SP:Iteration 67Q (6124.049669 sec): 3 clusters Score: Raw -792929.737179 + Penalty 4877.640525 = -788052.096655 nChanged 14 SP:Iteration 68Q (6124.178733 sec): 3 clusters Score: Raw -792931.869279 + Penalty 4877.640525 = -788054.228755 nChanged 11 SP:Iteration 69Q (6124.301108 sec): 3 clusters Score: Raw -792933.831169 + Penalty 4877.640525 = -788056.190644 nChanged 8 SP:Iteration 70Q (6124.409512 sec): 3 clusters Score: Raw -792934.969072 + Penalty 4877.640525 = -788057.328548 nChanged 9 SP:Iteration 71Q (6124.479609 sec): 3 clusters Score: Raw -792936.405006 + Penalty 4877.640525 = -788058.764481 nChanged 12 SP:Iteration 72Q (6124.546598 sec): 3 clusters Score: Raw -792938.310494 + Penalty 4877.640525 = -788060.669969 nChanged 7 SP:Iteration 73Q (6124.612304 sec): 3 clusters Score: Raw -792939.629856 + Penalty 4877.640525 = -788061.989332 nChanged 7 SP:Iteration 74Q (6124.679667 sec): 3 clusters Score: Raw -792941.255974 + Penalty 4877.640525 = -788063.615450 nChanged 8 SP:Iteration 75Q (6124.759230 sec): 3 clusters Score: Raw -792942.523292 + Penalty 4877.640525 = -788064.882767 nChanged 4 SP:Iteration 76Q (6124.863182 sec): 3 clusters Score: Raw -792943.103555 + Penalty 4877.640525 = -788065.463030 nChanged 4 SP:Iteration 77Q (6124.946149 sec): 3 clusters Score: Raw -792943.666167 + Penalty 4877.640525 = -788066.025642 nChanged 2 SP:Iteration 78Q (6125.003680 sec): 3 clusters Score: Raw -792943.898086 + Penalty 4877.640525 = -788066.257561 nChanged 0 SP:Iteration 79F (6125.065833 sec): 3 clusters Score: Raw -792943.898086 + Penalty 4877.640525 = -788066.257561 nChanged 0 Trying to split cluster 6 (3656 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6125.121319 sec): 2 clusters Score: Raw -226916.023402 + Penalty 2165.888982 = -224750.134420 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6125.169132 sec): 3 clusters Score: Raw -225469.044738 + Penalty 4331.777964 = -221137.266774 nChanged 1364 SP:Iteration 1F (6125.215772 sec): 3 clusters Score: Raw -227080.579922 + Penalty 4331.777964 = -222748.801957 nChanged 463 SP:Iteration 2F (6125.262750 sec): 3 clusters Score: Raw -227823.094592 + Penalty 4331.777964 = -223491.316628 nChanged 329 SP:Iteration 3F (6125.309467 sec): 3 clusters Score: Raw -228253.667327 + Penalty 4331.777964 = -223921.889362 nChanged 188 SP:Iteration 4F (6125.349483 sec): 3 clusters Score: Raw -228472.043020 + Penalty 4331.777964 = -224140.265056 nChanged 124 SP:Iteration 5Q (6125.388638 sec): 3 clusters Score: Raw -228630.606831 + Penalty 4331.777964 = -224298.828866 nChanged 103 SP:Iteration 6Q (6125.509388 sec): 3 clusters Score: Raw -228791.462927 + Penalty 4331.777964 = -224459.684962 nChanged 102 SP:Iteration 7Q (6125.621792 sec): 3 clusters Score: Raw -228943.140990 + Penalty 4331.777964 = -224611.363026 nChanged 87 SP:Iteration 8Q (6125.728381 sec): 3 clusters Score: Raw -229024.131923 + Penalty 4331.777964 = -224692.353959 nChanged 56 SP:Iteration 9Q (6125.834380 sec): 3 clusters Score: Raw -229077.897824 + Penalty 4331.777964 = -224746.119860 nChanged 53 SP:Iteration 10Q (6125.957615 sec): 3 clusters Score: Raw -229130.368589 + Penalty 4331.777964 = -224798.590624 nChanged 48 SP:Iteration 11Q (6126.064342 sec): 3 clusters Score: Raw -229182.748013 + Penalty 4331.777964 = -224850.970049 nChanged 54 SP:Iteration 12Q (6126.170780 sec): 3 clusters Score: Raw -229233.440241 + Penalty 4331.777964 = -224901.662276 nChanged 36 SP:Iteration 13Q (6126.286188 sec): 3 clusters Score: Raw -229263.780912 + Penalty 4331.777964 = -224932.002947 nChanged 38 SP:Iteration 14Q (6126.340883 sec): 3 clusters Score: Raw -229286.257282 + Penalty 4331.777964 = -224954.479318 nChanged 26 SP:Iteration 15Q (6126.380986 sec): 3 clusters Score: Raw -229303.174255 + Penalty 4331.777964 = -224971.396290 nChanged 22 SP:Iteration 16Q (6126.421213 sec): 3 clusters Score: Raw -229317.455295 + Penalty 4331.777964 = -224985.677331 nChanged 21 SP:Iteration 17Q (6126.462838 sec): 3 clusters Score: Raw -229330.325635 + Penalty 4331.777964 = -224998.547671 nChanged 19 SP:Iteration 18Q (6126.508553 sec): 3 clusters Score: Raw -229338.400759 + Penalty 4331.777964 = -225006.622795 nChanged 9 SP:Iteration 19Q (6126.553351 sec): 3 clusters Score: Raw -229341.082413 + Penalty 4331.777964 = -225009.304448 nChanged 5 SP:Iteration 20F (6126.599750 sec): 3 clusters Score: Raw -229343.375189 + Penalty 4331.777964 = -225011.597225 nChanged 4 SP:Iteration 21Q (6126.644176 sec): 3 clusters Score: Raw -229345.648789 + Penalty 4331.777964 = -225013.870825 nChanged 3 SP:Iteration 22Q (6126.687377 sec): 3 clusters Score: Raw -229346.419197 + Penalty 4331.777964 = -225014.641232 nChanged 1 SP:Iteration 23Q (6126.730626 sec): 3 clusters Score: Raw -229346.867049 + Penalty 4331.777964 = -225015.089085 nChanged 2 SP:Iteration 24Q (6126.773407 sec): 3 clusters Score: Raw -229347.680212 + Penalty 4331.777964 = -225015.902247 nChanged 1 SP:Iteration 25Q (6126.817990 sec): 3 clusters Score: Raw -229347.872067 + Penalty 4331.777964 = -225016.094102 nChanged 0 SP:Iteration 26F (6126.863290 sec): 3 clusters Score: Raw -229347.872067 + Penalty 4331.777964 = -225016.094102 nChanged 0 Score: Raw -11817727.604156 + Penalty 37669.881023 = -11780057.723133 Splitting cluster 6 changes total score from -11780765.031220 to -11780057.723133 So it's not getting split. Trying to split cluster 7 (4648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6129.272308 sec): 2 clusters Score: Raw -335480.700431 + Penalty 2229.266767 = -333251.433664 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6129.336698 sec): 3 clusters Score: Raw -333380.469870 + Penalty 4458.533534 = -328921.936336 nChanged 1792 SP:Iteration 1F (6129.398825 sec): 3 clusters Score: Raw -334842.921399 + Penalty 4458.533534 = -330384.387865 nChanged 495 SP:Iteration 2F (6129.441649 sec): 3 clusters Score: Raw -335656.502707 + Penalty 4458.533534 = -331197.969174 nChanged 441 SP:Iteration 3F (6129.483974 sec): 3 clusters Score: Raw -336431.588251 + Penalty 4458.533534 = -331973.054717 nChanged 351 SP:Iteration 4F (6129.526458 sec): 3 clusters Score: Raw -336901.756610 + Penalty 4458.533534 = -332443.223076 nChanged 254 SP:Iteration 5F (6129.575340 sec): 3 clusters Score: Raw -337156.235997 + Penalty 4458.533534 = -332697.702463 nChanged 184 SP:Iteration 6Q (6129.627989 sec): 3 clusters Score: Raw -337332.874898 + Penalty 4458.533534 = -332874.341364 nChanged 140 SP:Iteration 7Q (6129.796508 sec): 3 clusters Score: Raw -337460.761607 + Penalty 4458.533534 = -333002.228073 nChanged 127 SP:Iteration 8Q (6129.899475 sec): 3 clusters Score: Raw -337549.210221 + Penalty 4458.533534 = -333090.676687 nChanged 82 SP:Iteration 9Q (6130.024785 sec): 3 clusters Score: Raw -337597.525522 + Penalty 4458.533534 = -333138.991988 nChanged 70 SP:Iteration 10Q (6130.156166 sec): 3 clusters Score: Raw -337643.225782 + Penalty 4458.533534 = -333184.692248 nChanged 58 SP:Iteration 11Q (6130.272831 sec): 3 clusters Score: Raw -337673.614522 + Penalty 4458.533534 = -333215.080988 nChanged 42 SP:Iteration 12Q (6130.403077 sec): 3 clusters Score: Raw -337690.776756 + Penalty 4458.533534 = -333232.243222 nChanged 20 SP:Iteration 13Q (6130.564893 sec): 3 clusters Score: Raw -337699.746334 + Penalty 4458.533534 = -333241.212800 nChanged 22 SP:Iteration 14Q (6130.700473 sec): 3 clusters Score: Raw -337709.657738 + Penalty 4458.533534 = -333251.124204 nChanged 20 SP:Iteration 15Q (6130.793566 sec): 3 clusters Score: Raw -337720.212169 + Penalty 4458.533534 = -333261.678636 nChanged 21 SP:Iteration 16Q (6130.843725 sec): 3 clusters Score: Raw -337733.046622 + Penalty 4458.533534 = -333274.513088 nChanged 18 SP:Iteration 17Q (6130.889874 sec): 3 clusters Score: Raw -337742.301568 + Penalty 4458.533534 = -333283.768035 nChanged 19 SP:Iteration 18Q (6130.934625 sec): 3 clusters Score: Raw -337752.545476 + Penalty 4458.533534 = -333294.011942 nChanged 21 SP:Iteration 19Q (6130.979462 sec): 3 clusters Score: Raw -337760.181612 + Penalty 4458.533534 = -333301.648078 nChanged 17 SP:Iteration 20F (6131.026755 sec): 3 clusters Score: Raw -337768.202413 + Penalty 4458.533534 = -333309.668880 nChanged 15 SP:Iteration 21Q (6131.077383 sec): 3 clusters Score: Raw -337774.081147 + Penalty 4458.533534 = -333315.547614 nChanged 14 SP:Iteration 22Q (6131.128086 sec): 3 clusters Score: Raw -337779.269412 + Penalty 4458.533534 = -333320.735878 nChanged 12 SP:Iteration 23Q (6131.178215 sec): 3 clusters Score: Raw -337784.254364 + Penalty 4458.533534 = -333325.720830 nChanged 12 SP:Iteration 24Q (6131.226284 sec): 3 clusters Score: Raw -337788.514789 + Penalty 4458.533534 = -333329.981255 nChanged 8 SP:Iteration 25Q (6131.274311 sec): 3 clusters Score: Raw -337791.310790 + Penalty 4458.533534 = -333332.777257 nChanged 5 SP:Iteration 26Q (6131.323731 sec): 3 clusters Score: Raw -337793.302322 + Penalty 4458.533534 = -333334.768788 nChanged 4 SP:Iteration 27Q (6131.374666 sec): 3 clusters Score: Raw -337794.412519 + Penalty 4458.533534 = -333335.878985 nChanged 2 SP:Iteration 28Q (6131.425433 sec): 3 clusters Score: Raw -337794.688007 + Penalty 4458.533534 = -333336.154474 nChanged 1 SP:Iteration 29Q (6131.476336 sec): 3 clusters Score: Raw -337795.042721 + Penalty 4458.533534 = -333336.509187 nChanged 1 SP:Iteration 30Q (6131.524944 sec): 3 clusters Score: Raw -337795.281601 + Penalty 4458.533534 = -333336.748068 nChanged 1 SP:Iteration 31Q (6131.572166 sec): 3 clusters Score: Raw -337795.621422 + Penalty 4458.533534 = -333337.087888 nChanged 0 SP:Iteration 32F (6131.620264 sec): 3 clusters Score: Raw -337795.621422 + Penalty 4458.533534 = -333337.087888 nChanged 0 Score: Raw -11817610.676481 + Penalty 37669.881023 = -11779940.795459 Splitting cluster 7 changes total score from -11780765.031220 to -11779940.795459 So it's not getting split. Trying to split cluster 8 (12662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6134.225448 sec): 2 clusters Score: Raw -1124148.098161 + Penalty 2493.839215 = -1121654.258947 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6134.364806 sec): 3 clusters Score: Raw -1117135.326301 + Penalty 4987.678429 = -1112147.647871 nChanged 5359 SP:Iteration 1F (6134.449963 sec): 3 clusters Score: Raw -1120036.524286 + Penalty 4987.678429 = -1115048.845857 nChanged 834 SP:Iteration 2F (6134.654663 sec): 3 clusters Score: Raw -1120442.239569 + Penalty 4987.678429 = -1115454.561139 nChanged 661 SP:Iteration 3F (6134.833908 sec): 3 clusters Score: Raw -1120722.122770 + Penalty 4987.678429 = -1115734.444341 nChanged 513 SP:Iteration 4Q (6134.984180 sec): 3 clusters Score: Raw -1120939.113068 + Penalty 4987.678429 = -1115951.434639 nChanged 430 SP:Iteration 5Q (6135.171252 sec): 3 clusters Score: Raw -1121113.805442 + Penalty 4987.678429 = -1116126.127013 nChanged 370 SP:Iteration 6Q (6135.331171 sec): 3 clusters Score: Raw -1121272.519975 + Penalty 4987.678429 = -1116284.841546 nChanged 389 SP:Iteration 7Q (6135.410185 sec): 3 clusters Score: Raw -1121437.246590 + Penalty 4987.678429 = -1116449.568160 nChanged 368 SP:Iteration 8Q (6135.532419 sec): 3 clusters Score: Raw -1121605.687804 + Penalty 4987.678429 = -1116618.009375 nChanged 388 SP:Iteration 9Q (6135.624898 sec): 3 clusters Score: Raw -1121807.908994 + Penalty 4987.678429 = -1116820.230565 nChanged 424 SP:Iteration 10Q (6135.712753 sec): 3 clusters Score: Raw -1122022.375499 + Penalty 4987.678429 = -1117034.697070 nChanged 406 SP:Iteration 11Q (6135.815720 sec): 3 clusters Score: Raw -1122232.240911 + Penalty 4987.678429 = -1117244.562482 nChanged 398 SP:Iteration 12Q (6135.911364 sec): 3 clusters Score: Raw -1122442.227706 + Penalty 4987.678429 = -1117454.549277 nChanged 356 SP:Iteration 13Q (6136.061664 sec): 3 clusters Score: Raw -1122622.756142 + Penalty 4987.678429 = -1117635.077712 nChanged 338 SP:Iteration 14Q (6136.152636 sec): 3 clusters Score: Raw -1122800.148576 + Penalty 4987.678429 = -1117812.470147 nChanged 295 SP:Iteration 15Q (6136.245834 sec): 3 clusters Score: Raw -1122935.035949 + Penalty 4987.678429 = -1117947.357520 nChanged 253 SP:Iteration 16Q (6136.345584 sec): 3 clusters Score: Raw -1123045.480166 + Penalty 4987.678429 = -1118057.801737 nChanged 225 SP:Iteration 17Q (6136.439044 sec): 3 clusters Score: Raw -1123143.804839 + Penalty 4987.678429 = -1118156.126410 nChanged 200 SP:Iteration 18Q (6136.526008 sec): 3 clusters Score: Raw -1123225.246535 + Penalty 4987.678429 = -1118237.568106 nChanged 181 SP:Iteration 19Q (6136.613239 sec): 3 clusters Score: Raw -1123297.751679 + Penalty 4987.678429 = -1118310.073250 nChanged 147 SP:Iteration 20F (6136.713059 sec): 3 clusters Score: Raw -1123351.994969 + Penalty 4987.678429 = -1118364.316540 nChanged 131 SP:Iteration 21Q (6136.804476 sec): 3 clusters Score: Raw -1123408.097139 + Penalty 4987.678429 = -1118420.418710 nChanged 152 SP:Iteration 22Q (6136.892182 sec): 3 clusters Score: Raw -1123467.852596 + Penalty 4987.678429 = -1118480.174167 nChanged 154 SP:Iteration 23Q (6136.977057 sec): 3 clusters Score: Raw -1123532.681717 + Penalty 4987.678429 = -1118545.003288 nChanged 147 SP:Iteration 24Q (6137.074249 sec): 3 clusters Score: Raw -1123589.487062 + Penalty 4987.678429 = -1118601.808633 nChanged 129 SP:Iteration 25Q (6137.166631 sec): 3 clusters Score: Raw -1123640.620922 + Penalty 4987.678429 = -1118652.942493 nChanged 131 SP:Iteration 26Q (6137.255899 sec): 3 clusters Score: Raw -1123694.592462 + Penalty 4987.678429 = -1118706.914033 nChanged 136 SP:Iteration 27Q (6137.346646 sec): 3 clusters Score: Raw -1123751.303471 + Penalty 4987.678429 = -1118763.625042 nChanged 138 SP:Iteration 28Q (6137.456169 sec): 3 clusters Score: Raw -1123803.013968 + Penalty 4987.678429 = -1118815.335539 nChanged 112 SP:Iteration 29Q (6137.536373 sec): 3 clusters Score: Raw -1123850.174124 + Penalty 4987.678429 = -1118862.495695 nChanged 123 SP:Iteration 30Q (6137.618224 sec): 3 clusters Score: Raw -1123907.606834 + Penalty 4987.678429 = -1118919.928405 nChanged 141 SP:Iteration 31Q (6137.718391 sec): 3 clusters Score: Raw -1123972.591054 + Penalty 4987.678429 = -1118984.912625 nChanged 116 SP:Iteration 32Q (6137.816705 sec): 3 clusters Score: Raw -1124024.122269 + Penalty 4987.678429 = -1119036.443840 nChanged 120 SP:Iteration 33Q (6138.056260 sec): 3 clusters Score: Raw -1124079.810010 + Penalty 4987.678429 = -1119092.131581 nChanged 110 SP:Iteration 34Q (6138.192114 sec): 3 clusters Score: Raw -1124134.972710 + Penalty 4987.678429 = -1119147.294280 nChanged 117 SP:Iteration 35Q (6138.360283 sec): 3 clusters Score: Raw -1124189.455666 + Penalty 4987.678429 = -1119201.777237 nChanged 108 SP:Iteration 36Q (6138.515918 sec): 3 clusters Score: Raw -1124238.997218 + Penalty 4987.678429 = -1119251.318789 nChanged 110 SP:Iteration 37Q (6138.726663 sec): 3 clusters Score: Raw -1124297.894506 + Penalty 4987.678429 = -1119310.216076 nChanged 116 SP:Iteration 38Q (6138.848305 sec): 3 clusters Score: Raw -1124362.814458 + Penalty 4987.678429 = -1119375.136029 nChanged 104 SP:Iteration 39Q (6138.940326 sec): 3 clusters Score: Raw -1124424.388461 + Penalty 4987.678429 = -1119436.710032 nChanged 92 SP:Iteration 40F (6139.041891 sec): 3 clusters Score: Raw -1124477.366520 + Penalty 4987.678429 = -1119489.688091 nChanged 96 SP:Iteration 41Q (6139.162640 sec): 3 clusters Score: Raw -1124533.913340 + Penalty 4987.678429 = -1119546.234911 nChanged 89 SP:Iteration 42Q (6139.271772 sec): 3 clusters Score: Raw -1124588.998966 + Penalty 4987.678429 = -1119601.320537 nChanged 90 SP:Iteration 43Q (6139.348156 sec): 3 clusters Score: Raw -1124641.740344 + Penalty 4987.678429 = -1119654.061915 nChanged 89 SP:Iteration 44Q (6139.449515 sec): 3 clusters Score: Raw -1124692.976180 + Penalty 4987.678429 = -1119705.297751 nChanged 77 SP:Iteration 45Q (6139.544095 sec): 3 clusters Score: Raw -1124744.249475 + Penalty 4987.678429 = -1119756.571046 nChanged 71 SP:Iteration 46Q (6139.634234 sec): 3 clusters Score: Raw -1124783.306973 + Penalty 4987.678429 = -1119795.628544 nChanged 59 SP:Iteration 47Q (6139.743701 sec): 3 clusters Score: Raw -1124814.724594 + Penalty 4987.678429 = -1119827.046165 nChanged 48 SP:Iteration 48Q (6139.823112 sec): 3 clusters Score: Raw -1124839.063211 + Penalty 4987.678429 = -1119851.384782 nChanged 37 SP:Iteration 49Q (6139.901462 sec): 3 clusters Score: Raw -1124855.492363 + Penalty 4987.678429 = -1119867.813934 nChanged 28 SP:Iteration 50Q (6139.996728 sec): 3 clusters Score: Raw -1124870.292862 + Penalty 4987.678429 = -1119882.614433 nChanged 32 SP:Iteration 51Q (6140.082962 sec): 3 clusters Score: Raw -1124884.995008 + Penalty 4987.678429 = -1119897.316579 nChanged 22 SP:Iteration 52Q (6140.169539 sec): 3 clusters Score: Raw -1124896.051589 + Penalty 4987.678429 = -1119908.373160 nChanged 23 SP:Iteration 53Q (6140.258207 sec): 3 clusters Score: Raw -1124906.337061 + Penalty 4987.678429 = -1119918.658632 nChanged 20 SP:Iteration 54Q (6140.349662 sec): 3 clusters Score: Raw -1124914.096107 + Penalty 4987.678429 = -1119926.417678 nChanged 13 SP:Iteration 55Q (6140.434156 sec): 3 clusters Score: Raw -1124918.621979 + Penalty 4987.678429 = -1119930.943550 nChanged 5 SP:Iteration 56Q (6140.513472 sec): 3 clusters Score: Raw -1124920.247198 + Penalty 4987.678429 = -1119932.568769 nChanged 3 SP:Iteration 57Q (6140.604112 sec): 3 clusters Score: Raw -1124921.669549 + Penalty 4987.678429 = -1119933.991120 nChanged 3 SP:Iteration 58Q (6140.693938 sec): 3 clusters Score: Raw -1124922.829428 + Penalty 4987.678429 = -1119935.150999 nChanged 7 SP:Iteration 59Q (6140.782727 sec): 3 clusters Score: Raw -1124924.744255 + Penalty 4987.678429 = -1119937.065826 nChanged 10 SP:Iteration 60F (6140.875319 sec): 3 clusters Score: Raw -1124928.279249 + Penalty 4987.678429 = -1119940.600820 nChanged 6 SP:Iteration 61Q (6140.964817 sec): 3 clusters Score: Raw -1124931.196654 + Penalty 4987.678429 = -1119943.518225 nChanged 8 SP:Iteration 62Q (6141.047385 sec): 3 clusters Score: Raw -1124935.932372 + Penalty 4987.678429 = -1119948.253943 nChanged 6 SP:Iteration 63Q (6141.135265 sec): 3 clusters Score: Raw -1124938.342714 + Penalty 4987.678429 = -1119950.664285 nChanged 8 SP:Iteration 64Q (6141.353110 sec): 3 clusters Score: Raw -1124942.014313 + Penalty 4987.678429 = -1119954.335884 nChanged 11 SP:Iteration 65Q (6141.524854 sec): 3 clusters Score: Raw -1124946.101317 + Penalty 4987.678429 = -1119958.422888 nChanged 6 SP:Iteration 66Q (6141.737870 sec): 3 clusters Score: Raw -1124947.693052 + Penalty 4987.678429 = -1119960.014623 nChanged 6 SP:Iteration 67Q (6141.942122 sec): 3 clusters Score: Raw -1124949.784896 + Penalty 4987.678429 = -1119962.106467 nChanged 5 SP:Iteration 68Q (6142.135148 sec): 3 clusters Score: Raw -1124951.264222 + Penalty 4987.678429 = -1119963.585793 nChanged 3 SP:Iteration 69Q (6142.199737 sec): 3 clusters Score: Raw -1124952.183336 + Penalty 4987.678429 = -1119964.504907 nChanged 1 SP:Iteration 70Q (6142.287708 sec): 3 clusters Score: Raw -1124952.549270 + Penalty 4987.678429 = -1119964.870841 nChanged 0 SP:Iteration 71F (6142.377785 sec): 3 clusters Score: Raw -1124952.549270 + Penalty 4987.678429 = -1119964.870841 nChanged 0 Trying to split cluster 9 (5069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6142.437933 sec): 2 clusters Score: Raw -415384.815694 + Penalty 2252.157293 = -413132.658400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6142.514076 sec): 3 clusters Score: Raw -412946.166407 + Penalty 4504.314587 = -408441.851820 nChanged 1949 SP:Iteration 1F (6142.587874 sec): 3 clusters Score: Raw -414421.681870 + Penalty 4504.314587 = -409917.367284 nChanged 576 SP:Iteration 2F (6142.654664 sec): 3 clusters Score: Raw -415123.237089 + Penalty 4504.314587 = -410618.922502 nChanged 491 SP:Iteration 3F (6142.701038 sec): 3 clusters Score: Raw -415712.228509 + Penalty 4504.314587 = -411207.913922 nChanged 370 SP:Iteration 4F (6142.747821 sec): 3 clusters Score: Raw -416109.226896 + Penalty 4504.314587 = -411604.912309 nChanged 262 SP:Iteration 5F (6142.794165 sec): 3 clusters Score: Raw -416340.356423 + Penalty 4504.314587 = -411836.041836 nChanged 170 SP:Iteration 6Q (6142.841148 sec): 3 clusters Score: Raw -416466.554227 + Penalty 4504.314587 = -411962.239640 nChanged 118 SP:Iteration 7Q (6142.887966 sec): 3 clusters Score: Raw -416533.980734 + Penalty 4504.314587 = -412029.666148 nChanged 56 SP:Iteration 8Q (6142.934970 sec): 3 clusters Score: Raw -416562.335773 + Penalty 4504.314587 = -412058.021186 nChanged 30 SP:Iteration 9Q (6142.981802 sec): 3 clusters Score: Raw -416576.845826 + Penalty 4504.314587 = -412072.531239 nChanged 15 SP:Iteration 10Q (6143.028745 sec): 3 clusters Score: Raw -416584.482584 + Penalty 4504.314587 = -412080.167998 nChanged 14 SP:Iteration 11Q (6143.075492 sec): 3 clusters Score: Raw -416589.984348 + Penalty 4504.314587 = -412085.669762 nChanged 15 SP:Iteration 12Q (6143.122160 sec): 3 clusters Score: Raw -416595.689611 + Penalty 4504.314587 = -412091.375024 nChanged 7 SP:Iteration 13Q (6143.168982 sec): 3 clusters Score: Raw -416598.172976 + Penalty 4504.314587 = -412093.858390 nChanged 9 SP:Iteration 14Q (6143.215772 sec): 3 clusters Score: Raw -416601.213448 + Penalty 4504.314587 = -412096.898861 nChanged 7 SP:Iteration 15Q (6143.262435 sec): 3 clusters Score: Raw -416603.280193 + Penalty 4504.314587 = -412098.965606 nChanged 3 SP:Iteration 16Q (6143.309400 sec): 3 clusters Score: Raw -416604.438730 + Penalty 4504.314587 = -412100.124143 nChanged 4 SP:Iteration 17Q (6143.356162 sec): 3 clusters Score: Raw -416605.526569 + Penalty 4504.314587 = -412101.211982 nChanged 2 SP:Iteration 18Q (6143.402825 sec): 3 clusters Score: Raw -416606.595212 + Penalty 4504.314587 = -412102.280625 nChanged 4 SP:Iteration 19Q (6143.464800 sec): 3 clusters Score: Raw -416607.727631 + Penalty 4504.314587 = -412103.413044 nChanged 4 SP:Iteration 20F (6143.514238 sec): 3 clusters Score: Raw -416608.344326 + Penalty 4504.314587 = -412104.029739 nChanged 2 SP:Iteration 21Q (6143.572783 sec): 3 clusters Score: Raw -416608.842323 + Penalty 4504.314587 = -412104.527736 nChanged 2 SP:Iteration 22Q (6143.710755 sec): 3 clusters Score: Raw -416609.394523 + Penalty 4504.314587 = -412105.079936 nChanged 2 SP:Iteration 23Q (6143.860504 sec): 3 clusters Score: Raw -416610.035181 + Penalty 4504.314587 = -412105.720595 nChanged 2 SP:Iteration 24Q (6144.030463 sec): 3 clusters Score: Raw -416611.301310 + Penalty 4504.314587 = -412106.986724 nChanged 2 SP:Iteration 25Q (6144.146126 sec): 3 clusters Score: Raw -416611.768422 + Penalty 4504.314587 = -412107.453836 nChanged 1 SP:Iteration 26Q (6144.296878 sec): 3 clusters Score: Raw -416612.281197 + Penalty 4504.314587 = -412107.966611 nChanged 0 SP:Iteration 27F (6144.434535 sec): 3 clusters Score: Raw -416612.281197 + Penalty 4504.314587 = -412107.966611 nChanged 0 Trying to split cluster 10 (7979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6144.527635 sec): 2 clusters Score: Raw -663242.560845 + Penalty 2371.926049 = -660870.634795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6144.675683 sec): 3 clusters Score: Raw -659174.981333 + Penalty 4743.852099 = -654431.129234 nChanged 3235 SP:Iteration 1F (6144.744459 sec): 3 clusters Score: Raw -661207.135813 + Penalty 4743.852099 = -656463.283714 nChanged 701 SP:Iteration 2F (6144.880940 sec): 3 clusters Score: Raw -661728.262082 + Penalty 4743.852099 = -656984.409983 nChanged 551 SP:Iteration 3F (6144.944494 sec): 3 clusters Score: Raw -662158.044271 + Penalty 4743.852099 = -657414.192172 nChanged 492 SP:Iteration 4F (6145.007300 sec): 3 clusters Score: Raw -662520.159951 + Penalty 4743.852099 = -657776.307852 nChanged 452 SP:Iteration 5F (6145.077143 sec): 3 clusters Score: Raw -662831.553143 + Penalty 4743.852099 = -658087.701044 nChanged 335 SP:Iteration 6Q (6145.240273 sec): 3 clusters Score: Raw -663054.657521 + Penalty 4743.852099 = -658310.805422 nChanged 263 SP:Iteration 7Q (6145.355377 sec): 3 clusters Score: Raw -663227.225188 + Penalty 4743.852099 = -658483.373089 nChanged 251 SP:Iteration 8Q (6145.499226 sec): 3 clusters Score: Raw -663373.114151 + Penalty 4743.852099 = -658629.262052 nChanged 212 SP:Iteration 9Q (6145.564353 sec): 3 clusters Score: Raw -663483.677765 + Penalty 4743.852099 = -658739.825666 nChanged 181 SP:Iteration 10Q (6145.629265 sec): 3 clusters Score: Raw -663575.653757 + Penalty 4743.852099 = -658831.801658 nChanged 158 SP:Iteration 11Q (6145.699474 sec): 3 clusters Score: Raw -663660.639459 + Penalty 4743.852099 = -658916.787360 nChanged 159 SP:Iteration 12Q (6145.770049 sec): 3 clusters Score: Raw -663741.253720 + Penalty 4743.852099 = -658997.401621 nChanged 143 SP:Iteration 13Q (6145.837654 sec): 3 clusters Score: Raw -663796.841456 + Penalty 4743.852099 = -659052.989357 nChanged 130 SP:Iteration 14Q (6145.904771 sec): 3 clusters Score: Raw -663847.348563 + Penalty 4743.852099 = -659103.496464 nChanged 122 SP:Iteration 15Q (6145.972915 sec): 3 clusters Score: Raw -663896.547014 + Penalty 4743.852099 = -659152.694915 nChanged 97 SP:Iteration 16Q (6146.041477 sec): 3 clusters Score: Raw -663932.297812 + Penalty 4743.852099 = -659188.445713 nChanged 80 SP:Iteration 17Q (6146.110573 sec): 3 clusters Score: Raw -663958.976696 + Penalty 4743.852099 = -659215.124597 nChanged 64 SP:Iteration 18Q (6146.179546 sec): 3 clusters Score: Raw -663978.959292 + Penalty 4743.852099 = -659235.107193 nChanged 50 SP:Iteration 19Q (6146.248938 sec): 3 clusters Score: Raw -663993.764954 + Penalty 4743.852099 = -659249.912855 nChanged 40 SP:Iteration 20F (6146.318602 sec): 3 clusters Score: Raw -664004.062152 + Penalty 4743.852099 = -659260.210053 nChanged 28 SP:Iteration 21Q (6146.387653 sec): 3 clusters Score: Raw -664010.590234 + Penalty 4743.852099 = -659266.738135 nChanged 28 SP:Iteration 22Q (6146.456212 sec): 3 clusters Score: Raw -664019.137092 + Penalty 4743.852099 = -659275.284993 nChanged 28 SP:Iteration 23Q (6146.594777 sec): 3 clusters Score: Raw -664025.889534 + Penalty 4743.852099 = -659282.037435 nChanged 23 SP:Iteration 24Q (6146.748288 sec): 3 clusters Score: Raw -664030.256409 + Penalty 4743.852099 = -659286.404310 nChanged 18 SP:Iteration 25Q (6146.896099 sec): 3 clusters Score: Raw -664033.586592 + Penalty 4743.852099 = -659289.734493 nChanged 11 SP:Iteration 26Q (6147.040757 sec): 3 clusters Score: Raw -664035.043497 + Penalty 4743.852099 = -659291.191398 nChanged 4 SP:Iteration 27Q (6147.181986 sec): 3 clusters Score: Raw -664036.004721 + Penalty 4743.852099 = -659292.152622 nChanged 2 SP:Iteration 28Q (6147.323517 sec): 3 clusters Score: Raw -664036.475837 + Penalty 4743.852099 = -659292.623738 nChanged 4 SP:Iteration 29Q (6147.465322 sec): 3 clusters Score: Raw -664037.082158 + Penalty 4743.852099 = -659293.230059 nChanged 0 SP:Iteration 30F (6147.532856 sec): 3 clusters Score: Raw -664037.082158 + Penalty 4743.852099 = -659293.230059 nChanged 0 Trying to split cluster 11 (11328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6147.605754 sec): 2 clusters Score: Raw -988647.758791 + Penalty 2464.448663 = -986183.310128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6147.717288 sec): 3 clusters Score: Raw -982507.812964 + Penalty 4928.897327 = -977578.915637 nChanged 4771 SP:Iteration 1F (6147.798531 sec): 3 clusters Score: Raw -985247.687386 + Penalty 4928.897327 = -980318.790059 nChanged 905 SP:Iteration 2F (6147.877776 sec): 3 clusters Score: Raw -985844.237872 + Penalty 4928.897327 = -980915.340545 nChanged 773 SP:Iteration 3F (6147.961909 sec): 3 clusters Score: Raw -986388.012737 + Penalty 4928.897327 = -981459.115410 nChanged 691 SP:Iteration 4F (6148.101986 sec): 3 clusters Score: Raw -986860.931411 + Penalty 4928.897327 = -981932.034085 nChanged 615 SP:Iteration 5F (6148.201121 sec): 3 clusters Score: Raw -987297.541944 + Penalty 4928.897327 = -982368.644617 nChanged 585 SP:Iteration 6F (6148.283975 sec): 3 clusters Score: Raw -987681.037219 + Penalty 4928.897327 = -982752.139893 nChanged 507 SP:Iteration 7Q (6148.354785 sec): 3 clusters Score: Raw -987966.399451 + Penalty 4928.897327 = -983037.502124 nChanged 393 SP:Iteration 8Q (6148.465119 sec): 3 clusters Score: Raw -988168.166684 + Penalty 4928.897327 = -983239.269358 nChanged 311 SP:Iteration 9Q (6148.556996 sec): 3 clusters Score: Raw -988328.794642 + Penalty 4928.897327 = -983399.897316 nChanged 272 SP:Iteration 10Q (6148.635029 sec): 3 clusters Score: Raw -988446.832386 + Penalty 4928.897327 = -983517.935059 nChanged 213 SP:Iteration 11Q (6148.733654 sec): 3 clusters Score: Raw -988535.130967 + Penalty 4928.897327 = -983606.233640 nChanged 182 SP:Iteration 12Q (6148.823619 sec): 3 clusters Score: Raw -988608.394232 + Penalty 4928.897327 = -983679.496905 nChanged 180 SP:Iteration 13Q (6148.903031 sec): 3 clusters Score: Raw -988675.249417 + Penalty 4928.897327 = -983746.352091 nChanged 164 SP:Iteration 14Q (6149.002295 sec): 3 clusters Score: Raw -988726.284252 + Penalty 4928.897327 = -983797.386925 nChanged 129 SP:Iteration 15Q (6149.090949 sec): 3 clusters Score: Raw -988764.593502 + Penalty 4928.897327 = -983835.696176 nChanged 129 SP:Iteration 16Q (6149.183638 sec): 3 clusters Score: Raw -988801.541329 + Penalty 4928.897327 = -983872.644002 nChanged 109 SP:Iteration 17Q (6149.309933 sec): 3 clusters Score: Raw -988833.290351 + Penalty 4928.897327 = -983904.393024 nChanged 100 SP:Iteration 18Q (6149.404967 sec): 3 clusters Score: Raw -988861.541863 + Penalty 4928.897327 = -983932.644536 nChanged 95 SP:Iteration 19Q (6149.484959 sec): 3 clusters Score: Raw -988889.099275 + Penalty 4928.897327 = -983960.201948 nChanged 114 SP:Iteration 20F (6149.589727 sec): 3 clusters Score: Raw -988922.023746 + Penalty 4928.897327 = -983993.126419 nChanged 96 SP:Iteration 21Q (6149.685875 sec): 3 clusters Score: Raw -988954.950224 + Penalty 4928.897327 = -984026.052897 nChanged 112 SP:Iteration 22Q (6149.865198 sec): 3 clusters Score: Raw -988992.186613 + Penalty 4928.897327 = -984063.289286 nChanged 106 SP:Iteration 23Q (6150.066800 sec): 3 clusters Score: Raw -989025.308575 + Penalty 4928.897327 = -984096.411249 nChanged 83 SP:Iteration 24Q (6150.261260 sec): 3 clusters Score: Raw -989047.220478 + Penalty 4928.897327 = -984118.323151 nChanged 79 SP:Iteration 25Q (6150.438240 sec): 3 clusters Score: Raw -989067.714900 + Penalty 4928.897327 = -984138.817573 nChanged 70 SP:Iteration 26Q (6150.611833 sec): 3 clusters Score: Raw -989084.517440 + Penalty 4928.897327 = -984155.620113 nChanged 63 SP:Iteration 27Q (6150.706610 sec): 3 clusters Score: Raw -989097.430128 + Penalty 4928.897327 = -984168.532801 nChanged 57 SP:Iteration 28Q (6150.794747 sec): 3 clusters Score: Raw -989110.494663 + Penalty 4928.897327 = -984181.597337 nChanged 59 SP:Iteration 29Q (6150.882346 sec): 3 clusters Score: Raw -989123.057141 + Penalty 4928.897327 = -984194.159815 nChanged 55 SP:Iteration 30Q (6150.966642 sec): 3 clusters Score: Raw -989135.277293 + Penalty 4928.897327 = -984206.379966 nChanged 51 SP:Iteration 31Q (6151.048427 sec): 3 clusters Score: Raw -989146.413684 + Penalty 4928.897327 = -984217.516358 nChanged 44 SP:Iteration 32Q (6151.151476 sec): 3 clusters Score: Raw -989155.476439 + Penalty 4928.897327 = -984226.579112 nChanged 49 SP:Iteration 33Q (6151.241545 sec): 3 clusters Score: Raw -989166.612991 + Penalty 4928.897327 = -984237.715664 nChanged 42 SP:Iteration 34Q (6151.319355 sec): 3 clusters Score: Raw -989173.526575 + Penalty 4928.897327 = -984244.629248 nChanged 32 SP:Iteration 35Q (6151.418417 sec): 3 clusters Score: Raw -989179.125081 + Penalty 4928.897327 = -984250.227754 nChanged 23 SP:Iteration 36Q (6151.508871 sec): 3 clusters Score: Raw -989183.222289 + Penalty 4928.897327 = -984254.324962 nChanged 32 SP:Iteration 37Q (6151.587200 sec): 3 clusters Score: Raw -989188.300099 + Penalty 4928.897327 = -984259.402772 nChanged 26 SP:Iteration 38Q (6151.686700 sec): 3 clusters Score: Raw -989193.144869 + Penalty 4928.897327 = -984264.247542 nChanged 22 SP:Iteration 39Q (6151.777111 sec): 3 clusters Score: Raw -989195.957774 + Penalty 4928.897327 = -984267.060447 nChanged 16 SP:Iteration 40F (6151.853316 sec): 3 clusters Score: Raw -989198.095139 + Penalty 4928.897327 = -984269.197813 nChanged 15 SP:Iteration 41Q (6151.951907 sec): 3 clusters Score: Raw -989200.236292 + Penalty 4928.897327 = -984271.338965 nChanged 15 SP:Iteration 42Q (6152.043054 sec): 3 clusters Score: Raw -989202.390842 + Penalty 4928.897327 = -984273.493515 nChanged 13 SP:Iteration 43Q (6152.120465 sec): 3 clusters Score: Raw -989204.766398 + Penalty 4928.897327 = -984275.869071 nChanged 16 SP:Iteration 44Q (6152.217976 sec): 3 clusters Score: Raw -989206.568421 + Penalty 4928.897327 = -984277.671095 nChanged 14 SP:Iteration 45Q (6152.313982 sec): 3 clusters Score: Raw -989208.666434 + Penalty 4928.897327 = -984279.769107 nChanged 14 SP:Iteration 46Q (6152.396813 sec): 3 clusters Score: Raw -989210.496313 + Penalty 4928.897327 = -984281.598986 nChanged 15 SP:Iteration 47Q (6152.485137 sec): 3 clusters Score: Raw -989212.755740 + Penalty 4928.897327 = -984283.858413 nChanged 16 SP:Iteration 48Q (6152.574283 sec): 3 clusters Score: Raw -989215.751154 + Penalty 4928.897327 = -984286.853827 nChanged 17 SP:Iteration 49Q (6152.659645 sec): 3 clusters Score: Raw -989218.366361 + Penalty 4928.897327 = -984289.469035 nChanged 10 SP:Iteration 50Q (6152.747171 sec): 3 clusters Score: Raw -989219.800046 + Penalty 4928.897327 = -984290.902719 nChanged 8 SP:Iteration 51Q (6152.834859 sec): 3 clusters Score: Raw -989220.526696 + Penalty 4928.897327 = -984291.629369 nChanged 2 SP:Iteration 52Q (6152.919265 sec): 3 clusters Score: Raw -989220.787625 + Penalty 4928.897327 = -984291.890299 nChanged 5 SP:Iteration 53Q (6153.102700 sec): 3 clusters Score: Raw -989221.421194 + Penalty 4928.897327 = -984292.523867 nChanged 3 SP:Iteration 54Q (6153.318952 sec): 3 clusters Score: Raw -989221.709132 + Penalty 4928.897327 = -984292.811805 nChanged 3 SP:Iteration 55Q (6153.487563 sec): 3 clusters Score: Raw -989221.968932 + Penalty 4928.897327 = -984293.071605 nChanged 3 SP:Iteration 56Q (6153.622213 sec): 3 clusters Score: Raw -989222.324532 + Penalty 4928.897327 = -984293.427205 nChanged 4 SP:Iteration 57Q (6153.782915 sec): 3 clusters Score: Raw -989222.706533 + Penalty 4928.897327 = -984293.809207 nChanged 2 SP:Iteration 58Q (6153.873230 sec): 3 clusters Score: Raw -989222.877024 + Penalty 4928.897327 = -984293.979698 nChanged 2 SP:Iteration 59Q (6153.967740 sec): 3 clusters Score: Raw -989223.025735 + Penalty 4928.897327 = -984294.128408 nChanged 1 SP:Iteration 60F (6154.050060 sec): 3 clusters Score: Raw -989223.075114 + Penalty 4928.897327 = -984294.177787 nChanged 2 SP:Iteration 61Q (6154.132947 sec): 3 clusters Score: Raw -989223.588134 + Penalty 4928.897327 = -984294.690807 nChanged 2 SP:Iteration 62Q (6154.219158 sec): 3 clusters Score: Raw -989223.958070 + Penalty 4928.897327 = -984295.060743 nChanged 1 SP:Iteration 63Q (6154.310465 sec): 3 clusters Score: Raw -989224.060948 + Penalty 4928.897327 = -984295.163621 nChanged 1 SP:Iteration 64Q (6154.396120 sec): 3 clusters Score: Raw -989224.127781 + Penalty 4928.897327 = -984295.230455 nChanged 0 SP:Iteration 65F (6154.474347 sec): 3 clusters Score: Raw -989224.127781 + Penalty 4928.897327 = -984295.230455 nChanged 0 Time taken for this iteration:692.784005 seconds. 10->12 Clusters: Score -11780765.031220, best is -11780525.827544 THE BEST YET! Starting from 11 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 11 initial classes randomly. Deleting Class 1 (9411 points): Lose 1350.774327 but Gain 3139.156752 Iteration 0F (6156.706295 sec): 10 clusters Score: Raw -11155963.264695 + Penalty 28252.410767 = -11127710.853928 nChanged 128266 Iteration 1F (6158.620729 sec): 10 clusters Score: Raw -11490900.963273 + Penalty 28252.410767 = -11462648.552506 nChanged 57047 Iteration 2F (6160.476572 sec): 10 clusters Score: Raw -11639753.380994 + Penalty 28252.410767 = -11611500.970227 nChanged 35186 Iteration 3F (6162.239165 sec): 10 clusters Score: Raw -11684160.649679 + Penalty 28252.410767 = -11655908.238913 nChanged 23799 Iteration 4F (6163.982517 sec): 10 clusters Score: Raw -11711086.793049 + Penalty 28252.410767 = -11682834.382282 nChanged 18344 Iteration 5F (6165.733346 sec): 10 clusters Score: Raw -11729360.239451 + Penalty 28252.410767 = -11701107.828684 nChanged 15115 Iteration 6F (6167.444818 sec): 10 clusters Score: Raw -11743020.799972 + Penalty 28252.410767 = -11714768.389205 nChanged 12890 Iteration 7F (6169.174564 sec): 10 clusters Score: Raw -11754053.393061 + Penalty 28252.410767 = -11725800.982294 nChanged 11297 Iteration 8F (6170.887073 sec): 10 clusters Score: Raw -11763137.799571 + Penalty 28252.410767 = -11734885.388804 nChanged 9971 Iteration 9F (6172.466736 sec): 10 clusters Score: Raw -11770342.284190 + Penalty 28252.410767 = -11742089.873423 nChanged 8488 Iteration 10F (6173.922712 sec): 10 clusters Score: Raw -11775536.399327 + Penalty 28252.410767 = -11747283.988561 nChanged 7043 Iteration 11Q (6175.262002 sec): 10 clusters Score: Raw -11779283.959478 + Penalty 28252.410767 = -11751031.548711 nChanged 5831 Iteration 12Q (6176.464746 sec): 10 clusters Score: Raw -11782103.673141 + Penalty 28252.410767 = -11753851.262374 nChanged 4839 Iteration 13Q (6177.667275 sec): 10 clusters Score: Raw -11784409.218500 + Penalty 28252.410767 = -11756156.807733 nChanged 4142 Iteration 14Q (6178.841437 sec): 10 clusters Score: Raw -11786304.413626 + Penalty 28252.410767 = -11758052.002859 nChanged 3638 Iteration 15Q (6180.088028 sec): 10 clusters Score: Raw -11788031.366117 + Penalty 28252.410767 = -11759778.955350 nChanged 3304 Iteration 16Q (6181.294573 sec): 10 clusters Score: Raw -11789607.165452 + Penalty 28252.410767 = -11761354.754685 nChanged 2933 Iteration 17Q (6182.462782 sec): 10 clusters Score: Raw -11790900.334733 + Penalty 28252.410767 = -11762647.923966 nChanged 2670 Iteration 18Q (6183.719988 sec): 10 clusters Score: Raw -11791993.080590 + Penalty 28252.410767 = -11763740.669823 nChanged 2361 Iteration 19Q (6184.873945 sec): 10 clusters Score: Raw -11792796.938987 + Penalty 28252.410767 = -11764544.528220 nChanged 2047 Writing temp clu file Because OldScore, -11763740.669823, is greater than current (better) Score,-11764544.528220 Compute initial score before splitting: Score: Raw -11792796.938987 + Penalty 28252.410767 = -11764544.528220 Trying to split cluster 2 (5005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6185.029790 sec): 2 clusters Score: Raw -312629.134824 + Penalty 2248.802871 = -310380.331953 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6185.149479 sec): 3 clusters Score: Raw -310391.553623 + Penalty 4497.605741 = -305893.947882 nChanged 1943 SP:Iteration 1F (6185.258308 sec): 3 clusters Score: Raw -312287.072334 + Penalty 4497.605741 = -307789.466593 nChanged 648 SP:Iteration 2F (6185.304641 sec): 3 clusters Score: Raw -313433.327017 + Penalty 4497.605741 = -308935.721276 nChanged 516 SP:Iteration 3F (6185.351354 sec): 3 clusters Score: Raw -314461.872778 + Penalty 4497.605741 = -309964.267037 nChanged 405 SP:Iteration 4F (6185.397950 sec): 3 clusters Score: Raw -315201.990724 + Penalty 4497.605741 = -310704.384983 nChanged 307 SP:Iteration 5F (6185.444141 sec): 3 clusters Score: Raw -315799.125836 + Penalty 4497.605741 = -311301.520095 nChanged 229 SP:Iteration 6Q (6185.486718 sec): 3 clusters Score: Raw -316152.019970 + Penalty 4497.605741 = -311654.414229 nChanged 163 SP:Iteration 7Q (6185.529556 sec): 3 clusters Score: Raw -316336.403845 + Penalty 4497.605741 = -311838.798104 nChanged 106 SP:Iteration 8Q (6185.571913 sec): 3 clusters Score: Raw -316441.855377 + Penalty 4497.605741 = -311944.249636 nChanged 100 SP:Iteration 9Q (6185.613599 sec): 3 clusters Score: Raw -316515.980975 + Penalty 4497.605741 = -312018.375233 nChanged 52 SP:Iteration 10Q (6185.654092 sec): 3 clusters Score: Raw -316550.132247 + Penalty 4497.605741 = -312052.526506 nChanged 38 SP:Iteration 11Q (6185.698670 sec): 3 clusters Score: Raw -316571.247137 + Penalty 4497.605741 = -312073.641396 nChanged 28 SP:Iteration 12Q (6185.743254 sec): 3 clusters Score: Raw -316583.593390 + Penalty 4497.605741 = -312085.987649 nChanged 22 SP:Iteration 13Q (6185.786792 sec): 3 clusters Score: Raw -316593.963734 + Penalty 4497.605741 = -312096.357993 nChanged 13 SP:Iteration 14Q (6185.827574 sec): 3 clusters Score: Raw -316600.883932 + Penalty 4497.605741 = -312103.278191 nChanged 12 SP:Iteration 15Q (6185.870087 sec): 3 clusters Score: Raw -316605.476703 + Penalty 4497.605741 = -312107.870961 nChanged 8 SP:Iteration 16Q (6185.912819 sec): 3 clusters Score: Raw -316609.812574 + Penalty 4497.605741 = -312112.206833 nChanged 6 SP:Iteration 17Q (6185.955553 sec): 3 clusters Score: Raw -316611.985560 + Penalty 4497.605741 = -312114.379819 nChanged 4 SP:Iteration 18Q (6185.999784 sec): 3 clusters Score: Raw -316612.659974 + Penalty 4497.605741 = -312115.054233 nChanged 1 SP:Iteration 19Q (6186.044027 sec): 3 clusters Score: Raw -316612.772548 + Penalty 4497.605741 = -312115.166807 nChanged 1 SP:Iteration 20F (6186.089446 sec): 3 clusters Score: Raw -316612.949642 + Penalty 4497.605741 = -312115.343901 nChanged 0 Score: Raw -11797134.137781 + Penalty 31391.567519 = -11765742.570262 Splitting cluster 2 changes total score from -11764544.528220 to -11765742.570262 So it's getting split into cluster 1. Trying to split cluster 3 (7591 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6187.819170 sec): 2 clusters Score: Raw -591324.118059 + Penalty 2358.765714 = -588965.352345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6187.957192 sec): 3 clusters Score: Raw -587443.559639 + Penalty 4717.531428 = -582726.028211 nChanged 3032 SP:Iteration 1F (6188.072072 sec): 3 clusters Score: Raw -589243.905865 + Penalty 4717.531428 = -584526.374437 nChanged 663 SP:Iteration 2F (6188.189202 sec): 3 clusters Score: Raw -589745.603484 + Penalty 4717.531428 = -585028.072055 nChanged 527 SP:Iteration 3F (6188.313218 sec): 3 clusters Score: Raw -590138.148365 + Penalty 4717.531428 = -585420.616937 nChanged 461 SP:Iteration 4F (6188.449177 sec): 3 clusters Score: Raw -590520.301595 + Penalty 4717.531428 = -585802.770167 nChanged 447 SP:Iteration 5F (6188.574596 sec): 3 clusters Score: Raw -590953.423174 + Penalty 4717.531428 = -586235.891746 nChanged 456 SP:Iteration 6F (6188.674605 sec): 3 clusters Score: Raw -591361.230177 + Penalty 4717.531428 = -586643.698749 nChanged 388 SP:Iteration 7F (6188.827713 sec): 3 clusters Score: Raw -591688.719592 + Penalty 4717.531428 = -586971.188163 nChanged 354 SP:Iteration 8Q (6188.860832 sec): 3 clusters Score: Raw -591997.138752 + Penalty 4717.531428 = -587279.607324 nChanged 307 SP:Iteration 9Q (6188.917457 sec): 3 clusters Score: Raw -592257.428066 + Penalty 4717.531428 = -587539.896638 nChanged 286 SP:Iteration 10Q (6188.983750 sec): 3 clusters Score: Raw -592506.272968 + Penalty 4717.531428 = -587788.741540 nChanged 241 SP:Iteration 11Q (6189.049497 sec): 3 clusters Score: Raw -592713.793179 + Penalty 4717.531428 = -587996.261751 nChanged 214 SP:Iteration 12Q (6189.107295 sec): 3 clusters Score: Raw -592884.662226 + Penalty 4717.531428 = -588167.130797 nChanged 174 SP:Iteration 13Q (6189.164419 sec): 3 clusters Score: Raw -593004.689761 + Penalty 4717.531428 = -588287.158333 nChanged 134 SP:Iteration 14Q (6189.221712 sec): 3 clusters Score: Raw -593090.832467 + Penalty 4717.531428 = -588373.301039 nChanged 115 SP:Iteration 15Q (6189.280278 sec): 3 clusters Score: Raw -593146.151454 + Penalty 4717.531428 = -588428.620025 nChanged 73 SP:Iteration 16Q (6189.338765 sec): 3 clusters Score: Raw -593184.198163 + Penalty 4717.531428 = -588466.666735 nChanged 72 SP:Iteration 17Q (6189.395706 sec): 3 clusters Score: Raw -593224.336045 + Penalty 4717.531428 = -588506.804617 nChanged 61 SP:Iteration 18Q (6189.449139 sec): 3 clusters Score: Raw -593254.824371 + Penalty 4717.531428 = -588537.292943 nChanged 64 SP:Iteration 19Q (6189.502482 sec): 3 clusters Score: Raw -593289.200770 + Penalty 4717.531428 = -588571.669342 nChanged 67 SP:Iteration 20F (6189.558976 sec): 3 clusters Score: Raw -593322.553398 + Penalty 4717.531428 = -588605.021970 nChanged 56 SP:Iteration 21Q (6189.617059 sec): 3 clusters Score: Raw -593347.373212 + Penalty 4717.531428 = -588629.841784 nChanged 47 SP:Iteration 22Q (6189.675596 sec): 3 clusters Score: Raw -593365.375470 + Penalty 4717.531428 = -588647.844041 nChanged 48 SP:Iteration 23Q (6189.732618 sec): 3 clusters Score: Raw -593382.907810 + Penalty 4717.531428 = -588665.376382 nChanged 32 SP:Iteration 24Q (6189.789200 sec): 3 clusters Score: Raw -593392.931118 + Penalty 4717.531428 = -588675.399690 nChanged 23 SP:Iteration 25Q (6189.846128 sec): 3 clusters Score: Raw -593398.746426 + Penalty 4717.531428 = -588681.214998 nChanged 16 SP:Iteration 26Q (6189.903415 sec): 3 clusters Score: Raw -593402.655382 + Penalty 4717.531428 = -588685.123954 nChanged 9 SP:Iteration 27Q (6189.960828 sec): 3 clusters Score: Raw -593405.377718 + Penalty 4717.531428 = -588687.846290 nChanged 11 SP:Iteration 28Q (6190.017967 sec): 3 clusters Score: Raw -593408.939694 + Penalty 4717.531428 = -588691.408266 nChanged 8 SP:Iteration 29Q (6190.074564 sec): 3 clusters Score: Raw -593411.475471 + Penalty 4717.531428 = -588693.944043 nChanged 8 SP:Iteration 30Q (6190.129352 sec): 3 clusters Score: Raw -593413.524252 + Penalty 4717.531428 = -588695.992824 nChanged 5 SP:Iteration 31Q (6190.258256 sec): 3 clusters Score: Raw -593415.541936 + Penalty 4717.531428 = -588698.010508 nChanged 14 SP:Iteration 32Q (6190.408516 sec): 3 clusters Score: Raw -593419.546481 + Penalty 4717.531428 = -588702.015053 nChanged 10 SP:Iteration 33Q (6190.532855 sec): 3 clusters Score: Raw -593422.568742 + Penalty 4717.531428 = -588705.037314 nChanged 12 SP:Iteration 34Q (6190.680670 sec): 3 clusters Score: Raw -593424.988599 + Penalty 4717.531428 = -588707.457171 nChanged 4 SP:Iteration 35Q (6190.789149 sec): 3 clusters Score: Raw -593426.052331 + Penalty 4717.531428 = -588708.520902 nChanged 3 SP:Iteration 36Q (6190.842677 sec): 3 clusters Score: Raw -593427.205248 + Penalty 4717.531428 = -588709.673820 nChanged 5 SP:Iteration 37Q (6190.898923 sec): 3 clusters Score: Raw -593428.530690 + Penalty 4717.531428 = -588710.999262 nChanged 4 SP:Iteration 38Q (6190.960108 sec): 3 clusters Score: Raw -593429.672622 + Penalty 4717.531428 = -588712.141194 nChanged 2 SP:Iteration 39Q (6191.026252 sec): 3 clusters Score: Raw -593430.041519 + Penalty 4717.531428 = -588712.510091 nChanged 4 SP:Iteration 40F (6191.094614 sec): 3 clusters Score: Raw -593430.817156 + Penalty 4717.531428 = -588713.285728 nChanged 2 SP:Iteration 41Q (6191.161255 sec): 3 clusters Score: Raw -593431.010496 + Penalty 4717.531428 = -588713.479067 nChanged 0 SP:Iteration 42F (6191.229099 sec): 3 clusters Score: Raw -593431.010496 + Penalty 4717.531428 = -588713.479067 nChanged 0 Trying to split cluster 4 (17437 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6191.323052 sec): 2 clusters Score: Raw -1346937.553050 + Penalty 2578.316311 = -1344359.236739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6191.459638 sec): 3 clusters Score: Raw -1336925.251716 + Penalty 5156.632623 = -1331768.619093 nChanged 7555 SP:Iteration 1F (6191.580447 sec): 3 clusters Score: Raw -1341141.006062 + Penalty 5156.632623 = -1335984.373439 nChanged 1197 SP:Iteration 2F (6191.674327 sec): 3 clusters Score: Raw -1341763.509527 + Penalty 5156.632623 = -1336606.876905 nChanged 1101 SP:Iteration 3F (6191.893379 sec): 3 clusters Score: Raw -1342412.961660 + Penalty 5156.632623 = -1337256.329038 nChanged 1064 SP:Iteration 4F (6191.957749 sec): 3 clusters Score: Raw -1343098.454077 + Penalty 5156.632623 = -1337941.821455 nChanged 1030 SP:Iteration 5F (6192.077941 sec): 3 clusters Score: Raw -1343734.752059 + Penalty 5156.632623 = -1338578.119436 nChanged 985 SP:Iteration 6F (6192.202013 sec): 3 clusters Score: Raw -1344320.267569 + Penalty 5156.632623 = -1339163.634947 nChanged 893 SP:Iteration 7F (6192.311390 sec): 3 clusters Score: Raw -1344802.602045 + Penalty 5156.632623 = -1339645.969423 nChanged 756 SP:Iteration 8Q (6192.427745 sec): 3 clusters Score: Raw -1345183.363440 + Penalty 5156.632623 = -1340026.730818 nChanged 633 SP:Iteration 9Q (6192.544714 sec): 3 clusters Score: Raw -1345465.816333 + Penalty 5156.632623 = -1340309.183710 nChanged 526 SP:Iteration 10Q (6192.655511 sec): 3 clusters Score: Raw -1345698.580450 + Penalty 5156.632623 = -1340541.947827 nChanged 481 SP:Iteration 11Q (6192.763912 sec): 3 clusters Score: Raw -1345904.287783 + Penalty 5156.632623 = -1340747.655160 nChanged 476 SP:Iteration 12Q (6192.878805 sec): 3 clusters Score: Raw -1346106.435349 + Penalty 5156.632623 = -1340949.802727 nChanged 441 SP:Iteration 13Q (6192.995318 sec): 3 clusters Score: Raw -1346295.450004 + Penalty 5156.632623 = -1341138.817381 nChanged 402 SP:Iteration 14Q (6193.110898 sec): 3 clusters Score: Raw -1346472.123967 + Penalty 5156.632623 = -1341315.491344 nChanged 401 SP:Iteration 15Q (6193.218301 sec): 3 clusters Score: Raw -1346649.164888 + Penalty 5156.632623 = -1341492.532265 nChanged 395 SP:Iteration 16Q (6193.321512 sec): 3 clusters Score: Raw -1346813.643408 + Penalty 5156.632623 = -1341657.010785 nChanged 349 SP:Iteration 17Q (6193.575818 sec): 3 clusters Score: Raw -1346977.197517 + Penalty 5156.632623 = -1341820.564894 nChanged 333 SP:Iteration 18Q (6193.745023 sec): 3 clusters Score: Raw -1347129.922801 + Penalty 5156.632623 = -1341973.290179 nChanged 298 SP:Iteration 19Q (6193.959603 sec): 3 clusters Score: Raw -1347250.498063 + Penalty 5156.632623 = -1342093.865440 nChanged 247 SP:Iteration 20F (6194.155274 sec): 3 clusters Score: Raw -1347350.599925 + Penalty 5156.632623 = -1342193.967302 nChanged 227 SP:Iteration 21Q (6194.276089 sec): 3 clusters Score: Raw -1347441.146794 + Penalty 5156.632623 = -1342284.514171 nChanged 221 SP:Iteration 22Q (6194.366359 sec): 3 clusters Score: Raw -1347533.913545 + Penalty 5156.632623 = -1342377.280922 nChanged 195 SP:Iteration 23Q (6194.499014 sec): 3 clusters Score: Raw -1347605.240693 + Penalty 5156.632623 = -1342448.608070 nChanged 166 SP:Iteration 24Q (6194.617515 sec): 3 clusters Score: Raw -1347658.274615 + Penalty 5156.632623 = -1342501.641992 nChanged 136 SP:Iteration 25Q (6194.701685 sec): 3 clusters Score: Raw -1347704.683838 + Penalty 5156.632623 = -1342548.051216 nChanged 137 SP:Iteration 26Q (6194.829468 sec): 3 clusters Score: Raw -1347747.346258 + Penalty 5156.632623 = -1342590.713635 nChanged 96 SP:Iteration 27Q (6194.945656 sec): 3 clusters Score: Raw -1347778.158413 + Penalty 5156.632623 = -1342621.525791 nChanged 84 SP:Iteration 28Q (6195.043966 sec): 3 clusters Score: Raw -1347805.199391 + Penalty 5156.632623 = -1342648.566768 nChanged 71 SP:Iteration 29Q (6195.176948 sec): 3 clusters Score: Raw -1347827.732880 + Penalty 5156.632623 = -1342671.100258 nChanged 67 SP:Iteration 30Q (6195.279834 sec): 3 clusters Score: Raw -1347845.848116 + Penalty 5156.632623 = -1342689.215493 nChanged 54 SP:Iteration 31Q (6195.395170 sec): 3 clusters Score: Raw -1347855.815920 + Penalty 5156.632623 = -1342699.183297 nChanged 43 SP:Iteration 32Q (6195.500299 sec): 3 clusters Score: Raw -1347863.775197 + Penalty 5156.632623 = -1342707.142574 nChanged 34 SP:Iteration 33Q (6195.612365 sec): 3 clusters Score: Raw -1347871.340872 + Penalty 5156.632623 = -1342714.708249 nChanged 36 SP:Iteration 34Q (6195.737774 sec): 3 clusters Score: Raw -1347878.817983 + Penalty 5156.632623 = -1342722.185361 nChanged 27 SP:Iteration 35Q (6195.883498 sec): 3 clusters Score: Raw -1347885.538048 + Penalty 5156.632623 = -1342728.905425 nChanged 25 SP:Iteration 36Q (6195.975025 sec): 3 clusters Score: Raw -1347891.495211 + Penalty 5156.632623 = -1342734.862588 nChanged 26 SP:Iteration 37Q (6196.101929 sec): 3 clusters Score: Raw -1347898.269712 + Penalty 5156.632623 = -1342741.637089 nChanged 32 SP:Iteration 38Q (6196.225856 sec): 3 clusters Score: Raw -1347906.129801 + Penalty 5156.632623 = -1342749.497178 nChanged 32 SP:Iteration 39Q (6196.329390 sec): 3 clusters Score: Raw -1347912.511525 + Penalty 5156.632623 = -1342755.878902 nChanged 25 SP:Iteration 40F (6196.448438 sec): 3 clusters Score: Raw -1347918.705724 + Penalty 5156.632623 = -1342762.073102 nChanged 29 SP:Iteration 41Q (6196.553842 sec): 3 clusters Score: Raw -1347924.601624 + Penalty 5156.632623 = -1342767.969001 nChanged 24 SP:Iteration 42Q (6196.666614 sec): 3 clusters Score: Raw -1347928.758920 + Penalty 5156.632623 = -1342772.126297 nChanged 27 SP:Iteration 43Q (6196.775906 sec): 3 clusters Score: Raw -1347933.777393 + Penalty 5156.632623 = -1342777.144770 nChanged 22 SP:Iteration 44Q (6196.885386 sec): 3 clusters Score: Raw -1347938.686609 + Penalty 5156.632623 = -1342782.053986 nChanged 20 SP:Iteration 45Q (6196.991062 sec): 3 clusters Score: Raw -1347943.284301 + Penalty 5156.632623 = -1342786.651678 nChanged 17 SP:Iteration 46Q (6197.100322 sec): 3 clusters Score: Raw -1347947.819781 + Penalty 5156.632623 = -1342791.187158 nChanged 27 SP:Iteration 47Q (6197.207239 sec): 3 clusters Score: Raw -1347953.845525 + Penalty 5156.632623 = -1342797.212902 nChanged 18 SP:Iteration 48Q (6197.428327 sec): 3 clusters Score: Raw -1347957.708544 + Penalty 5156.632623 = -1342801.075921 nChanged 11 SP:Iteration 49Q (6197.656218 sec): 3 clusters Score: Raw -1347960.151447 + Penalty 5156.632623 = -1342803.518824 nChanged 12 SP:Iteration 50Q (6197.836616 sec): 3 clusters Score: Raw -1347962.783416 + Penalty 5156.632623 = -1342806.150793 nChanged 12 SP:Iteration 51Q (6197.986600 sec): 3 clusters Score: Raw -1347965.043887 + Penalty 5156.632623 = -1342808.411265 nChanged 16 SP:Iteration 52Q (6198.154655 sec): 3 clusters Score: Raw -1347968.206179 + Penalty 5156.632623 = -1342811.573556 nChanged 16 SP:Iteration 53Q (6198.269105 sec): 3 clusters Score: Raw -1347971.525662 + Penalty 5156.632623 = -1342814.893039 nChanged 13 SP:Iteration 54Q (6198.403873 sec): 3 clusters Score: Raw -1347974.133864 + Penalty 5156.632623 = -1342817.501241 nChanged 12 SP:Iteration 55Q (6198.504409 sec): 3 clusters Score: Raw -1347977.014842 + Penalty 5156.632623 = -1342820.382220 nChanged 16 SP:Iteration 56Q (6198.618109 sec): 3 clusters Score: Raw -1347981.308648 + Penalty 5156.632623 = -1342824.676026 nChanged 18 SP:Iteration 57Q (6198.721150 sec): 3 clusters Score: Raw -1347984.922629 + Penalty 5156.632623 = -1342828.290007 nChanged 17 SP:Iteration 58Q (6198.831901 sec): 3 clusters Score: Raw -1347988.951345 + Penalty 5156.632623 = -1342832.318722 nChanged 13 SP:Iteration 59Q (6198.934637 sec): 3 clusters Score: Raw -1347992.595739 + Penalty 5156.632623 = -1342835.963116 nChanged 12 SP:Iteration 60F (6199.063457 sec): 3 clusters Score: Raw -1347994.869965 + Penalty 5156.632623 = -1342838.237342 nChanged 10 SP:Iteration 61Q (6199.187342 sec): 3 clusters Score: Raw -1347998.190264 + Penalty 5156.632623 = -1342841.557641 nChanged 15 SP:Iteration 62Q (6199.288506 sec): 3 clusters Score: Raw -1348001.106123 + Penalty 5156.632623 = -1342844.473500 nChanged 8 SP:Iteration 63Q (6199.400115 sec): 3 clusters Score: Raw -1348003.046660 + Penalty 5156.632623 = -1342846.414037 nChanged 15 SP:Iteration 64Q (6199.502667 sec): 3 clusters Score: Raw -1348006.978831 + Penalty 5156.632623 = -1342850.346209 nChanged 15 SP:Iteration 65Q (6199.614835 sec): 3 clusters Score: Raw -1348012.285534 + Penalty 5156.632623 = -1342855.652912 nChanged 22 SP:Iteration 66Q (6199.718592 sec): 3 clusters Score: Raw -1348018.700371 + Penalty 5156.632623 = -1342862.067748 nChanged 20 SP:Iteration 67Q (6199.827685 sec): 3 clusters Score: Raw -1348023.334949 + Penalty 5156.632623 = -1342866.702327 nChanged 18 SP:Iteration 68Q (6199.932075 sec): 3 clusters Score: Raw -1348027.660953 + Penalty 5156.632623 = -1342871.028330 nChanged 15 SP:Iteration 69Q (6200.038773 sec): 3 clusters Score: Raw -1348031.902174 + Penalty 5156.632623 = -1342875.269551 nChanged 20 SP:Iteration 70Q (6200.146852 sec): 3 clusters Score: Raw -1348036.367777 + Penalty 5156.632623 = -1342879.735155 nChanged 19 SP:Iteration 71Q (6200.252303 sec): 3 clusters Score: Raw -1348042.377020 + Penalty 5156.632623 = -1342885.744397 nChanged 25 SP:Iteration 72Q (6200.371219 sec): 3 clusters Score: Raw -1348049.479728 + Penalty 5156.632623 = -1342892.847106 nChanged 25 SP:Iteration 73Q (6200.487110 sec): 3 clusters Score: Raw -1348055.804389 + Penalty 5156.632623 = -1342899.171767 nChanged 19 SP:Iteration 74Q (6200.586193 sec): 3 clusters Score: Raw -1348061.220714 + Penalty 5156.632623 = -1342904.588091 nChanged 19 SP:Iteration 75Q (6200.707135 sec): 3 clusters Score: Raw -1348065.492065 + Penalty 5156.632623 = -1342908.859442 nChanged 13 SP:Iteration 76Q (6200.806705 sec): 3 clusters Score: Raw -1348068.474223 + Penalty 5156.632623 = -1342911.841601 nChanged 10 SP:Iteration 77Q (6200.918512 sec): 3 clusters Score: Raw -1348071.121848 + Penalty 5156.632623 = -1342914.489225 nChanged 13 SP:Iteration 78Q (6201.099077 sec): 3 clusters Score: Raw -1348074.530603 + Penalty 5156.632623 = -1342917.897980 nChanged 13 SP:Iteration 79Q (6201.290231 sec): 3 clusters Score: Raw -1348078.318952 + Penalty 5156.632623 = -1342921.686329 nChanged 17 SP:Iteration 80F (6201.542696 sec): 3 clusters Score: Raw -1348082.204966 + Penalty 5156.632623 = -1342925.572343 nChanged 5 SP:Iteration 81Q (6201.717711 sec): 3 clusters Score: Raw -1348082.924665 + Penalty 5156.632623 = -1342926.292042 nChanged 3 SP:Iteration 82Q (6201.924686 sec): 3 clusters Score: Raw -1348083.363096 + Penalty 5156.632623 = -1342926.730473 nChanged 4 SP:Iteration 83Q (6202.033703 sec): 3 clusters Score: Raw -1348084.453554 + Penalty 5156.632623 = -1342927.820931 nChanged 2 SP:Iteration 84Q (6202.155024 sec): 3 clusters Score: Raw -1348084.785491 + Penalty 5156.632623 = -1342928.152868 nChanged 0 SP:Iteration 85F (6202.266129 sec): 3 clusters Score: Raw -1348084.785491 + Penalty 5156.632623 = -1342928.152868 nChanged 0 Trying to split cluster 5 (8078 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6202.345551 sec): 2 clusters Score: Raw -599990.559799 + Penalty 2375.181493 = -597615.378306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6202.437221 sec): 3 clusters Score: Raw -595838.058096 + Penalty 4750.362987 = -591087.695109 nChanged 3277 SP:Iteration 1F (6202.542368 sec): 3 clusters Score: Raw -597937.010932 + Penalty 4750.362987 = -593186.647946 nChanged 723 SP:Iteration 2F (6202.609987 sec): 3 clusters Score: Raw -598719.492270 + Penalty 4750.362987 = -593969.129283 nChanged 753 SP:Iteration 3F (6202.668282 sec): 3 clusters Score: Raw -599948.834638 + Penalty 4750.362987 = -595198.471651 nChanged 816 SP:Iteration 4F (6202.730636 sec): 3 clusters Score: Raw -601408.359946 + Penalty 4750.362987 = -596657.996959 nChanged 704 SP:Iteration 5F (6202.802852 sec): 3 clusters Score: Raw -602500.899073 + Penalty 4750.362987 = -597750.536086 nChanged 568 SP:Iteration 6F (6202.874638 sec): 3 clusters Score: Raw -603247.093136 + Penalty 4750.362987 = -598496.730149 nChanged 427 SP:Iteration 7F (6202.946563 sec): 3 clusters Score: Raw -603786.061552 + Penalty 4750.362987 = -599035.698565 nChanged 340 SP:Iteration 8Q (6203.014121 sec): 3 clusters Score: Raw -604358.948482 + Penalty 4750.362987 = -599608.585495 nChanged 263 SP:Iteration 9Q (6203.078100 sec): 3 clusters Score: Raw -604822.653759 + Penalty 4750.362987 = -600072.290773 nChanged 185 SP:Iteration 10Q (6203.142409 sec): 3 clusters Score: Raw -604994.406861 + Penalty 4750.362987 = -600244.043874 nChanged 110 SP:Iteration 11Q (6203.209503 sec): 3 clusters Score: Raw -605050.607069 + Penalty 4750.362987 = -600300.244082 nChanged 54 SP:Iteration 12Q (6203.294716 sec): 3 clusters Score: Raw -605070.037040 + Penalty 4750.362987 = -600319.674053 nChanged 36 SP:Iteration 13Q (6203.363096 sec): 3 clusters Score: Raw -605082.012300 + Penalty 4750.362987 = -600331.649313 nChanged 26 SP:Iteration 14Q (6203.429556 sec): 3 clusters Score: Raw -605091.950726 + Penalty 4750.362987 = -600341.587739 nChanged 21 SP:Iteration 15Q (6203.490794 sec): 3 clusters Score: Raw -605099.358356 + Penalty 4750.362987 = -600348.995369 nChanged 16 SP:Iteration 16Q (6203.552245 sec): 3 clusters Score: Raw -605103.390882 + Penalty 4750.362987 = -600353.027895 nChanged 4 SP:Iteration 17Q (6203.618887 sec): 3 clusters Score: Raw -605104.369531 + Penalty 4750.362987 = -600354.006544 nChanged 2 SP:Iteration 18Q (6203.689714 sec): 3 clusters Score: Raw -605104.831937 + Penalty 4750.362987 = -600354.468950 nChanged 1 SP:Iteration 19Q (6203.756093 sec): 3 clusters Score: Raw -605105.082918 + Penalty 4750.362987 = -600354.719931 nChanged 1 SP:Iteration 20F (6203.823539 sec): 3 clusters Score: Raw -605105.262119 + Penalty 4750.362987 = -600354.899132 nChanged 0 Score: Raw -11802248.840101 + Penalty 34530.724271 = -11767718.115830 Splitting cluster 5 changes total score from -11764544.528220 to -11767718.115830 So it's getting split into cluster 11. Trying to split cluster 6 (10019 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6206.202448 sec): 2 clusters Score: Raw -874108.394387 + Penalty 2432.030982 = -871676.363404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6206.378824 sec): 3 clusters Score: Raw -868725.457373 + Penalty 4864.061965 = -863861.395408 nChanged 4164 SP:Iteration 1F (6206.496095 sec): 3 clusters Score: Raw -871099.959966 + Penalty 4864.061965 = -866235.898001 nChanged 792 SP:Iteration 2F (6206.630179 sec): 3 clusters Score: Raw -871656.657039 + Penalty 4864.061965 = -866792.595075 nChanged 700 SP:Iteration 3F (6206.715154 sec): 3 clusters Score: Raw -872202.843677 + Penalty 4864.061965 = -867338.781713 nChanged 636 SP:Iteration 4F (6206.782020 sec): 3 clusters Score: Raw -872736.923692 + Penalty 4864.061965 = -867872.861727 nChanged 590 SP:Iteration 5F (6206.854170 sec): 3 clusters Score: Raw -873230.541953 + Penalty 4864.061965 = -868366.479988 nChanged 555 SP:Iteration 6F (6206.930761 sec): 3 clusters Score: Raw -873670.707563 + Penalty 4864.061965 = -868806.645599 nChanged 472 SP:Iteration 7Q (6207.005135 sec): 3 clusters Score: Raw -874065.784987 + Penalty 4864.061965 = -869201.723022 nChanged 398 SP:Iteration 8Q (6207.084549 sec): 3 clusters Score: Raw -874373.958969 + Penalty 4864.061965 = -869509.897004 nChanged 313 SP:Iteration 9Q (6207.166602 sec): 3 clusters Score: Raw -874555.645396 + Penalty 4864.061965 = -869691.583431 nChanged 223 SP:Iteration 10Q (6207.247167 sec): 3 clusters Score: Raw -874669.089216 + Penalty 4864.061965 = -869805.027252 nChanged 159 SP:Iteration 11Q (6207.327619 sec): 3 clusters Score: Raw -874743.139186 + Penalty 4864.061965 = -869879.077221 nChanged 122 SP:Iteration 12Q (6207.401249 sec): 3 clusters Score: Raw -874792.786608 + Penalty 4864.061965 = -869928.724643 nChanged 89 SP:Iteration 13Q (6207.474619 sec): 3 clusters Score: Raw -874844.646502 + Penalty 4864.061965 = -869980.584537 nChanged 88 SP:Iteration 14Q (6207.548256 sec): 3 clusters Score: Raw -874887.639065 + Penalty 4864.061965 = -870023.577100 nChanged 82 SP:Iteration 15Q (6207.627495 sec): 3 clusters Score: Raw -874919.073148 + Penalty 4864.061965 = -870055.011183 nChanged 69 SP:Iteration 16Q (6207.726404 sec): 3 clusters Score: Raw -874947.169886 + Penalty 4864.061965 = -870083.107921 nChanged 56 SP:Iteration 17Q (6207.841881 sec): 3 clusters Score: Raw -874973.168722 + Penalty 4864.061965 = -870109.106758 nChanged 47 SP:Iteration 18Q (6207.904147 sec): 3 clusters Score: Raw -874992.405596 + Penalty 4864.061965 = -870128.343632 nChanged 61 SP:Iteration 19Q (6207.966994 sec): 3 clusters Score: Raw -875016.066405 + Penalty 4864.061965 = -870152.004440 nChanged 63 SP:Iteration 20F (6208.040908 sec): 3 clusters Score: Raw -875038.971818 + Penalty 4864.061965 = -870174.909853 nChanged 54 SP:Iteration 21Q (6208.121546 sec): 3 clusters Score: Raw -875057.091060 + Penalty 4864.061965 = -870193.029095 nChanged 48 SP:Iteration 22Q (6208.200801 sec): 3 clusters Score: Raw -875076.984284 + Penalty 4864.061965 = -870212.922319 nChanged 56 SP:Iteration 23Q (6208.280520 sec): 3 clusters Score: Raw -875099.054492 + Penalty 4864.061965 = -870234.992527 nChanged 44 SP:Iteration 24Q (6208.360109 sec): 3 clusters Score: Raw -875115.130325 + Penalty 4864.061965 = -870251.068360 nChanged 35 SP:Iteration 25Q (6208.439471 sec): 3 clusters Score: Raw -875126.862232 + Penalty 4864.061965 = -870262.800268 nChanged 40 SP:Iteration 26Q (6208.518774 sec): 3 clusters Score: Raw -875142.135293 + Penalty 4864.061965 = -870278.073328 nChanged 51 SP:Iteration 27Q (6208.591678 sec): 3 clusters Score: Raw -875162.737504 + Penalty 4864.061965 = -870298.675539 nChanged 50 SP:Iteration 28Q (6208.665220 sec): 3 clusters Score: Raw -875184.386454 + Penalty 4864.061965 = -870320.324489 nChanged 47 SP:Iteration 29Q (6208.863254 sec): 3 clusters Score: Raw -875207.075644 + Penalty 4864.061965 = -870343.013680 nChanged 56 SP:Iteration 30Q (6209.018936 sec): 3 clusters Score: Raw -875238.395484 + Penalty 4864.061965 = -870374.333519 nChanged 48 SP:Iteration 31Q (6209.189062 sec): 3 clusters Score: Raw -875261.928730 + Penalty 4864.061965 = -870397.866766 nChanged 47 SP:Iteration 32Q (6209.314873 sec): 3 clusters Score: Raw -875289.901034 + Penalty 4864.061965 = -870425.839069 nChanged 54 SP:Iteration 33Q (6209.461066 sec): 3 clusters Score: Raw -875324.493370 + Penalty 4864.061965 = -870460.431405 nChanged 58 SP:Iteration 34Q (6209.589323 sec): 3 clusters Score: Raw -875364.860336 + Penalty 4864.061965 = -870500.798372 nChanged 56 SP:Iteration 35Q (6209.695959 sec): 3 clusters Score: Raw -875408.707146 + Penalty 4864.061965 = -870544.645182 nChanged 56 SP:Iteration 36Q (6209.771226 sec): 3 clusters Score: Raw -875443.673558 + Penalty 4864.061965 = -870579.611593 nChanged 30 SP:Iteration 37Q (6209.839171 sec): 3 clusters Score: Raw -875458.232286 + Penalty 4864.061965 = -870594.170321 nChanged 20 SP:Iteration 38Q (6209.903293 sec): 3 clusters Score: Raw -875465.535923 + Penalty 4864.061965 = -870601.473958 nChanged 15 SP:Iteration 39Q (6209.984278 sec): 3 clusters Score: Raw -875471.027334 + Penalty 4864.061965 = -870606.965370 nChanged 16 SP:Iteration 40F (6210.061510 sec): 3 clusters Score: Raw -875477.341099 + Penalty 4864.061965 = -870613.279135 nChanged 9 SP:Iteration 41Q (6210.126288 sec): 3 clusters Score: Raw -875480.210795 + Penalty 4864.061965 = -870616.148830 nChanged 8 SP:Iteration 42Q (6210.200364 sec): 3 clusters Score: Raw -875481.907117 + Penalty 4864.061965 = -870617.845152 nChanged 4 SP:Iteration 43Q (6210.276127 sec): 3 clusters Score: Raw -875482.888306 + Penalty 4864.061965 = -870618.826341 nChanged 6 SP:Iteration 44Q (6210.350122 sec): 3 clusters Score: Raw -875483.973001 + Penalty 4864.061965 = -870619.911036 nChanged 3 SP:Iteration 45Q (6210.424214 sec): 3 clusters Score: Raw -875484.690657 + Penalty 4864.061965 = -870620.628693 nChanged 2 SP:Iteration 46Q (6210.492757 sec): 3 clusters Score: Raw -875485.132998 + Penalty 4864.061965 = -870621.071033 nChanged 3 SP:Iteration 47Q (6210.557501 sec): 3 clusters Score: Raw -875485.862366 + Penalty 4864.061965 = -870621.800402 nChanged 1 SP:Iteration 48Q (6210.699474 sec): 3 clusters Score: Raw -875486.466322 + Penalty 4864.061965 = -870622.404358 nChanged 1 SP:Iteration 49Q (6210.834094 sec): 3 clusters Score: Raw -875486.848900 + Penalty 4864.061965 = -870622.786935 nChanged 0 SP:Iteration 50F (6210.909358 sec): 3 clusters Score: Raw -875486.848900 + Penalty 4864.061965 = -870622.786935 nChanged 0 Trying to split cluster 7 (56181 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6211.190548 sec): 2 clusters Score: Raw -4848159.414030 + Penalty 2887.192150 = -4845272.221881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6211.535896 sec): 3 clusters Score: Raw -4813042.952233 + Penalty 5774.384299 = -4807268.567933 nChanged 26137 SP:Iteration 1F (6211.777061 sec): 3 clusters Score: Raw -4827618.634205 + Penalty 5774.384299 = -4821844.249905 nChanged 2755 SP:Iteration 2Q (6212.047179 sec): 3 clusters Score: Raw -4828635.346389 + Penalty 5774.384299 = -4822860.962089 nChanged 2817 SP:Iteration 3F (6212.334387 sec): 3 clusters Score: Raw -4829858.418208 + Penalty 5774.384299 = -4824084.033909 nChanged 3187 SP:Iteration 4F (6212.624225 sec): 3 clusters Score: Raw -4831539.726655 + Penalty 5774.384299 = -4825765.342355 nChanged 3678 SP:Iteration 5F (6212.923291 sec): 3 clusters Score: Raw -4833869.247451 + Penalty 5774.384299 = -4828094.863151 nChanged 3948 SP:Iteration 6F (6213.190522 sec): 3 clusters Score: Raw -4836651.236625 + Penalty 5774.384299 = -4830876.852325 nChanged 3886 SP:Iteration 7F (6213.452248 sec): 3 clusters Score: Raw -4839672.584472 + Penalty 5774.384299 = -4833898.200172 nChanged 3353 SP:Iteration 8F (6213.756685 sec): 3 clusters Score: Raw -4842389.339350 + Penalty 5774.384299 = -4836614.955051 nChanged 2552 SP:Iteration 9Q (6214.080372 sec): 3 clusters Score: Raw -4844526.029058 + Penalty 5774.384299 = -4838751.644759 nChanged 1722 SP:Iteration 10Q (6214.347500 sec): 3 clusters Score: Raw -4845982.536717 + Penalty 5774.384299 = -4840208.152418 nChanged 1226 SP:Iteration 11Q (6214.580739 sec): 3 clusters Score: Raw -4846867.595967 + Penalty 5774.384299 = -4841093.211668 nChanged 867 SP:Iteration 12Q (6214.831806 sec): 3 clusters Score: Raw -4847399.309359 + Penalty 5774.384299 = -4841624.925060 nChanged 595 SP:Iteration 13Q (6215.054238 sec): 3 clusters Score: Raw -4847760.589991 + Penalty 5774.384299 = -4841986.205692 nChanged 505 SP:Iteration 14Q (6215.347131 sec): 3 clusters Score: Raw -4848085.244359 + Penalty 5774.384299 = -4842310.860059 nChanged 440 SP:Iteration 15Q (6215.605513 sec): 3 clusters Score: Raw -4848359.553278 + Penalty 5774.384299 = -4842585.168979 nChanged 375 SP:Iteration 16Q (6215.844359 sec): 3 clusters Score: Raw -4848615.684771 + Penalty 5774.384299 = -4842841.300472 nChanged 327 SP:Iteration 17Q (6216.103971 sec): 3 clusters Score: Raw -4848870.357069 + Penalty 5774.384299 = -4843095.972769 nChanged 336 SP:Iteration 18Q (6216.331488 sec): 3 clusters Score: Raw -4849152.766840 + Penalty 5774.384299 = -4843378.382541 nChanged 299 SP:Iteration 19Q (6216.590068 sec): 3 clusters Score: Raw -4849374.967352 + Penalty 5774.384299 = -4843600.583052 nChanged 267 SP:Iteration 20F (6216.881979 sec): 3 clusters Score: Raw -4849528.880657 + Penalty 5774.384299 = -4843754.496358 nChanged 216 SP:Iteration 21Q (6217.113557 sec): 3 clusters Score: Raw -4849626.908502 + Penalty 5774.384299 = -4843852.524202 nChanged 181 SP:Iteration 22Q (6217.365449 sec): 3 clusters Score: Raw -4849698.684276 + Penalty 5774.384299 = -4843924.299977 nChanged 143 SP:Iteration 23Q (6217.593097 sec): 3 clusters Score: Raw -4849739.961071 + Penalty 5774.384299 = -4843965.576772 nChanged 98 SP:Iteration 24Q (6217.813910 sec): 3 clusters Score: Raw -4849766.538975 + Penalty 5774.384299 = -4843992.154676 nChanged 70 SP:Iteration 25Q (6218.054245 sec): 3 clusters Score: Raw -4849780.295962 + Penalty 5774.384299 = -4844005.911663 nChanged 40 SP:Iteration 26Q (6218.231303 sec): 3 clusters Score: Raw -4849787.153270 + Penalty 5774.384299 = -4844012.768970 nChanged 36 SP:Iteration 27Q (6218.438795 sec): 3 clusters Score: Raw -4849792.750489 + Penalty 5774.384299 = -4844018.366189 nChanged 37 SP:Iteration 28Q (6218.671707 sec): 3 clusters Score: Raw -4849799.625448 + Penalty 5774.384299 = -4844025.241148 nChanged 38 SP:Iteration 29Q (6218.846358 sec): 3 clusters Score: Raw -4849805.544726 + Penalty 5774.384299 = -4844031.160427 nChanged 30 SP:Iteration 30Q (6219.041459 sec): 3 clusters Score: Raw -4849810.357997 + Penalty 5774.384299 = -4844035.973697 nChanged 26 SP:Iteration 31Q (6219.284398 sec): 3 clusters Score: Raw -4849814.621114 + Penalty 5774.384299 = -4844040.236814 nChanged 35 SP:Iteration 32Q (6219.466173 sec): 3 clusters Score: Raw -4849820.469788 + Penalty 5774.384299 = -4844046.085488 nChanged 22 SP:Iteration 33Q (6219.644602 sec): 3 clusters Score: Raw -4849824.381992 + Penalty 5774.384299 = -4844049.997693 nChanged 34 SP:Iteration 34Q (6219.900460 sec): 3 clusters Score: Raw -4849829.339555 + Penalty 5774.384299 = -4844054.955256 nChanged 27 SP:Iteration 35Q (6220.126392 sec): 3 clusters Score: Raw -4849833.422425 + Penalty 5774.384299 = -4844059.038126 nChanged 22 SP:Iteration 36Q (6220.301839 sec): 3 clusters Score: Raw -4849836.779349 + Penalty 5774.384299 = -4844062.395049 nChanged 18 SP:Iteration 37Q (6220.508386 sec): 3 clusters Score: Raw -4849838.868358 + Penalty 5774.384299 = -4844064.484059 nChanged 9 SP:Iteration 38Q (6220.744517 sec): 3 clusters Score: Raw -4849840.024260 + Penalty 5774.384299 = -4844065.639961 nChanged 6 SP:Iteration 39Q (6220.982765 sec): 3 clusters Score: Raw -4849840.866107 + Penalty 5774.384299 = -4844066.481807 nChanged 9 SP:Iteration 40F (6221.197736 sec): 3 clusters Score: Raw -4849841.729434 + Penalty 5774.384299 = -4844067.345135 nChanged 7 SP:Iteration 41Q (6221.407926 sec): 3 clusters Score: Raw -4849842.482626 + Penalty 5774.384299 = -4844068.098326 nChanged 6 SP:Iteration 42Q (6221.633937 sec): 3 clusters Score: Raw -4849843.152141 + Penalty 5774.384299 = -4844068.767841 nChanged 2 SP:Iteration 43Q (6221.859627 sec): 3 clusters Score: Raw -4849843.315182 + Penalty 5774.384299 = -4844068.930882 nChanged 1 SP:Iteration 44Q (6222.104141 sec): 3 clusters Score: Raw -4849843.360894 + Penalty 5774.384299 = -4844068.976595 nChanged 2 SP:Iteration 45Q (6222.296514 sec): 3 clusters Score: Raw -4849843.445998 + Penalty 5774.384299 = -4844069.061698 nChanged 0 SP:Iteration 46F (6222.554677 sec): 3 clusters Score: Raw -4849843.445998 + Penalty 5774.384299 = -4844069.061698 nChanged 0 Trying to split cluster 8 (23888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6222.684361 sec): 2 clusters Score: Raw -2046726.570851 + Penalty 2661.418721 = -2044065.152129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6222.866933 sec): 3 clusters Score: Raw -2032766.610892 + Penalty 5322.837442 = -2027443.773449 nChanged 10555 SP:Iteration 1F (6223.007085 sec): 3 clusters Score: Raw -2038683.960995 + Penalty 5322.837442 = -2033361.123553 nChanged 1572 SP:Iteration 2F (6223.178059 sec): 3 clusters Score: Raw -2039559.750257 + Penalty 5322.837442 = -2034236.912815 nChanged 1639 SP:Iteration 3F (6223.323121 sec): 3 clusters Score: Raw -2040545.839643 + Penalty 5322.837442 = -2035223.002201 nChanged 1612 SP:Iteration 4F (6223.464487 sec): 3 clusters Score: Raw -2041557.483735 + Penalty 5322.837442 = -2036234.646293 nChanged 1553 SP:Iteration 5F (6223.631724 sec): 3 clusters Score: Raw -2042539.768187 + Penalty 5322.837442 = -2037216.930745 nChanged 1369 SP:Iteration 6F (6223.775159 sec): 3 clusters Score: Raw -2043401.633598 + Penalty 5322.837442 = -2038078.796156 nChanged 1184 SP:Iteration 7Q (6223.925806 sec): 3 clusters Score: Raw -2044114.202486 + Penalty 5322.837442 = -2038791.365044 nChanged 970 SP:Iteration 8Q (6224.104987 sec): 3 clusters Score: Raw -2044683.271377 + Penalty 5322.837442 = -2039360.433935 nChanged 826 SP:Iteration 9Q (6224.310427 sec): 3 clusters Score: Raw -2045201.241018 + Penalty 5322.837442 = -2039878.403576 nChanged 715 SP:Iteration 10Q (6224.454699 sec): 3 clusters Score: Raw -2045678.176013 + Penalty 5322.837442 = -2040355.338571 nChanged 601 SP:Iteration 11Q (6224.587261 sec): 3 clusters Score: Raw -2046099.178933 + Penalty 5322.837442 = -2040776.341491 nChanged 496 SP:Iteration 12Q (6224.732513 sec): 3 clusters Score: Raw -2046428.987466 + Penalty 5322.837442 = -2041106.150023 nChanged 388 SP:Iteration 13Q (6224.862715 sec): 3 clusters Score: Raw -2046662.671412 + Penalty 5322.837442 = -2041339.833970 nChanged 291 SP:Iteration 14Q (6224.993619 sec): 3 clusters Score: Raw -2046836.498388 + Penalty 5322.837442 = -2041513.660946 nChanged 230 SP:Iteration 15Q (6225.120889 sec): 3 clusters Score: Raw -2046960.672377 + Penalty 5322.837442 = -2041637.834935 nChanged 186 SP:Iteration 16Q (6225.248901 sec): 3 clusters Score: Raw -2047054.591558 + Penalty 5322.837442 = -2041731.754116 nChanged 143 SP:Iteration 17Q (6225.418877 sec): 3 clusters Score: Raw -2047131.875530 + Penalty 5322.837442 = -2041809.038087 nChanged 122 SP:Iteration 18Q (6225.528382 sec): 3 clusters Score: Raw -2047194.920208 + Penalty 5322.837442 = -2041872.082765 nChanged 95 SP:Iteration 19Q (6225.674252 sec): 3 clusters Score: Raw -2047250.059454 + Penalty 5322.837442 = -2041927.222012 nChanged 82 SP:Iteration 20F (6225.803462 sec): 3 clusters Score: Raw -2047296.165076 + Penalty 5322.837442 = -2041973.327633 nChanged 88 SP:Iteration 21Q (6226.010702 sec): 3 clusters Score: Raw -2047345.413062 + Penalty 5322.837442 = -2042022.575620 nChanged 65 SP:Iteration 22Q (6226.211152 sec): 3 clusters Score: Raw -2047375.541216 + Penalty 5322.837442 = -2042052.703774 nChanged 70 SP:Iteration 23Q (6226.421092 sec): 3 clusters Score: Raw -2047407.028919 + Penalty 5322.837442 = -2042084.191476 nChanged 68 SP:Iteration 24Q (6226.565919 sec): 3 clusters Score: Raw -2047440.749028 + Penalty 5322.837442 = -2042117.911585 nChanged 60 SP:Iteration 25Q (6226.673855 sec): 3 clusters Score: Raw -2047470.836374 + Penalty 5322.837442 = -2042147.998932 nChanged 55 SP:Iteration 26Q (6226.779995 sec): 3 clusters Score: Raw -2047493.890021 + Penalty 5322.837442 = -2042171.052579 nChanged 51 SP:Iteration 27Q (6226.880607 sec): 3 clusters Score: Raw -2047511.879151 + Penalty 5322.837442 = -2042189.041708 nChanged 42 SP:Iteration 28Q (6227.054157 sec): 3 clusters Score: Raw -2047531.854890 + Penalty 5322.837442 = -2042209.017447 nChanged 54 SP:Iteration 29Q (6227.184260 sec): 3 clusters Score: Raw -2047555.580683 + Penalty 5322.837442 = -2042232.743241 nChanged 43 SP:Iteration 30Q (6227.305327 sec): 3 clusters Score: Raw -2047574.072899 + Penalty 5322.837442 = -2042251.235457 nChanged 33 SP:Iteration 31Q (6227.428167 sec): 3 clusters Score: Raw -2047590.786359 + Penalty 5322.837442 = -2042267.948916 nChanged 33 SP:Iteration 32Q (6227.540436 sec): 3 clusters Score: Raw -2047606.625440 + Penalty 5322.837442 = -2042283.787998 nChanged 25 SP:Iteration 33Q (6227.669309 sec): 3 clusters Score: Raw -2047615.605756 + Penalty 5322.837442 = -2042292.768314 nChanged 22 SP:Iteration 34Q (6227.787155 sec): 3 clusters Score: Raw -2047625.523284 + Penalty 5322.837442 = -2042302.685841 nChanged 18 SP:Iteration 35Q (6227.911295 sec): 3 clusters Score: Raw -2047632.236370 + Penalty 5322.837442 = -2042309.398928 nChanged 12 SP:Iteration 36Q (6228.032617 sec): 3 clusters Score: Raw -2047635.838982 + Penalty 5322.837442 = -2042313.001539 nChanged 8 SP:Iteration 37Q (6228.152540 sec): 3 clusters Score: Raw -2047638.378627 + Penalty 5322.837442 = -2042315.541185 nChanged 6 SP:Iteration 38Q (6228.275951 sec): 3 clusters Score: Raw -2047640.013815 + Penalty 5322.837442 = -2042317.176373 nChanged 4 SP:Iteration 39Q (6228.397029 sec): 3 clusters Score: Raw -2047642.091964 + Penalty 5322.837442 = -2042319.254522 nChanged 7 SP:Iteration 40F (6228.527028 sec): 3 clusters Score: Raw -2047644.799401 + Penalty 5322.837442 = -2042321.961959 nChanged 8 SP:Iteration 41Q (6228.648275 sec): 3 clusters Score: Raw -2047648.157714 + Penalty 5322.837442 = -2042325.320271 nChanged 8 SP:Iteration 42Q (6228.770012 sec): 3 clusters Score: Raw -2047650.778384 + Penalty 5322.837442 = -2042327.940942 nChanged 3 SP:Iteration 43Q (6228.881827 sec): 3 clusters Score: Raw -2047651.788007 + Penalty 5322.837442 = -2042328.950565 nChanged 1 SP:Iteration 44Q (6229.010496 sec): 3 clusters Score: Raw -2047652.045479 + Penalty 5322.837442 = -2042329.208037 nChanged 2 SP:Iteration 45Q (6229.128305 sec): 3 clusters Score: Raw -2047652.539562 + Penalty 5322.837442 = -2042329.702120 nChanged 1 SP:Iteration 46Q (6229.238152 sec): 3 clusters Score: Raw -2047652.690515 + Penalty 5322.837442 = -2042329.853073 nChanged 1 SP:Iteration 47Q (6229.364633 sec): 3 clusters Score: Raw -2047653.034571 + Penalty 5322.837442 = -2042330.197129 nChanged 1 SP:Iteration 48Q (6229.530350 sec): 3 clusters Score: Raw -2047653.091498 + Penalty 5322.837442 = -2042330.254056 nChanged 0 SP:Iteration 49F (6229.692371 sec): 3 clusters Score: Raw -2047653.091498 + Penalty 5322.837442 = -2042330.254056 nChanged 0 Trying to split cluster 9 (12865 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6229.777112 sec): 2 clusters Score: Raw -1074518.012840 + Penalty 2498.038151 = -1072019.974688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6229.991710 sec): 3 clusters Score: Raw -1067473.335345 + Penalty 4996.076303 = -1062477.259042 nChanged 5434 SP:Iteration 1F (6230.167031 sec): 3 clusters Score: Raw -1070752.927873 + Penalty 4996.076303 = -1065756.851570 nChanged 1152 SP:Iteration 2F (6230.344696 sec): 3 clusters Score: Raw -1071755.043368 + Penalty 4996.076303 = -1066758.967066 nChanged 1180 SP:Iteration 3F (6230.507146 sec): 3 clusters Score: Raw -1072969.053061 + Penalty 4996.076303 = -1067972.976758 nChanged 1156 SP:Iteration 4F (6230.557393 sec): 3 clusters Score: Raw -1074253.361769 + Penalty 4996.076303 = -1069257.285466 nChanged 1000 SP:Iteration 5F (6230.657676 sec): 3 clusters Score: Raw -1075318.900942 + Penalty 4996.076303 = -1070322.824639 nChanged 771 SP:Iteration 6F (6230.792038 sec): 3 clusters Score: Raw -1075947.943307 + Penalty 4996.076303 = -1070951.867004 nChanged 499 SP:Iteration 7Q (6230.876709 sec): 3 clusters Score: Raw -1076311.788605 + Penalty 4996.076303 = -1071315.712302 nChanged 400 SP:Iteration 8Q (6230.961417 sec): 3 clusters Score: Raw -1076571.534718 + Penalty 4996.076303 = -1071575.458415 nChanged 335 SP:Iteration 9Q (6231.065787 sec): 3 clusters Score: Raw -1076762.012952 + Penalty 4996.076303 = -1071765.936649 nChanged 270 SP:Iteration 10Q (6231.157074 sec): 3 clusters Score: Raw -1076908.814566 + Penalty 4996.076303 = -1071912.738263 nChanged 282 SP:Iteration 11Q (6231.245952 sec): 3 clusters Score: Raw -1077047.447065 + Penalty 4996.076303 = -1072051.370763 nChanged 254 SP:Iteration 12Q (6231.335744 sec): 3 clusters Score: Raw -1077173.529606 + Penalty 4996.076303 = -1072177.453304 nChanged 257 SP:Iteration 13Q (6231.435517 sec): 3 clusters Score: Raw -1077291.535862 + Penalty 4996.076303 = -1072295.459559 nChanged 257 SP:Iteration 14Q (6231.529241 sec): 3 clusters Score: Raw -1077403.800352 + Penalty 4996.076303 = -1072407.724049 nChanged 244 SP:Iteration 15Q (6231.618410 sec): 3 clusters Score: Raw -1077495.870900 + Penalty 4996.076303 = -1072499.794597 nChanged 211 SP:Iteration 16Q (6231.704721 sec): 3 clusters Score: Raw -1077571.068013 + Penalty 4996.076303 = -1072574.991711 nChanged 216 SP:Iteration 17Q (6231.805309 sec): 3 clusters Score: Raw -1077644.781137 + Penalty 4996.076303 = -1072648.704834 nChanged 174 SP:Iteration 18Q (6231.898006 sec): 3 clusters Score: Raw -1077699.622916 + Penalty 4996.076303 = -1072703.546613 nChanged 165 SP:Iteration 19Q (6231.988168 sec): 3 clusters Score: Raw -1077760.009573 + Penalty 4996.076303 = -1072763.933270 nChanged 175 SP:Iteration 20F (6232.075606 sec): 3 clusters Score: Raw -1077820.087447 + Penalty 4996.076303 = -1072824.011144 nChanged 181 SP:Iteration 21Q (6232.170054 sec): 3 clusters Score: Raw -1077879.844803 + Penalty 4996.076303 = -1072883.768501 nChanged 164 SP:Iteration 22Q (6232.265127 sec): 3 clusters Score: Raw -1077925.199343 + Penalty 4996.076303 = -1072929.123040 nChanged 159 SP:Iteration 23Q (6232.358018 sec): 3 clusters Score: Raw -1077968.895536 + Penalty 4996.076303 = -1072972.819233 nChanged 137 SP:Iteration 24Q (6232.450389 sec): 3 clusters Score: Raw -1078001.689661 + Penalty 4996.076303 = -1073005.613358 nChanged 119 SP:Iteration 25Q (6232.548965 sec): 3 clusters Score: Raw -1078025.755020 + Penalty 4996.076303 = -1073029.678717 nChanged 94 SP:Iteration 26Q (6232.634174 sec): 3 clusters Score: Raw -1078043.444936 + Penalty 4996.076303 = -1073047.368633 nChanged 72 SP:Iteration 27Q (6232.719631 sec): 3 clusters Score: Raw -1078055.315283 + Penalty 4996.076303 = -1073059.238980 nChanged 64 SP:Iteration 28Q (6232.820138 sec): 3 clusters Score: Raw -1078066.684714 + Penalty 4996.076303 = -1073070.608412 nChanged 68 SP:Iteration 29Q (6232.912212 sec): 3 clusters Score: Raw -1078079.715583 + Penalty 4996.076303 = -1073083.639281 nChanged 68 SP:Iteration 30Q (6233.000896 sec): 3 clusters Score: Raw -1078089.620684 + Penalty 4996.076303 = -1073093.544381 nChanged 52 SP:Iteration 31Q (6233.169203 sec): 3 clusters Score: Raw -1078097.091172 + Penalty 4996.076303 = -1073101.014869 nChanged 58 SP:Iteration 32Q (6233.352409 sec): 3 clusters Score: Raw -1078106.416843 + Penalty 4996.076303 = -1073110.340540 nChanged 49 SP:Iteration 33Q (6233.555504 sec): 3 clusters Score: Raw -1078113.395071 + Penalty 4996.076303 = -1073117.318769 nChanged 42 SP:Iteration 34Q (6233.719096 sec): 3 clusters Score: Raw -1078119.452544 + Penalty 4996.076303 = -1073123.376242 nChanged 31 SP:Iteration 35Q (6233.917535 sec): 3 clusters Score: Raw -1078123.110498 + Penalty 4996.076303 = -1073127.034195 nChanged 33 SP:Iteration 36Q (6233.981840 sec): 3 clusters Score: Raw -1078127.263789 + Penalty 4996.076303 = -1073131.187486 nChanged 32 SP:Iteration 37Q (6234.054241 sec): 3 clusters Score: Raw -1078131.202470 + Penalty 4996.076303 = -1073135.126168 nChanged 30 SP:Iteration 38Q (6234.163645 sec): 3 clusters Score: Raw -1078134.990076 + Penalty 4996.076303 = -1073138.913774 nChanged 27 SP:Iteration 39Q (6234.250450 sec): 3 clusters Score: Raw -1078138.373443 + Penalty 4996.076303 = -1073142.297140 nChanged 19 SP:Iteration 40F (6234.338509 sec): 3 clusters Score: Raw -1078141.197807 + Penalty 4996.076303 = -1073145.121505 nChanged 27 SP:Iteration 41Q (6234.425399 sec): 3 clusters Score: Raw -1078144.822350 + Penalty 4996.076303 = -1073148.746047 nChanged 20 SP:Iteration 42Q (6234.523594 sec): 3 clusters Score: Raw -1078147.491614 + Penalty 4996.076303 = -1073151.415312 nChanged 21 SP:Iteration 43Q (6234.616225 sec): 3 clusters Score: Raw -1078150.060661 + Penalty 4996.076303 = -1073153.984358 nChanged 19 SP:Iteration 44Q (6234.706901 sec): 3 clusters Score: Raw -1078152.297091 + Penalty 4996.076303 = -1073156.220788 nChanged 16 SP:Iteration 45Q (6234.792362 sec): 3 clusters Score: Raw -1078153.997315 + Penalty 4996.076303 = -1073157.921012 nChanged 13 SP:Iteration 46Q (6234.886217 sec): 3 clusters Score: Raw -1078155.347479 + Penalty 4996.076303 = -1073159.271176 nChanged 9 SP:Iteration 47Q (6234.981368 sec): 3 clusters Score: Raw -1078156.268068 + Penalty 4996.076303 = -1073160.191765 nChanged 7 SP:Iteration 48Q (6235.075896 sec): 3 clusters Score: Raw -1078156.852431 + Penalty 4996.076303 = -1073160.776129 nChanged 7 SP:Iteration 49Q (6235.168743 sec): 3 clusters Score: Raw -1078157.524491 + Penalty 4996.076303 = -1073161.448188 nChanged 5 SP:Iteration 50Q (6235.260828 sec): 3 clusters Score: Raw -1078157.832526 + Penalty 4996.076303 = -1073161.756223 nChanged 2 SP:Iteration 51Q (6235.348930 sec): 3 clusters Score: Raw -1078157.978028 + Penalty 4996.076303 = -1073161.901725 nChanged 2 SP:Iteration 52Q (6235.434299 sec): 3 clusters Score: Raw -1078158.310826 + Penalty 4996.076303 = -1073162.234524 nChanged 1 SP:Iteration 53Q (6235.534607 sec): 3 clusters Score: Raw -1078158.346187 + Penalty 4996.076303 = -1073162.269885 nChanged 1 SP:Iteration 54Q (6235.626700 sec): 3 clusters Score: Raw -1078158.481373 + Penalty 4996.076303 = -1073162.405070 nChanged 3 SP:Iteration 55Q (6235.716292 sec): 3 clusters Score: Raw -1078158.916811 + Penalty 4996.076303 = -1073162.840508 nChanged 6 SP:Iteration 56Q (6235.803132 sec): 3 clusters Score: Raw -1078159.512947 + Penalty 4996.076303 = -1073163.436645 nChanged 5 SP:Iteration 57Q (6235.898182 sec): 3 clusters Score: Raw -1078159.908529 + Penalty 4996.076303 = -1073163.832227 nChanged 5 SP:Iteration 58Q (6235.991376 sec): 3 clusters Score: Raw -1078160.270548 + Penalty 4996.076303 = -1073164.194245 nChanged 5 SP:Iteration 59Q (6236.082432 sec): 3 clusters Score: Raw -1078160.752079 + Penalty 4996.076303 = -1073164.675777 nChanged 7 SP:Iteration 60F (6236.171518 sec): 3 clusters Score: Raw -1078161.409013 + Penalty 4996.076303 = -1073165.332711 nChanged 5 SP:Iteration 61Q (6236.250831 sec): 3 clusters Score: Raw -1078161.748917 + Penalty 4996.076303 = -1073165.672614 nChanged 3 SP:Iteration 62Q (6236.401469 sec): 3 clusters Score: Raw -1078162.013812 + Penalty 4996.076303 = -1073165.937509 nChanged 1 SP:Iteration 63Q (6236.538567 sec): 3 clusters Score: Raw -1078162.039900 + Penalty 4996.076303 = -1073165.963597 nChanged 1 SP:Iteration 64Q (6236.684239 sec): 3 clusters Score: Raw -1078162.075062 + Penalty 4996.076303 = -1073165.998760 nChanged 0 SP:Iteration 65F (6236.813960 sec): 3 clusters Score: Raw -1078162.075062 + Penalty 4996.076303 = -1073165.998760 nChanged 0 Score: Raw -11805892.902323 + Penalty 37669.881023 = -11768223.021301 Splitting cluster 9 changes total score from -11764544.528220 to -11768223.021301 So it's getting split into cluster 12. Trying to split cluster 10 (4838 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6239.158832 sec): 2 clusters Score: Raw -369971.287768 + Penalty 2239.843766 = -367731.444002 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6239.206996 sec): 3 clusters Score: Raw -367703.268559 + Penalty 4479.687533 = -363223.581026 nChanged 1785 SP:Iteration 1F (6239.270937 sec): 3 clusters Score: Raw -368828.513556 + Penalty 4479.687533 = -364348.826023 nChanged 423 SP:Iteration 2F (6239.314093 sec): 3 clusters Score: Raw -369200.110564 + Penalty 4479.687533 = -364720.423031 nChanged 349 SP:Iteration 3F (6239.357590 sec): 3 clusters Score: Raw -369499.079676 + Penalty 4479.687533 = -365019.392143 nChanged 258 SP:Iteration 4F (6239.400825 sec): 3 clusters Score: Raw -369711.445711 + Penalty 4479.687533 = -365231.758178 nChanged 210 SP:Iteration 5Q (6239.456472 sec): 3 clusters Score: Raw -369863.727748 + Penalty 4479.687533 = -365384.040215 nChanged 178 SP:Iteration 6Q (6239.513933 sec): 3 clusters Score: Raw -370006.783038 + Penalty 4479.687533 = -365527.095505 nChanged 156 SP:Iteration 7Q (6239.571222 sec): 3 clusters Score: Raw -370134.424671 + Penalty 4479.687533 = -365654.737138 nChanged 128 SP:Iteration 8Q (6239.620366 sec): 3 clusters Score: Raw -370208.734644 + Penalty 4479.687533 = -365729.047111 nChanged 116 SP:Iteration 9Q (6239.668109 sec): 3 clusters Score: Raw -370294.996893 + Penalty 4479.687533 = -365815.309360 nChanged 121 SP:Iteration 10Q (6239.715696 sec): 3 clusters Score: Raw -370418.311993 + Penalty 4479.687533 = -365938.624460 nChanged 134 SP:Iteration 11Q (6239.766294 sec): 3 clusters Score: Raw -370553.352141 + Penalty 4479.687533 = -366073.664609 nChanged 130 SP:Iteration 12Q (6239.818517 sec): 3 clusters Score: Raw -370675.660669 + Penalty 4479.687533 = -366195.973136 nChanged 126 SP:Iteration 13Q (6239.870804 sec): 3 clusters Score: Raw -370772.254008 + Penalty 4479.687533 = -366292.566475 nChanged 115 SP:Iteration 14Q (6239.921919 sec): 3 clusters Score: Raw -370851.268012 + Penalty 4479.687533 = -366371.580479 nChanged 95 SP:Iteration 15Q (6239.971782 sec): 3 clusters Score: Raw -370922.198833 + Penalty 4479.687533 = -366442.511300 nChanged 95 SP:Iteration 16Q (6240.021718 sec): 3 clusters Score: Raw -370984.776709 + Penalty 4479.687533 = -366505.089176 nChanged 82 SP:Iteration 17Q (6240.071465 sec): 3 clusters Score: Raw -371038.065390 + Penalty 4479.687533 = -366558.377857 nChanged 72 SP:Iteration 18Q (6240.121716 sec): 3 clusters Score: Raw -371080.705140 + Penalty 4479.687533 = -366601.017607 nChanged 71 SP:Iteration 19Q (6240.172072 sec): 3 clusters Score: Raw -371131.498361 + Penalty 4479.687533 = -366651.810828 nChanged 81 SP:Iteration 20F (6240.222451 sec): 3 clusters Score: Raw -371190.926304 + Penalty 4479.687533 = -366711.238771 nChanged 81 SP:Iteration 21Q (6240.272743 sec): 3 clusters Score: Raw -371241.812901 + Penalty 4479.687533 = -366762.125368 nChanged 58 SP:Iteration 22Q (6240.323213 sec): 3 clusters Score: Raw -371279.379387 + Penalty 4479.687533 = -366799.691854 nChanged 50 SP:Iteration 23Q (6240.373983 sec): 3 clusters Score: Raw -371310.339016 + Penalty 4479.687533 = -366830.651483 nChanged 53 SP:Iteration 24Q (6240.512689 sec): 3 clusters Score: Raw -371340.020883 + Penalty 4479.687533 = -366860.333350 nChanged 46 SP:Iteration 25Q (6240.671514 sec): 3 clusters Score: Raw -371374.077548 + Penalty 4479.687533 = -366894.390015 nChanged 48 SP:Iteration 26Q (6240.821015 sec): 3 clusters Score: Raw -371404.034793 + Penalty 4479.687533 = -366924.347260 nChanged 45 SP:Iteration 27Q (6240.899168 sec): 3 clusters Score: Raw -371429.951015 + Penalty 4479.687533 = -366950.263482 nChanged 40 SP:Iteration 28Q (6240.965142 sec): 3 clusters Score: Raw -371453.121173 + Penalty 4479.687533 = -366973.433641 nChanged 33 SP:Iteration 29Q (6241.031289 sec): 3 clusters Score: Raw -371469.693864 + Penalty 4479.687533 = -366990.006331 nChanged 32 SP:Iteration 30Q (6241.097609 sec): 3 clusters Score: Raw -371491.317942 + Penalty 4479.687533 = -367011.630410 nChanged 33 SP:Iteration 31Q (6241.144501 sec): 3 clusters Score: Raw -371514.047506 + Penalty 4479.687533 = -367034.359973 nChanged 37 SP:Iteration 32Q (6241.188762 sec): 3 clusters Score: Raw -371541.858262 + Penalty 4479.687533 = -367062.170729 nChanged 35 SP:Iteration 33Q (6241.232924 sec): 3 clusters Score: Raw -371561.800088 + Penalty 4479.687533 = -367082.112555 nChanged 26 SP:Iteration 34Q (6241.283245 sec): 3 clusters Score: Raw -371578.102694 + Penalty 4479.687533 = -367098.415161 nChanged 36 SP:Iteration 35Q (6241.336348 sec): 3 clusters Score: Raw -371597.471649 + Penalty 4479.687533 = -367117.784116 nChanged 27 SP:Iteration 36Q (6241.389322 sec): 3 clusters Score: Raw -371610.269143 + Penalty 4479.687533 = -367130.581610 nChanged 22 SP:Iteration 37Q (6241.440423 sec): 3 clusters Score: Raw -371623.755879 + Penalty 4479.687533 = -367144.068346 nChanged 24 SP:Iteration 38Q (6241.489934 sec): 3 clusters Score: Raw -371639.818932 + Penalty 4479.687533 = -367160.131399 nChanged 24 SP:Iteration 39Q (6241.539345 sec): 3 clusters Score: Raw -371654.969503 + Penalty 4479.687533 = -367175.281971 nChanged 25 SP:Iteration 40F (6241.589952 sec): 3 clusters Score: Raw -371674.222398 + Penalty 4479.687533 = -367194.534865 nChanged 24 SP:Iteration 41Q (6241.640278 sec): 3 clusters Score: Raw -371685.152633 + Penalty 4479.687533 = -367205.465100 nChanged 19 SP:Iteration 42Q (6241.690191 sec): 3 clusters Score: Raw -371692.969510 + Penalty 4479.687533 = -367213.281977 nChanged 12 SP:Iteration 43Q (6241.740063 sec): 3 clusters Score: Raw -371700.413313 + Penalty 4479.687533 = -367220.725780 nChanged 13 SP:Iteration 44Q (6241.789408 sec): 3 clusters Score: Raw -371706.158270 + Penalty 4479.687533 = -367226.470737 nChanged 16 SP:Iteration 45Q (6241.838739 sec): 3 clusters Score: Raw -371713.278533 + Penalty 4479.687533 = -367233.591000 nChanged 16 SP:Iteration 46Q (6241.888472 sec): 3 clusters Score: Raw -371722.025370 + Penalty 4479.687533 = -367242.337837 nChanged 18 SP:Iteration 47Q (6241.939427 sec): 3 clusters Score: Raw -371733.751139 + Penalty 4479.687533 = -367254.063607 nChanged 20 SP:Iteration 48Q (6241.990597 sec): 3 clusters Score: Raw -371744.976821 + Penalty 4479.687533 = -367265.289288 nChanged 16 SP:Iteration 49Q (6242.041447 sec): 3 clusters Score: Raw -371753.176133 + Penalty 4479.687533 = -367273.488600 nChanged 13 SP:Iteration 50Q (6242.089764 sec): 3 clusters Score: Raw -371758.793283 + Penalty 4479.687533 = -367279.105750 nChanged 8 SP:Iteration 51Q (6242.137593 sec): 3 clusters Score: Raw -371761.000861 + Penalty 4479.687533 = -367281.313328 nChanged 4 SP:Iteration 52Q (6242.185434 sec): 3 clusters Score: Raw -371763.042815 + Penalty 4479.687533 = -367283.355282 nChanged 3 SP:Iteration 53Q (6242.234112 sec): 3 clusters Score: Raw -371764.153202 + Penalty 4479.687533 = -367284.465669 nChanged 2 SP:Iteration 54Q (6242.283301 sec): 3 clusters Score: Raw -371765.297509 + Penalty 4479.687533 = -367285.609976 nChanged 2 SP:Iteration 55Q (6242.375840 sec): 3 clusters Score: Raw -371765.968081 + Penalty 4479.687533 = -367286.280548 nChanged 2 SP:Iteration 56Q (6242.539859 sec): 3 clusters Score: Raw -371766.509713 + Penalty 4479.687533 = -367286.822180 nChanged 3 SP:Iteration 57Q (6242.670397 sec): 3 clusters Score: Raw -371767.687202 + Penalty 4479.687533 = -367287.999669 nChanged 4 SP:Iteration 58Q (6242.774627 sec): 3 clusters Score: Raw -371769.673086 + Penalty 4479.687533 = -367289.985553 nChanged 6 SP:Iteration 59Q (6242.908326 sec): 3 clusters Score: Raw -371771.398707 + Penalty 4479.687533 = -367291.711174 nChanged 3 SP:Iteration 60F (6243.041751 sec): 3 clusters Score: Raw -371772.501772 + Penalty 4479.687533 = -367292.814239 nChanged 3 SP:Iteration 61Q (6243.170201 sec): 3 clusters Score: Raw -371775.233228 + Penalty 4479.687533 = -367295.545695 nChanged 7 SP:Iteration 62Q (6243.296213 sec): 3 clusters Score: Raw -371778.190147 + Penalty 4479.687533 = -367298.502614 nChanged 3 SP:Iteration 63Q (6243.428479 sec): 3 clusters Score: Raw -371779.134593 + Penalty 4479.687533 = -367299.447060 nChanged 2 SP:Iteration 64Q (6243.480710 sec): 3 clusters Score: Raw -371779.543303 + Penalty 4479.687533 = -367299.855771 nChanged 0 SP:Iteration 65F (6243.527580 sec): 3 clusters Score: Raw -371779.543303 + Penalty 4479.687533 = -367299.855771 nChanged 0 Iteration 20F (6246.057640 sec): 13 clusters Score: Raw -11809411.530563 + Penalty 37669.881023 = -11771741.649541 nChanged 5135 Iteration 21Q (6247.911909 sec): 13 clusters Score: Raw -11811875.247976 + Penalty 37669.881023 = -11774205.366953 nChanged 3091 Iteration 22Q (6249.735395 sec): 13 clusters Score: Raw -11813020.439636 + Penalty 37669.881023 = -11775350.558614 nChanged 2495 Iteration 23Q (6251.511142 sec): 13 clusters Score: Raw -11813773.088475 + Penalty 37669.881023 = -11776103.207453 nChanged 2222 Iteration 24Q (6253.007690 sec): 13 clusters Score: Raw -11814398.948085 + Penalty 37669.881023 = -11776729.067062 nChanged 2042 Iteration 25Q (6254.602813 sec): 13 clusters Score: Raw -11814907.137909 + Penalty 37669.881023 = -11777237.256887 nChanged 1812 Iteration 26Q (6256.098232 sec): 13 clusters Score: Raw -11815324.316808 + Penalty 37669.881023 = -11777654.435785 nChanged 1676 Iteration 27Q (6257.622215 sec): 13 clusters Score: Raw -11815670.133365 + Penalty 37669.881023 = -11778000.252342 nChanged 1463 Iteration 28Q (6259.112711 sec): 13 clusters Score: Raw -11815962.246685 + Penalty 37669.881023 = -11778292.365663 nChanged 1422 Iteration 29Q (6260.489559 sec): 13 clusters Score: Raw -11816231.329152 + Penalty 37669.881023 = -11778561.448130 nChanged 1298 Iteration 30Q (6261.901844 sec): 13 clusters Score: Raw -11816468.428785 + Penalty 37669.881023 = -11778798.547762 nChanged 1194 Iteration 31Q (6263.273842 sec): 13 clusters Score: Raw -11816673.359938 + Penalty 37669.881023 = -11779003.478915 nChanged 1195 Iteration 32Q (6264.661092 sec): 13 clusters Score: Raw -11816872.235146 + Penalty 37669.881023 = -11779202.354124 nChanged 1119 Iteration 33Q (6266.056004 sec): 13 clusters Score: Raw -11817045.854658 + Penalty 37669.881023 = -11779375.973635 nChanged 955 Iteration 34Q (6267.451119 sec): 13 clusters Score: Raw -11817203.383403 + Penalty 37669.881023 = -11779533.502380 nChanged 926 Iteration 35Q (6268.847344 sec): 13 clusters Score: Raw -11817357.376452 + Penalty 37669.881023 = -11779687.495430 nChanged 827 Iteration 36Q (6270.240100 sec): 13 clusters Score: Raw -11817492.818478 + Penalty 37669.881023 = -11779822.937456 nChanged 761 Iteration 37Q (6271.631267 sec): 13 clusters Score: Raw -11817594.891217 + Penalty 37669.881023 = -11779925.010194 nChanged 686 Iteration 38Q (6273.021456 sec): 13 clusters Score: Raw -11817686.417341 + Penalty 37669.881023 = -11780016.536319 nChanged 619 Iteration 39Q (6274.411105 sec): 13 clusters Score: Raw -11817764.129712 + Penalty 37669.881023 = -11780094.248690 nChanged 561 Iteration 40F (6276.385424 sec): 13 clusters Score: Raw -11817835.162020 + Penalty 37669.881023 = -11780165.280998 nChanged 555 Iteration 41Q (6277.798272 sec): 13 clusters Score: Raw -11817899.177086 + Penalty 37669.881023 = -11780229.296063 nChanged 510 Iteration 42Q (6279.185969 sec): 13 clusters Score: Raw -11817956.201342 + Penalty 37669.881023 = -11780286.320320 nChanged 452 Iteration 43Q (6280.600847 sec): 13 clusters Score: Raw -11818003.266040 + Penalty 37669.881023 = -11780333.385017 nChanged 419 Iteration 44Q (6281.980772 sec): 13 clusters Score: Raw -11818047.585601 + Penalty 37669.881023 = -11780377.704578 nChanged 376 Iteration 45Q (6283.443761 sec): 13 clusters Score: Raw -11818086.045021 + Penalty 37669.881023 = -11780416.163999 nChanged 326 Iteration 46Q (6284.829372 sec): 13 clusters Score: Raw -11818117.519596 + Penalty 37669.881023 = -11780447.638574 nChanged 286 Iteration 47Q (6286.205810 sec): 13 clusters Score: Raw -11818143.213107 + Penalty 37669.881023 = -11780473.332084 nChanged 282 Iteration 48Q (6287.583495 sec): 13 clusters Score: Raw -11818168.242838 + Penalty 37669.881023 = -11780498.361815 nChanged 260 Iteration 49Q (6288.992472 sec): 13 clusters Score: Raw -11818190.100339 + Penalty 37669.881023 = -11780520.219317 nChanged 220 Iteration 50Q (6290.368506 sec): 13 clusters Score: Raw -11818208.707437 + Penalty 37669.881023 = -11780538.826415 nChanged 194 Iteration 51Q (6291.741299 sec): 13 clusters Score: Raw -11818222.914784 + Penalty 37669.881023 = -11780553.033762 nChanged 179 Iteration 52Q (6293.289855 sec): 13 clusters Score: Raw -11818238.018702 + Penalty 37669.881023 = -11780568.137679 nChanged 177 Iteration 53Q (6294.637414 sec): 13 clusters Score: Raw -11818255.013381 + Penalty 37669.881023 = -11780585.132359 nChanged 181 Iteration 54Q (6296.022763 sec): 13 clusters Score: Raw -11818270.625772 + Penalty 37669.881023 = -11780600.744749 nChanged 176 Iteration 55Q (6297.428635 sec): 13 clusters Score: Raw -11818284.227976 + Penalty 37669.881023 = -11780614.346954 nChanged 127 Iteration 56Q (6298.808166 sec): 13 clusters Score: Raw -11818293.424538 + Penalty 37669.881023 = -11780623.543515 nChanged 95 Iteration 57Q (6300.215904 sec): 13 clusters Score: Raw -11818300.272696 + Penalty 37669.881023 = -11780630.391674 nChanged 82 Iteration 58Q (6301.624930 sec): 13 clusters Score: Raw -11818306.351383 + Penalty 37669.881023 = -11780636.470360 nChanged 79 Writing temp clu file Because OldScore, -11780630.391674, is greater than current (better) Score,-11780636.470360 Compute initial score before splitting: Score: Raw -11818306.351383 + Penalty 37669.881023 = -11780636.470360 Trying to split cluster 1 (3040 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6301.784231 sec): 2 clusters Score: Raw -194908.729827 + Penalty 2117.177778 = -192791.552049 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6301.949717 sec): 3 clusters Score: Raw -193707.537186 + Penalty 4234.355555 = -189473.181630 nChanged 1058 SP:Iteration 1F (6302.051726 sec): 3 clusters Score: Raw -194599.568894 + Penalty 4234.355555 = -190365.213338 nChanged 324 SP:Iteration 2F (6302.096582 sec): 3 clusters Score: Raw -195028.468279 + Penalty 4234.355555 = -190794.112724 nChanged 277 SP:Iteration 3F (6302.132194 sec): 3 clusters Score: Raw -195456.092082 + Penalty 4234.355555 = -191221.736526 nChanged 223 SP:Iteration 4F (6302.169104 sec): 3 clusters Score: Raw -195853.856745 + Penalty 4234.355555 = -191619.501190 nChanged 199 SP:Iteration 5F (6302.204742 sec): 3 clusters Score: Raw -196163.779643 + Penalty 4234.355555 = -191929.424088 nChanged 167 SP:Iteration 6F (6302.240258 sec): 3 clusters Score: Raw -196425.926913 + Penalty 4234.355555 = -192191.571357 nChanged 133 SP:Iteration 7Q (6302.275644 sec): 3 clusters Score: Raw -196608.785945 + Penalty 4234.355555 = -192374.430389 nChanged 93 SP:Iteration 8Q (6302.311284 sec): 3 clusters Score: Raw -196725.289100 + Penalty 4234.355555 = -192490.933545 nChanged 82 SP:Iteration 9Q (6302.411887 sec): 3 clusters Score: Raw -196809.516706 + Penalty 4234.355555 = -192575.161151 nChanged 56 SP:Iteration 10Q (6302.530011 sec): 3 clusters Score: Raw -196859.225806 + Penalty 4234.355555 = -192624.870250 nChanged 33 SP:Iteration 11Q (6302.641554 sec): 3 clusters Score: Raw -196893.265733 + Penalty 4234.355555 = -192658.910178 nChanged 25 SP:Iteration 12Q (6302.755545 sec): 3 clusters Score: Raw -196910.285742 + Penalty 4234.355555 = -192675.930187 nChanged 13 SP:Iteration 13Q (6302.848014 sec): 3 clusters Score: Raw -196919.925538 + Penalty 4234.355555 = -192685.569983 nChanged 10 SP:Iteration 14Q (6302.981614 sec): 3 clusters Score: Raw -196925.377168 + Penalty 4234.355555 = -192691.021613 nChanged 12 SP:Iteration 15Q (6303.055587 sec): 3 clusters Score: Raw -196931.752976 + Penalty 4234.355555 = -192697.397420 nChanged 7 SP:Iteration 16Q (6303.174513 sec): 3 clusters Score: Raw -196934.217179 + Penalty 4234.355555 = -192699.861623 nChanged 5 SP:Iteration 17Q (6303.286218 sec): 3 clusters Score: Raw -196936.663578 + Penalty 4234.355555 = -192702.308023 nChanged 3 SP:Iteration 18Q (6303.359108 sec): 3 clusters Score: Raw -196938.223030 + Penalty 4234.355555 = -192703.867475 nChanged 1 SP:Iteration 19Q (6303.395227 sec): 3 clusters Score: Raw -196938.987555 + Penalty 4234.355555 = -192704.632000 nChanged 2 SP:Iteration 20F (6303.432157 sec): 3 clusters Score: Raw -196939.851980 + Penalty 4234.355555 = -192705.496424 nChanged 2 SP:Iteration 21Q (6303.473723 sec): 3 clusters Score: Raw -196940.607773 + Penalty 4234.355555 = -192706.252217 nChanged 1 SP:Iteration 22Q (6303.515783 sec): 3 clusters Score: Raw -196941.581302 + Penalty 4234.355555 = -192707.225747 nChanged 0 SP:Iteration 23F (6303.557824 sec): 3 clusters Score: Raw -196941.581302 + Penalty 4234.355555 = -192707.225747 nChanged 0 Trying to split cluster 2 (2339 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6303.596207 sec): 2 clusters Score: Raw -151448.335898 + Penalty 2047.974394 = -149400.361503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6303.628671 sec): 3 clusters Score: Raw -150623.488818 + Penalty 4095.948789 = -146527.540029 nChanged 787 SP:Iteration 1F (6303.660155 sec): 3 clusters Score: Raw -151328.903963 + Penalty 4095.948789 = -147232.955174 nChanged 239 SP:Iteration 2F (6303.691706 sec): 3 clusters Score: Raw -151675.868579 + Penalty 4095.948789 = -147579.919790 nChanged 171 SP:Iteration 3F (6303.722460 sec): 3 clusters Score: Raw -151954.782121 + Penalty 4095.948789 = -147858.833332 nChanged 135 SP:Iteration 4F (6303.753533 sec): 3 clusters Score: Raw -152163.095117 + Penalty 4095.948789 = -148067.146328 nChanged 99 SP:Iteration 5Q (6303.782470 sec): 3 clusters Score: Raw -152274.353422 + Penalty 4095.948789 = -148178.404633 nChanged 61 SP:Iteration 6Q (6303.811198 sec): 3 clusters Score: Raw -152335.081850 + Penalty 4095.948789 = -148239.133061 nChanged 40 SP:Iteration 7Q (6303.839880 sec): 3 clusters Score: Raw -152371.011991 + Penalty 4095.948789 = -148275.063202 nChanged 35 SP:Iteration 8Q (6303.868361 sec): 3 clusters Score: Raw -152407.536731 + Penalty 4095.948789 = -148311.587942 nChanged 24 SP:Iteration 9Q (6303.897312 sec): 3 clusters Score: Raw -152430.194275 + Penalty 4095.948789 = -148334.245486 nChanged 24 SP:Iteration 10Q (6303.926000 sec): 3 clusters Score: Raw -152452.387266 + Penalty 4095.948789 = -148356.438478 nChanged 26 SP:Iteration 11Q (6303.957026 sec): 3 clusters Score: Raw -152483.659897 + Penalty 4095.948789 = -148387.711108 nChanged 45 SP:Iteration 12Q (6303.987764 sec): 3 clusters Score: Raw -152526.120489 + Penalty 4095.948789 = -148430.171700 nChanged 34 SP:Iteration 13Q (6304.018698 sec): 3 clusters Score: Raw -152566.951888 + Penalty 4095.948789 = -148471.003099 nChanged 35 SP:Iteration 14Q (6304.049436 sec): 3 clusters Score: Raw -152604.466801 + Penalty 4095.948789 = -148508.518012 nChanged 27 SP:Iteration 15Q (6304.175485 sec): 3 clusters Score: Raw -152631.562153 + Penalty 4095.948789 = -148535.613365 nChanged 28 SP:Iteration 16Q (6304.280935 sec): 3 clusters Score: Raw -152660.433454 + Penalty 4095.948789 = -148564.484665 nChanged 27 SP:Iteration 17Q (6304.372559 sec): 3 clusters Score: Raw -152685.878356 + Penalty 4095.948789 = -148589.929567 nChanged 18 SP:Iteration 18Q (6304.453305 sec): 3 clusters Score: Raw -152701.375465 + Penalty 4095.948789 = -148605.426676 nChanged 24 SP:Iteration 19Q (6304.544792 sec): 3 clusters Score: Raw -152721.998331 + Penalty 4095.948789 = -148626.049542 nChanged 17 SP:Iteration 20F (6304.626462 sec): 3 clusters Score: Raw -152735.277183 + Penalty 4095.948789 = -148639.328394 nChanged 12 SP:Iteration 21Q (6304.720872 sec): 3 clusters Score: Raw -152743.257582 + Penalty 4095.948789 = -148647.308793 nChanged 8 SP:Iteration 22Q (6304.803988 sec): 3 clusters Score: Raw -152748.866899 + Penalty 4095.948789 = -148652.918110 nChanged 8 SP:Iteration 23Q (6304.895254 sec): 3 clusters Score: Raw -152753.168658 + Penalty 4095.948789 = -148657.219869 nChanged 7 SP:Iteration 24Q (6304.979288 sec): 3 clusters Score: Raw -152758.773006 + Penalty 4095.948789 = -148662.824217 nChanged 4 SP:Iteration 25Q (6305.070515 sec): 3 clusters Score: Raw -152760.730147 + Penalty 4095.948789 = -148664.781358 nChanged 2 SP:Iteration 26Q (6305.151755 sec): 3 clusters Score: Raw -152761.870981 + Penalty 4095.948789 = -148665.922192 nChanged 0 SP:Iteration 27F (6305.183011 sec): 3 clusters Score: Raw -152761.870981 + Penalty 4095.948789 = -148665.922192 nChanged 0 Trying to split cluster 3 (6407 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6305.232591 sec): 2 clusters Score: Raw -500859.978666 + Penalty 2313.998655 = -498545.980010 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6305.282457 sec): 3 clusters Score: Raw -497668.964344 + Penalty 4627.997311 = -493040.967033 nChanged 2500 SP:Iteration 1F (6305.331489 sec): 3 clusters Score: Raw -499247.948666 + Penalty 4627.997311 = -494619.951355 nChanged 569 SP:Iteration 2F (6305.380699 sec): 3 clusters Score: Raw -499707.991395 + Penalty 4627.997311 = -495079.994085 nChanged 448 SP:Iteration 3F (6305.433320 sec): 3 clusters Score: Raw -500089.990032 + Penalty 4627.997311 = -495461.992722 nChanged 415 SP:Iteration 4F (6305.494106 sec): 3 clusters Score: Raw -500462.368083 + Penalty 4627.997311 = -495834.370772 nChanged 360 SP:Iteration 5F (6305.533566 sec): 3 clusters Score: Raw -500734.163153 + Penalty 4627.997311 = -496106.165843 nChanged 289 SP:Iteration 6Q (6305.573577 sec): 3 clusters Score: Raw -500935.816908 + Penalty 4627.997311 = -496307.819598 nChanged 233 SP:Iteration 7Q (6305.613588 sec): 3 clusters Score: Raw -501069.182711 + Penalty 4627.997311 = -496441.185400 nChanged 173 SP:Iteration 8Q (6305.672347 sec): 3 clusters Score: Raw -501175.366633 + Penalty 4627.997311 = -496547.369322 nChanged 159 SP:Iteration 9Q (6305.735319 sec): 3 clusters Score: Raw -501255.241558 + Penalty 4627.997311 = -496627.244248 nChanged 116 SP:Iteration 10Q (6305.797972 sec): 3 clusters Score: Raw -501311.658172 + Penalty 4627.997311 = -496683.660861 nChanged 103 SP:Iteration 11Q (6305.847799 sec): 3 clusters Score: Raw -501360.915676 + Penalty 4627.997311 = -496732.918366 nChanged 84 SP:Iteration 12Q (6305.914081 sec): 3 clusters Score: Raw -501396.707929 + Penalty 4627.997311 = -496768.710618 nChanged 57 SP:Iteration 13Q (6305.964019 sec): 3 clusters Score: Raw -501419.284241 + Penalty 4627.997311 = -496791.286930 nChanged 50 SP:Iteration 14Q (6306.018593 sec): 3 clusters Score: Raw -501439.013327 + Penalty 4627.997311 = -496811.016016 nChanged 54 SP:Iteration 15Q (6306.073191 sec): 3 clusters Score: Raw -501464.243270 + Penalty 4627.997311 = -496836.245959 nChanged 61 SP:Iteration 16Q (6306.196268 sec): 3 clusters Score: Raw -501486.687224 + Penalty 4627.997311 = -496858.689913 nChanged 42 SP:Iteration 17Q (6306.322620 sec): 3 clusters Score: Raw -501505.774218 + Penalty 4627.997311 = -496877.776907 nChanged 49 SP:Iteration 18Q (6306.444354 sec): 3 clusters Score: Raw -501532.232682 + Penalty 4627.997311 = -496904.235372 nChanged 47 SP:Iteration 19Q (6306.569600 sec): 3 clusters Score: Raw -501556.045077 + Penalty 4627.997311 = -496928.047766 nChanged 41 SP:Iteration 20F (6306.661327 sec): 3 clusters Score: Raw -501578.689729 + Penalty 4627.997311 = -496950.692418 nChanged 40 SP:Iteration 21Q (6306.776510 sec): 3 clusters Score: Raw -501598.672310 + Penalty 4627.997311 = -496970.675000 nChanged 41 SP:Iteration 22Q (6306.890958 sec): 3 clusters Score: Raw -501617.170070 + Penalty 4627.997311 = -496989.172759 nChanged 45 SP:Iteration 23Q (6306.960691 sec): 3 clusters Score: Raw -501633.714216 + Penalty 4627.997311 = -497005.716905 nChanged 36 SP:Iteration 24Q (6307.019315 sec): 3 clusters Score: Raw -501645.874264 + Penalty 4627.997311 = -497017.876954 nChanged 22 SP:Iteration 25Q (6307.078044 sec): 3 clusters Score: Raw -501653.409574 + Penalty 4627.997311 = -497025.412263 nChanged 30 SP:Iteration 26Q (6307.135282 sec): 3 clusters Score: Raw -501664.385807 + Penalty 4627.997311 = -497036.388497 nChanged 26 SP:Iteration 27Q (6307.189893 sec): 3 clusters Score: Raw -501671.886354 + Penalty 4627.997311 = -497043.889043 nChanged 25 SP:Iteration 28Q (6307.247166 sec): 3 clusters Score: Raw -501682.270818 + Penalty 4627.997311 = -497054.273507 nChanged 31 SP:Iteration 29Q (6307.309592 sec): 3 clusters Score: Raw -501696.684765 + Penalty 4627.997311 = -497068.687454 nChanged 32 SP:Iteration 30Q (6307.371902 sec): 3 clusters Score: Raw -501705.856285 + Penalty 4627.997311 = -497077.858974 nChanged 21 SP:Iteration 31Q (6307.432050 sec): 3 clusters Score: Raw -501717.216427 + Penalty 4627.997311 = -497089.219116 nChanged 26 SP:Iteration 32Q (6307.487039 sec): 3 clusters Score: Raw -501727.292871 + Penalty 4627.997311 = -497099.295560 nChanged 23 SP:Iteration 33Q (6307.541829 sec): 3 clusters Score: Raw -501736.686177 + Penalty 4627.997311 = -497108.688866 nChanged 18 SP:Iteration 34Q (6307.602672 sec): 3 clusters Score: Raw -501742.722642 + Penalty 4627.997311 = -497114.725331 nChanged 19 SP:Iteration 35Q (6307.664799 sec): 3 clusters Score: Raw -501752.932796 + Penalty 4627.997311 = -497124.935485 nChanged 24 SP:Iteration 36Q (6307.726509 sec): 3 clusters Score: Raw -501764.013666 + Penalty 4627.997311 = -497136.016355 nChanged 26 SP:Iteration 37Q (6307.784667 sec): 3 clusters Score: Raw -501776.392881 + Penalty 4627.997311 = -497148.395571 nChanged 22 SP:Iteration 38Q (6307.839931 sec): 3 clusters Score: Raw -501784.404582 + Penalty 4627.997311 = -497156.407271 nChanged 20 SP:Iteration 39Q (6307.899800 sec): 3 clusters Score: Raw -501793.257964 + Penalty 4627.997311 = -497165.260653 nChanged 21 SP:Iteration 40F (6307.960770 sec): 3 clusters Score: Raw -501802.704053 + Penalty 4627.997311 = -497174.706742 nChanged 30 SP:Iteration 41Q (6308.022375 sec): 3 clusters Score: Raw -501817.417082 + Penalty 4627.997311 = -497189.419772 nChanged 37 SP:Iteration 42Q (6308.082434 sec): 3 clusters Score: Raw -501836.388362 + Penalty 4627.997311 = -497208.391051 nChanged 32 SP:Iteration 43Q (6308.137885 sec): 3 clusters Score: Raw -501857.831073 + Penalty 4627.997311 = -497229.833762 nChanged 39 SP:Iteration 44Q (6308.197047 sec): 3 clusters Score: Raw -501879.321632 + Penalty 4627.997311 = -497251.324321 nChanged 41 SP:Iteration 45Q (6308.258067 sec): 3 clusters Score: Raw -501896.367076 + Penalty 4627.997311 = -497268.369766 nChanged 33 SP:Iteration 46Q (6308.318310 sec): 3 clusters Score: Raw -501915.952593 + Penalty 4627.997311 = -497287.955282 nChanged 39 SP:Iteration 47Q (6308.375142 sec): 3 clusters Score: Raw -501939.208892 + Penalty 4627.997311 = -497311.211581 nChanged 44 SP:Iteration 48Q (6308.520379 sec): 3 clusters Score: Raw -501961.904697 + Penalty 4627.997311 = -497333.907386 nChanged 37 SP:Iteration 49Q (6308.645446 sec): 3 clusters Score: Raw -501986.258058 + Penalty 4627.997311 = -497358.260747 nChanged 37 SP:Iteration 50Q (6308.760920 sec): 3 clusters Score: Raw -502004.756626 + Penalty 4627.997311 = -497376.759315 nChanged 33 SP:Iteration 51Q (6308.919464 sec): 3 clusters Score: Raw -502016.803008 + Penalty 4627.997311 = -497388.805698 nChanged 20 SP:Iteration 52Q (6309.014845 sec): 3 clusters Score: Raw -502025.283195 + Penalty 4627.997311 = -497397.285885 nChanged 20 SP:Iteration 53Q (6309.130645 sec): 3 clusters Score: Raw -502033.828113 + Penalty 4627.997311 = -497405.830802 nChanged 20 SP:Iteration 54Q (6309.236370 sec): 3 clusters Score: Raw -502043.724234 + Penalty 4627.997311 = -497415.726923 nChanged 18 SP:Iteration 55Q (6309.374593 sec): 3 clusters Score: Raw -502055.091498 + Penalty 4627.997311 = -497427.094187 nChanged 27 SP:Iteration 56Q (6309.500492 sec): 3 clusters Score: Raw -502071.227594 + Penalty 4627.997311 = -497443.230284 nChanged 27 SP:Iteration 57Q (6309.553111 sec): 3 clusters Score: Raw -502084.997609 + Penalty 4627.997311 = -497457.000298 nChanged 31 SP:Iteration 58Q (6309.605710 sec): 3 clusters Score: Raw -502102.805377 + Penalty 4627.997311 = -497474.808067 nChanged 35 SP:Iteration 59Q (6309.658196 sec): 3 clusters Score: Raw -502120.821293 + Penalty 4627.997311 = -497492.823983 nChanged 31 SP:Iteration 60F (6309.712428 sec): 3 clusters Score: Raw -502137.947180 + Penalty 4627.997311 = -497509.949870 nChanged 33 SP:Iteration 61Q (6309.769076 sec): 3 clusters Score: Raw -502156.621477 + Penalty 4627.997311 = -497528.624167 nChanged 40 SP:Iteration 62Q (6309.831125 sec): 3 clusters Score: Raw -502182.312546 + Penalty 4627.997311 = -497554.315235 nChanged 48 SP:Iteration 63Q (6309.957428 sec): 3 clusters Score: Raw -502214.672037 + Penalty 4627.997311 = -497586.674727 nChanged 62 SP:Iteration 64Q (6310.010584 sec): 3 clusters Score: Raw -502249.993767 + Penalty 4627.997311 = -497621.996457 nChanged 59 SP:Iteration 65Q (6310.063883 sec): 3 clusters Score: Raw -502279.487876 + Penalty 4627.997311 = -497651.490566 nChanged 47 SP:Iteration 66Q (6310.119506 sec): 3 clusters Score: Raw -502302.889333 + Penalty 4627.997311 = -497674.892022 nChanged 44 SP:Iteration 67Q (6310.176862 sec): 3 clusters Score: Raw -502325.888126 + Penalty 4627.997311 = -497697.890816 nChanged 40 SP:Iteration 68Q (6310.235510 sec): 3 clusters Score: Raw -502347.405589 + Penalty 4627.997311 = -497719.408279 nChanged 44 SP:Iteration 69Q (6310.296599 sec): 3 clusters Score: Raw -502366.672853 + Penalty 4627.997311 = -497738.675542 nChanged 36 SP:Iteration 70Q (6310.358656 sec): 3 clusters Score: Raw -502386.281970 + Penalty 4627.997311 = -497758.284660 nChanged 45 SP:Iteration 71Q (6310.416354 sec): 3 clusters Score: Raw -502411.776539 + Penalty 4627.997311 = -497783.779228 nChanged 46 SP:Iteration 72Q (6310.470334 sec): 3 clusters Score: Raw -502440.015812 + Penalty 4627.997311 = -497812.018501 nChanged 43 SP:Iteration 73Q (6310.524490 sec): 3 clusters Score: Raw -502462.191639 + Penalty 4627.997311 = -497834.194328 nChanged 30 SP:Iteration 74Q (6310.588486 sec): 3 clusters Score: Raw -502474.470833 + Penalty 4627.997311 = -497846.473522 nChanged 21 SP:Iteration 75Q (6310.652360 sec): 3 clusters Score: Raw -502481.080046 + Penalty 4627.997311 = -497853.082735 nChanged 20 SP:Iteration 76Q (6310.713100 sec): 3 clusters Score: Raw -502487.171596 + Penalty 4627.997311 = -497859.174285 nChanged 13 SP:Iteration 77Q (6310.767434 sec): 3 clusters Score: Raw -502491.755297 + Penalty 4627.997311 = -497863.757986 nChanged 18 SP:Iteration 78Q (6310.822797 sec): 3 clusters Score: Raw -502499.566130 + Penalty 4627.997311 = -497871.568820 nChanged 21 SP:Iteration 79Q (6310.961298 sec): 3 clusters Score: Raw -502507.814566 + Penalty 4627.997311 = -497879.817255 nChanged 18 SP:Iteration 80F (6311.120529 sec): 3 clusters Score: Raw -502513.482585 + Penalty 4627.997311 = -497885.485274 nChanged 16 SP:Iteration 81Q (6311.250982 sec): 3 clusters Score: Raw -502518.900845 + Penalty 4627.997311 = -497890.903534 nChanged 14 SP:Iteration 82Q (6311.388922 sec): 3 clusters Score: Raw -502523.013688 + Penalty 4627.997311 = -497895.016377 nChanged 16 SP:Iteration 83Q (6311.470495 sec): 3 clusters Score: Raw -502527.541543 + Penalty 4627.997311 = -497899.544232 nChanged 14 SP:Iteration 84Q (6311.562605 sec): 3 clusters Score: Raw -502531.435881 + Penalty 4627.997311 = -497903.438571 nChanged 10 SP:Iteration 85Q (6311.650850 sec): 3 clusters Score: Raw -502533.648148 + Penalty 4627.997311 = -497905.650838 nChanged 3 SP:Iteration 86Q (6311.717273 sec): 3 clusters Score: Raw -502534.853641 + Penalty 4627.997311 = -497906.856330 nChanged 4 SP:Iteration 87Q (6311.768645 sec): 3 clusters Score: Raw -502536.825992 + Penalty 4627.997311 = -497908.828681 nChanged 5 SP:Iteration 88Q (6311.822267 sec): 3 clusters Score: Raw -502537.885303 + Penalty 4627.997311 = -497909.887993 nChanged 9 SP:Iteration 89Q (6311.889457 sec): 3 clusters Score: Raw -502542.247524 + Penalty 4627.997311 = -497914.250213 nChanged 10 SP:Iteration 90Q (6311.956287 sec): 3 clusters Score: Raw -502546.316543 + Penalty 4627.997311 = -497918.319232 nChanged 12 SP:Iteration 91Q (6312.015399 sec): 3 clusters Score: Raw -502549.256727 + Penalty 4627.997311 = -497921.259416 nChanged 4 SP:Iteration 92Q (6312.070194 sec): 3 clusters Score: Raw -502550.687835 + Penalty 4627.997311 = -497922.690525 nChanged 6 SP:Iteration 93Q (6312.124551 sec): 3 clusters Score: Raw -502553.086909 + Penalty 4627.997311 = -497925.089598 nChanged 5 SP:Iteration 94Q (6312.179002 sec): 3 clusters Score: Raw -502554.445003 + Penalty 4627.997311 = -497926.447693 nChanged 5 SP:Iteration 95Q (6312.332841 sec): 3 clusters Score: Raw -502555.818166 + Penalty 4627.997311 = -497927.820855 nChanged 1 SP:Iteration 96Q (6312.490508 sec): 3 clusters Score: Raw -502555.958847 + Penalty 4627.997311 = -497927.961536 nChanged 0 SP:Iteration 97F (6312.637017 sec): 3 clusters Score: Raw -502555.958847 + Penalty 4627.997311 = -497927.961536 nChanged 0 Trying to split cluster 4 (13176 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6312.698491 sec): 2 clusters Score: Raw -1020591.148567 + Penalty 2504.344200 = -1018086.804367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6312.833851 sec): 3 clusters Score: Raw -1013334.219028 + Penalty 5008.688400 = -1008325.530628 nChanged 5596 SP:Iteration 1F (6312.929045 sec): 3 clusters Score: Raw -1016558.506399 + Penalty 5008.688400 = -1011549.817999 nChanged 920 SP:Iteration 2F (6313.007742 sec): 3 clusters Score: Raw -1017079.709095 + Penalty 5008.688400 = -1012071.020695 nChanged 752 SP:Iteration 3F (6313.105833 sec): 3 clusters Score: Raw -1017503.425084 + Penalty 5008.688400 = -1012494.736685 nChanged 710 SP:Iteration 4F (6313.206162 sec): 3 clusters Score: Raw -1017901.043264 + Penalty 5008.688400 = -1012892.354865 nChanged 667 SP:Iteration 5F (6313.298331 sec): 3 clusters Score: Raw -1018310.034956 + Penalty 5008.688400 = -1013301.346556 nChanged 642 SP:Iteration 6Q (6313.384797 sec): 3 clusters Score: Raw -1018754.068021 + Penalty 5008.688400 = -1013745.379622 nChanged 656 SP:Iteration 7Q (6313.486579 sec): 3 clusters Score: Raw -1019175.486131 + Penalty 5008.688400 = -1014166.797731 nChanged 603 SP:Iteration 8Q (6313.582913 sec): 3 clusters Score: Raw -1019489.019144 + Penalty 5008.688400 = -1014480.330745 nChanged 503 SP:Iteration 9Q (6313.676923 sec): 3 clusters Score: Raw -1019726.333675 + Penalty 5008.688400 = -1014717.645276 nChanged 394 SP:Iteration 10Q (6313.767284 sec): 3 clusters Score: Raw -1019899.399889 + Penalty 5008.688400 = -1014890.711489 nChanged 342 SP:Iteration 11Q (6313.949088 sec): 3 clusters Score: Raw -1020020.775480 + Penalty 5008.688400 = -1015012.087081 nChanged 261 SP:Iteration 12Q (6314.110537 sec): 3 clusters Score: Raw -1020112.518683 + Penalty 5008.688400 = -1015103.830283 nChanged 217 SP:Iteration 13Q (6314.268848 sec): 3 clusters Score: Raw -1020174.393158 + Penalty 5008.688400 = -1015165.704759 nChanged 168 SP:Iteration 14Q (6314.419569 sec): 3 clusters Score: Raw -1020213.564188 + Penalty 5008.688400 = -1015204.875789 nChanged 129 SP:Iteration 15Q (6314.618758 sec): 3 clusters Score: Raw -1020244.403887 + Penalty 5008.688400 = -1015235.715487 nChanged 127 SP:Iteration 16Q (6314.676979 sec): 3 clusters Score: Raw -1020275.251849 + Penalty 5008.688400 = -1015266.563450 nChanged 122 SP:Iteration 17Q (6314.768925 sec): 3 clusters Score: Raw -1020300.999725 + Penalty 5008.688400 = -1015292.311326 nChanged 103 SP:Iteration 18Q (6314.899811 sec): 3 clusters Score: Raw -1020322.935473 + Penalty 5008.688400 = -1015314.247073 nChanged 92 SP:Iteration 19Q (6314.991559 sec): 3 clusters Score: Raw -1020343.790901 + Penalty 5008.688400 = -1015335.102502 nChanged 98 SP:Iteration 20F (6315.103749 sec): 3 clusters Score: Raw -1020365.621500 + Penalty 5008.688400 = -1015356.933101 nChanged 95 SP:Iteration 21Q (6315.192227 sec): 3 clusters Score: Raw -1020388.487445 + Penalty 5008.688400 = -1015379.799046 nChanged 92 SP:Iteration 22Q (6315.282772 sec): 3 clusters Score: Raw -1020407.899532 + Penalty 5008.688400 = -1015399.211133 nChanged 80 SP:Iteration 23Q (6315.392061 sec): 3 clusters Score: Raw -1020424.978508 + Penalty 5008.688400 = -1015416.290108 nChanged 79 SP:Iteration 24Q (6315.486978 sec): 3 clusters Score: Raw -1020440.801014 + Penalty 5008.688400 = -1015432.112615 nChanged 76 SP:Iteration 25Q (6315.594691 sec): 3 clusters Score: Raw -1020455.224499 + Penalty 5008.688400 = -1015446.536099 nChanged 74 SP:Iteration 26Q (6315.684449 sec): 3 clusters Score: Raw -1020468.266757 + Penalty 5008.688400 = -1015459.578357 nChanged 71 SP:Iteration 27Q (6315.772179 sec): 3 clusters Score: Raw -1020481.749113 + Penalty 5008.688400 = -1015473.060714 nChanged 55 SP:Iteration 28Q (6315.879251 sec): 3 clusters Score: Raw -1020491.858181 + Penalty 5008.688400 = -1015483.169782 nChanged 46 SP:Iteration 29Q (6315.974920 sec): 3 clusters Score: Raw -1020500.801420 + Penalty 5008.688400 = -1015492.113021 nChanged 57 SP:Iteration 30Q (6316.065915 sec): 3 clusters Score: Raw -1020512.000429 + Penalty 5008.688400 = -1015503.312030 nChanged 51 SP:Iteration 31Q (6316.159276 sec): 3 clusters Score: Raw -1020522.547261 + Penalty 5008.688400 = -1015513.858861 nChanged 49 SP:Iteration 32Q (6316.263122 sec): 3 clusters Score: Raw -1020532.643243 + Penalty 5008.688400 = -1015523.954843 nChanged 52 SP:Iteration 33Q (6316.358340 sec): 3 clusters Score: Raw -1020543.411261 + Penalty 5008.688400 = -1015534.722861 nChanged 51 SP:Iteration 34Q (6316.448931 sec): 3 clusters Score: Raw -1020554.337590 + Penalty 5008.688400 = -1015545.649190 nChanged 58 SP:Iteration 35Q (6316.546722 sec): 3 clusters Score: Raw -1020566.835024 + Penalty 5008.688400 = -1015558.146624 nChanged 62 SP:Iteration 36Q (6316.652424 sec): 3 clusters Score: Raw -1020582.953040 + Penalty 5008.688400 = -1015574.264641 nChanged 77 SP:Iteration 37Q (6316.741215 sec): 3 clusters Score: Raw -1020601.904569 + Penalty 5008.688400 = -1015593.216169 nChanged 87 SP:Iteration 38Q (6316.849041 sec): 3 clusters Score: Raw -1020624.559100 + Penalty 5008.688400 = -1015615.870700 nChanged 77 SP:Iteration 39Q (6316.944476 sec): 3 clusters Score: Raw -1020643.729468 + Penalty 5008.688400 = -1015635.041068 nChanged 74 SP:Iteration 40F (6317.028937 sec): 3 clusters Score: Raw -1020659.257094 + Penalty 5008.688400 = -1015650.568695 nChanged 56 SP:Iteration 41Q (6317.126648 sec): 3 clusters Score: Raw -1020672.913616 + Penalty 5008.688400 = -1015664.225217 nChanged 66 SP:Iteration 42Q (6317.318482 sec): 3 clusters Score: Raw -1020693.031694 + Penalty 5008.688400 = -1015684.343295 nChanged 80 SP:Iteration 43Q (6317.464475 sec): 3 clusters Score: Raw -1020713.920289 + Penalty 5008.688400 = -1015705.231889 nChanged 74 SP:Iteration 44Q (6317.639200 sec): 3 clusters Score: Raw -1020732.916864 + Penalty 5008.688400 = -1015724.228464 nChanged 64 SP:Iteration 45Q (6317.816193 sec): 3 clusters Score: Raw -1020755.166242 + Penalty 5008.688400 = -1015746.477843 nChanged 77 SP:Iteration 46Q (6317.991258 sec): 3 clusters Score: Raw -1020778.746535 + Penalty 5008.688400 = -1015770.058135 nChanged 67 SP:Iteration 47Q (6318.067665 sec): 3 clusters Score: Raw -1020799.357608 + Penalty 5008.688400 = -1015790.669209 nChanged 84 SP:Iteration 48Q (6318.144540 sec): 3 clusters Score: Raw -1020827.154327 + Penalty 5008.688400 = -1015818.465927 nChanged 68 SP:Iteration 49Q (6318.253777 sec): 3 clusters Score: Raw -1020844.509285 + Penalty 5008.688400 = -1015835.820885 nChanged 57 SP:Iteration 50Q (6318.341464 sec): 3 clusters Score: Raw -1020860.732933 + Penalty 5008.688400 = -1015852.044533 nChanged 54 SP:Iteration 51Q (6318.429620 sec): 3 clusters Score: Raw -1020873.087895 + Penalty 5008.688400 = -1015864.399495 nChanged 37 SP:Iteration 52Q (6318.518337 sec): 3 clusters Score: Raw -1020883.134624 + Penalty 5008.688400 = -1015874.446224 nChanged 45 SP:Iteration 53Q (6318.620484 sec): 3 clusters Score: Raw -1020893.761977 + Penalty 5008.688400 = -1015885.073578 nChanged 37 SP:Iteration 54Q (6318.714166 sec): 3 clusters Score: Raw -1020902.269218 + Penalty 5008.688400 = -1015893.580819 nChanged 35 SP:Iteration 55Q (6318.803475 sec): 3 clusters Score: Raw -1020910.918783 + Penalty 5008.688400 = -1015902.230384 nChanged 29 SP:Iteration 56Q (6318.891078 sec): 3 clusters Score: Raw -1020918.766361 + Penalty 5008.688400 = -1015910.077961 nChanged 30 SP:Iteration 57Q (6318.993470 sec): 3 clusters Score: Raw -1020927.341670 + Penalty 5008.688400 = -1015918.653270 nChanged 30 SP:Iteration 58Q (6319.086760 sec): 3 clusters Score: Raw -1020936.408920 + Penalty 5008.688400 = -1015927.720520 nChanged 26 SP:Iteration 59Q (6319.176636 sec): 3 clusters Score: Raw -1020943.542100 + Penalty 5008.688400 = -1015934.853700 nChanged 25 SP:Iteration 60F (6319.265369 sec): 3 clusters Score: Raw -1020950.308071 + Penalty 5008.688400 = -1015941.619671 nChanged 25 SP:Iteration 61Q (6319.365349 sec): 3 clusters Score: Raw -1020957.131451 + Penalty 5008.688400 = -1015948.443051 nChanged 29 SP:Iteration 62Q (6319.458646 sec): 3 clusters Score: Raw -1020963.177543 + Penalty 5008.688400 = -1015954.489144 nChanged 23 SP:Iteration 63Q (6319.549192 sec): 3 clusters Score: Raw -1020969.328727 + Penalty 5008.688400 = -1015960.640327 nChanged 26 SP:Iteration 64Q (6319.635937 sec): 3 clusters Score: Raw -1020975.941237 + Penalty 5008.688400 = -1015967.252838 nChanged 24 SP:Iteration 65Q (6319.733481 sec): 3 clusters Score: Raw -1020983.784732 + Penalty 5008.688400 = -1015975.096333 nChanged 23 SP:Iteration 66Q (6319.826418 sec): 3 clusters Score: Raw -1020989.902760 + Penalty 5008.688400 = -1015981.214360 nChanged 17 SP:Iteration 67Q (6319.917949 sec): 3 clusters Score: Raw -1020996.344269 + Penalty 5008.688400 = -1015987.655869 nChanged 17 SP:Iteration 68Q (6320.007000 sec): 3 clusters Score: Raw -1021001.806250 + Penalty 5008.688400 = -1015993.117851 nChanged 12 SP:Iteration 69Q (6320.101609 sec): 3 clusters Score: Raw -1021006.592140 + Penalty 5008.688400 = -1015997.903740 nChanged 17 SP:Iteration 70Q (6320.203992 sec): 3 clusters Score: Raw -1021012.985719 + Penalty 5008.688400 = -1016004.297319 nChanged 14 SP:Iteration 71Q (6320.294858 sec): 3 clusters Score: Raw -1021016.950006 + Penalty 5008.688400 = -1016008.261607 nChanged 16 SP:Iteration 72Q (6320.380800 sec): 3 clusters Score: Raw -1021021.593652 + Penalty 5008.688400 = -1016012.905253 nChanged 8 SP:Iteration 73Q (6320.573851 sec): 3 clusters Score: Raw -1021024.139925 + Penalty 5008.688400 = -1016015.451526 nChanged 11 SP:Iteration 74Q (6320.762295 sec): 3 clusters Score: Raw -1021026.721626 + Penalty 5008.688400 = -1016018.033226 nChanged 11 SP:Iteration 75Q (6320.934807 sec): 3 clusters Score: Raw -1021029.082747 + Penalty 5008.688400 = -1016020.394347 nChanged 12 SP:Iteration 76Q (6321.116935 sec): 3 clusters Score: Raw -1021033.745459 + Penalty 5008.688400 = -1016025.057059 nChanged 18 SP:Iteration 77Q (6321.290958 sec): 3 clusters Score: Raw -1021040.368383 + Penalty 5008.688400 = -1016031.679983 nChanged 21 SP:Iteration 78Q (6321.385608 sec): 3 clusters Score: Raw -1021045.986104 + Penalty 5008.688400 = -1016037.297705 nChanged 20 SP:Iteration 79Q (6321.487552 sec): 3 clusters Score: Raw -1021051.423653 + Penalty 5008.688400 = -1016042.735254 nChanged 13 SP:Iteration 80F (6321.653134 sec): 3 clusters Score: Raw -1021056.119442 + Penalty 5008.688400 = -1016047.431042 nChanged 14 SP:Iteration 81Q (6321.870028 sec): 3 clusters Score: Raw -1021061.123519 + Penalty 5008.688400 = -1016052.435120 nChanged 15 SP:Iteration 82Q (6321.953002 sec): 3 clusters Score: Raw -1021064.778021 + Penalty 5008.688400 = -1016056.089622 nChanged 14 SP:Iteration 83Q (6322.041097 sec): 3 clusters Score: Raw -1021069.411115 + Penalty 5008.688400 = -1016060.722715 nChanged 12 SP:Iteration 84Q (6322.143869 sec): 3 clusters Score: Raw -1021073.924903 + Penalty 5008.688400 = -1016065.236504 nChanged 12 SP:Iteration 85Q (6322.259816 sec): 3 clusters Score: Raw -1021076.922902 + Penalty 5008.688400 = -1016068.234502 nChanged 9 SP:Iteration 86Q (6322.349593 sec): 3 clusters Score: Raw -1021079.029381 + Penalty 5008.688400 = -1016070.340981 nChanged 11 SP:Iteration 87Q (6322.458030 sec): 3 clusters Score: Raw -1021081.967630 + Penalty 5008.688400 = -1016073.279230 nChanged 9 SP:Iteration 88Q (6322.545773 sec): 3 clusters Score: Raw -1021085.276756 + Penalty 5008.688400 = -1016076.588356 nChanged 15 SP:Iteration 89Q (6322.627823 sec): 3 clusters Score: Raw -1021092.825599 + Penalty 5008.688400 = -1016084.137200 nChanged 17 SP:Iteration 90Q (6322.729292 sec): 3 clusters Score: Raw -1021100.544065 + Penalty 5008.688400 = -1016091.855665 nChanged 24 SP:Iteration 91Q (6322.820607 sec): 3 clusters Score: Raw -1021108.905031 + Penalty 5008.688400 = -1016100.216632 nChanged 18 SP:Iteration 92Q (6322.909539 sec): 3 clusters Score: Raw -1021115.733858 + Penalty 5008.688400 = -1016107.045459 nChanged 15 SP:Iteration 93Q (6322.994854 sec): 3 clusters Score: Raw -1021120.165116 + Penalty 5008.688400 = -1016111.476717 nChanged 16 SP:Iteration 94Q (6323.091115 sec): 3 clusters Score: Raw -1021123.548590 + Penalty 5008.688400 = -1016114.860190 nChanged 7 SP:Iteration 95Q (6323.265066 sec): 3 clusters Score: Raw -1021124.734986 + Penalty 5008.688400 = -1016116.046586 nChanged 4 SP:Iteration 96Q (6323.351479 sec): 3 clusters Score: Raw -1021125.745033 + Penalty 5008.688400 = -1016117.056633 nChanged 4 SP:Iteration 97Q (6323.443138 sec): 3 clusters Score: Raw -1021127.187144 + Penalty 5008.688400 = -1016118.498744 nChanged 9 SP:Iteration 98Q (6323.533320 sec): 3 clusters Score: Raw -1021131.351957 + Penalty 5008.688400 = -1016122.663557 nChanged 10 SP:Iteration 99Q (6323.619298 sec): 3 clusters Score: Raw -1021134.443293 + Penalty 5008.688400 = -1016125.754893 nChanged 6 SP:Iteration 100F (6323.717194 sec): 3 clusters Score: Raw -1021137.022099 + Penalty 5008.688400 = -1016128.333699 nChanged 9 SP:Iteration 101Q (6323.809328 sec): 3 clusters Score: Raw -1021139.962391 + Penalty 5008.688400 = -1016131.273992 nChanged 6 SP:Iteration 102Q (6323.898865 sec): 3 clusters Score: Raw -1021142.149781 + Penalty 5008.688400 = -1016133.461382 nChanged 8 SP:Iteration 103Q (6323.983685 sec): 3 clusters Score: Raw -1021145.178931 + Penalty 5008.688400 = -1016136.490532 nChanged 8 SP:Iteration 104Q (6324.201024 sec): 3 clusters Score: Raw -1021148.924077 + Penalty 5008.688400 = -1016140.235678 nChanged 10 SP:Iteration 105Q (6324.406927 sec): 3 clusters Score: Raw -1021152.543243 + Penalty 5008.688400 = -1016143.854843 nChanged 9 SP:Iteration 106Q (6324.618123 sec): 3 clusters Score: Raw -1021155.946610 + Penalty 5008.688400 = -1016147.258210 nChanged 7 SP:Iteration 107Q (6324.813056 sec): 3 clusters Score: Raw -1021157.732419 + Penalty 5008.688400 = -1016149.044020 nChanged 4 SP:Iteration 108Q (6324.979827 sec): 3 clusters Score: Raw -1021159.305853 + Penalty 5008.688400 = -1016150.617454 nChanged 4 SP:Iteration 109Q (6325.052552 sec): 3 clusters Score: Raw -1021160.355847 + Penalty 5008.688400 = -1016151.667447 nChanged 4 SP:Iteration 110Q (6325.136056 sec): 3 clusters Score: Raw -1021161.115095 + Penalty 5008.688400 = -1016152.426696 nChanged 3 SP:Iteration 111Q (6325.247650 sec): 3 clusters Score: Raw -1021161.600665 + Penalty 5008.688400 = -1016152.912266 nChanged 0 SP:Iteration 112F (6325.334349 sec): 3 clusters Score: Raw -1021161.600665 + Penalty 5008.688400 = -1016152.912266 nChanged 0 Trying to split cluster 5 (8978 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6325.413481 sec): 2 clusters Score: Raw -696852.822899 + Penalty 2403.068559 = -694449.754341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6325.511248 sec): 3 clusters Score: Raw -692176.287770 + Penalty 4806.137117 = -687370.150652 nChanged 3585 SP:Iteration 1F (6325.576392 sec): 3 clusters Score: Raw -694181.582032 + Penalty 4806.137117 = -689375.444915 nChanged 722 SP:Iteration 2F (6325.642260 sec): 3 clusters Score: Raw -694613.412583 + Penalty 4806.137117 = -689807.275465 nChanged 523 SP:Iteration 3F (6325.711033 sec): 3 clusters Score: Raw -694929.451362 + Penalty 4806.137117 = -690123.314244 nChanged 455 SP:Iteration 4F (6325.785413 sec): 3 clusters Score: Raw -695227.006621 + Penalty 4806.137117 = -690420.869503 nChanged 440 SP:Iteration 5Q (6325.863732 sec): 3 clusters Score: Raw -695534.455874 + Penalty 4806.137117 = -690728.318756 nChanged 415 SP:Iteration 6Q (6325.938980 sec): 3 clusters Score: Raw -695796.744602 + Penalty 4806.137117 = -690990.607485 nChanged 397 SP:Iteration 7Q (6326.009570 sec): 3 clusters Score: Raw -696027.083860 + Penalty 4806.137117 = -691220.946743 nChanged 352 SP:Iteration 8Q (6326.086282 sec): 3 clusters Score: Raw -696254.842749 + Penalty 4806.137117 = -691448.705632 nChanged 335 SP:Iteration 9Q (6326.164952 sec): 3 clusters Score: Raw -696461.331558 + Penalty 4806.137117 = -691655.194440 nChanged 304 SP:Iteration 10Q (6326.241603 sec): 3 clusters Score: Raw -696630.576343 + Penalty 4806.137117 = -691824.439226 nChanged 248 SP:Iteration 11Q (6326.318125 sec): 3 clusters Score: Raw -696785.164832 + Penalty 4806.137117 = -691979.027714 nChanged 256 SP:Iteration 12Q (6326.394562 sec): 3 clusters Score: Raw -696931.665583 + Penalty 4806.137117 = -692125.528466 nChanged 215 SP:Iteration 13Q (6326.470763 sec): 3 clusters Score: Raw -697046.807087 + Penalty 4806.137117 = -692240.669970 nChanged 185 SP:Iteration 14Q (6326.543722 sec): 3 clusters Score: Raw -697147.882971 + Penalty 4806.137117 = -692341.745853 nChanged 195 SP:Iteration 15Q (6326.613144 sec): 3 clusters Score: Raw -697262.801243 + Penalty 4806.137117 = -692456.664125 nChanged 186 SP:Iteration 16Q (6326.690174 sec): 3 clusters Score: Raw -697374.292710 + Penalty 4806.137117 = -692568.155592 nChanged 190 SP:Iteration 17Q (6326.765224 sec): 3 clusters Score: Raw -697475.970147 + Penalty 4806.137117 = -692669.833030 nChanged 168 SP:Iteration 18Q (6326.834364 sec): 3 clusters Score: Raw -697559.015052 + Penalty 4806.137117 = -692752.877934 nChanged 137 SP:Iteration 19Q (6326.909124 sec): 3 clusters Score: Raw -697617.722578 + Penalty 4806.137117 = -692811.585460 nChanged 115 SP:Iteration 20F (6327.120416 sec): 3 clusters Score: Raw -697665.772012 + Penalty 4806.137117 = -692859.634895 nChanged 106 SP:Iteration 21Q (6327.295979 sec): 3 clusters Score: Raw -697703.866374 + Penalty 4806.137117 = -692897.729257 nChanged 96 SP:Iteration 22Q (6327.464402 sec): 3 clusters Score: Raw -697732.707799 + Penalty 4806.137117 = -692926.570682 nChanged 76 SP:Iteration 23Q (6327.627812 sec): 3 clusters Score: Raw -697752.374725 + Penalty 4806.137117 = -692946.237608 nChanged 65 SP:Iteration 24Q (6327.803080 sec): 3 clusters Score: Raw -697773.378841 + Penalty 4806.137117 = -692967.241723 nChanged 71 SP:Iteration 25Q (6327.989345 sec): 3 clusters Score: Raw -697790.947755 + Penalty 4806.137117 = -692984.810637 nChanged 49 SP:Iteration 26Q (6328.079451 sec): 3 clusters Score: Raw -697804.350713 + Penalty 4806.137117 = -692998.213596 nChanged 39 SP:Iteration 27Q (6328.139412 sec): 3 clusters Score: Raw -697814.018132 + Penalty 4806.137117 = -693007.881014 nChanged 32 SP:Iteration 28Q (6328.218961 sec): 3 clusters Score: Raw -697820.204635 + Penalty 4806.137117 = -693014.067517 nChanged 31 SP:Iteration 29Q (6328.297131 sec): 3 clusters Score: Raw -697825.170627 + Penalty 4806.137117 = -693019.033509 nChanged 20 SP:Iteration 30Q (6328.371117 sec): 3 clusters Score: Raw -697829.739991 + Penalty 4806.137117 = -693023.602874 nChanged 23 SP:Iteration 31Q (6328.446932 sec): 3 clusters Score: Raw -697834.709444 + Penalty 4806.137117 = -693028.572326 nChanged 19 SP:Iteration 32Q (6328.522478 sec): 3 clusters Score: Raw -697837.247847 + Penalty 4806.137117 = -693031.110729 nChanged 18 SP:Iteration 33Q (6328.597406 sec): 3 clusters Score: Raw -697840.669960 + Penalty 4806.137117 = -693034.532843 nChanged 14 SP:Iteration 34Q (6328.672701 sec): 3 clusters Score: Raw -697842.634376 + Penalty 4806.137117 = -693036.497258 nChanged 11 SP:Iteration 35Q (6328.746051 sec): 3 clusters Score: Raw -697844.359193 + Penalty 4806.137117 = -693038.222076 nChanged 10 SP:Iteration 36Q (6328.815052 sec): 3 clusters Score: Raw -697846.430942 + Penalty 4806.137117 = -693040.293825 nChanged 9 SP:Iteration 37Q (6328.890096 sec): 3 clusters Score: Raw -697848.040670 + Penalty 4806.137117 = -693041.903553 nChanged 10 SP:Iteration 38Q (6328.965952 sec): 3 clusters Score: Raw -697849.709353 + Penalty 4806.137117 = -693043.572235 nChanged 5 SP:Iteration 39Q (6329.112068 sec): 3 clusters Score: Raw -697850.116385 + Penalty 4806.137117 = -693043.979268 nChanged 2 SP:Iteration 40F (6329.276532 sec): 3 clusters Score: Raw -697850.433055 + Penalty 4806.137117 = -693044.295937 nChanged 3 SP:Iteration 41Q (6329.375387 sec): 3 clusters Score: Raw -697850.813717 + Penalty 4806.137117 = -693044.676600 nChanged 0 SP:Iteration 42F (6329.449984 sec): 3 clusters Score: Raw -697850.813717 + Penalty 4806.137117 = -693044.676600 nChanged 0 Trying to split cluster 6 (8567 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6329.517236 sec): 2 clusters Score: Raw -754188.330278 + Penalty 2390.697643 = -751797.632635 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6329.618852 sec): 3 clusters Score: Raw -749697.887799 + Penalty 4781.395287 = -744916.492512 nChanged 3550 SP:Iteration 1F (6329.711461 sec): 3 clusters Score: Raw -751686.860937 + Penalty 4781.395287 = -746905.465650 nChanged 645 SP:Iteration 2F (6329.773807 sec): 3 clusters Score: Raw -752075.690273 + Penalty 4781.395287 = -747294.294986 nChanged 467 SP:Iteration 3F (6329.839851 sec): 3 clusters Score: Raw -752360.626549 + Penalty 4781.395287 = -747579.231262 nChanged 454 SP:Iteration 4F (6329.918195 sec): 3 clusters Score: Raw -752618.416768 + Penalty 4781.395287 = -747837.021481 nChanged 378 SP:Iteration 5Q (6329.999117 sec): 3 clusters Score: Raw -752855.524637 + Penalty 4781.395287 = -748074.129350 nChanged 396 SP:Iteration 6Q (6330.072191 sec): 3 clusters Score: Raw -753108.592646 + Penalty 4781.395287 = -748327.197359 nChanged 364 SP:Iteration 7Q (6330.206022 sec): 3 clusters Score: Raw -753330.729448 + Penalty 4781.395287 = -748549.334161 nChanged 326 SP:Iteration 8Q (6330.354214 sec): 3 clusters Score: Raw -753520.790262 + Penalty 4781.395287 = -748739.394975 nChanged 303 SP:Iteration 9Q (6330.501903 sec): 3 clusters Score: Raw -753691.053606 + Penalty 4781.395287 = -748909.658319 nChanged 269 SP:Iteration 10Q (6330.652676 sec): 3 clusters Score: Raw -753852.443086 + Penalty 4781.395287 = -749071.047799 nChanged 235 SP:Iteration 11Q (6330.830630 sec): 3 clusters Score: Raw -753977.320367 + Penalty 4781.395287 = -749195.925080 nChanged 198 SP:Iteration 12Q (6330.985025 sec): 3 clusters Score: Raw -754075.943755 + Penalty 4781.395287 = -749294.548468 nChanged 177 SP:Iteration 13Q (6331.107189 sec): 3 clusters Score: Raw -754157.365486 + Penalty 4781.395287 = -749375.970199 nChanged 160 SP:Iteration 14Q (6331.161189 sec): 3 clusters Score: Raw -754223.570048 + Penalty 4781.395287 = -749442.174761 nChanged 116 SP:Iteration 15Q (6331.233707 sec): 3 clusters Score: Raw -754261.753548 + Penalty 4781.395287 = -749480.358261 nChanged 82 SP:Iteration 16Q (6331.303832 sec): 3 clusters Score: Raw -754287.037436 + Penalty 4781.395287 = -749505.642149 nChanged 73 SP:Iteration 17Q (6331.380574 sec): 3 clusters Score: Raw -754309.073052 + Penalty 4781.395287 = -749527.677765 nChanged 60 SP:Iteration 18Q (6331.458912 sec): 3 clusters Score: Raw -754330.185878 + Penalty 4781.395287 = -749548.790591 nChanged 55 SP:Iteration 19Q (6331.536682 sec): 3 clusters Score: Raw -754345.332549 + Penalty 4781.395287 = -749563.937262 nChanged 45 SP:Iteration 20F (6331.742115 sec): 3 clusters Score: Raw -754360.797723 + Penalty 4781.395287 = -749579.402436 nChanged 48 SP:Iteration 21Q (6331.882690 sec): 3 clusters Score: Raw -754377.067940 + Penalty 4781.395287 = -749595.672653 nChanged 52 SP:Iteration 22Q (6332.054520 sec): 3 clusters Score: Raw -754393.313261 + Penalty 4781.395287 = -749611.917974 nChanged 43 SP:Iteration 23Q (6332.120577 sec): 3 clusters Score: Raw -754405.954112 + Penalty 4781.395287 = -749624.558825 nChanged 47 SP:Iteration 24Q (6332.191317 sec): 3 clusters Score: Raw -754422.058835 + Penalty 4781.395287 = -749640.663548 nChanged 36 SP:Iteration 25Q (6332.260753 sec): 3 clusters Score: Raw -754431.071504 + Penalty 4781.395287 = -749649.676217 nChanged 26 SP:Iteration 26Q (6332.331880 sec): 3 clusters Score: Raw -754438.554896 + Penalty 4781.395287 = -749657.159609 nChanged 25 SP:Iteration 27Q (6332.405368 sec): 3 clusters Score: Raw -754446.095433 + Penalty 4781.395287 = -749664.700146 nChanged 34 SP:Iteration 28Q (6332.481103 sec): 3 clusters Score: Raw -754455.097711 + Penalty 4781.395287 = -749673.702424 nChanged 31 SP:Iteration 29Q (6332.555298 sec): 3 clusters Score: Raw -754461.460349 + Penalty 4781.395287 = -749680.065063 nChanged 27 SP:Iteration 30Q (6332.625027 sec): 3 clusters Score: Raw -754470.614198 + Penalty 4781.395287 = -749689.218911 nChanged 25 SP:Iteration 31Q (6332.697069 sec): 3 clusters Score: Raw -754476.411532 + Penalty 4781.395287 = -749695.016245 nChanged 24 SP:Iteration 32Q (6332.772346 sec): 3 clusters Score: Raw -754481.436889 + Penalty 4781.395287 = -749700.041602 nChanged 17 SP:Iteration 33Q (6332.847932 sec): 3 clusters Score: Raw -754485.178355 + Penalty 4781.395287 = -749703.783068 nChanged 18 SP:Iteration 34Q (6332.922952 sec): 3 clusters Score: Raw -754489.482988 + Penalty 4781.395287 = -749708.087702 nChanged 18 SP:Iteration 35Q (6332.997081 sec): 3 clusters Score: Raw -754492.648265 + Penalty 4781.395287 = -749711.252978 nChanged 9 SP:Iteration 36Q (6333.071133 sec): 3 clusters Score: Raw -754494.413391 + Penalty 4781.395287 = -749713.018104 nChanged 12 SP:Iteration 37Q (6333.154235 sec): 3 clusters Score: Raw -754496.927514 + Penalty 4781.395287 = -749715.532227 nChanged 11 SP:Iteration 38Q (6333.351468 sec): 3 clusters Score: Raw -754499.380880 + Penalty 4781.395287 = -749717.985593 nChanged 13 SP:Iteration 39Q (6333.498257 sec): 3 clusters Score: Raw -754502.257405 + Penalty 4781.395287 = -749720.862118 nChanged 12 SP:Iteration 40F (6333.679240 sec): 3 clusters Score: Raw -754504.860275 + Penalty 4781.395287 = -749723.464988 nChanged 12 SP:Iteration 41Q (6333.790691 sec): 3 clusters Score: Raw -754507.253692 + Penalty 4781.395287 = -749725.858405 nChanged 13 SP:Iteration 42Q (6333.903777 sec): 3 clusters Score: Raw -754510.909701 + Penalty 4781.395287 = -749729.514414 nChanged 15 SP:Iteration 43Q (6334.111377 sec): 3 clusters Score: Raw -754514.467804 + Penalty 4781.395287 = -749733.072517 nChanged 16 SP:Iteration 44Q (6334.154073 sec): 3 clusters Score: Raw -754517.741121 + Penalty 4781.395287 = -749736.345834 nChanged 10 SP:Iteration 45Q (6334.241334 sec): 3 clusters Score: Raw -754519.628939 + Penalty 4781.395287 = -749738.233652 nChanged 7 SP:Iteration 46Q (6334.329238 sec): 3 clusters Score: Raw -754521.507761 + Penalty 4781.395287 = -749740.112474 nChanged 9 SP:Iteration 47Q (6334.401002 sec): 3 clusters Score: Raw -754523.744215 + Penalty 4781.395287 = -749742.348928 nChanged 10 SP:Iteration 48Q (6334.466303 sec): 3 clusters Score: Raw -754526.844085 + Penalty 4781.395287 = -749745.448798 nChanged 15 SP:Iteration 49Q (6334.537533 sec): 3 clusters Score: Raw -754530.247820 + Penalty 4781.395287 = -749748.852533 nChanged 11 SP:Iteration 50Q (6334.612507 sec): 3 clusters Score: Raw -754532.332764 + Penalty 4781.395287 = -749750.937477 nChanged 9 SP:Iteration 51Q (6334.685640 sec): 3 clusters Score: Raw -754534.056154 + Penalty 4781.395287 = -749752.660867 nChanged 4 SP:Iteration 52Q (6334.757845 sec): 3 clusters Score: Raw -754534.954228 + Penalty 4781.395287 = -749753.558941 nChanged 6 SP:Iteration 53Q (6334.828949 sec): 3 clusters Score: Raw -754536.333294 + Penalty 4781.395287 = -749754.938007 nChanged 6 SP:Iteration 54Q (6334.902070 sec): 3 clusters Score: Raw -754537.906921 + Penalty 4781.395287 = -749756.511634 nChanged 3 SP:Iteration 55Q (6334.977540 sec): 3 clusters Score: Raw -754539.036884 + Penalty 4781.395287 = -749757.641597 nChanged 5 SP:Iteration 56Q (6335.052058 sec): 3 clusters Score: Raw -754539.802321 + Penalty 4781.395287 = -749758.407034 nChanged 0 SP:Iteration 57F (6335.125231 sec): 3 clusters Score: Raw -754539.802321 + Penalty 4781.395287 = -749758.407034 nChanged 0 Trying to split cluster 7 (64396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6335.442974 sec): 2 clusters Score: Raw -5538449.353674 + Penalty 2923.220995 = -5535526.132679 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6335.817445 sec): 3 clusters Score: Raw -5498223.866730 + Penalty 5846.441990 = -5492377.424740 nChanged 29834 SP:Iteration 1F (6336.085465 sec): 3 clusters Score: Raw -5515230.071918 + Penalty 5846.441990 = -5509383.629929 nChanged 2849 SP:Iteration 2Q (6336.412687 sec): 3 clusters Score: Raw -5516227.748960 + Penalty 5846.441990 = -5510381.306970 nChanged 2858 SP:Iteration 3Q (6336.687851 sec): 3 clusters Score: Raw -5517436.518013 + Penalty 5846.441990 = -5511590.076024 nChanged 3106 SP:Iteration 4Q (6336.991996 sec): 3 clusters Score: Raw -5519025.134673 + Penalty 5846.441990 = -5513178.692683 nChanged 3444 SP:Iteration 5F (6337.256214 sec): 3 clusters Score: Raw -5520892.075466 + Penalty 5846.441990 = -5515045.633477 nChanged 3514 SP:Iteration 6F (6337.569360 sec): 3 clusters Score: Raw -5522815.111640 + Penalty 5846.441990 = -5516968.669650 nChanged 3516 SP:Iteration 7F (6337.832271 sec): 3 clusters Score: Raw -5524760.080099 + Penalty 5846.441990 = -5518913.638110 nChanged 3409 SP:Iteration 8F (6338.146332 sec): 3 clusters Score: Raw -5526696.145735 + Penalty 5846.441990 = -5520849.703746 nChanged 3304 SP:Iteration 9F (6338.409761 sec): 3 clusters Score: Raw -5528626.028784 + Penalty 5846.441990 = -5522779.586794 nChanged 3087 SP:Iteration 10Q (6338.765613 sec): 3 clusters Score: Raw -5530551.163684 + Penalty 5846.441990 = -5524704.721695 nChanged 2810 SP:Iteration 11Q (6339.043983 sec): 3 clusters Score: Raw -5532376.430717 + Penalty 5846.441990 = -5526529.988727 nChanged 2400 SP:Iteration 12Q (6339.401773 sec): 3 clusters Score: Raw -5533924.429927 + Penalty 5846.441990 = -5528077.987937 nChanged 1956 SP:Iteration 13Q (6339.719234 sec): 3 clusters Score: Raw -5535180.888784 + Penalty 5846.441990 = -5529334.446794 nChanged 1597 SP:Iteration 14Q (6339.977055 sec): 3 clusters Score: Raw -5536159.840937 + Penalty 5846.441990 = -5530313.398948 nChanged 1239 SP:Iteration 15Q (6340.230580 sec): 3 clusters Score: Raw -5536886.321878 + Penalty 5846.441990 = -5531039.879888 nChanged 936 SP:Iteration 16Q (6340.533568 sec): 3 clusters Score: Raw -5537413.249770 + Penalty 5846.441990 = -5531566.807781 nChanged 723 SP:Iteration 17Q (6340.784008 sec): 3 clusters Score: Raw -5537801.052037 + Penalty 5846.441990 = -5531954.610048 nChanged 563 SP:Iteration 18Q (6341.079994 sec): 3 clusters Score: Raw -5538078.646619 + Penalty 5846.441990 = -5532232.204630 nChanged 437 SP:Iteration 19Q (6341.352811 sec): 3 clusters Score: Raw -5538292.523548 + Penalty 5846.441990 = -5532446.081559 nChanged 329 SP:Iteration 20F (6341.619546 sec): 3 clusters Score: Raw -5538453.531575 + Penalty 5846.441990 = -5532607.089585 nChanged 245 SP:Iteration 21Q (6341.915283 sec): 3 clusters Score: Raw -5538571.002892 + Penalty 5846.441990 = -5532724.560903 nChanged 185 SP:Iteration 22Q (6342.148725 sec): 3 clusters Score: Raw -5538656.475522 + Penalty 5846.441990 = -5532810.033532 nChanged 143 SP:Iteration 23Q (6342.383315 sec): 3 clusters Score: Raw -5538728.844149 + Penalty 5846.441990 = -5532882.402159 nChanged 129 SP:Iteration 24Q (6342.676316 sec): 3 clusters Score: Raw -5538799.080771 + Penalty 5846.441990 = -5532952.638782 nChanged 101 SP:Iteration 25Q (6342.937647 sec): 3 clusters Score: Raw -5538855.637073 + Penalty 5846.441990 = -5533009.195084 nChanged 94 SP:Iteration 26Q (6343.158912 sec): 3 clusters Score: Raw -5538904.175032 + Penalty 5846.441990 = -5533057.733043 nChanged 71 SP:Iteration 27Q (6343.399722 sec): 3 clusters Score: Raw -5538943.600100 + Penalty 5846.441990 = -5533097.158110 nChanged 61 SP:Iteration 28Q (6343.645825 sec): 3 clusters Score: Raw -5538974.319614 + Penalty 5846.441990 = -5533127.877624 nChanged 48 SP:Iteration 29Q (6343.863866 sec): 3 clusters Score: Raw -5538998.494723 + Penalty 5846.441990 = -5533152.052733 nChanged 40 SP:Iteration 30Q (6344.094973 sec): 3 clusters Score: Raw -5539018.376592 + Penalty 5846.441990 = -5533171.934603 nChanged 36 SP:Iteration 31Q (6344.336288 sec): 3 clusters Score: Raw -5539033.096877 + Penalty 5846.441990 = -5533186.654888 nChanged 25 SP:Iteration 32Q (6344.561614 sec): 3 clusters Score: Raw -5539044.850335 + Penalty 5846.441990 = -5533198.408346 nChanged 21 SP:Iteration 33Q (6344.789295 sec): 3 clusters Score: Raw -5539053.011322 + Penalty 5846.441990 = -5533206.569332 nChanged 18 SP:Iteration 34Q (6345.019487 sec): 3 clusters Score: Raw -5539061.860754 + Penalty 5846.441990 = -5533215.418764 nChanged 21 SP:Iteration 35Q (6345.257842 sec): 3 clusters Score: Raw -5539070.964623 + Penalty 5846.441990 = -5533224.522633 nChanged 14 SP:Iteration 36Q (6345.509896 sec): 3 clusters Score: Raw -5539077.511950 + Penalty 5846.441990 = -5533231.069961 nChanged 12 SP:Iteration 37Q (6345.737214 sec): 3 clusters Score: Raw -5539083.677754 + Penalty 5846.441990 = -5533237.235764 nChanged 11 SP:Iteration 38Q (6346.001656 sec): 3 clusters Score: Raw -5539088.887124 + Penalty 5846.441990 = -5533242.445134 nChanged 14 SP:Iteration 39Q (6346.283412 sec): 3 clusters Score: Raw -5539095.357568 + Penalty 5846.441990 = -5533248.915578 nChanged 11 SP:Iteration 40F (6346.579306 sec): 3 clusters Score: Raw -5539100.022515 + Penalty 5846.441990 = -5533253.580525 nChanged 8 SP:Iteration 41Q (6346.858973 sec): 3 clusters Score: Raw -5539102.718395 + Penalty 5846.441990 = -5533256.276405 nChanged 10 SP:Iteration 42Q (6347.079151 sec): 3 clusters Score: Raw -5539105.831903 + Penalty 5846.441990 = -5533259.389914 nChanged 7 SP:Iteration 43Q (6347.301737 sec): 3 clusters Score: Raw -5539108.328990 + Penalty 5846.441990 = -5533261.887001 nChanged 6 SP:Iteration 44Q (6347.524119 sec): 3 clusters Score: Raw -5539110.568664 + Penalty 5846.441990 = -5533264.126675 nChanged 5 SP:Iteration 45Q (6347.797839 sec): 3 clusters Score: Raw -5539112.676670 + Penalty 5846.441990 = -5533266.234681 nChanged 4 SP:Iteration 46Q (6348.056020 sec): 3 clusters Score: Raw -5539114.538208 + Penalty 5846.441990 = -5533268.096218 nChanged 5 SP:Iteration 47Q (6348.290447 sec): 3 clusters Score: Raw -5539116.871438 + Penalty 5846.441990 = -5533270.429449 nChanged 4 SP:Iteration 48Q (6348.519440 sec): 3 clusters Score: Raw -5539118.458890 + Penalty 5846.441990 = -5533272.016901 nChanged 6 SP:Iteration 49Q (6348.740194 sec): 3 clusters Score: Raw -5539120.775085 + Penalty 5846.441990 = -5533274.333096 nChanged 6 SP:Iteration 50Q (6348.957144 sec): 3 clusters Score: Raw -5539122.857105 + Penalty 5846.441990 = -5533276.415116 nChanged 4 SP:Iteration 51Q (6349.187997 sec): 3 clusters Score: Raw -5539124.666342 + Penalty 5846.441990 = -5533278.224352 nChanged 5 SP:Iteration 52Q (6349.436887 sec): 3 clusters Score: Raw -5539126.729237 + Penalty 5846.441990 = -5533280.287247 nChanged 5 SP:Iteration 53Q (6349.647772 sec): 3 clusters Score: Raw -5539128.846400 + Penalty 5846.441990 = -5533282.404411 nChanged 2 SP:Iteration 54Q (6349.875340 sec): 3 clusters Score: Raw -5539129.632390 + Penalty 5846.441990 = -5533283.190401 nChanged 2 SP:Iteration 55Q (6350.117795 sec): 3 clusters Score: Raw -5539130.537953 + Penalty 5846.441990 = -5533284.095963 nChanged 2 SP:Iteration 56Q (6350.336814 sec): 3 clusters Score: Raw -5539131.109213 + Penalty 5846.441990 = -5533284.667223 nChanged 3 SP:Iteration 57Q (6350.559877 sec): 3 clusters Score: Raw -5539132.399798 + Penalty 5846.441990 = -5533285.957808 nChanged 3 SP:Iteration 58Q (6350.781207 sec): 3 clusters Score: Raw -5539133.216938 + Penalty 5846.441990 = -5533286.774948 nChanged 2 SP:Iteration 59Q (6351.045426 sec): 3 clusters Score: Raw -5539133.657188 + Penalty 5846.441990 = -5533287.215199 nChanged 3 SP:Iteration 60F (6351.334355 sec): 3 clusters Score: Raw -5539134.823905 + Penalty 5846.441990 = -5533288.381915 nChanged 3 SP:Iteration 61Q (6351.619978 sec): 3 clusters Score: Raw -5539136.560258 + Penalty 5846.441990 = -5533290.118268 nChanged 3 SP:Iteration 62Q (6351.916490 sec): 3 clusters Score: Raw -5539137.585909 + Penalty 5846.441990 = -5533291.143920 nChanged 4 SP:Iteration 63Q (6352.150095 sec): 3 clusters Score: Raw -5539139.333562 + Penalty 5846.441990 = -5533292.891573 nChanged 3 SP:Iteration 64Q (6352.396316 sec): 3 clusters Score: Raw -5539141.001578 + Penalty 5846.441990 = -5533294.559589 nChanged 1 SP:Iteration 65Q (6352.616358 sec): 3 clusters Score: Raw -5539141.498314 + Penalty 5846.441990 = -5533295.056325 nChanged 2 SP:Iteration 66Q (6352.842199 sec): 3 clusters Score: Raw -5539142.355553 + Penalty 5846.441990 = -5533295.913563 nChanged 1 SP:Iteration 67Q (6353.089869 sec): 3 clusters Score: Raw -5539143.124149 + Penalty 5846.441990 = -5533296.682160 nChanged 3 SP:Iteration 68Q (6353.308604 sec): 3 clusters Score: Raw -5539144.912855 + Penalty 5846.441990 = -5533298.470866 nChanged 1 SP:Iteration 69Q (6353.575163 sec): 3 clusters Score: Raw -5539145.372214 + Penalty 5846.441990 = -5533298.930224 nChanged 0 SP:Iteration 70F (6353.864659 sec): 3 clusters Score: Raw -5539145.372214 + Penalty 5846.441990 = -5533298.930224 nChanged 0 Trying to split cluster 8 (14269 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6353.987296 sec): 2 clusters Score: Raw -1214585.521043 + Penalty 2525.382983 = -1212060.138060 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6354.140424 sec): 3 clusters Score: Raw -1206521.914504 + Penalty 5050.765965 = -1201471.148539 nChanged 6162 SP:Iteration 1F (6354.287324 sec): 3 clusters Score: Raw -1209970.487155 + Penalty 5050.765965 = -1204919.721189 nChanged 913 SP:Iteration 2F (6354.424235 sec): 3 clusters Score: Raw -1210437.838609 + Penalty 5050.765965 = -1205387.072643 nChanged 802 SP:Iteration 3F (6354.569546 sec): 3 clusters Score: Raw -1210855.887009 + Penalty 5050.765965 = -1205805.121044 nChanged 749 SP:Iteration 4F (6354.706542 sec): 3 clusters Score: Raw -1211247.927482 + Penalty 5050.765965 = -1206197.161517 nChanged 678 SP:Iteration 5Q (6354.868093 sec): 3 clusters Score: Raw -1211621.624616 + Penalty 5050.765965 = -1206570.858651 nChanged 709 SP:Iteration 6Q (6354.941004 sec): 3 clusters Score: Raw -1212065.131836 + Penalty 5050.765965 = -1207014.365871 nChanged 738 SP:Iteration 7F (6355.023644 sec): 3 clusters Score: Raw -1212561.582978 + Penalty 5050.765965 = -1207510.817013 nChanged 726 SP:Iteration 8F (6355.116237 sec): 3 clusters Score: Raw -1213091.876441 + Penalty 5050.765965 = -1208041.110476 nChanged 657 SP:Iteration 9Q (6355.216184 sec): 3 clusters Score: Raw -1213586.531483 + Penalty 5050.765965 = -1208535.765518 nChanged 537 SP:Iteration 10Q (6355.303655 sec): 3 clusters Score: Raw -1214035.737776 + Penalty 5050.765965 = -1208984.971811 nChanged 434 SP:Iteration 11Q (6355.382350 sec): 3 clusters Score: Raw -1214409.566482 + Penalty 5050.765965 = -1209358.800517 nChanged 297 SP:Iteration 12Q (6355.479124 sec): 3 clusters Score: Raw -1214658.697728 + Penalty 5050.765965 = -1209607.931763 nChanged 191 SP:Iteration 13Q (6355.566511 sec): 3 clusters Score: Raw -1214823.032720 + Penalty 5050.765965 = -1209772.266755 nChanged 118 SP:Iteration 14Q (6355.642599 sec): 3 clusters Score: Raw -1214919.480839 + Penalty 5050.765965 = -1209868.714874 nChanged 69 SP:Iteration 15Q (6355.726436 sec): 3 clusters Score: Raw -1214981.391527 + Penalty 5050.765965 = -1209930.625562 nChanged 45 SP:Iteration 16Q (6355.813340 sec): 3 clusters Score: Raw -1215017.648554 + Penalty 5050.765965 = -1209966.882588 nChanged 42 SP:Iteration 17Q (6355.899287 sec): 3 clusters Score: Raw -1215052.697757 + Penalty 5050.765965 = -1210001.931792 nChanged 24 SP:Iteration 18Q (6355.976933 sec): 3 clusters Score: Raw -1215071.543533 + Penalty 5050.765965 = -1210020.777568 nChanged 13 SP:Iteration 19Q (6356.048437 sec): 3 clusters Score: Raw -1215080.303476 + Penalty 5050.765965 = -1210029.537510 nChanged 10 SP:Iteration 20F (6356.145280 sec): 3 clusters Score: Raw -1215088.812992 + Penalty 5050.765965 = -1210038.047027 nChanged 10 SP:Iteration 21Q (6356.237155 sec): 3 clusters Score: Raw -1215095.174479 + Penalty 5050.765965 = -1210044.408514 nChanged 7 SP:Iteration 22Q (6356.312911 sec): 3 clusters Score: Raw -1215102.483952 + Penalty 5050.765965 = -1210051.717987 nChanged 7 SP:Iteration 23Q (6356.452915 sec): 3 clusters Score: Raw -1215108.427648 + Penalty 5050.765965 = -1210057.661683 nChanged 5 SP:Iteration 24Q (6356.531647 sec): 3 clusters Score: Raw -1215112.854814 + Penalty 5050.765965 = -1210062.088849 nChanged 4 SP:Iteration 25Q (6356.613172 sec): 3 clusters Score: Raw -1215118.264750 + Penalty 5050.765965 = -1210067.498785 nChanged 5 SP:Iteration 26Q (6356.702326 sec): 3 clusters Score: Raw -1215122.150017 + Penalty 5050.765965 = -1210071.384052 nChanged 5 SP:Iteration 27Q (6356.784053 sec): 3 clusters Score: Raw -1215125.879778 + Penalty 5050.765965 = -1210075.113813 nChanged 5 SP:Iteration 28Q (6356.854348 sec): 3 clusters Score: Raw -1215129.904577 + Penalty 5050.765965 = -1210079.138612 nChanged 3 SP:Iteration 29Q (6356.934646 sec): 3 clusters Score: Raw -1215131.066399 + Penalty 5050.765965 = -1210080.300434 nChanged 1 SP:Iteration 30Q (6357.079646 sec): 3 clusters Score: Raw -1215131.208801 + Penalty 5050.765965 = -1210080.442836 nChanged 0 SP:Iteration 31F (6357.207798 sec): 3 clusters Score: Raw -1215131.208801 + Penalty 5050.765965 = -1210080.442836 nChanged 0 Trying to split cluster 9 (5602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6357.290367 sec): 2 clusters Score: Raw -465453.004282 + Penalty 2278.552044 = -463174.452238 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6357.413590 sec): 3 clusters Score: Raw -462857.801699 + Penalty 4557.104089 = -458300.697610 nChanged 2127 SP:Iteration 1F (6357.524559 sec): 3 clusters Score: Raw -464415.869365 + Penalty 4557.104089 = -459858.765277 nChanged 582 SP:Iteration 2F (6357.570845 sec): 3 clusters Score: Raw -465004.619106 + Penalty 4557.104089 = -460447.515017 nChanged 446 SP:Iteration 3F (6357.619051 sec): 3 clusters Score: Raw -465386.751629 + Penalty 4557.104089 = -460829.647540 nChanged 337 SP:Iteration 4F (6357.667116 sec): 3 clusters Score: Raw -465674.946686 + Penalty 4557.104089 = -461117.842598 nChanged 278 SP:Iteration 5Q (6357.724408 sec): 3 clusters Score: Raw -465869.353229 + Penalty 4557.104089 = -461312.249141 nChanged 203 SP:Iteration 6Q (6357.786654 sec): 3 clusters Score: Raw -465999.448854 + Penalty 4557.104089 = -461442.344765 nChanged 144 SP:Iteration 7Q (6357.848134 sec): 3 clusters Score: Raw -466080.909709 + Penalty 4557.104089 = -461523.805621 nChanged 107 SP:Iteration 8Q (6357.900822 sec): 3 clusters Score: Raw -466131.664899 + Penalty 4557.104089 = -461574.560810 nChanged 82 SP:Iteration 9Q (6358.028622 sec): 3 clusters Score: Raw -466168.598009 + Penalty 4557.104089 = -461611.493920 nChanged 69 SP:Iteration 10Q (6358.090452 sec): 3 clusters Score: Raw -466199.929755 + Penalty 4557.104089 = -461642.825666 nChanged 51 SP:Iteration 11Q (6358.144886 sec): 3 clusters Score: Raw -466219.727652 + Penalty 4557.104089 = -461662.623563 nChanged 28 SP:Iteration 12Q (6358.197204 sec): 3 clusters Score: Raw -466231.715019 + Penalty 4557.104089 = -461674.610931 nChanged 25 SP:Iteration 13Q (6358.249011 sec): 3 clusters Score: Raw -466240.496144 + Penalty 4557.104089 = -461683.392056 nChanged 27 SP:Iteration 14Q (6358.300983 sec): 3 clusters Score: Raw -466250.357376 + Penalty 4557.104089 = -461693.253288 nChanged 17 SP:Iteration 15Q (6358.352623 sec): 3 clusters Score: Raw -466256.162520 + Penalty 4557.104089 = -461699.058432 nChanged 18 SP:Iteration 16Q (6358.404317 sec): 3 clusters Score: Raw -466262.634716 + Penalty 4557.104089 = -461705.530627 nChanged 21 SP:Iteration 17Q (6358.455880 sec): 3 clusters Score: Raw -466269.667812 + Penalty 4557.104089 = -461712.563724 nChanged 21 SP:Iteration 18Q (6358.508290 sec): 3 clusters Score: Raw -466276.925165 + Penalty 4557.104089 = -461719.821076 nChanged 13 SP:Iteration 19Q (6358.562920 sec): 3 clusters Score: Raw -466280.831012 + Penalty 4557.104089 = -461723.726923 nChanged 11 SP:Iteration 20F (6358.618626 sec): 3 clusters Score: Raw -466284.761756 + Penalty 4557.104089 = -461727.657667 nChanged 13 SP:Iteration 21Q (6358.675094 sec): 3 clusters Score: Raw -466288.569701 + Penalty 4557.104089 = -461731.465613 nChanged 3 SP:Iteration 22Q (6358.731812 sec): 3 clusters Score: Raw -466289.076498 + Penalty 4557.104089 = -461731.972409 nChanged 2 SP:Iteration 23Q (6358.787846 sec): 3 clusters Score: Raw -466289.929424 + Penalty 4557.104089 = -461732.825336 nChanged 5 SP:Iteration 24Q (6358.843507 sec): 3 clusters Score: Raw -466291.752035 + Penalty 4557.104089 = -461734.647947 nChanged 5 SP:Iteration 25Q (6358.899104 sec): 3 clusters Score: Raw -466293.259017 + Penalty 4557.104089 = -461736.154929 nChanged 2 SP:Iteration 26Q (6358.955109 sec): 3 clusters Score: Raw -466293.658402 + Penalty 4557.104089 = -461736.554314 nChanged 1 SP:Iteration 27Q (6359.011564 sec): 3 clusters Score: Raw -466293.878162 + Penalty 4557.104089 = -461736.774073 nChanged 1 SP:Iteration 28Q (6359.132649 sec): 3 clusters Score: Raw -466293.999318 + Penalty 4557.104089 = -461736.895229 nChanged 1 SP:Iteration 29Q (6359.278103 sec): 3 clusters Score: Raw -466294.531613 + Penalty 4557.104089 = -461737.427524 nChanged 3 SP:Iteration 30Q (6359.413858 sec): 3 clusters Score: Raw -466295.623779 + Penalty 4557.104089 = -461738.519690 nChanged 1 SP:Iteration 31Q (6359.565229 sec): 3 clusters Score: Raw -466295.887211 + Penalty 4557.104089 = -461738.783122 nChanged 0 SP:Iteration 32F (6359.710160 sec): 3 clusters Score: Raw -466295.887211 + Penalty 4557.104089 = -461738.783122 nChanged 0 Trying to split cluster 10 (4500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6359.783912 sec): 2 clusters Score: Raw -345493.663423 + Penalty 2220.723826 = -343272.939596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6359.936173 sec): 3 clusters Score: Raw -343329.621451 + Penalty 4441.447653 = -338888.173798 nChanged 1725 SP:Iteration 1F (6360.010237 sec): 3 clusters Score: Raw -344376.024013 + Penalty 4441.447653 = -339934.576360 nChanged 402 SP:Iteration 2F (6360.059290 sec): 3 clusters Score: Raw -344684.531731 + Penalty 4441.447653 = -340243.084079 nChanged 295 SP:Iteration 3F (6360.108370 sec): 3 clusters Score: Raw -344886.892564 + Penalty 4441.447653 = -340445.444911 nChanged 209 SP:Iteration 4Q (6360.158370 sec): 3 clusters Score: Raw -345044.388634 + Penalty 4441.447653 = -340602.940981 nChanged 179 SP:Iteration 5Q (6360.211343 sec): 3 clusters Score: Raw -345182.082049 + Penalty 4441.447653 = -340740.634396 nChanged 170 SP:Iteration 6Q (6360.264263 sec): 3 clusters Score: Raw -345310.477294 + Penalty 4441.447653 = -340869.029641 nChanged 146 SP:Iteration 7Q (6360.317261 sec): 3 clusters Score: Raw -345417.532788 + Penalty 4441.447653 = -340976.085135 nChanged 140 SP:Iteration 8Q (6360.368839 sec): 3 clusters Score: Raw -345507.577478 + Penalty 4441.447653 = -341066.129825 nChanged 109 SP:Iteration 9Q (6360.419743 sec): 3 clusters Score: Raw -345572.535842 + Penalty 4441.447653 = -341131.088189 nChanged 80 SP:Iteration 10Q (6360.470696 sec): 3 clusters Score: Raw -345623.631592 + Penalty 4441.447653 = -341182.183939 nChanged 64 SP:Iteration 11Q (6360.522708 sec): 3 clusters Score: Raw -345667.455319 + Penalty 4441.447653 = -341226.007666 nChanged 65 SP:Iteration 12Q (6360.575128 sec): 3 clusters Score: Raw -345708.037750 + Penalty 4441.447653 = -341266.590097 nChanged 48 SP:Iteration 13Q (6360.627643 sec): 3 clusters Score: Raw -345741.155302 + Penalty 4441.447653 = -341299.707650 nChanged 53 SP:Iteration 14Q (6360.679582 sec): 3 clusters Score: Raw -345779.179333 + Penalty 4441.447653 = -341337.731680 nChanged 57 SP:Iteration 15Q (6360.730291 sec): 3 clusters Score: Raw -345815.285895 + Penalty 4441.447653 = -341373.838242 nChanged 39 SP:Iteration 16Q (6360.781387 sec): 3 clusters Score: Raw -345836.794118 + Penalty 4441.447653 = -341395.346465 nChanged 24 SP:Iteration 17Q (6360.832226 sec): 3 clusters Score: Raw -345849.671919 + Penalty 4441.447653 = -341408.224266 nChanged 22 SP:Iteration 18Q (6360.923505 sec): 3 clusters Score: Raw -345861.224938 + Penalty 4441.447653 = -341419.777285 nChanged 27 SP:Iteration 19Q (6360.974833 sec): 3 clusters Score: Raw -345875.003372 + Penalty 4441.447653 = -341433.555719 nChanged 19 SP:Iteration 20F (6361.026824 sec): 3 clusters Score: Raw -345886.197142 + Penalty 4441.447653 = -341444.749489 nChanged 15 SP:Iteration 21Q (6361.078256 sec): 3 clusters Score: Raw -345894.508582 + Penalty 4441.447653 = -341453.060929 nChanged 13 SP:Iteration 22Q (6361.129967 sec): 3 clusters Score: Raw -345901.559584 + Penalty 4441.447653 = -341460.111931 nChanged 8 SP:Iteration 23Q (6361.182750 sec): 3 clusters Score: Raw -345904.932049 + Penalty 4441.447653 = -341463.484397 nChanged 7 SP:Iteration 24Q (6361.310602 sec): 3 clusters Score: Raw -345909.577065 + Penalty 4441.447653 = -341468.129412 nChanged 11 SP:Iteration 25Q (6361.474805 sec): 3 clusters Score: Raw -345914.790337 + Penalty 4441.447653 = -341473.342685 nChanged 7 SP:Iteration 26Q (6361.601033 sec): 3 clusters Score: Raw -345918.525117 + Penalty 4441.447653 = -341477.077464 nChanged 9 SP:Iteration 27Q (6361.757497 sec): 3 clusters Score: Raw -345923.214981 + Penalty 4441.447653 = -341481.767328 nChanged 8 SP:Iteration 28Q (6361.860238 sec): 3 clusters Score: Raw -345928.434340 + Penalty 4441.447653 = -341486.986688 nChanged 5 SP:Iteration 29Q (6362.028158 sec): 3 clusters Score: Raw -345931.328014 + Penalty 4441.447653 = -341489.880361 nChanged 3 SP:Iteration 30Q (6362.137905 sec): 3 clusters Score: Raw -345932.848894 + Penalty 4441.447653 = -341491.401241 nChanged 4 SP:Iteration 31Q (6362.270067 sec): 3 clusters Score: Raw -345935.749146 + Penalty 4441.447653 = -341494.301493 nChanged 1 SP:Iteration 32Q (6362.392176 sec): 3 clusters Score: Raw -345936.132204 + Penalty 4441.447653 = -341494.684551 nChanged 1 SP:Iteration 33Q (6362.443043 sec): 3 clusters Score: Raw -345936.446167 + Penalty 4441.447653 = -341494.998515 nChanged 0 SP:Iteration 34F (6362.495393 sec): 3 clusters Score: Raw -345936.446167 + Penalty 4441.447653 = -341494.998515 nChanged 0 Trying to split cluster 11 (3808 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6362.540446 sec): 2 clusters Score: Raw -282781.808611 + Penalty 2176.642881 = -280605.165730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6362.586743 sec): 3 clusters Score: Raw -281003.021426 + Penalty 4353.285761 = -276649.735665 nChanged 1442 SP:Iteration 1F (6362.643815 sec): 3 clusters Score: Raw -282057.172186 + Penalty 4353.285761 = -277703.886425 nChanged 390 SP:Iteration 2F (6362.700881 sec): 3 clusters Score: Raw -282460.700497 + Penalty 4353.285761 = -278107.414736 nChanged 287 SP:Iteration 3F (6362.757613 sec): 3 clusters Score: Raw -282841.427626 + Penalty 4353.285761 = -278488.141865 nChanged 249 SP:Iteration 4F (6362.808616 sec): 3 clusters Score: Raw -283157.384672 + Penalty 4353.285761 = -278804.098911 nChanged 198 SP:Iteration 5F (6362.851166 sec): 3 clusters Score: Raw -283345.379662 + Penalty 4353.285761 = -278992.093901 nChanged 139 SP:Iteration 6Q (6362.893390 sec): 3 clusters Score: Raw -283452.425646 + Penalty 4353.285761 = -279099.139885 nChanged 101 SP:Iteration 7Q (6362.936232 sec): 3 clusters Score: Raw -283518.533757 + Penalty 4353.285761 = -279165.247996 nChanged 72 SP:Iteration 8Q (6362.981306 sec): 3 clusters Score: Raw -283565.386542 + Penalty 4353.285761 = -279212.100781 nChanged 60 SP:Iteration 9Q (6363.030047 sec): 3 clusters Score: Raw -283593.571904 + Penalty 4353.285761 = -279240.286143 nChanged 47 SP:Iteration 10Q (6363.078691 sec): 3 clusters Score: Raw -283620.992790 + Penalty 4353.285761 = -279267.707029 nChanged 43 SP:Iteration 11Q (6363.127612 sec): 3 clusters Score: Raw -283644.399785 + Penalty 4353.285761 = -279291.114024 nChanged 33 SP:Iteration 12Q (6363.174885 sec): 3 clusters Score: Raw -283662.398054 + Penalty 4353.285761 = -279309.112293 nChanged 36 SP:Iteration 13Q (6363.222021 sec): 3 clusters Score: Raw -283680.268091 + Penalty 4353.285761 = -279326.982330 nChanged 35 SP:Iteration 14Q (6363.269392 sec): 3 clusters Score: Raw -283698.804597 + Penalty 4353.285761 = -279345.518836 nChanged 38 SP:Iteration 15Q (6363.317727 sec): 3 clusters Score: Raw -283719.553960 + Penalty 4353.285761 = -279366.268199 nChanged 44 SP:Iteration 16Q (6363.363777 sec): 3 clusters Score: Raw -283739.583495 + Penalty 4353.285761 = -279386.297733 nChanged 36 SP:Iteration 17Q (6363.409801 sec): 3 clusters Score: Raw -283755.080401 + Penalty 4353.285761 = -279401.794640 nChanged 28 SP:Iteration 18Q (6363.455717 sec): 3 clusters Score: Raw -283766.592265 + Penalty 4353.285761 = -279413.306504 nChanged 31 SP:Iteration 19Q (6363.575206 sec): 3 clusters Score: Raw -283781.123960 + Penalty 4353.285761 = -279427.838199 nChanged 35 SP:Iteration 20F (6363.716418 sec): 3 clusters Score: Raw -283798.060057 + Penalty 4353.285761 = -279444.774296 nChanged 30 SP:Iteration 21Q (6363.852609 sec): 3 clusters Score: Raw -283810.307334 + Penalty 4353.285761 = -279457.021573 nChanged 28 SP:Iteration 22Q (6363.975631 sec): 3 clusters Score: Raw -283819.186726 + Penalty 4353.285761 = -279465.900965 nChanged 22 SP:Iteration 23Q (6364.129781 sec): 3 clusters Score: Raw -283829.685001 + Penalty 4353.285761 = -279476.399240 nChanged 30 SP:Iteration 24Q (6364.229036 sec): 3 clusters Score: Raw -283846.439030 + Penalty 4353.285761 = -279493.153269 nChanged 29 SP:Iteration 25Q (6364.358199 sec): 3 clusters Score: Raw -283866.403071 + Penalty 4353.285761 = -279513.117310 nChanged 36 SP:Iteration 26Q (6364.482913 sec): 3 clusters Score: Raw -283884.571874 + Penalty 4353.285761 = -279531.286113 nChanged 35 SP:Iteration 27Q (6364.639274 sec): 3 clusters Score: Raw -283902.145571 + Penalty 4353.285761 = -279548.859810 nChanged 25 SP:Iteration 28Q (6364.655773 sec): 3 clusters Score: Raw -283914.318931 + Penalty 4353.285761 = -279561.033170 nChanged 29 SP:Iteration 29Q (6364.768868 sec): 3 clusters Score: Raw -283925.864045 + Penalty 4353.285761 = -279572.578284 nChanged 29 SP:Iteration 30Q (6364.822923 sec): 3 clusters Score: Raw -283935.142910 + Penalty 4353.285761 = -279581.857149 nChanged 18 SP:Iteration 31Q (6364.866954 sec): 3 clusters Score: Raw -283940.818494 + Penalty 4353.285761 = -279587.532733 nChanged 12 SP:Iteration 32Q (6364.910845 sec): 3 clusters Score: Raw -283946.252981 + Penalty 4353.285761 = -279592.967220 nChanged 15 SP:Iteration 33Q (6364.955219 sec): 3 clusters Score: Raw -283951.440287 + Penalty 4353.285761 = -279598.154526 nChanged 12 SP:Iteration 34Q (6365.004193 sec): 3 clusters Score: Raw -283955.384116 + Penalty 4353.285761 = -279602.098355 nChanged 19 SP:Iteration 35Q (6365.052779 sec): 3 clusters Score: Raw -283962.611880 + Penalty 4353.285761 = -279609.326119 nChanged 12 SP:Iteration 36Q (6365.184756 sec): 3 clusters Score: Raw -283967.428090 + Penalty 4353.285761 = -279614.142329 nChanged 11 SP:Iteration 37Q (6365.311836 sec): 3 clusters Score: Raw -283971.212046 + Penalty 4353.285761 = -279617.926285 nChanged 7 SP:Iteration 38Q (6365.438339 sec): 3 clusters Score: Raw -283973.973087 + Penalty 4353.285761 = -279620.687326 nChanged 10 SP:Iteration 39Q (6365.557174 sec): 3 clusters Score: Raw -283977.395854 + Penalty 4353.285761 = -279624.110093 nChanged 11 SP:Iteration 40F (6365.687492 sec): 3 clusters Score: Raw -283982.068735 + Penalty 4353.285761 = -279628.782974 nChanged 9 SP:Iteration 41Q (6365.785007 sec): 3 clusters Score: Raw -283984.833398 + Penalty 4353.285761 = -279631.547637 nChanged 9 SP:Iteration 42Q (6365.913831 sec): 3 clusters Score: Raw -283987.814127 + Penalty 4353.285761 = -279634.528366 nChanged 15 SP:Iteration 43Q (6365.969694 sec): 3 clusters Score: Raw -283993.530082 + Penalty 4353.285761 = -279640.244321 nChanged 13 SP:Iteration 44Q (6366.014721 sec): 3 clusters Score: Raw -283997.998234 + Penalty 4353.285761 = -279644.712473 nChanged 14 SP:Iteration 45Q (6366.060280 sec): 3 clusters Score: Raw -284003.150707 + Penalty 4353.285761 = -279649.864946 nChanged 9 SP:Iteration 46Q (6366.108137 sec): 3 clusters Score: Raw -284006.450231 + Penalty 4353.285761 = -279653.164470 nChanged 10 SP:Iteration 47Q (6366.236949 sec): 3 clusters Score: Raw -284010.494440 + Penalty 4353.285761 = -279657.208679 nChanged 9 SP:Iteration 48Q (6366.344133 sec): 3 clusters Score: Raw -284014.286531 + Penalty 4353.285761 = -279661.000770 nChanged 9 SP:Iteration 49Q (6366.387547 sec): 3 clusters Score: Raw -284018.034053 + Penalty 4353.285761 = -279664.748292 nChanged 7 SP:Iteration 50Q (6366.501556 sec): 3 clusters Score: Raw -284021.000177 + Penalty 4353.285761 = -279667.714416 nChanged 10 SP:Iteration 51Q (6366.639473 sec): 3 clusters Score: Raw -284024.415064 + Penalty 4353.285761 = -279671.129303 nChanged 10 SP:Iteration 52Q (6366.776639 sec): 3 clusters Score: Raw -284029.421741 + Penalty 4353.285761 = -279676.135980 nChanged 11 SP:Iteration 53Q (6366.906323 sec): 3 clusters Score: Raw -284035.689420 + Penalty 4353.285761 = -279682.403659 nChanged 5 SP:Iteration 54Q (6367.031541 sec): 3 clusters Score: Raw -284037.503742 + Penalty 4353.285761 = -279684.217981 nChanged 7 SP:Iteration 55Q (6367.160619 sec): 3 clusters Score: Raw -284040.865894 + Penalty 4353.285761 = -279687.580133 nChanged 7 SP:Iteration 56Q (6367.287311 sec): 3 clusters Score: Raw -284043.896407 + Penalty 4353.285761 = -279690.610646 nChanged 6 SP:Iteration 57Q (6367.424592 sec): 3 clusters Score: Raw -284045.716327 + Penalty 4353.285761 = -279692.430566 nChanged 2 SP:Iteration 58Q (6367.571649 sec): 3 clusters Score: Raw -284046.692592 + Penalty 4353.285761 = -279693.406831 nChanged 4 SP:Iteration 59Q (6367.646702 sec): 3 clusters Score: Raw -284047.791538 + Penalty 4353.285761 = -279694.505777 nChanged 5 SP:Iteration 60F (6367.696304 sec): 3 clusters Score: Raw -284049.815551 + Penalty 4353.285761 = -279696.529790 nChanged 7 SP:Iteration 61Q (6367.746398 sec): 3 clusters Score: Raw -284052.247013 + Penalty 4353.285761 = -279698.961252 nChanged 6 SP:Iteration 62Q (6367.793486 sec): 3 clusters Score: Raw -284053.357308 + Penalty 4353.285761 = -279700.071547 nChanged 4 SP:Iteration 63Q (6367.836680 sec): 3 clusters Score: Raw -284054.614486 + Penalty 4353.285761 = -279701.328725 nChanged 2 SP:Iteration 64Q (6367.879894 sec): 3 clusters Score: Raw -284055.063409 + Penalty 4353.285761 = -279701.777648 nChanged 1 SP:Iteration 65Q (6367.923107 sec): 3 clusters Score: Raw -284056.370127 + Penalty 4353.285761 = -279703.084366 nChanged 4 SP:Iteration 66Q (6367.972656 sec): 3 clusters Score: Raw -284058.404702 + Penalty 4353.285761 = -279705.118941 nChanged 1 SP:Iteration 67Q (6368.022296 sec): 3 clusters Score: Raw -284058.813296 + Penalty 4353.285761 = -279705.527535 nChanged 1 SP:Iteration 68Q (6368.072270 sec): 3 clusters Score: Raw -284059.217853 + Penalty 4353.285761 = -279705.932092 nChanged 2 SP:Iteration 69Q (6368.120424 sec): 3 clusters Score: Raw -284059.787994 + Penalty 4353.285761 = -279706.502233 nChanged 1 SP:Iteration 70Q (6368.163822 sec): 3 clusters Score: Raw -284060.124776 + Penalty 4353.285761 = -279706.839015 nChanged 2 SP:Iteration 71Q (6368.207476 sec): 3 clusters Score: Raw -284060.651150 + Penalty 4353.285761 = -279707.365389 nChanged 0 SP:Iteration 72F (6368.250913 sec): 3 clusters Score: Raw -284060.651150 + Penalty 4353.285761 = -279707.365389 nChanged 0 Trying to split cluster 12 (10821 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6368.325127 sec): 2 clusters Score: Raw -937019.359229 + Penalty 2452.360408 = -934566.998821 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6368.428930 sec): 3 clusters Score: Raw -931108.586733 + Penalty 4904.720816 = -926203.865917 nChanged 4560 SP:Iteration 1F (6368.537882 sec): 3 clusters Score: Raw -933558.237356 + Penalty 4904.720816 = -928653.516540 nChanged 760 SP:Iteration 2F (6368.613780 sec): 3 clusters Score: Raw -933965.925089 + Penalty 4904.720816 = -929061.204273 nChanged 638 SP:Iteration 3F (6368.691831 sec): 3 clusters Score: Raw -934325.138240 + Penalty 4904.720816 = -929420.417424 nChanged 592 SP:Iteration 4F (6368.776119 sec): 3 clusters Score: Raw -934709.487395 + Penalty 4904.720816 = -929804.766579 nChanged 594 SP:Iteration 5F (6368.875554 sec): 3 clusters Score: Raw -935107.656962 + Penalty 4904.720816 = -930202.936147 nChanged 602 SP:Iteration 6F (6368.960149 sec): 3 clusters Score: Raw -935581.948169 + Penalty 4904.720816 = -930677.227353 nChanged 643 SP:Iteration 7F (6369.125090 sec): 3 clusters Score: Raw -936099.708584 + Penalty 4904.720816 = -931194.987768 nChanged 571 SP:Iteration 8F (6369.284060 sec): 3 clusters Score: Raw -936556.357985 + Penalty 4904.720816 = -931651.637170 nChanged 527 SP:Iteration 9Q (6369.467416 sec): 3 clusters Score: Raw -936922.104197 + Penalty 4904.720816 = -932017.383381 nChanged 431 SP:Iteration 10Q (6369.596489 sec): 3 clusters Score: Raw -937172.803815 + Penalty 4904.720816 = -932268.082999 nChanged 322 SP:Iteration 11Q (6369.738336 sec): 3 clusters Score: Raw -937338.194741 + Penalty 4904.720816 = -932433.473925 nChanged 240 SP:Iteration 12Q (6369.902511 sec): 3 clusters Score: Raw -937443.587238 + Penalty 4904.720816 = -932538.866422 nChanged 175 SP:Iteration 13Q (6369.984048 sec): 3 clusters Score: Raw -937505.976331 + Penalty 4904.720816 = -932601.255515 nChanged 125 SP:Iteration 14Q (6370.060098 sec): 3 clusters Score: Raw -937541.921777 + Penalty 4904.720816 = -932637.200961 nChanged 105 SP:Iteration 15Q (6370.142348 sec): 3 clusters Score: Raw -937569.450596 + Penalty 4904.720816 = -932664.729781 nChanged 75 SP:Iteration 16Q (6370.231650 sec): 3 clusters Score: Raw -937589.646128 + Penalty 4904.720816 = -932684.925312 nChanged 68 SP:Iteration 17Q (6370.327715 sec): 3 clusters Score: Raw -937604.411817 + Penalty 4904.720816 = -932699.691001 nChanged 54 SP:Iteration 18Q (6370.410231 sec): 3 clusters Score: Raw -937616.901420 + Penalty 4904.720816 = -932712.180604 nChanged 53 SP:Iteration 19Q (6370.489201 sec): 3 clusters Score: Raw -937630.069649 + Penalty 4904.720816 = -932725.348833 nChanged 38 SP:Iteration 20F (6370.585010 sec): 3 clusters Score: Raw -937637.747809 + Penalty 4904.720816 = -932733.026994 nChanged 29 SP:Iteration 21Q (6370.671274 sec): 3 clusters Score: Raw -937643.484618 + Penalty 4904.720816 = -932738.763802 nChanged 34 SP:Iteration 22Q (6370.746101 sec): 3 clusters Score: Raw -937652.363452 + Penalty 4904.720816 = -932747.642636 nChanged 32 SP:Iteration 23Q (6370.841132 sec): 3 clusters Score: Raw -937658.891885 + Penalty 4904.720816 = -932754.171069 nChanged 29 SP:Iteration 24Q (6370.934602 sec): 3 clusters Score: Raw -937664.703046 + Penalty 4904.720816 = -932759.982230 nChanged 31 SP:Iteration 25Q (6371.014284 sec): 3 clusters Score: Raw -937671.022058 + Penalty 4904.720816 = -932766.301242 nChanged 28 SP:Iteration 26Q (6371.099896 sec): 3 clusters Score: Raw -937676.420979 + Penalty 4904.720816 = -932771.700163 nChanged 23 SP:Iteration 27Q (6371.187354 sec): 3 clusters Score: Raw -937681.708363 + Penalty 4904.720816 = -932776.987547 nChanged 26 SP:Iteration 28Q (6371.271543 sec): 3 clusters Score: Raw -937687.379922 + Penalty 4904.720816 = -932782.659106 nChanged 26 SP:Iteration 29Q (6371.355114 sec): 3 clusters Score: Raw -937691.047712 + Penalty 4904.720816 = -932786.326896 nChanged 15 SP:Iteration 30Q (6371.441744 sec): 3 clusters Score: Raw -937694.057455 + Penalty 4904.720816 = -932789.336639 nChanged 20 SP:Iteration 31Q (6371.536357 sec): 3 clusters Score: Raw -937697.789563 + Penalty 4904.720816 = -932793.068747 nChanged 12 SP:Iteration 32Q (6371.618894 sec): 3 clusters Score: Raw -937699.548679 + Penalty 4904.720816 = -932794.827863 nChanged 9 SP:Iteration 33Q (6371.699045 sec): 3 clusters Score: Raw -937701.751982 + Penalty 4904.720816 = -932797.031166 nChanged 13 SP:Iteration 34Q (6371.796871 sec): 3 clusters Score: Raw -937704.846414 + Penalty 4904.720816 = -932800.125598 nChanged 13 SP:Iteration 35Q (6371.883362 sec): 3 clusters Score: Raw -937707.690582 + Penalty 4904.720816 = -932802.969766 nChanged 8 SP:Iteration 36Q (6371.958803 sec): 3 clusters Score: Raw -937709.341965 + Penalty 4904.720816 = -932804.621149 nChanged 10 SP:Iteration 37Q (6372.052437 sec): 3 clusters Score: Raw -937710.774130 + Penalty 4904.720816 = -932806.053314 nChanged 9 SP:Iteration 38Q (6372.252089 sec): 3 clusters Score: Raw -937711.821803 + Penalty 4904.720816 = -932807.100987 nChanged 9 SP:Iteration 39Q (6372.419338 sec): 3 clusters Score: Raw -937713.288702 + Penalty 4904.720816 = -932808.567886 nChanged 9 SP:Iteration 40F (6372.554434 sec): 3 clusters Score: Raw -937715.012315 + Penalty 4904.720816 = -932810.291499 nChanged 7 SP:Iteration 41Q (6372.756159 sec): 3 clusters Score: Raw -937716.771216 + Penalty 4904.720816 = -932812.050400 nChanged 13 SP:Iteration 42Q (6372.890969 sec): 3 clusters Score: Raw -937719.048276 + Penalty 4904.720816 = -932814.327460 nChanged 19 SP:Iteration 43Q (6373.052996 sec): 3 clusters Score: Raw -937721.853061 + Penalty 4904.720816 = -932817.132245 nChanged 10 SP:Iteration 44Q (6373.174072 sec): 3 clusters Score: Raw -937723.911891 + Penalty 4904.720816 = -932819.191075 nChanged 17 SP:Iteration 45Q (6373.247342 sec): 3 clusters Score: Raw -937728.125661 + Penalty 4904.720816 = -932823.404845 nChanged 18 SP:Iteration 46Q (6373.322337 sec): 3 clusters Score: Raw -937730.953592 + Penalty 4904.720816 = -932826.232777 nChanged 12 SP:Iteration 47Q (6373.403674 sec): 3 clusters Score: Raw -937732.763980 + Penalty 4904.720816 = -932828.043164 nChanged 13 SP:Iteration 48Q (6373.502805 sec): 3 clusters Score: Raw -937734.891567 + Penalty 4904.720816 = -932830.170751 nChanged 12 SP:Iteration 49Q (6373.590851 sec): 3 clusters Score: Raw -937736.721604 + Penalty 4904.720816 = -932832.000788 nChanged 12 SP:Iteration 50Q (6373.665035 sec): 3 clusters Score: Raw -937738.799178 + Penalty 4904.720816 = -932834.078362 nChanged 9 SP:Iteration 51Q (6373.755751 sec): 3 clusters Score: Raw -937740.405454 + Penalty 4904.720816 = -932835.684638 nChanged 11 SP:Iteration 52Q (6373.847662 sec): 3 clusters Score: Raw -937742.949819 + Penalty 4904.720816 = -932838.229003 nChanged 8 SP:Iteration 53Q (6373.930458 sec): 3 clusters Score: Raw -937743.874835 + Penalty 4904.720816 = -932839.154019 nChanged 4 SP:Iteration 54Q (6374.013854 sec): 3 clusters Score: Raw -937744.462404 + Penalty 4904.720816 = -932839.741588 nChanged 5 SP:Iteration 55Q (6374.097311 sec): 3 clusters Score: Raw -937745.161301 + Penalty 4904.720816 = -932840.440485 nChanged 3 SP:Iteration 56Q (6374.181173 sec): 3 clusters Score: Raw -937745.652583 + Penalty 4904.720816 = -932840.931767 nChanged 7 SP:Iteration 57Q (6374.264978 sec): 3 clusters Score: Raw -937747.046033 + Penalty 4904.720816 = -932842.325217 nChanged 6 SP:Iteration 58Q (6374.350406 sec): 3 clusters Score: Raw -937747.667816 + Penalty 4904.720816 = -932842.947000 nChanged 5 SP:Iteration 59Q (6374.443835 sec): 3 clusters Score: Raw -937748.419282 + Penalty 4904.720816 = -932843.698467 nChanged 4 SP:Iteration 60F (6374.529291 sec): 3 clusters Score: Raw -937749.049809 + Penalty 4904.720816 = -932844.328993 nChanged 4 SP:Iteration 61Q (6374.604571 sec): 3 clusters Score: Raw -937749.691582 + Penalty 4904.720816 = -932844.970766 nChanged 4 SP:Iteration 62Q (6374.697908 sec): 3 clusters Score: Raw -937750.254099 + Penalty 4904.720816 = -932845.533283 nChanged 3 SP:Iteration 63Q (6374.791120 sec): 3 clusters Score: Raw -937750.513669 + Penalty 4904.720816 = -932845.792853 nChanged 2 SP:Iteration 64Q (6374.871838 sec): 3 clusters Score: Raw -937750.813611 + Penalty 4904.720816 = -932846.092796 nChanged 1 SP:Iteration 65Q (6374.956938 sec): 3 clusters Score: Raw -937750.943604 + Penalty 4904.720816 = -932846.222788 nChanged 0 SP:Iteration 66F (6375.040372 sec): 3 clusters Score: Raw -937750.943604 + Penalty 4904.720816 = -932846.222788 nChanged 0 Iteration 59Q (6376.965282 sec): 13 clusters Score: Raw -11818312.665889 + Penalty 37669.881023 = -11780642.784866 nChanged 68 Iteration 60F (6379.448718 sec): 13 clusters Score: Raw -11818317.769595 + Penalty 37669.881023 = -11780647.888573 nChanged 73 Iteration 61Q (6380.973586 sec): 13 clusters Score: Raw -11818322.786008 + Penalty 37669.881023 = -11780652.904986 nChanged 67 Iteration 62Q (6382.679577 sec): 13 clusters Score: Raw -11818327.358839 + Penalty 37669.881023 = -11780657.477817 nChanged 72 Iteration 63Q (6384.230538 sec): 13 clusters Score: Raw -11818333.249032 + Penalty 37669.881023 = -11780663.368009 nChanged 69 Iteration 64Q (6385.722415 sec): 13 clusters Score: Raw -11818338.493231 + Penalty 37669.881023 = -11780668.612209 nChanged 61 Iteration 65Q (6387.241828 sec): 13 clusters Score: Raw -11818342.665375 + Penalty 37669.881023 = -11780672.784353 nChanged 65 Iteration 66Q (6388.734426 sec): 13 clusters Score: Raw -11818346.948597 + Penalty 37669.881023 = -11780677.067574 nChanged 55 Iteration 67Q (6390.257265 sec): 13 clusters Score: Raw -11818350.061149 + Penalty 37669.881023 = -11780680.180126 nChanged 50 Iteration 68Q (6391.717861 sec): 13 clusters Score: Raw -11818352.666953 + Penalty 37669.881023 = -11780682.785931 nChanged 42 Iteration 69Q (6393.126896 sec): 13 clusters Score: Raw -11818355.125518 + Penalty 37669.881023 = -11780685.244495 nChanged 51 Iteration 70Q (6394.548513 sec): 13 clusters Score: Raw -11818358.488776 + Penalty 37669.881023 = -11780688.607754 nChanged 50 Iteration 71Q (6395.986942 sec): 13 clusters Score: Raw -11818362.361010 + Penalty 37669.881023 = -11780692.479987 nChanged 58 Iteration 72Q (6397.360195 sec): 13 clusters Score: Raw -11818365.948100 + Penalty 37669.881023 = -11780696.067077 nChanged 46 Iteration 73Q (6398.752678 sec): 13 clusters Score: Raw -11818368.458000 + Penalty 37669.881023 = -11780698.576977 nChanged 44 Iteration 74Q (6400.131057 sec): 13 clusters Score: Raw -11818370.646594 + Penalty 37669.881023 = -11780700.765572 nChanged 34 Iteration 75Q (6401.508264 sec): 13 clusters Score: Raw -11818372.233392 + Penalty 37669.881023 = -11780702.352370 nChanged 28 Iteration 76Q (6402.943796 sec): 13 clusters Score: Raw -11818373.653609 + Penalty 37669.881023 = -11780703.772587 nChanged 27 Iteration 77Q (6404.325099 sec): 13 clusters Score: Raw -11818375.065435 + Penalty 37669.881023 = -11780705.184412 nChanged 22 Iteration 78Q (6405.900685 sec): 13 clusters Score: Raw -11818376.377256 + Penalty 37669.881023 = -11780706.496234 nChanged 18 Iteration 79Q (6407.279590 sec): 13 clusters Score: Raw -11818377.184638 + Penalty 37669.881023 = -11780707.303615 nChanged 13 Iteration 80F (6409.219798 sec): 13 clusters Score: Raw -11818377.855939 + Penalty 37669.881023 = -11780707.974917 nChanged 12 Iteration 81Q (6410.633396 sec): 13 clusters Score: Raw -11818378.228494 + Penalty 37669.881023 = -11780708.347471 nChanged 13 Iteration 82Q (6412.046098 sec): 13 clusters Score: Raw -11818378.859926 + Penalty 37669.881023 = -11780708.978904 nChanged 7 Iteration 83Q (6413.456556 sec): 13 clusters Score: Raw -11818379.138517 + Penalty 37669.881023 = -11780709.257495 nChanged 8 Iteration 84Q (6414.874847 sec): 13 clusters Score: Raw -11818379.484171 + Penalty 37669.881023 = -11780709.603149 nChanged 12 Iteration 85Q (6416.302283 sec): 13 clusters Score: Raw -11818379.845728 + Penalty 37669.881023 = -11780709.964705 nChanged 10 Iteration 86Q (6417.805115 sec): 13 clusters Score: Raw -11818380.209632 + Penalty 37669.881023 = -11780710.328609 nChanged 10 Iteration 87Q (6419.177914 sec): 13 clusters Score: Raw -11818380.554226 + Penalty 37669.881023 = -11780710.673203 nChanged 8 Iteration 88Q (6420.585607 sec): 13 clusters Score: Raw -11818380.878799 + Penalty 37669.881023 = -11780710.997776 nChanged 5 Iteration 89Q (6421.964866 sec): 13 clusters Score: Raw -11818381.038089 + Penalty 37669.881023 = -11780711.157066 nChanged 4 Iteration 90Q (6423.362180 sec): 13 clusters Score: Raw -11818381.163371 + Penalty 37669.881023 = -11780711.282348 nChanged 5 Iteration 91Q (6424.742296 sec): 13 clusters Score: Raw -11818381.341135 + Penalty 37669.881023 = -11780711.460112 nChanged 2 Iteration 92Q (6426.286868 sec): 13 clusters Score: Raw -11818381.406786 + Penalty 37669.881023 = -11780711.525763 nChanged 1 Iteration 93Q (6427.740560 sec): 13 clusters Score: Raw -11818381.428910 + Penalty 37669.881023 = -11780711.547887 nChanged 0 Iteration 94F (6429.649251 sec): 13 clusters Score: Raw -11818381.428910 + Penalty 37669.881023 = -11780711.547887 nChanged 0 Compute initial score before splitting: Score: Raw -11818381.428910 + Penalty 37669.881023 = -11780711.547887 Trying to split cluster 1 (3057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6429.769390 sec): 2 clusters Score: Raw -196004.503277 + Penalty 2118.649981 = -193885.853296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6429.807986 sec): 3 clusters Score: Raw -194812.754344 + Penalty 4237.299962 = -190575.454382 nChanged 1092 SP:Iteration 1F (6429.849788 sec): 3 clusters Score: Raw -195881.131913 + Penalty 4237.299962 = -191643.831951 nChanged 357 SP:Iteration 2F (6429.884625 sec): 3 clusters Score: Raw -196492.556089 + Penalty 4237.299962 = -192255.256127 nChanged 288 SP:Iteration 3F (6429.919155 sec): 3 clusters Score: Raw -197049.227109 + Penalty 4237.299962 = -192811.927147 nChanged 241 SP:Iteration 4F (6429.953559 sec): 3 clusters Score: Raw -197451.150428 + Penalty 4237.299962 = -193213.850466 nChanged 168 SP:Iteration 5F (6429.988193 sec): 3 clusters Score: Raw -197710.809975 + Penalty 4237.299962 = -193473.510013 nChanged 122 SP:Iteration 6Q (6430.022317 sec): 3 clusters Score: Raw -197856.733693 + Penalty 4237.299962 = -193619.433731 nChanged 76 SP:Iteration 7Q (6430.056428 sec): 3 clusters Score: Raw -197921.538383 + Penalty 4237.299962 = -193684.238421 nChanged 54 SP:Iteration 8Q (6430.088317 sec): 3 clusters Score: Raw -197953.450073 + Penalty 4237.299962 = -193716.150111 nChanged 23 SP:Iteration 9Q (6430.120432 sec): 3 clusters Score: Raw -197968.199405 + Penalty 4237.299962 = -193730.899443 nChanged 20 SP:Iteration 10Q (6430.152341 sec): 3 clusters Score: Raw -197983.270995 + Penalty 4237.299962 = -193745.971033 nChanged 16 SP:Iteration 11Q (6430.184314 sec): 3 clusters Score: Raw -198000.330427 + Penalty 4237.299962 = -193763.030466 nChanged 13 SP:Iteration 12Q (6430.216786 sec): 3 clusters Score: Raw -198009.675854 + Penalty 4237.299962 = -193772.375892 nChanged 9 SP:Iteration 13Q (6430.250870 sec): 3 clusters Score: Raw -198015.333134 + Penalty 4237.299962 = -193778.033172 nChanged 8 SP:Iteration 14Q (6430.284925 sec): 3 clusters Score: Raw -198023.316737 + Penalty 4237.299962 = -193786.016775 nChanged 3 SP:Iteration 15Q (6430.319294 sec): 3 clusters Score: Raw -198025.174930 + Penalty 4237.299962 = -193787.874968 nChanged 2 SP:Iteration 16Q (6430.353911 sec): 3 clusters Score: Raw -198025.729674 + Penalty 4237.299962 = -193788.429712 nChanged 1 SP:Iteration 17Q (6430.388287 sec): 3 clusters Score: Raw -198026.208761 + Penalty 4237.299962 = -193788.908799 nChanged 2 SP:Iteration 18Q (6430.420254 sec): 3 clusters Score: Raw -198026.798086 + Penalty 4237.299962 = -193789.498124 nChanged 2 SP:Iteration 19Q (6430.452115 sec): 3 clusters Score: Raw -198027.391082 + Penalty 4237.299962 = -193790.091120 nChanged 0 SP:Iteration 20F (6430.484338 sec): 3 clusters Score: Raw -198027.391082 + Penalty 4237.299962 = -193790.091120 nChanged 0 Trying to split cluster 2 (2326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6430.516105 sec): 2 clusters Score: Raw -150637.197622 + Penalty 2046.503008 = -148590.694614 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6430.548902 sec): 3 clusters Score: Raw -149771.910971 + Penalty 4093.006016 = -145678.904955 nChanged 776 SP:Iteration 1F (6430.580652 sec): 3 clusters Score: Raw -150452.969414 + Penalty 4093.006016 = -146359.963398 nChanged 209 SP:Iteration 2F (6430.612623 sec): 3 clusters Score: Raw -150698.683645 + Penalty 4093.006016 = -146605.677629 nChanged 147 SP:Iteration 3F (6430.644566 sec): 3 clusters Score: Raw -150877.824669 + Penalty 4093.006016 = -146784.818653 nChanged 101 SP:Iteration 4Q (6430.758787 sec): 3 clusters Score: Raw -151016.978087 + Penalty 4093.006016 = -146923.972071 nChanged 106 SP:Iteration 5Q (6430.862374 sec): 3 clusters Score: Raw -151135.404232 + Penalty 4093.006016 = -147042.398216 nChanged 76 SP:Iteration 6Q (6430.973795 sec): 3 clusters Score: Raw -151215.014922 + Penalty 4093.006016 = -147122.008907 nChanged 67 SP:Iteration 7Q (6431.077103 sec): 3 clusters Score: Raw -151294.678956 + Penalty 4093.006016 = -147201.672940 nChanged 57 SP:Iteration 8Q (6431.193412 sec): 3 clusters Score: Raw -151351.640223 + Penalty 4093.006016 = -147258.634207 nChanged 46 SP:Iteration 9Q (6431.306870 sec): 3 clusters Score: Raw -151390.941389 + Penalty 4093.006016 = -147297.935373 nChanged 30 SP:Iteration 10Q (6431.383817 sec): 3 clusters Score: Raw -151418.741401 + Penalty 4093.006016 = -147325.735385 nChanged 32 SP:Iteration 11Q (6431.483900 sec): 3 clusters Score: Raw -151456.221159 + Penalty 4093.006016 = -147363.215144 nChanged 42 SP:Iteration 12Q (6431.577006 sec): 3 clusters Score: Raw -151493.281563 + Penalty 4093.006016 = -147400.275547 nChanged 30 SP:Iteration 13Q (6431.638406 sec): 3 clusters Score: Raw -151529.321372 + Penalty 4093.006016 = -147436.315357 nChanged 31 SP:Iteration 14Q (6431.668506 sec): 3 clusters Score: Raw -151567.397495 + Penalty 4093.006016 = -147474.391479 nChanged 30 SP:Iteration 15Q (6431.699429 sec): 3 clusters Score: Raw -151590.395217 + Penalty 4093.006016 = -147497.389201 nChanged 25 SP:Iteration 16Q (6431.730494 sec): 3 clusters Score: Raw -151622.906185 + Penalty 4093.006016 = -147529.900169 nChanged 35 SP:Iteration 17Q (6431.761948 sec): 3 clusters Score: Raw -151658.077485 + Penalty 4093.006016 = -147565.071469 nChanged 33 SP:Iteration 18Q (6431.793023 sec): 3 clusters Score: Raw -151690.996822 + Penalty 4093.006016 = -147597.990806 nChanged 33 SP:Iteration 19Q (6431.824139 sec): 3 clusters Score: Raw -151721.125438 + Penalty 4093.006016 = -147628.119422 nChanged 30 SP:Iteration 20F (6431.855140 sec): 3 clusters Score: Raw -151766.866985 + Penalty 4093.006016 = -147673.860969 nChanged 26 SP:Iteration 21Q (6431.885453 sec): 3 clusters Score: Raw -151798.827808 + Penalty 4093.006016 = -147705.821792 nChanged 27 SP:Iteration 22Q (6431.915243 sec): 3 clusters Score: Raw -151821.071004 + Penalty 4093.006016 = -147728.064988 nChanged 22 SP:Iteration 23Q (6431.944871 sec): 3 clusters Score: Raw -151853.186941 + Penalty 4093.006016 = -147760.180925 nChanged 27 SP:Iteration 24Q (6431.974577 sec): 3 clusters Score: Raw -151903.888363 + Penalty 4093.006016 = -147810.882348 nChanged 28 SP:Iteration 25Q (6432.004371 sec): 3 clusters Score: Raw -151937.415809 + Penalty 4093.006016 = -147844.409794 nChanged 22 SP:Iteration 26Q (6432.034027 sec): 3 clusters Score: Raw -151955.342130 + Penalty 4093.006016 = -147862.336114 nChanged 15 SP:Iteration 27Q (6432.063738 sec): 3 clusters Score: Raw -151964.750869 + Penalty 4093.006016 = -147871.744853 nChanged 10 SP:Iteration 28Q (6432.093855 sec): 3 clusters Score: Raw -151973.881935 + Penalty 4093.006016 = -147880.875919 nChanged 11 SP:Iteration 29Q (6432.123438 sec): 3 clusters Score: Raw -151979.486542 + Penalty 4093.006016 = -147886.480526 nChanged 3 SP:Iteration 30Q (6432.152720 sec): 3 clusters Score: Raw -151981.761492 + Penalty 4093.006016 = -147888.755476 nChanged 3 SP:Iteration 31Q (6432.182038 sec): 3 clusters Score: Raw -151983.071560 + Penalty 4093.006016 = -147890.065544 nChanged 0 SP:Iteration 32F (6432.211717 sec): 3 clusters Score: Raw -151983.071560 + Penalty 4093.006016 = -147890.065544 nChanged 0 Trying to split cluster 3 (6420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6432.256271 sec): 2 clusters Score: Raw -502112.201926 + Penalty 2314.533777 = -499797.668149 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6432.303935 sec): 3 clusters Score: Raw -498892.608149 + Penalty 4629.067553 = -494263.540596 nChanged 2518 SP:Iteration 1F (6432.446186 sec): 3 clusters Score: Raw -500377.113951 + Penalty 4629.067553 = -495748.046397 nChanged 543 SP:Iteration 2F (6432.609002 sec): 3 clusters Score: Raw -500867.055717 + Penalty 4629.067553 = -496237.988164 nChanged 539 SP:Iteration 3F (6432.723549 sec): 3 clusters Score: Raw -501488.849068 + Penalty 4629.067553 = -496859.781514 nChanged 522 SP:Iteration 4F (6432.845027 sec): 3 clusters Score: Raw -502142.204045 + Penalty 4629.067553 = -497513.136492 nChanged 480 SP:Iteration 5F (6432.964919 sec): 3 clusters Score: Raw -502684.449797 + Penalty 4629.067553 = -498055.382243 nChanged 388 SP:Iteration 6F (6433.095524 sec): 3 clusters Score: Raw -503064.103424 + Penalty 4629.067553 = -498435.035870 nChanged 267 SP:Iteration 7Q (6433.212965 sec): 3 clusters Score: Raw -503277.914644 + Penalty 4629.067553 = -498648.847091 nChanged 177 SP:Iteration 8Q (6433.337776 sec): 3 clusters Score: Raw -503390.793310 + Penalty 4629.067553 = -498761.725756 nChanged 133 SP:Iteration 9Q (6433.451105 sec): 3 clusters Score: Raw -503461.826067 + Penalty 4629.067553 = -498832.758513 nChanged 85 SP:Iteration 10Q (6433.500729 sec): 3 clusters Score: Raw -503495.922245 + Penalty 4629.067553 = -498866.854692 nChanged 56 SP:Iteration 11Q (6433.552806 sec): 3 clusters Score: Raw -503516.847427 + Penalty 4629.067553 = -498887.779873 nChanged 53 SP:Iteration 12Q (6433.606570 sec): 3 clusters Score: Raw -503537.422778 + Penalty 4629.067553 = -498908.355224 nChanged 44 SP:Iteration 13Q (6433.674330 sec): 3 clusters Score: Raw -503553.989999 + Penalty 4629.067553 = -498924.922446 nChanged 36 SP:Iteration 14Q (6433.741929 sec): 3 clusters Score: Raw -503568.328249 + Penalty 4629.067553 = -498939.260696 nChanged 29 SP:Iteration 15Q (6433.802512 sec): 3 clusters Score: Raw -503578.074910 + Penalty 4629.067553 = -498949.007356 nChanged 21 SP:Iteration 16Q (6433.855199 sec): 3 clusters Score: Raw -503584.237905 + Penalty 4629.067553 = -498955.170351 nChanged 23 SP:Iteration 17Q (6433.908352 sec): 3 clusters Score: Raw -503590.943459 + Penalty 4629.067553 = -498961.875906 nChanged 11 SP:Iteration 18Q (6433.972844 sec): 3 clusters Score: Raw -503593.502363 + Penalty 4629.067553 = -498964.434810 nChanged 13 SP:Iteration 19Q (6434.036858 sec): 3 clusters Score: Raw -503596.535897 + Penalty 4629.067553 = -498967.468343 nChanged 10 SP:Iteration 20F (6434.098117 sec): 3 clusters Score: Raw -503599.076340 + Penalty 4629.067553 = -498970.008787 nChanged 5 SP:Iteration 21Q (6434.152443 sec): 3 clusters Score: Raw -503599.730133 + Penalty 4629.067553 = -498970.662579 nChanged 4 SP:Iteration 22Q (6434.207035 sec): 3 clusters Score: Raw -503600.392018 + Penalty 4629.067553 = -498971.324465 nChanged 3 SP:Iteration 23Q (6434.267877 sec): 3 clusters Score: Raw -503601.119444 + Penalty 4629.067553 = -498972.051891 nChanged 3 SP:Iteration 24Q (6434.329611 sec): 3 clusters Score: Raw -503602.194206 + Penalty 4629.067553 = -498973.126653 nChanged 5 SP:Iteration 25Q (6434.391206 sec): 3 clusters Score: Raw -503603.581212 + Penalty 4629.067553 = -498974.513659 nChanged 5 SP:Iteration 26Q (6434.450785 sec): 3 clusters Score: Raw -503604.960544 + Penalty 4629.067553 = -498975.892991 nChanged 3 SP:Iteration 27Q (6434.506929 sec): 3 clusters Score: Raw -503605.751136 + Penalty 4629.067553 = -498976.683583 nChanged 0 SP:Iteration 28F (6434.568110 sec): 3 clusters Score: Raw -503605.751136 + Penalty 4629.067553 = -498976.683583 nChanged 0 Trying to split cluster 4 (13116 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6434.654733 sec): 2 clusters Score: Raw -1016058.929851 + Penalty 2503.139268 = -1013555.790582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6434.775092 sec): 3 clusters Score: Raw -1008735.988791 + Penalty 5006.278537 = -1003729.710254 nChanged 5577 SP:Iteration 1F (6434.944803 sec): 3 clusters Score: Raw -1011719.504217 + Penalty 5006.278537 = -1006713.225680 nChanged 851 SP:Iteration 2F (6435.150811 sec): 3 clusters Score: Raw -1012107.075864 + Penalty 5006.278537 = -1007100.797327 nChanged 689 SP:Iteration 3F (6435.335156 sec): 3 clusters Score: Raw -1012410.861050 + Penalty 5006.278537 = -1007404.582513 nChanged 593 SP:Iteration 4Q (6435.512692 sec): 3 clusters Score: Raw -1012693.444618 + Penalty 5006.278537 = -1007687.166081 nChanged 568 SP:Iteration 5Q (6435.668261 sec): 3 clusters Score: Raw -1012952.033251 + Penalty 5006.278537 = -1007945.754714 nChanged 536 SP:Iteration 6Q (6435.818026 sec): 3 clusters Score: Raw -1013200.737636 + Penalty 5006.278537 = -1008194.459100 nChanged 528 SP:Iteration 7Q (6435.932470 sec): 3 clusters Score: Raw -1013433.952177 + Penalty 5006.278537 = -1008427.673640 nChanged 446 SP:Iteration 8Q (6436.011585 sec): 3 clusters Score: Raw -1013646.534328 + Penalty 5006.278537 = -1008640.255791 nChanged 455 SP:Iteration 9Q (6436.096917 sec): 3 clusters Score: Raw -1013873.474946 + Penalty 5006.278537 = -1008867.196409 nChanged 429 SP:Iteration 10Q (6436.200803 sec): 3 clusters Score: Raw -1014079.190078 + Penalty 5006.278537 = -1009072.911542 nChanged 421 SP:Iteration 11Q (6436.295761 sec): 3 clusters Score: Raw -1014290.721092 + Penalty 5006.278537 = -1009284.442555 nChanged 375 SP:Iteration 12Q (6436.387303 sec): 3 clusters Score: Raw -1014468.550696 + Penalty 5006.278537 = -1009462.272160 nChanged 377 SP:Iteration 13Q (6436.504805 sec): 3 clusters Score: Raw -1014667.311611 + Penalty 5006.278537 = -1009661.033074 nChanged 354 SP:Iteration 14Q (6436.586092 sec): 3 clusters Score: Raw -1014859.675854 + Penalty 5006.278537 = -1009853.397317 nChanged 327 SP:Iteration 15Q (6436.674235 sec): 3 clusters Score: Raw -1015035.691313 + Penalty 5006.278537 = -1010029.412776 nChanged 314 SP:Iteration 16Q (6436.778615 sec): 3 clusters Score: Raw -1015184.253318 + Penalty 5006.278537 = -1010177.974782 nChanged 295 SP:Iteration 17Q (6436.870901 sec): 3 clusters Score: Raw -1015318.318161 + Penalty 5006.278537 = -1010312.039624 nChanged 233 SP:Iteration 18Q (6436.960998 sec): 3 clusters Score: Raw -1015412.013534 + Penalty 5006.278537 = -1010405.734997 nChanged 213 SP:Iteration 19Q (6437.053888 sec): 3 clusters Score: Raw -1015492.025646 + Penalty 5006.278537 = -1010485.747109 nChanged 162 SP:Iteration 20F (6437.159171 sec): 3 clusters Score: Raw -1015560.809436 + Penalty 5006.278537 = -1010554.530900 nChanged 164 SP:Iteration 21Q (6437.247336 sec): 3 clusters Score: Raw -1015620.024894 + Penalty 5006.278537 = -1010613.746357 nChanged 142 SP:Iteration 22Q (6437.348420 sec): 3 clusters Score: Raw -1015666.922523 + Penalty 5006.278537 = -1010660.643986 nChanged 134 SP:Iteration 23Q (6437.442280 sec): 3 clusters Score: Raw -1015710.894120 + Penalty 5006.278537 = -1010704.615583 nChanged 112 SP:Iteration 24Q (6437.537308 sec): 3 clusters Score: Raw -1015748.563268 + Penalty 5006.278537 = -1010742.284731 nChanged 110 SP:Iteration 25Q (6437.649915 sec): 3 clusters Score: Raw -1015785.982213 + Penalty 5006.278537 = -1010779.703676 nChanged 119 SP:Iteration 26Q (6437.730458 sec): 3 clusters Score: Raw -1015826.204826 + Penalty 5006.278537 = -1010819.926290 nChanged 113 SP:Iteration 27Q (6437.818140 sec): 3 clusters Score: Raw -1015864.469149 + Penalty 5006.278537 = -1010858.190612 nChanged 125 SP:Iteration 28Q (6437.924825 sec): 3 clusters Score: Raw -1015904.875044 + Penalty 5006.278537 = -1010898.596507 nChanged 127 SP:Iteration 29Q (6438.011585 sec): 3 clusters Score: Raw -1015945.028820 + Penalty 5006.278537 = -1010938.750283 nChanged 130 SP:Iteration 30Q (6438.111030 sec): 3 clusters Score: Raw -1015987.964531 + Penalty 5006.278537 = -1010981.685995 nChanged 130 SP:Iteration 31Q (6438.203622 sec): 3 clusters Score: Raw -1016034.333796 + Penalty 5006.278537 = -1011028.055259 nChanged 123 SP:Iteration 32Q (6438.393568 sec): 3 clusters Score: Raw -1016081.530031 + Penalty 5006.278537 = -1011075.251494 nChanged 131 SP:Iteration 33Q (6438.591669 sec): 3 clusters Score: Raw -1016129.670775 + Penalty 5006.278537 = -1011123.392238 nChanged 118 SP:Iteration 34Q (6438.727982 sec): 3 clusters Score: Raw -1016166.911884 + Penalty 5006.278537 = -1011160.633347 nChanged 108 SP:Iteration 35Q (6438.904524 sec): 3 clusters Score: Raw -1016199.146467 + Penalty 5006.278537 = -1011192.867930 nChanged 103 SP:Iteration 36Q (6439.061863 sec): 3 clusters Score: Raw -1016235.766056 + Penalty 5006.278537 = -1011229.487519 nChanged 100 SP:Iteration 37Q (6439.144152 sec): 3 clusters Score: Raw -1016267.773049 + Penalty 5006.278537 = -1011261.494512 nChanged 89 SP:Iteration 38Q (6439.229287 sec): 3 clusters Score: Raw -1016294.177265 + Penalty 5006.278537 = -1011287.898728 nChanged 78 SP:Iteration 39Q (6439.318888 sec): 3 clusters Score: Raw -1016319.085141 + Penalty 5006.278537 = -1011312.806604 nChanged 86 SP:Iteration 40F (6439.413874 sec): 3 clusters Score: Raw -1016344.712249 + Penalty 5006.278537 = -1011338.433712 nChanged 90 SP:Iteration 41Q (6439.506528 sec): 3 clusters Score: Raw -1016373.448735 + Penalty 5006.278537 = -1011367.170198 nChanged 97 SP:Iteration 42Q (6439.597573 sec): 3 clusters Score: Raw -1016404.865009 + Penalty 5006.278537 = -1011398.586472 nChanged 80 SP:Iteration 43Q (6439.689797 sec): 3 clusters Score: Raw -1016431.551803 + Penalty 5006.278537 = -1011425.273267 nChanged 86 SP:Iteration 44Q (6439.784415 sec): 3 clusters Score: Raw -1016459.023469 + Penalty 5006.278537 = -1011452.744932 nChanged 68 SP:Iteration 45Q (6439.868958 sec): 3 clusters Score: Raw -1016479.355961 + Penalty 5006.278537 = -1011473.077424 nChanged 64 SP:Iteration 46Q (6439.950164 sec): 3 clusters Score: Raw -1016501.513351 + Penalty 5006.278537 = -1011495.234814 nChanged 60 SP:Iteration 47Q (6440.045778 sec): 3 clusters Score: Raw -1016521.667120 + Penalty 5006.278537 = -1011515.388584 nChanged 65 SP:Iteration 48Q (6440.136324 sec): 3 clusters Score: Raw -1016542.664496 + Penalty 5006.278537 = -1011536.385960 nChanged 64 SP:Iteration 49Q (6440.223232 sec): 3 clusters Score: Raw -1016560.787813 + Penalty 5006.278537 = -1011554.509276 nChanged 55 SP:Iteration 50Q (6440.305504 sec): 3 clusters Score: Raw -1016577.349324 + Penalty 5006.278537 = -1011571.070787 nChanged 62 SP:Iteration 51Q (6440.394841 sec): 3 clusters Score: Raw -1016595.382166 + Penalty 5006.278537 = -1011589.103630 nChanged 67 SP:Iteration 52Q (6440.491669 sec): 3 clusters Score: Raw -1016616.087369 + Penalty 5006.278537 = -1011609.808833 nChanged 59 SP:Iteration 53Q (6440.587992 sec): 3 clusters Score: Raw -1016636.803779 + Penalty 5006.278537 = -1011630.525242 nChanged 52 SP:Iteration 54Q (6440.677530 sec): 3 clusters Score: Raw -1016654.938736 + Penalty 5006.278537 = -1011648.660199 nChanged 47 SP:Iteration 55Q (6440.798805 sec): 3 clusters Score: Raw -1016668.951868 + Penalty 5006.278537 = -1011662.673331 nChanged 41 SP:Iteration 56Q (6440.885973 sec): 3 clusters Score: Raw -1016681.109681 + Penalty 5006.278537 = -1011674.831144 nChanged 36 SP:Iteration 57Q (6440.968632 sec): 3 clusters Score: Raw -1016693.755147 + Penalty 5006.278537 = -1011687.476610 nChanged 35 SP:Iteration 58Q (6441.061615 sec): 3 clusters Score: Raw -1016702.604082 + Penalty 5006.278537 = -1011696.325545 nChanged 28 SP:Iteration 59Q (6441.147143 sec): 3 clusters Score: Raw -1016709.812175 + Penalty 5006.278537 = -1011703.533638 nChanged 26 SP:Iteration 60F (6441.242847 sec): 3 clusters Score: Raw -1016716.101771 + Penalty 5006.278537 = -1011709.823234 nChanged 24 SP:Iteration 61Q (6441.334675 sec): 3 clusters Score: Raw -1016723.035946 + Penalty 5006.278537 = -1011716.757409 nChanged 26 SP:Iteration 62Q (6441.425849 sec): 3 clusters Score: Raw -1016729.652356 + Penalty 5006.278537 = -1011723.373819 nChanged 16 SP:Iteration 63Q (6441.640706 sec): 3 clusters Score: Raw -1016733.948643 + Penalty 5006.278537 = -1011727.670106 nChanged 12 SP:Iteration 64Q (6441.816212 sec): 3 clusters Score: Raw -1016735.583031 + Penalty 5006.278537 = -1011729.304494 nChanged 4 SP:Iteration 65Q (6442.032998 sec): 3 clusters Score: Raw -1016736.503184 + Penalty 5006.278537 = -1011730.224647 nChanged 5 SP:Iteration 66Q (6442.236760 sec): 3 clusters Score: Raw -1016737.637775 + Penalty 5006.278537 = -1011731.359238 nChanged 4 SP:Iteration 67Q (6442.449216 sec): 3 clusters Score: Raw -1016738.681726 + Penalty 5006.278537 = -1011732.403189 nChanged 5 SP:Iteration 68Q (6442.517915 sec): 3 clusters Score: Raw -1016740.109704 + Penalty 5006.278537 = -1011733.831167 nChanged 7 SP:Iteration 69Q (6442.634915 sec): 3 clusters Score: Raw -1016742.893450 + Penalty 5006.278537 = -1011736.614913 nChanged 11 SP:Iteration 70Q (6442.720890 sec): 3 clusters Score: Raw -1016745.470443 + Penalty 5006.278537 = -1011739.191906 nChanged 14 SP:Iteration 71Q (6442.795027 sec): 3 clusters Score: Raw -1016749.004977 + Penalty 5006.278537 = -1011742.726440 nChanged 9 SP:Iteration 72Q (6442.881607 sec): 3 clusters Score: Raw -1016750.837730 + Penalty 5006.278537 = -1011744.559193 nChanged 5 SP:Iteration 73Q (6442.979412 sec): 3 clusters Score: Raw -1016752.229874 + Penalty 5006.278537 = -1011745.951337 nChanged 7 SP:Iteration 74Q (6443.076298 sec): 3 clusters Score: Raw -1016753.507111 + Penalty 5006.278537 = -1011747.228574 nChanged 4 SP:Iteration 75Q (6443.165249 sec): 3 clusters Score: Raw -1016754.138288 + Penalty 5006.278537 = -1011747.859751 nChanged 0 SP:Iteration 76F (6443.265899 sec): 3 clusters Score: Raw -1016754.138288 + Penalty 5006.278537 = -1011747.859751 nChanged 0 Trying to split cluster 5 (9025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6443.337589 sec): 2 clusters Score: Raw -700381.789895 + Penalty 2404.446999 = -697977.342896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6443.408965 sec): 3 clusters Score: Raw -695652.506854 + Penalty 4808.893998 = -690843.612856 nChanged 3690 SP:Iteration 1F (6443.516517 sec): 3 clusters Score: Raw -697843.401828 + Penalty 4808.893998 = -693034.507831 nChanged 713 SP:Iteration 2F (6443.617363 sec): 3 clusters Score: Raw -698282.729134 + Penalty 4808.893998 = -693473.835136 nChanged 567 SP:Iteration 3F (6443.677930 sec): 3 clusters Score: Raw -698667.674767 + Penalty 4808.893998 = -693858.780769 nChanged 537 SP:Iteration 4F (6443.738618 sec): 3 clusters Score: Raw -699046.311099 + Penalty 4808.893998 = -694237.417101 nChanged 498 SP:Iteration 5F (6443.802782 sec): 3 clusters Score: Raw -699428.160487 + Penalty 4808.893998 = -694619.266490 nChanged 450 SP:Iteration 6Q (6443.881833 sec): 3 clusters Score: Raw -699770.542170 + Penalty 4808.893998 = -694961.648173 nChanged 424 SP:Iteration 7Q (6443.959165 sec): 3 clusters Score: Raw -700091.710857 + Penalty 4808.893998 = -695282.816859 nChanged 388 SP:Iteration 8Q (6444.033160 sec): 3 clusters Score: Raw -700315.047725 + Penalty 4808.893998 = -695506.153727 nChanged 279 SP:Iteration 9Q (6444.103328 sec): 3 clusters Score: Raw -700477.606834 + Penalty 4808.893998 = -695668.712836 nChanged 261 SP:Iteration 10Q (6444.179334 sec): 3 clusters Score: Raw -700610.949925 + Penalty 4808.893998 = -695802.055927 nChanged 221 SP:Iteration 11Q (6444.257839 sec): 3 clusters Score: Raw -700732.085488 + Penalty 4808.893998 = -695923.191490 nChanged 200 SP:Iteration 12Q (6444.334803 sec): 3 clusters Score: Raw -700821.705491 + Penalty 4808.893998 = -696012.811494 nChanged 161 SP:Iteration 13Q (6444.411035 sec): 3 clusters Score: Raw -700885.316986 + Penalty 4808.893998 = -696076.422988 nChanged 132 SP:Iteration 14Q (6444.487272 sec): 3 clusters Score: Raw -700931.823920 + Penalty 4808.893998 = -696122.929922 nChanged 120 SP:Iteration 15Q (6444.563411 sec): 3 clusters Score: Raw -700976.186174 + Penalty 4808.893998 = -696167.292177 nChanged 106 SP:Iteration 16Q (6444.733873 sec): 3 clusters Score: Raw -701008.458589 + Penalty 4808.893998 = -696199.564591 nChanged 77 SP:Iteration 17Q (6444.910563 sec): 3 clusters Score: Raw -701031.548942 + Penalty 4808.893998 = -696222.654945 nChanged 60 SP:Iteration 18Q (6445.035080 sec): 3 clusters Score: Raw -701045.475769 + Penalty 4808.893998 = -696236.581772 nChanged 40 SP:Iteration 19Q (6445.181018 sec): 3 clusters Score: Raw -701055.855660 + Penalty 4808.893998 = -696246.961663 nChanged 32 SP:Iteration 20F (6445.389273 sec): 3 clusters Score: Raw -701064.138684 + Penalty 4808.893998 = -696255.244686 nChanged 37 SP:Iteration 21Q (6445.566265 sec): 3 clusters Score: Raw -701072.987867 + Penalty 4808.893998 = -696264.093869 nChanged 31 SP:Iteration 22Q (6445.709181 sec): 3 clusters Score: Raw -701078.839194 + Penalty 4808.893998 = -696269.945196 nChanged 25 SP:Iteration 23Q (6445.783898 sec): 3 clusters Score: Raw -701083.102560 + Penalty 4808.893998 = -696274.208562 nChanged 19 SP:Iteration 24Q (6445.855641 sec): 3 clusters Score: Raw -701086.382658 + Penalty 4808.893998 = -696277.488660 nChanged 12 SP:Iteration 25Q (6445.925025 sec): 3 clusters Score: Raw -701088.377358 + Penalty 4808.893998 = -696279.483360 nChanged 11 SP:Iteration 26Q (6446.015338 sec): 3 clusters Score: Raw -701090.580222 + Penalty 4808.893998 = -696281.686225 nChanged 12 SP:Iteration 27Q (6446.086469 sec): 3 clusters Score: Raw -701092.976171 + Penalty 4808.893998 = -696284.082173 nChanged 14 SP:Iteration 28Q (6446.152271 sec): 3 clusters Score: Raw -701095.879741 + Penalty 4808.893998 = -696286.985743 nChanged 9 SP:Iteration 29Q (6446.231117 sec): 3 clusters Score: Raw -701097.395664 + Penalty 4808.893998 = -696288.501667 nChanged 16 SP:Iteration 30Q (6446.309390 sec): 3 clusters Score: Raw -701099.697087 + Penalty 4808.893998 = -696290.803090 nChanged 10 SP:Iteration 31Q (6446.382683 sec): 3 clusters Score: Raw -701101.587512 + Penalty 4808.893998 = -696292.693515 nChanged 8 SP:Iteration 32Q (6446.456165 sec): 3 clusters Score: Raw -701102.941759 + Penalty 4808.893998 = -696294.047762 nChanged 7 SP:Iteration 33Q (6446.528386 sec): 3 clusters Score: Raw -701104.095883 + Penalty 4808.893998 = -696295.201885 nChanged 8 SP:Iteration 34Q (6446.597870 sec): 3 clusters Score: Raw -701105.674297 + Penalty 4808.893998 = -696296.780300 nChanged 9 SP:Iteration 35Q (6446.674110 sec): 3 clusters Score: Raw -701107.258543 + Penalty 4808.893998 = -696298.364545 nChanged 9 SP:Iteration 36Q (6446.749072 sec): 3 clusters Score: Raw -701108.894443 + Penalty 4808.893998 = -696300.000445 nChanged 8 SP:Iteration 37Q (6446.818941 sec): 3 clusters Score: Raw -701110.494027 + Penalty 4808.893998 = -696301.600029 nChanged 5 SP:Iteration 38Q (6446.893692 sec): 3 clusters Score: Raw -701111.364395 + Penalty 4808.893998 = -696302.470398 nChanged 6 SP:Iteration 39Q (6447.077103 sec): 3 clusters Score: Raw -701112.533289 + Penalty 4808.893998 = -696303.639291 nChanged 10 SP:Iteration 40F (6447.219133 sec): 3 clusters Score: Raw -701114.571478 + Penalty 4808.893998 = -696305.677480 nChanged 11 SP:Iteration 41Q (6447.294889 sec): 3 clusters Score: Raw -701117.461404 + Penalty 4808.893998 = -696308.567406 nChanged 10 SP:Iteration 42Q (6447.365359 sec): 3 clusters Score: Raw -701119.609816 + Penalty 4808.893998 = -696310.715819 nChanged 8 SP:Iteration 43Q (6447.431703 sec): 3 clusters Score: Raw -701121.058400 + Penalty 4808.893998 = -696312.164402 nChanged 8 SP:Iteration 44Q (6447.515281 sec): 3 clusters Score: Raw -701122.411035 + Penalty 4808.893998 = -696313.517038 nChanged 10 SP:Iteration 45Q (6447.588722 sec): 3 clusters Score: Raw -701124.785114 + Penalty 4808.893998 = -696315.891116 nChanged 15 SP:Iteration 46Q (6447.656724 sec): 3 clusters Score: Raw -701127.728545 + Penalty 4808.893998 = -696318.834547 nChanged 14 SP:Iteration 47Q (6447.850716 sec): 3 clusters Score: Raw -701129.529798 + Penalty 4808.893998 = -696320.635801 nChanged 10 SP:Iteration 48Q (6448.022452 sec): 3 clusters Score: Raw -701131.094606 + Penalty 4808.893998 = -696322.200608 nChanged 8 SP:Iteration 49Q (6448.190415 sec): 3 clusters Score: Raw -701132.363366 + Penalty 4808.893998 = -696323.469368 nChanged 7 SP:Iteration 50Q (6448.304527 sec): 3 clusters Score: Raw -701133.518756 + Penalty 4808.893998 = -696324.624758 nChanged 8 SP:Iteration 51Q (6448.484105 sec): 3 clusters Score: Raw -701134.878694 + Penalty 4808.893998 = -696325.984696 nChanged 7 SP:Iteration 52Q (6448.676363 sec): 3 clusters Score: Raw -701135.830293 + Penalty 4808.893998 = -696326.936296 nChanged 6 SP:Iteration 53Q (6448.830717 sec): 3 clusters Score: Raw -701136.895756 + Penalty 4808.893998 = -696328.001759 nChanged 5 SP:Iteration 54Q (6448.931088 sec): 3 clusters Score: Raw -701137.791089 + Penalty 4808.893998 = -696328.897091 nChanged 0 SP:Iteration 55F (6449.041359 sec): 3 clusters Score: Raw -701137.791089 + Penalty 4808.893998 = -696328.897091 nChanged 0 Trying to split cluster 6 (8585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6449.140646 sec): 2 clusters Score: Raw -756143.536826 + Penalty 2391.251748 = -753752.285078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6449.239704 sec): 3 clusters Score: Raw -751695.744888 + Penalty 4782.503496 = -746913.241392 nChanged 3465 SP:Iteration 1F (6449.325197 sec): 3 clusters Score: Raw -753730.916083 + Penalty 4782.503496 = -748948.412587 nChanged 655 SP:Iteration 2F (6449.395507 sec): 3 clusters Score: Raw -754164.164780 + Penalty 4782.503496 = -749381.661284 nChanged 521 SP:Iteration 3F (6449.460099 sec): 3 clusters Score: Raw -754499.104304 + Penalty 4782.503496 = -749716.600807 nChanged 458 SP:Iteration 4F (6449.530952 sec): 3 clusters Score: Raw -754775.366475 + Penalty 4782.503496 = -749992.862979 nChanged 382 SP:Iteration 5Q (6449.609455 sec): 3 clusters Score: Raw -755019.812589 + Penalty 4782.503496 = -750237.309092 nChanged 359 SP:Iteration 6Q (6449.705695 sec): 3 clusters Score: Raw -755270.973574 + Penalty 4782.503496 = -750488.470077 nChanged 354 SP:Iteration 7Q (6449.780947 sec): 3 clusters Score: Raw -755516.261872 + Penalty 4782.503496 = -750733.758376 nChanged 354 SP:Iteration 8Q (6449.854829 sec): 3 clusters Score: Raw -755755.604501 + Penalty 4782.503496 = -750973.101004 nChanged 344 SP:Iteration 9Q (6449.925446 sec): 3 clusters Score: Raw -755977.016659 + Penalty 4782.503496 = -751194.513162 nChanged 300 SP:Iteration 10Q (6450.005176 sec): 3 clusters Score: Raw -756160.829294 + Penalty 4782.503496 = -751378.325798 nChanged 245 SP:Iteration 11Q (6450.079085 sec): 3 clusters Score: Raw -756279.594416 + Penalty 4782.503496 = -751497.090919 nChanged 185 SP:Iteration 12Q (6450.148130 sec): 3 clusters Score: Raw -756353.550420 + Penalty 4782.503496 = -751571.046924 nChanged 131 SP:Iteration 13Q (6450.226769 sec): 3 clusters Score: Raw -756402.556417 + Penalty 4782.503496 = -751620.052921 nChanged 112 SP:Iteration 14Q (6450.302127 sec): 3 clusters Score: Raw -756440.244859 + Penalty 4782.503496 = -751657.741363 nChanged 94 SP:Iteration 15Q (6450.376524 sec): 3 clusters Score: Raw -756468.029476 + Penalty 4782.503496 = -751685.525980 nChanged 76 SP:Iteration 16Q (6450.450620 sec): 3 clusters Score: Raw -756489.391656 + Penalty 4782.503496 = -751706.888160 nChanged 64 SP:Iteration 17Q (6450.532965 sec): 3 clusters Score: Raw -756508.493974 + Penalty 4782.503496 = -751725.990477 nChanged 63 SP:Iteration 18Q (6450.607646 sec): 3 clusters Score: Raw -756524.559900 + Penalty 4782.503496 = -751742.056403 nChanged 61 SP:Iteration 19Q (6450.680744 sec): 3 clusters Score: Raw -756538.919403 + Penalty 4782.503496 = -751756.415906 nChanged 44 SP:Iteration 20F (6450.750155 sec): 3 clusters Score: Raw -756548.708803 + Penalty 4782.503496 = -751766.205307 nChanged 39 SP:Iteration 21Q (6450.891366 sec): 3 clusters Score: Raw -756556.902479 + Penalty 4782.503496 = -751774.398982 nChanged 38 SP:Iteration 22Q (6451.081045 sec): 3 clusters Score: Raw -756566.476425 + Penalty 4782.503496 = -751783.972928 nChanged 37 SP:Iteration 23Q (6451.244116 sec): 3 clusters Score: Raw -756574.288344 + Penalty 4782.503496 = -751791.784848 nChanged 38 SP:Iteration 24Q (6451.375204 sec): 3 clusters Score: Raw -756582.784912 + Penalty 4782.503496 = -751800.281416 nChanged 31 SP:Iteration 25Q (6451.525936 sec): 3 clusters Score: Raw -756590.150123 + Penalty 4782.503496 = -751807.646627 nChanged 27 SP:Iteration 26Q (6451.724117 sec): 3 clusters Score: Raw -756597.322509 + Penalty 4782.503496 = -751814.819013 nChanged 31 SP:Iteration 27Q (6451.864524 sec): 3 clusters Score: Raw -756606.298117 + Penalty 4782.503496 = -751823.794620 nChanged 37 SP:Iteration 28Q (6451.947109 sec): 3 clusters Score: Raw -756614.328559 + Penalty 4782.503496 = -751831.825063 nChanged 31 SP:Iteration 29Q (6452.013257 sec): 3 clusters Score: Raw -756621.130981 + Penalty 4782.503496 = -751838.627485 nChanged 22 SP:Iteration 30Q (6452.098691 sec): 3 clusters Score: Raw -756625.767051 + Penalty 4782.503496 = -751843.263554 nChanged 19 SP:Iteration 31Q (6452.177713 sec): 3 clusters Score: Raw -756628.725767 + Penalty 4782.503496 = -751846.222270 nChanged 11 SP:Iteration 32Q (6452.246209 sec): 3 clusters Score: Raw -756630.691586 + Penalty 4782.503496 = -751848.188090 nChanged 13 SP:Iteration 33Q (6452.319589 sec): 3 clusters Score: Raw -756632.793088 + Penalty 4782.503496 = -751850.289591 nChanged 6 SP:Iteration 34Q (6452.397140 sec): 3 clusters Score: Raw -756633.780404 + Penalty 4782.503496 = -751851.276908 nChanged 2 SP:Iteration 35Q (6452.471839 sec): 3 clusters Score: Raw -756634.079770 + Penalty 4782.503496 = -751851.576273 nChanged 2 SP:Iteration 36Q (6452.545508 sec): 3 clusters Score: Raw -756634.349088 + Penalty 4782.503496 = -751851.845592 nChanged 3 SP:Iteration 37Q (6452.618967 sec): 3 clusters Score: Raw -756634.797919 + Penalty 4782.503496 = -751852.294423 nChanged 4 SP:Iteration 38Q (6452.692602 sec): 3 clusters Score: Raw -756635.498956 + Penalty 4782.503496 = -751852.995460 nChanged 7 SP:Iteration 39Q (6452.768516 sec): 3 clusters Score: Raw -756637.057121 + Penalty 4782.503496 = -751854.553624 nChanged 9 SP:Iteration 40F (6452.843361 sec): 3 clusters Score: Raw -756638.888025 + Penalty 4782.503496 = -751856.384528 nChanged 7 SP:Iteration 41Q (6452.922658 sec): 3 clusters Score: Raw -756640.397055 + Penalty 4782.503496 = -751857.893558 nChanged 8 SP:Iteration 42Q (6453.012240 sec): 3 clusters Score: Raw -756641.953075 + Penalty 4782.503496 = -751859.449578 nChanged 10 SP:Iteration 43Q (6453.082315 sec): 3 clusters Score: Raw -756644.052971 + Penalty 4782.503496 = -751861.549474 nChanged 8 SP:Iteration 44Q (6453.152604 sec): 3 clusters Score: Raw -756645.298112 + Penalty 4782.503496 = -751862.794616 nChanged 7 SP:Iteration 45Q (6453.224295 sec): 3 clusters Score: Raw -756646.809068 + Penalty 4782.503496 = -751864.305571 nChanged 7 SP:Iteration 46Q (6453.298437 sec): 3 clusters Score: Raw -756647.860759 + Penalty 4782.503496 = -751865.357263 nChanged 7 SP:Iteration 47Q (6453.374520 sec): 3 clusters Score: Raw -756648.788324 + Penalty 4782.503496 = -751866.284828 nChanged 6 SP:Iteration 48Q (6453.448423 sec): 3 clusters Score: Raw -756649.981942 + Penalty 4782.503496 = -751867.478446 nChanged 13 SP:Iteration 49Q (6453.521323 sec): 3 clusters Score: Raw -756652.306751 + Penalty 4782.503496 = -751869.803255 nChanged 10 SP:Iteration 50Q (6453.596022 sec): 3 clusters Score: Raw -756653.647203 + Penalty 4782.503496 = -751871.143707 nChanged 6 SP:Iteration 51Q (6453.670911 sec): 3 clusters Score: Raw -756654.564284 + Penalty 4782.503496 = -751872.060788 nChanged 6 SP:Iteration 52Q (6453.826973 sec): 3 clusters Score: Raw -756655.571590 + Penalty 4782.503496 = -751873.068094 nChanged 6 SP:Iteration 53Q (6453.995881 sec): 3 clusters Score: Raw -756656.967423 + Penalty 4782.503496 = -751874.463927 nChanged 9 SP:Iteration 54Q (6454.149225 sec): 3 clusters Score: Raw -756658.487506 + Penalty 4782.503496 = -751875.984010 nChanged 7 SP:Iteration 55Q (6454.260229 sec): 3 clusters Score: Raw -756660.117509 + Penalty 4782.503496 = -751877.614013 nChanged 6 SP:Iteration 56Q (6454.418436 sec): 3 clusters Score: Raw -756661.698126 + Penalty 4782.503496 = -751879.194629 nChanged 9 SP:Iteration 57Q (6454.557003 sec): 3 clusters Score: Raw -756663.818911 + Penalty 4782.503496 = -751881.315415 nChanged 12 SP:Iteration 58Q (6454.677886 sec): 3 clusters Score: Raw -756666.106571 + Penalty 4782.503496 = -751883.603075 nChanged 13 SP:Iteration 59Q (6454.746088 sec): 3 clusters Score: Raw -756668.066920 + Penalty 4782.503496 = -751885.563423 nChanged 7 SP:Iteration 60F (6454.817148 sec): 3 clusters Score: Raw -756669.161739 + Penalty 4782.503496 = -751886.658243 nChanged 8 SP:Iteration 61Q (6454.889283 sec): 3 clusters Score: Raw -756670.499010 + Penalty 4782.503496 = -751887.995513 nChanged 7 SP:Iteration 62Q (6454.965244 sec): 3 clusters Score: Raw -756671.784791 + Penalty 4782.503496 = -751889.281294 nChanged 6 SP:Iteration 63Q (6455.040944 sec): 3 clusters Score: Raw -756672.566631 + Penalty 4782.503496 = -751890.063135 nChanged 4 SP:Iteration 64Q (6455.113714 sec): 3 clusters Score: Raw -756673.058103 + Penalty 4782.503496 = -751890.554606 nChanged 4 SP:Iteration 65Q (6455.187512 sec): 3 clusters Score: Raw -756673.466819 + Penalty 4782.503496 = -751890.963322 nChanged 3 SP:Iteration 66Q (6455.262752 sec): 3 clusters Score: Raw -756673.913127 + Penalty 4782.503496 = -751891.409631 nChanged 3 SP:Iteration 67Q (6455.338323 sec): 3 clusters Score: Raw -756674.688003 + Penalty 4782.503496 = -751892.184507 nChanged 3 SP:Iteration 68Q (6455.408799 sec): 3 clusters Score: Raw -756675.140489 + Penalty 4782.503496 = -751892.636993 nChanged 1 SP:Iteration 69Q (6455.534096 sec): 3 clusters Score: Raw -756675.564563 + Penalty 4782.503496 = -751893.061067 nChanged 1 SP:Iteration 70Q (6455.689733 sec): 3 clusters Score: Raw -756675.623809 + Penalty 4782.503496 = -751893.120313 nChanged 1 SP:Iteration 71Q (6455.757813 sec): 3 clusters Score: Raw -756675.822499 + Penalty 4782.503496 = -751893.319003 nChanged 1 SP:Iteration 72Q (6455.824977 sec): 3 clusters Score: Raw -756676.018969 + Penalty 4782.503496 = -751893.515473 nChanged 0 SP:Iteration 73F (6455.912825 sec): 3 clusters Score: Raw -756676.018969 + Penalty 4782.503496 = -751893.515473 nChanged 0 Trying to split cluster 7 (64680 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6456.236599 sec): 2 clusters Score: Raw -5562127.233723 + Penalty 2924.382731 = -5559202.850992 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6456.555433 sec): 3 clusters Score: Raw -5521562.956839 + Penalty 5848.765462 = -5515714.191378 nChanged 30168 SP:Iteration 1F (6456.879285 sec): 3 clusters Score: Raw -5538968.722978 + Penalty 5848.765462 = -5533119.957516 nChanged 3065 SP:Iteration 2Q (6457.157194 sec): 3 clusters Score: Raw -5540172.920222 + Penalty 5848.765462 = -5534324.154760 nChanged 3227 SP:Iteration 3Q (6457.489745 sec): 3 clusters Score: Raw -5541681.583408 + Penalty 5848.765462 = -5535832.817946 nChanged 3510 SP:Iteration 4F (6457.754299 sec): 3 clusters Score: Raw -5543423.645505 + Penalty 5848.765462 = -5537574.880044 nChanged 3541 SP:Iteration 5F (6458.071316 sec): 3 clusters Score: Raw -5545289.753150 + Penalty 5848.765462 = -5539440.987689 nChanged 3523 SP:Iteration 6F (6458.336884 sec): 3 clusters Score: Raw -5546966.276168 + Penalty 5848.765462 = -5541117.510706 nChanged 3234 SP:Iteration 7Q (6458.666545 sec): 3 clusters Score: Raw -5548411.288548 + Penalty 5848.765462 = -5542562.523086 nChanged 2890 SP:Iteration 8Q (6459.011464 sec): 3 clusters Score: Raw -5549600.153491 + Penalty 5848.765462 = -5543751.388029 nChanged 2597 SP:Iteration 9Q (6459.308809 sec): 3 clusters Score: Raw -5550581.101099 + Penalty 5848.765462 = -5544732.335637 nChanged 2226 SP:Iteration 10Q (6459.586834 sec): 3 clusters Score: Raw -5551352.664660 + Penalty 5848.765462 = -5545503.899198 nChanged 1892 SP:Iteration 11Q (6459.890804 sec): 3 clusters Score: Raw -5551967.322232 + Penalty 5848.765462 = -5546118.556770 nChanged 1629 SP:Iteration 12Q (6460.168308 sec): 3 clusters Score: Raw -5552440.812129 + Penalty 5848.765462 = -5546592.046667 nChanged 1412 SP:Iteration 13Q (6460.472837 sec): 3 clusters Score: Raw -5552839.946842 + Penalty 5848.765462 = -5546991.181380 nChanged 1266 SP:Iteration 14Q (6460.747633 sec): 3 clusters Score: Raw -5553191.870876 + Penalty 5848.765462 = -5547343.105414 nChanged 1167 SP:Iteration 15Q (6461.049378 sec): 3 clusters Score: Raw -5553494.042579 + Penalty 5848.765462 = -5547645.277118 nChanged 1082 SP:Iteration 16Q (6461.326905 sec): 3 clusters Score: Raw -5553753.568974 + Penalty 5848.765462 = -5547904.803512 nChanged 960 SP:Iteration 17Q (6461.628591 sec): 3 clusters Score: Raw -5553953.900442 + Penalty 5848.765462 = -5548105.134981 nChanged 844 SP:Iteration 18Q (6461.903138 sec): 3 clusters Score: Raw -5554118.654844 + Penalty 5848.765462 = -5548269.889382 nChanged 742 SP:Iteration 19Q (6462.208394 sec): 3 clusters Score: Raw -5554258.184482 + Penalty 5848.765462 = -5548409.419020 nChanged 675 SP:Iteration 20F (6462.527710 sec): 3 clusters Score: Raw -5554374.187595 + Penalty 5848.765462 = -5548525.422133 nChanged 601 SP:Iteration 21Q (6462.805894 sec): 3 clusters Score: Raw -5554470.007682 + Penalty 5848.765462 = -5548621.242221 nChanged 510 SP:Iteration 22Q (6463.064444 sec): 3 clusters Score: Raw -5554553.638522 + Penalty 5848.765462 = -5548704.873061 nChanged 509 SP:Iteration 23Q (6463.378260 sec): 3 clusters Score: Raw -5554639.149608 + Penalty 5848.765462 = -5548790.384147 nChanged 533 SP:Iteration 24Q (6463.684479 sec): 3 clusters Score: Raw -5554727.959321 + Penalty 5848.765462 = -5548879.193859 nChanged 522 SP:Iteration 25Q (6463.935860 sec): 3 clusters Score: Raw -5554822.915242 + Penalty 5848.765462 = -5548974.149780 nChanged 534 SP:Iteration 26Q (6464.241132 sec): 3 clusters Score: Raw -5554915.906056 + Penalty 5848.765462 = -5549067.140595 nChanged 508 SP:Iteration 27Q (6464.495190 sec): 3 clusters Score: Raw -5555008.303476 + Penalty 5848.765462 = -5549159.538014 nChanged 594 SP:Iteration 28Q (6464.809523 sec): 3 clusters Score: Raw -5555116.062872 + Penalty 5848.765462 = -5549267.297411 nChanged 599 SP:Iteration 29Q (6465.070245 sec): 3 clusters Score: Raw -5555227.201698 + Penalty 5848.765462 = -5549378.436236 nChanged 584 SP:Iteration 30Q (6465.388533 sec): 3 clusters Score: Raw -5555340.289254 + Penalty 5848.765462 = -5549491.523792 nChanged 634 SP:Iteration 31Q (6465.719133 sec): 3 clusters Score: Raw -5555471.905389 + Penalty 5848.765462 = -5549623.139927 nChanged 671 SP:Iteration 32Q (6466.052447 sec): 3 clusters Score: Raw -5555610.416130 + Penalty 5848.765462 = -5549761.650668 nChanged 698 SP:Iteration 33Q (6466.370363 sec): 3 clusters Score: Raw -5555765.189115 + Penalty 5848.765462 = -5549916.423653 nChanged 718 SP:Iteration 34Q (6466.642435 sec): 3 clusters Score: Raw -5555933.226226 + Penalty 5848.765462 = -5550084.460765 nChanged 752 SP:Iteration 35Q (6466.906415 sec): 3 clusters Score: Raw -5556114.642219 + Penalty 5848.765462 = -5550265.876757 nChanged 784 SP:Iteration 36Q (6467.165737 sec): 3 clusters Score: Raw -5556314.248955 + Penalty 5848.765462 = -5550465.483493 nChanged 846 SP:Iteration 37Q (6467.447492 sec): 3 clusters Score: Raw -5556543.657549 + Penalty 5848.765462 = -5550694.892087 nChanged 899 SP:Iteration 38Q (6467.743947 sec): 3 clusters Score: Raw -5556809.631670 + Penalty 5848.765462 = -5550960.866209 nChanged 960 SP:Iteration 39Q (6468.045717 sec): 3 clusters Score: Raw -5557111.054217 + Penalty 5848.765462 = -5551262.288756 nChanged 969 SP:Iteration 40F (6468.275902 sec): 3 clusters Score: Raw -5557425.493825 + Penalty 5848.765462 = -5551576.728364 nChanged 976 SP:Iteration 41Q (6468.530221 sec): 3 clusters Score: Raw -5557750.802373 + Penalty 5848.765462 = -5551902.036912 nChanged 961 SP:Iteration 42Q (6468.781581 sec): 3 clusters Score: Raw -5558083.793382 + Penalty 5848.765462 = -5552235.027920 nChanged 965 SP:Iteration 43Q (6469.055773 sec): 3 clusters Score: Raw -5558440.356684 + Penalty 5848.765462 = -5552591.591223 nChanged 943 SP:Iteration 44Q (6469.307428 sec): 3 clusters Score: Raw -5558803.444433 + Penalty 5848.765462 = -5552954.678972 nChanged 941 SP:Iteration 45Q (6469.532596 sec): 3 clusters Score: Raw -5559190.350316 + Penalty 5848.765462 = -5553341.584854 nChanged 878 SP:Iteration 46Q (6469.776233 sec): 3 clusters Score: Raw -5559561.911872 + Penalty 5848.765462 = -5553713.146410 nChanged 852 SP:Iteration 47Q (6470.016720 sec): 3 clusters Score: Raw -5559945.814029 + Penalty 5848.765462 = -5554097.048567 nChanged 774 SP:Iteration 48Q (6470.271198 sec): 3 clusters Score: Raw -5560311.146778 + Penalty 5848.765462 = -5554462.381317 nChanged 750 SP:Iteration 49Q (6470.491139 sec): 3 clusters Score: Raw -5560681.067815 + Penalty 5848.765462 = -5554832.302353 nChanged 716 SP:Iteration 50Q (6470.723543 sec): 3 clusters Score: Raw -5561038.099312 + Penalty 5848.765462 = -5555189.333850 nChanged 606 SP:Iteration 51Q (6470.983995 sec): 3 clusters Score: Raw -5561339.723720 + Penalty 5848.765462 = -5555490.958259 nChanged 540 SP:Iteration 52Q (6471.254767 sec): 3 clusters Score: Raw -5561609.242593 + Penalty 5848.765462 = -5555760.477132 nChanged 506 SP:Iteration 53Q (6471.488461 sec): 3 clusters Score: Raw -5561872.507552 + Penalty 5848.765462 = -5556023.742091 nChanged 427 SP:Iteration 54Q (6471.715762 sec): 3 clusters Score: Raw -5562097.237948 + Penalty 5848.765462 = -5556248.472487 nChanged 344 SP:Iteration 55Q (6471.967434 sec): 3 clusters Score: Raw -5562276.692250 + Penalty 5848.765462 = -5556427.926789 nChanged 282 SP:Iteration 56Q (6472.181090 sec): 3 clusters Score: Raw -5562425.600871 + Penalty 5848.765462 = -5556576.835410 nChanged 216 SP:Iteration 57Q (6472.410927 sec): 3 clusters Score: Raw -5562533.639408 + Penalty 5848.765462 = -5556684.873946 nChanged 160 SP:Iteration 58Q (6472.670164 sec): 3 clusters Score: Raw -5562614.321389 + Penalty 5848.765462 = -5556765.555927 nChanged 148 SP:Iteration 59Q (6472.895398 sec): 3 clusters Score: Raw -5562679.570659 + Penalty 5848.765462 = -5556830.805197 nChanged 121 SP:Iteration 60F (6473.162755 sec): 3 clusters Score: Raw -5562735.385466 + Penalty 5848.765462 = -5556886.620004 nChanged 99 SP:Iteration 61Q (6473.390689 sec): 3 clusters Score: Raw -5562777.564473 + Penalty 5848.765462 = -5556928.799011 nChanged 88 SP:Iteration 62Q (6473.620019 sec): 3 clusters Score: Raw -5562814.787814 + Penalty 5848.765462 = -5556966.022352 nChanged 62 SP:Iteration 63Q (6473.844972 sec): 3 clusters Score: Raw -5562842.269791 + Penalty 5848.765462 = -5556993.504329 nChanged 63 SP:Iteration 64Q (6474.063142 sec): 3 clusters Score: Raw -5562866.548699 + Penalty 5848.765462 = -5557017.783238 nChanged 46 SP:Iteration 65Q (6474.289037 sec): 3 clusters Score: Raw -5562880.078682 + Penalty 5848.765462 = -5557031.313220 nChanged 31 SP:Iteration 66Q (6474.542913 sec): 3 clusters Score: Raw -5562888.676892 + Penalty 5848.765462 = -5557039.911430 nChanged 27 SP:Iteration 67Q (6474.756641 sec): 3 clusters Score: Raw -5562896.341542 + Penalty 5848.765462 = -5557047.576080 nChanged 18 SP:Iteration 68Q (6474.967409 sec): 3 clusters Score: Raw -5562901.545281 + Penalty 5848.765462 = -5557052.779819 nChanged 17 SP:Iteration 69Q (6475.187511 sec): 3 clusters Score: Raw -5562906.627791 + Penalty 5848.765462 = -5557057.862329 nChanged 10 SP:Iteration 70Q (6475.455416 sec): 3 clusters Score: Raw -5562909.137002 + Penalty 5848.765462 = -5557060.371541 nChanged 3 SP:Iteration 71Q (6475.710257 sec): 3 clusters Score: Raw -5562910.350539 + Penalty 5848.765462 = -5557061.585078 nChanged 2 SP:Iteration 72Q (6475.940463 sec): 3 clusters Score: Raw -5562910.791288 + Penalty 5848.765462 = -5557062.025826 nChanged 2 SP:Iteration 73Q (6476.220535 sec): 3 clusters Score: Raw -5562911.281230 + Penalty 5848.765462 = -5557062.515768 nChanged 1 SP:Iteration 74Q (6476.470701 sec): 3 clusters Score: Raw -5562911.394785 + Penalty 5848.765462 = -5557062.629323 nChanged 1 SP:Iteration 75Q (6476.710728 sec): 3 clusters Score: Raw -5562911.621238 + Penalty 5848.765462 = -5557062.855777 nChanged 1 SP:Iteration 76Q (6476.928622 sec): 3 clusters Score: Raw -5562911.850308 + Penalty 5848.765462 = -5557063.084847 nChanged 1 SP:Iteration 77Q (6477.153031 sec): 3 clusters Score: Raw -5562912.535217 + Penalty 5848.765462 = -5557063.769755 nChanged 2 SP:Iteration 78Q (6477.376552 sec): 3 clusters Score: Raw -5562912.995608 + Penalty 5848.765462 = -5557064.230146 nChanged 2 SP:Iteration 79Q (6477.633531 sec): 3 clusters Score: Raw -5562913.237650 + Penalty 5848.765462 = -5557064.472189 nChanged 1 SP:Iteration 80F (6477.947784 sec): 3 clusters Score: Raw -5562913.627114 + Penalty 5848.765462 = -5557064.861652 nChanged 1 SP:Iteration 81Q (6478.173670 sec): 3 clusters Score: Raw -5562913.880737 + Penalty 5848.765462 = -5557065.115276 nChanged 2 SP:Iteration 82Q (6478.397244 sec): 3 clusters Score: Raw -5562914.712298 + Penalty 5848.765462 = -5557065.946837 nChanged 2 SP:Iteration 83Q (6478.660354 sec): 3 clusters Score: Raw -5562915.454722 + Penalty 5848.765462 = -5557066.689260 nChanged 3 SP:Iteration 84Q (6478.925522 sec): 3 clusters Score: Raw -5562916.203197 + Penalty 5848.765462 = -5557067.437735 nChanged 1 SP:Iteration 85Q (6479.219269 sec): 3 clusters Score: Raw -5562916.491780 + Penalty 5848.765462 = -5557067.726318 nChanged 2 SP:Iteration 86Q (6479.438472 sec): 3 clusters Score: Raw -5562916.921129 + Penalty 5848.765462 = -5557068.155667 nChanged 0 SP:Iteration 87F (6479.726815 sec): 3 clusters Score: Raw -5562916.921129 + Penalty 5848.765462 = -5557068.155667 nChanged 0 Trying to split cluster 8 (13810 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6479.814660 sec): 2 clusters Score: Raw -1174806.618004 + Penalty 2516.751137 = -1172289.866866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6479.913060 sec): 3 clusters Score: Raw -1167187.071690 + Penalty 5033.502274 = -1162153.569416 nChanged 5840 SP:Iteration 1F (6480.046171 sec): 3 clusters Score: Raw -1170477.700877 + Penalty 5033.502274 = -1165444.198603 nChanged 900 SP:Iteration 2F (6480.113909 sec): 3 clusters Score: Raw -1170925.940991 + Penalty 5033.502274 = -1165892.438717 nChanged 769 SP:Iteration 3F (6480.194940 sec): 3 clusters Score: Raw -1171308.870409 + Penalty 5033.502274 = -1166275.368134 nChanged 670 SP:Iteration 4Q (6480.306821 sec): 3 clusters Score: Raw -1171648.176533 + Penalty 5033.502274 = -1166614.674259 nChanged 617 SP:Iteration 5Q (6480.387701 sec): 3 clusters Score: Raw -1171937.418722 + Penalty 5033.502274 = -1166903.916448 nChanged 530 SP:Iteration 6Q (6480.472767 sec): 3 clusters Score: Raw -1172195.444212 + Penalty 5033.502274 = -1167161.941938 nChanged 482 SP:Iteration 7Q (6480.574302 sec): 3 clusters Score: Raw -1172415.884230 + Penalty 5033.502274 = -1167382.381956 nChanged 468 SP:Iteration 8Q (6480.658094 sec): 3 clusters Score: Raw -1172632.576723 + Penalty 5033.502274 = -1167599.074449 nChanged 410 SP:Iteration 9Q (6480.740196 sec): 3 clusters Score: Raw -1172826.032854 + Penalty 5033.502274 = -1167792.530580 nChanged 398 SP:Iteration 10Q (6480.840701 sec): 3 clusters Score: Raw -1172994.834068 + Penalty 5033.502274 = -1167961.331794 nChanged 371 SP:Iteration 11Q (6481.028846 sec): 3 clusters Score: Raw -1173161.178952 + Penalty 5033.502274 = -1168127.676678 nChanged 329 SP:Iteration 12Q (6481.232912 sec): 3 clusters Score: Raw -1173312.536869 + Penalty 5033.502274 = -1168279.034595 nChanged 313 SP:Iteration 13Q (6481.401284 sec): 3 clusters Score: Raw -1173439.079088 + Penalty 5033.502274 = -1168405.576814 nChanged 272 SP:Iteration 14Q (6481.590869 sec): 3 clusters Score: Raw -1173548.449845 + Penalty 5033.502274 = -1168514.947571 nChanged 232 SP:Iteration 15Q (6481.662349 sec): 3 clusters Score: Raw -1173629.871243 + Penalty 5033.502274 = -1168596.368969 nChanged 205 SP:Iteration 16Q (6481.754468 sec): 3 clusters Score: Raw -1173706.576843 + Penalty 5033.502274 = -1168673.074569 nChanged 204 SP:Iteration 17Q (6481.867233 sec): 3 clusters Score: Raw -1173777.071765 + Penalty 5033.502274 = -1168743.569491 nChanged 191 SP:Iteration 18Q (6481.955872 sec): 3 clusters Score: Raw -1173841.419612 + Penalty 5033.502274 = -1168807.917338 nChanged 162 SP:Iteration 19Q (6482.038335 sec): 3 clusters Score: Raw -1173900.348580 + Penalty 5033.502274 = -1168866.846305 nChanged 168 SP:Iteration 20F (6482.118341 sec): 3 clusters Score: Raw -1173954.404245 + Penalty 5033.502274 = -1168920.901971 nChanged 156 SP:Iteration 21Q (6482.216881 sec): 3 clusters Score: Raw -1174005.661213 + Penalty 5033.502274 = -1168972.158939 nChanged 162 SP:Iteration 22Q (6482.304503 sec): 3 clusters Score: Raw -1174053.741176 + Penalty 5033.502274 = -1169020.238902 nChanged 132 SP:Iteration 23Q (6482.378935 sec): 3 clusters Score: Raw -1174097.178398 + Penalty 5033.502274 = -1169063.676124 nChanged 149 SP:Iteration 24Q (6482.467576 sec): 3 clusters Score: Raw -1174142.478775 + Penalty 5033.502274 = -1169108.976500 nChanged 143 SP:Iteration 25Q (6482.557950 sec): 3 clusters Score: Raw -1174185.366486 + Penalty 5033.502274 = -1169151.864212 nChanged 137 SP:Iteration 26Q (6482.644144 sec): 3 clusters Score: Raw -1174227.500395 + Penalty 5033.502274 = -1169193.998121 nChanged 144 SP:Iteration 27Q (6482.726896 sec): 3 clusters Score: Raw -1174276.699710 + Penalty 5033.502274 = -1169243.197436 nChanged 148 SP:Iteration 28Q (6482.808679 sec): 3 clusters Score: Raw -1174328.694550 + Penalty 5033.502274 = -1169295.192275 nChanged 136 SP:Iteration 29Q (6482.898934 sec): 3 clusters Score: Raw -1174379.513729 + Penalty 5033.502274 = -1169346.011455 nChanged 143 SP:Iteration 30Q (6482.988702 sec): 3 clusters Score: Raw -1174435.691234 + Penalty 5033.502274 = -1169402.188960 nChanged 144 SP:Iteration 31Q (6483.067334 sec): 3 clusters Score: Raw -1174488.572790 + Penalty 5033.502274 = -1169455.070516 nChanged 132 SP:Iteration 32Q (6483.150014 sec): 3 clusters Score: Raw -1174536.991840 + Penalty 5033.502274 = -1169503.489565 nChanged 131 SP:Iteration 33Q (6483.235632 sec): 3 clusters Score: Raw -1174593.234609 + Penalty 5033.502274 = -1169559.732334 nChanged 133 SP:Iteration 34Q (6483.323544 sec): 3 clusters Score: Raw -1174649.037817 + Penalty 5033.502274 = -1169615.535543 nChanged 134 SP:Iteration 35Q (6483.404904 sec): 3 clusters Score: Raw -1174705.651215 + Penalty 5033.502274 = -1169672.148941 nChanged 128 SP:Iteration 36Q (6483.478761 sec): 3 clusters Score: Raw -1174761.215679 + Penalty 5033.502274 = -1169727.713405 nChanged 113 SP:Iteration 37Q (6483.564672 sec): 3 clusters Score: Raw -1174810.225465 + Penalty 5033.502274 = -1169776.723190 nChanged 109 SP:Iteration 38Q (6483.651811 sec): 3 clusters Score: Raw -1174862.256839 + Penalty 5033.502274 = -1169828.754565 nChanged 93 SP:Iteration 39Q (6483.731371 sec): 3 clusters Score: Raw -1174908.917306 + Penalty 5033.502274 = -1169875.415032 nChanged 90 SP:Iteration 40F (6483.813104 sec): 3 clusters Score: Raw -1174953.038926 + Penalty 5033.502274 = -1169919.536652 nChanged 90 SP:Iteration 41Q (6483.893501 sec): 3 clusters Score: Raw -1175001.659760 + Penalty 5033.502274 = -1169968.157486 nChanged 89 SP:Iteration 42Q (6484.115673 sec): 3 clusters Score: Raw -1175047.764835 + Penalty 5033.502274 = -1170014.262561 nChanged 81 SP:Iteration 43Q (6484.279700 sec): 3 clusters Score: Raw -1175091.195691 + Penalty 5033.502274 = -1170057.693417 nChanged 59 SP:Iteration 44Q (6484.453380 sec): 3 clusters Score: Raw -1175121.776751 + Penalty 5033.502274 = -1170088.274477 nChanged 49 SP:Iteration 45Q (6484.588648 sec): 3 clusters Score: Raw -1175145.377029 + Penalty 5033.502274 = -1170111.874755 nChanged 48 SP:Iteration 46Q (6484.638268 sec): 3 clusters Score: Raw -1175168.436670 + Penalty 5033.502274 = -1170134.934396 nChanged 29 SP:Iteration 47Q (6484.752205 sec): 3 clusters Score: Raw -1175183.145601 + Penalty 5033.502274 = -1170149.643326 nChanged 30 SP:Iteration 48Q (6484.851506 sec): 3 clusters Score: Raw -1175197.126749 + Penalty 5033.502274 = -1170163.624474 nChanged 28 SP:Iteration 49Q (6484.922343 sec): 3 clusters Score: Raw -1175211.250327 + Penalty 5033.502274 = -1170177.748053 nChanged 29 SP:Iteration 50Q (6484.986757 sec): 3 clusters Score: Raw -1175227.010647 + Penalty 5033.502274 = -1170193.508372 nChanged 29 SP:Iteration 51Q (6485.070386 sec): 3 clusters Score: Raw -1175238.795475 + Penalty 5033.502274 = -1170205.293200 nChanged 28 SP:Iteration 52Q (6485.143795 sec): 3 clusters Score: Raw -1175249.862126 + Penalty 5033.502274 = -1170216.359852 nChanged 16 SP:Iteration 53Q (6485.222523 sec): 3 clusters Score: Raw -1175256.098645 + Penalty 5033.502274 = -1170222.596371 nChanged 14 SP:Iteration 54Q (6485.312900 sec): 3 clusters Score: Raw -1175262.298195 + Penalty 5033.502274 = -1170228.795921 nChanged 16 SP:Iteration 55Q (6485.392850 sec): 3 clusters Score: Raw -1175267.334423 + Penalty 5033.502274 = -1170233.832149 nChanged 8 SP:Iteration 56Q (6485.461033 sec): 3 clusters Score: Raw -1175269.736371 + Penalty 5033.502274 = -1170236.234097 nChanged 3 SP:Iteration 57Q (6485.538038 sec): 3 clusters Score: Raw -1175270.235708 + Penalty 5033.502274 = -1170236.733434 nChanged 2 SP:Iteration 58Q (6485.621447 sec): 3 clusters Score: Raw -1175270.630083 + Penalty 5033.502274 = -1170237.127809 nChanged 4 SP:Iteration 59Q (6485.705005 sec): 3 clusters Score: Raw -1175271.477100 + Penalty 5033.502274 = -1170237.974826 nChanged 2 SP:Iteration 60F (6485.795540 sec): 3 clusters Score: Raw -1175271.942778 + Penalty 5033.502274 = -1170238.440504 nChanged 4 SP:Iteration 61Q (6485.867187 sec): 3 clusters Score: Raw -1175273.232700 + Penalty 5033.502274 = -1170239.730426 nChanged 2 SP:Iteration 62Q (6485.945270 sec): 3 clusters Score: Raw -1175274.260052 + Penalty 5033.502274 = -1170240.757778 nChanged 3 SP:Iteration 63Q (6486.026279 sec): 3 clusters Score: Raw -1175275.800964 + Penalty 5033.502274 = -1170242.298690 nChanged 4 SP:Iteration 64Q (6486.109610 sec): 3 clusters Score: Raw -1175278.067694 + Penalty 5033.502274 = -1170244.565419 nChanged 7 SP:Iteration 65Q (6486.193158 sec): 3 clusters Score: Raw -1175282.115133 + Penalty 5033.502274 = -1170248.612859 nChanged 7 SP:Iteration 66Q (6486.268092 sec): 3 clusters Score: Raw -1175286.253077 + Penalty 5033.502274 = -1170252.750803 nChanged 10 SP:Iteration 67Q (6486.343678 sec): 3 clusters Score: Raw -1175290.112831 + Penalty 5033.502274 = -1170256.610557 nChanged 6 SP:Iteration 68Q (6486.421258 sec): 3 clusters Score: Raw -1175292.581772 + Penalty 5033.502274 = -1170259.079498 nChanged 4 SP:Iteration 69Q (6486.504488 sec): 3 clusters Score: Raw -1175294.086537 + Penalty 5033.502274 = -1170260.584263 nChanged 5 SP:Iteration 70Q (6486.587372 sec): 3 clusters Score: Raw -1175295.946815 + Penalty 5033.502274 = -1170262.444541 nChanged 3 SP:Iteration 71Q (6486.664293 sec): 3 clusters Score: Raw -1175297.011851 + Penalty 5033.502274 = -1170263.509577 nChanged 2 SP:Iteration 72Q (6486.736389 sec): 3 clusters Score: Raw -1175297.628032 + Penalty 5033.502274 = -1170264.125758 nChanged 1 SP:Iteration 73Q (6486.935486 sec): 3 clusters Score: Raw -1175297.947024 + Penalty 5033.502274 = -1170264.444750 nChanged 1 SP:Iteration 74Q (6487.072981 sec): 3 clusters Score: Raw -1175298.372205 + Penalty 5033.502274 = -1170264.869931 nChanged 1 SP:Iteration 75Q (6487.216482 sec): 3 clusters Score: Raw -1175298.682414 + Penalty 5033.502274 = -1170265.180140 nChanged 1 SP:Iteration 76Q (6487.358702 sec): 3 clusters Score: Raw -1175299.154569 + Penalty 5033.502274 = -1170265.652295 nChanged 1 SP:Iteration 77Q (6487.438153 sec): 3 clusters Score: Raw -1175299.698989 + Penalty 5033.502274 = -1170266.196715 nChanged 2 SP:Iteration 78Q (6487.513394 sec): 3 clusters Score: Raw -1175299.945385 + Penalty 5033.502274 = -1170266.443111 nChanged 1 SP:Iteration 79Q (6487.689006 sec): 3 clusters Score: Raw -1175300.346070 + Penalty 5033.502274 = -1170266.843796 nChanged 0 SP:Iteration 80F (6487.778731 sec): 3 clusters Score: Raw -1175300.346070 + Penalty 5033.502274 = -1170266.843796 nChanged 0 Trying to split cluster 9 (5598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6487.840027 sec): 2 clusters Score: Raw -465043.639873 + Penalty 2278.363473 = -462765.276400 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6487.918477 sec): 3 clusters Score: Raw -462373.894167 + Penalty 4556.726946 = -457817.167221 nChanged 2147 SP:Iteration 1F (6487.991601 sec): 3 clusters Score: Raw -463731.319071 + Penalty 4556.726946 = -459174.592125 nChanged 503 SP:Iteration 2F (6488.036724 sec): 3 clusters Score: Raw -464141.363582 + Penalty 4556.726946 = -459584.636636 nChanged 402 SP:Iteration 3F (6488.082058 sec): 3 clusters Score: Raw -464513.478903 + Penalty 4556.726946 = -459956.751957 nChanged 387 SP:Iteration 4F (6488.127061 sec): 3 clusters Score: Raw -464920.825681 + Penalty 4556.726946 = -460364.098735 nChanged 364 SP:Iteration 5F (6488.172255 sec): 3 clusters Score: Raw -465296.889696 + Penalty 4556.726946 = -460740.162750 nChanged 331 SP:Iteration 6F (6488.217457 sec): 3 clusters Score: Raw -465602.353718 + Penalty 4556.726946 = -461045.626772 nChanged 292 SP:Iteration 7F (6488.262814 sec): 3 clusters Score: Raw -465839.397984 + Penalty 4556.726946 = -461282.671038 nChanged 193 SP:Iteration 8Q (6488.308176 sec): 3 clusters Score: Raw -465970.949380 + Penalty 4556.726946 = -461414.222434 nChanged 141 SP:Iteration 9Q (6488.353791 sec): 3 clusters Score: Raw -466061.914548 + Penalty 4556.726946 = -461505.187602 nChanged 124 SP:Iteration 10Q (6488.399157 sec): 3 clusters Score: Raw -466132.975503 + Penalty 4556.726946 = -461576.248557 nChanged 84 SP:Iteration 11Q (6488.444587 sec): 3 clusters Score: Raw -466175.994538 + Penalty 4556.726946 = -461619.267592 nChanged 64 SP:Iteration 12Q (6488.489438 sec): 3 clusters Score: Raw -466211.659691 + Penalty 4556.726946 = -461654.932746 nChanged 57 SP:Iteration 13Q (6488.560781 sec): 3 clusters Score: Raw -466238.600693 + Penalty 4556.726946 = -461681.873747 nChanged 40 SP:Iteration 14Q (6488.633847 sec): 3 clusters Score: Raw -466254.507081 + Penalty 4556.726946 = -461697.780135 nChanged 32 SP:Iteration 15Q (6488.703477 sec): 3 clusters Score: Raw -466270.745129 + Penalty 4556.726946 = -461714.018183 nChanged 29 SP:Iteration 16Q (6488.752995 sec): 3 clusters Score: Raw -466286.961106 + Penalty 4556.726946 = -461730.234160 nChanged 31 SP:Iteration 17Q (6488.802086 sec): 3 clusters Score: Raw -466300.647162 + Penalty 4556.726946 = -461743.920216 nChanged 23 SP:Iteration 18Q (6488.850496 sec): 3 clusters Score: Raw -466309.040979 + Penalty 4556.726946 = -461752.314033 nChanged 18 SP:Iteration 19Q (6488.897020 sec): 3 clusters Score: Raw -466315.161372 + Penalty 4556.726946 = -461758.434426 nChanged 16 SP:Iteration 20F (6488.943704 sec): 3 clusters Score: Raw -466321.558205 + Penalty 4556.726946 = -461764.831259 nChanged 11 SP:Iteration 21Q (6489.092118 sec): 3 clusters Score: Raw -466326.195382 + Penalty 4556.726946 = -461769.468437 nChanged 11 SP:Iteration 22Q (6489.205759 sec): 3 clusters Score: Raw -466331.489353 + Penalty 4556.726946 = -461774.762407 nChanged 16 SP:Iteration 23Q (6489.378583 sec): 3 clusters Score: Raw -466339.455801 + Penalty 4556.726946 = -461782.728855 nChanged 17 SP:Iteration 24Q (6489.473500 sec): 3 clusters Score: Raw -466346.412890 + Penalty 4556.726946 = -461789.685944 nChanged 10 SP:Iteration 25Q (6489.594164 sec): 3 clusters Score: Raw -466349.785935 + Penalty 4556.726946 = -461793.058989 nChanged 10 SP:Iteration 26Q (6489.744514 sec): 3 clusters Score: Raw -466353.225071 + Penalty 4556.726946 = -461796.498125 nChanged 9 SP:Iteration 27Q (6489.854609 sec): 3 clusters Score: Raw -466356.310940 + Penalty 4556.726946 = -461799.583995 nChanged 4 SP:Iteration 28Q (6490.006749 sec): 3 clusters Score: Raw -466357.392621 + Penalty 4556.726946 = -461800.665675 nChanged 2 SP:Iteration 29Q (6490.170536 sec): 3 clusters Score: Raw -466358.001268 + Penalty 4556.726946 = -461801.274322 nChanged 4 SP:Iteration 30Q (6490.200193 sec): 3 clusters Score: Raw -466359.463209 + Penalty 4556.726946 = -461802.736264 nChanged 6 SP:Iteration 31Q (6490.254954 sec): 3 clusters Score: Raw -466361.288814 + Penalty 4556.726946 = -461804.561869 nChanged 5 SP:Iteration 32Q (6490.309089 sec): 3 clusters Score: Raw -466363.086340 + Penalty 4556.726946 = -461806.359394 nChanged 5 SP:Iteration 33Q (6490.363175 sec): 3 clusters Score: Raw -466364.405347 + Penalty 4556.726946 = -461807.678401 nChanged 5 SP:Iteration 34Q (6490.416814 sec): 3 clusters Score: Raw -466365.435584 + Penalty 4556.726946 = -461808.708638 nChanged 3 SP:Iteration 35Q (6490.470490 sec): 3 clusters Score: Raw -466366.551515 + Penalty 4556.726946 = -461809.824569 nChanged 1 SP:Iteration 36Q (6490.524105 sec): 3 clusters Score: Raw -466366.839905 + Penalty 4556.726946 = -461810.112960 nChanged 2 SP:Iteration 37Q (6490.578360 sec): 3 clusters Score: Raw -466367.537599 + Penalty 4556.726946 = -461810.810654 nChanged 2 SP:Iteration 38Q (6490.633674 sec): 3 clusters Score: Raw -466368.053164 + Penalty 4556.726946 = -461811.326218 nChanged 4 SP:Iteration 39Q (6490.688970 sec): 3 clusters Score: Raw -466368.928647 + Penalty 4556.726946 = -461812.201701 nChanged 2 SP:Iteration 40F (6490.743682 sec): 3 clusters Score: Raw -466369.576402 + Penalty 4556.726946 = -461812.849457 nChanged 2 SP:Iteration 41Q (6490.799531 sec): 3 clusters Score: Raw -466370.874194 + Penalty 4556.726946 = -461814.147248 nChanged 6 SP:Iteration 42Q (6490.855231 sec): 3 clusters Score: Raw -466372.729665 + Penalty 4556.726946 = -461816.002719 nChanged 7 SP:Iteration 43Q (6490.911481 sec): 3 clusters Score: Raw -466374.807937 + Penalty 4556.726946 = -461818.080991 nChanged 5 SP:Iteration 44Q (6490.966977 sec): 3 clusters Score: Raw -466376.131262 + Penalty 4556.726946 = -461819.404317 nChanged 2 SP:Iteration 45Q (6491.023227 sec): 3 clusters Score: Raw -466376.456193 + Penalty 4556.726946 = -461819.729247 nChanged 1 SP:Iteration 46Q (6491.079215 sec): 3 clusters Score: Raw -466376.601553 + Penalty 4556.726946 = -461819.874607 nChanged 2 SP:Iteration 47Q (6491.134970 sec): 3 clusters Score: Raw -466377.113508 + Penalty 4556.726946 = -461820.386562 nChanged 0 SP:Iteration 48F (6491.190600 sec): 3 clusters Score: Raw -466377.113508 + Penalty 4556.726946 = -461820.386562 nChanged 0 Trying to split cluster 10 (4498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6491.240548 sec): 2 clusters Score: Raw -345499.271538 + Penalty 2220.606467 = -343278.665071 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6491.311797 sec): 3 clusters Score: Raw -343425.451806 + Penalty 4441.212934 = -338984.238872 nChanged 1648 SP:Iteration 1F (6491.445211 sec): 3 clusters Score: Raw -344383.229022 + Penalty 4441.212934 = -339942.016088 nChanged 358 SP:Iteration 2F (6491.580824 sec): 3 clusters Score: Raw -344629.198014 + Penalty 4441.212934 = -340187.985080 nChanged 248 SP:Iteration 3F (6491.703854 sec): 3 clusters Score: Raw -344802.150354 + Penalty 4441.212934 = -340360.937420 nChanged 186 SP:Iteration 4Q (6491.833219 sec): 3 clusters Score: Raw -344919.404668 + Penalty 4441.212934 = -340478.191734 nChanged 148 SP:Iteration 5Q (6491.964465 sec): 3 clusters Score: Raw -345004.792501 + Penalty 4441.212934 = -340563.579567 nChanged 124 SP:Iteration 6Q (6492.099803 sec): 3 clusters Score: Raw -345067.156857 + Penalty 4441.212934 = -340625.943923 nChanged 86 SP:Iteration 7Q (6492.235488 sec): 3 clusters Score: Raw -345111.694499 + Penalty 4441.212934 = -340670.481565 nChanged 78 SP:Iteration 8Q (6492.357010 sec): 3 clusters Score: Raw -345148.627824 + Penalty 4441.212934 = -340707.414890 nChanged 58 SP:Iteration 9Q (6492.472454 sec): 3 clusters Score: Raw -345175.817658 + Penalty 4441.212934 = -340734.604724 nChanged 55 SP:Iteration 10Q (6492.604849 sec): 3 clusters Score: Raw -345204.862609 + Penalty 4441.212934 = -340763.649675 nChanged 56 SP:Iteration 11Q (6492.761180 sec): 3 clusters Score: Raw -345234.103544 + Penalty 4441.212934 = -340792.890610 nChanged 53 SP:Iteration 12Q (6492.806711 sec): 3 clusters Score: Raw -345259.532724 + Penalty 4441.212934 = -340818.319790 nChanged 52 SP:Iteration 13Q (6492.854366 sec): 3 clusters Score: Raw -345284.181663 + Penalty 4441.212934 = -340842.968729 nChanged 49 SP:Iteration 14Q (6492.904918 sec): 3 clusters Score: Raw -345306.875371 + Penalty 4441.212934 = -340865.662437 nChanged 46 SP:Iteration 15Q (6492.961832 sec): 3 clusters Score: Raw -345328.650380 + Penalty 4441.212934 = -340887.437446 nChanged 40 SP:Iteration 16Q (6493.018371 sec): 3 clusters Score: Raw -345347.257957 + Penalty 4441.212934 = -340906.045023 nChanged 49 SP:Iteration 17Q (6493.072705 sec): 3 clusters Score: Raw -345370.958439 + Penalty 4441.212934 = -340929.745505 nChanged 54 SP:Iteration 18Q (6493.123119 sec): 3 clusters Score: Raw -345398.356140 + Penalty 4441.212934 = -340957.143206 nChanged 63 SP:Iteration 19Q (6493.173487 sec): 3 clusters Score: Raw -345430.310536 + Penalty 4441.212934 = -340989.097602 nChanged 65 SP:Iteration 20F (6493.223251 sec): 3 clusters Score: Raw -345468.266951 + Penalty 4441.212934 = -341027.054017 nChanged 68 SP:Iteration 21Q (6493.274130 sec): 3 clusters Score: Raw -345510.716426 + Penalty 4441.212934 = -341069.503492 nChanged 70 SP:Iteration 22Q (6493.324892 sec): 3 clusters Score: Raw -345548.762045 + Penalty 4441.212934 = -341107.549111 nChanged 62 SP:Iteration 23Q (6493.375586 sec): 3 clusters Score: Raw -345584.013820 + Penalty 4441.212934 = -341142.800886 nChanged 60 SP:Iteration 24Q (6493.428197 sec): 3 clusters Score: Raw -345620.263001 + Penalty 4441.212934 = -341179.050067 nChanged 63 SP:Iteration 25Q (6493.478839 sec): 3 clusters Score: Raw -345656.939732 + Penalty 4441.212934 = -341215.726798 nChanged 72 SP:Iteration 26Q (6493.530176 sec): 3 clusters Score: Raw -345700.721412 + Penalty 4441.212934 = -341259.508478 nChanged 54 SP:Iteration 27Q (6493.583636 sec): 3 clusters Score: Raw -345730.567971 + Penalty 4441.212934 = -341289.355037 nChanged 69 SP:Iteration 28Q (6493.637072 sec): 3 clusters Score: Raw -345764.895543 + Penalty 4441.212934 = -341323.682609 nChanged 60 SP:Iteration 29Q (6493.690631 sec): 3 clusters Score: Raw -345801.251311 + Penalty 4441.212934 = -341360.038377 nChanged 58 SP:Iteration 30Q (6493.741108 sec): 3 clusters Score: Raw -345834.434971 + Penalty 4441.212934 = -341393.222037 nChanged 54 SP:Iteration 31Q (6493.791725 sec): 3 clusters Score: Raw -345867.504523 + Penalty 4441.212934 = -341426.291589 nChanged 50 SP:Iteration 32Q (6493.842216 sec): 3 clusters Score: Raw -345893.015161 + Penalty 4441.212934 = -341451.802227 nChanged 35 SP:Iteration 33Q (6493.956471 sec): 3 clusters Score: Raw -345909.130985 + Penalty 4441.212934 = -341467.918051 nChanged 31 SP:Iteration 34Q (6494.102246 sec): 3 clusters Score: Raw -345923.925803 + Penalty 4441.212934 = -341482.712869 nChanged 29 SP:Iteration 35Q (6494.240890 sec): 3 clusters Score: Raw -345939.607850 + Penalty 4441.212934 = -341498.394916 nChanged 37 SP:Iteration 36Q (6494.372859 sec): 3 clusters Score: Raw -345955.897029 + Penalty 4441.212934 = -341514.684095 nChanged 29 SP:Iteration 37Q (6494.507075 sec): 3 clusters Score: Raw -345971.545125 + Penalty 4441.212934 = -341530.332191 nChanged 28 SP:Iteration 38Q (6494.631965 sec): 3 clusters Score: Raw -345986.127998 + Penalty 4441.212934 = -341544.915064 nChanged 28 SP:Iteration 39Q (6494.765688 sec): 3 clusters Score: Raw -346001.253601 + Penalty 4441.212934 = -341560.040667 nChanged 37 SP:Iteration 40F (6494.869445 sec): 3 clusters Score: Raw -346029.969047 + Penalty 4441.212934 = -341588.756113 nChanged 52 SP:Iteration 41Q (6494.998779 sec): 3 clusters Score: Raw -346068.316992 + Penalty 4441.212934 = -341627.104058 nChanged 54 SP:Iteration 42Q (6495.128599 sec): 3 clusters Score: Raw -346119.748754 + Penalty 4441.212934 = -341678.535820 nChanged 65 SP:Iteration 43Q (6495.256577 sec): 3 clusters Score: Raw -346164.255365 + Penalty 4441.212934 = -341723.042431 nChanged 54 SP:Iteration 44Q (6495.356847 sec): 3 clusters Score: Raw -346210.907234 + Penalty 4441.212934 = -341769.694300 nChanged 58 SP:Iteration 45Q (6495.484425 sec): 3 clusters Score: Raw -346267.125340 + Penalty 4441.212934 = -341825.912406 nChanged 63 SP:Iteration 46Q (6495.598079 sec): 3 clusters Score: Raw -346319.768889 + Penalty 4441.212934 = -341878.555955 nChanged 64 SP:Iteration 47Q (6495.647411 sec): 3 clusters Score: Raw -346370.961147 + Penalty 4441.212934 = -341929.748213 nChanged 72 SP:Iteration 48Q (6495.696566 sec): 3 clusters Score: Raw -346427.782977 + Penalty 4441.212934 = -341986.570043 nChanged 71 SP:Iteration 49Q (6495.746694 sec): 3 clusters Score: Raw -346473.593588 + Penalty 4441.212934 = -342032.380654 nChanged 54 SP:Iteration 50Q (6495.820195 sec): 3 clusters Score: Raw -346509.038634 + Penalty 4441.212934 = -342067.825700 nChanged 43 SP:Iteration 51Q (6495.870046 sec): 3 clusters Score: Raw -346540.489807 + Penalty 4441.212934 = -342099.276873 nChanged 37 SP:Iteration 52Q (6495.921125 sec): 3 clusters Score: Raw -346562.806275 + Penalty 4441.212934 = -342121.593341 nChanged 34 SP:Iteration 53Q (6495.972169 sec): 3 clusters Score: Raw -346578.881972 + Penalty 4441.212934 = -342137.669038 nChanged 32 SP:Iteration 54Q (6496.023518 sec): 3 clusters Score: Raw -346599.397300 + Penalty 4441.212934 = -342158.184366 nChanged 35 SP:Iteration 55Q (6496.074096 sec): 3 clusters Score: Raw -346617.492000 + Penalty 4441.212934 = -342176.279066 nChanged 22 SP:Iteration 56Q (6496.124685 sec): 3 clusters Score: Raw -346634.496294 + Penalty 4441.212934 = -342193.283360 nChanged 26 SP:Iteration 57Q (6496.175139 sec): 3 clusters Score: Raw -346653.324415 + Penalty 4441.212934 = -342212.111481 nChanged 29 SP:Iteration 58Q (6496.226206 sec): 3 clusters Score: Raw -346672.284348 + Penalty 4441.212934 = -342231.071414 nChanged 22 SP:Iteration 59Q (6496.277497 sec): 3 clusters Score: Raw -346692.252602 + Penalty 4441.212934 = -342251.039668 nChanged 27 SP:Iteration 60F (6496.329338 sec): 3 clusters Score: Raw -346713.523954 + Penalty 4441.212934 = -342272.311020 nChanged 27 SP:Iteration 61Q (6496.380312 sec): 3 clusters Score: Raw -346742.930244 + Penalty 4441.212934 = -342301.717310 nChanged 39 SP:Iteration 62Q (6496.430408 sec): 3 clusters Score: Raw -346774.740010 + Penalty 4441.212934 = -342333.527076 nChanged 29 SP:Iteration 63Q (6496.480501 sec): 3 clusters Score: Raw -346803.300393 + Penalty 4441.212934 = -342362.087459 nChanged 30 SP:Iteration 64Q (6496.530726 sec): 3 clusters Score: Raw -346822.917208 + Penalty 4441.212934 = -342381.704274 nChanged 17 SP:Iteration 65Q (6496.696817 sec): 3 clusters Score: Raw -346834.317236 + Penalty 4441.212934 = -342393.104302 nChanged 16 SP:Iteration 66Q (6496.837263 sec): 3 clusters Score: Raw -346845.162573 + Penalty 4441.212934 = -342403.949639 nChanged 18 SP:Iteration 67Q (6496.968608 sec): 3 clusters Score: Raw -346855.137799 + Penalty 4441.212934 = -342413.924865 nChanged 14 SP:Iteration 68Q (6497.103163 sec): 3 clusters Score: Raw -346863.615080 + Penalty 4441.212934 = -342422.402146 nChanged 19 SP:Iteration 69Q (6497.216988 sec): 3 clusters Score: Raw -346880.561457 + Penalty 4441.212934 = -342439.348523 nChanged 21 SP:Iteration 70Q (6497.387417 sec): 3 clusters Score: Raw -346898.458873 + Penalty 4441.212934 = -342457.245939 nChanged 16 SP:Iteration 71Q (6497.499924 sec): 3 clusters Score: Raw -346915.663846 + Penalty 4441.212934 = -342474.450912 nChanged 21 SP:Iteration 72Q (6497.671911 sec): 3 clusters Score: Raw -346926.373406 + Penalty 4441.212934 = -342485.160472 nChanged 12 SP:Iteration 73Q (6497.753587 sec): 3 clusters Score: Raw -346932.149042 + Penalty 4441.212934 = -342490.936108 nChanged 5 SP:Iteration 74Q (6497.808946 sec): 3 clusters Score: Raw -346934.654965 + Penalty 4441.212934 = -342493.442031 nChanged 2 SP:Iteration 75Q (6497.866085 sec): 3 clusters Score: Raw -346935.783759 + Penalty 4441.212934 = -342494.570825 nChanged 4 SP:Iteration 76Q (6497.923189 sec): 3 clusters Score: Raw -346939.362129 + Penalty 4441.212934 = -342498.149195 nChanged 7 SP:Iteration 77Q (6497.971696 sec): 3 clusters Score: Raw -346943.872802 + Penalty 4441.212934 = -342502.659868 nChanged 3 SP:Iteration 78Q (6498.017038 sec): 3 clusters Score: Raw -346945.256246 + Penalty 4441.212934 = -342504.043312 nChanged 1 SP:Iteration 79Q (6498.062336 sec): 3 clusters Score: Raw -346945.655375 + Penalty 4441.212934 = -342504.442441 nChanged 0 SP:Iteration 80F (6498.111255 sec): 3 clusters Score: Raw -346945.655375 + Penalty 4441.212934 = -342504.442441 nChanged 0 Trying to split cluster 11 (3824 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6498.159792 sec): 2 clusters Score: Raw -283972.615591 + Penalty 2177.749800 = -281794.865790 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6498.217884 sec): 3 clusters Score: Raw -282269.988497 + Penalty 4355.499601 = -277914.488896 nChanged 1376 SP:Iteration 1F (6498.274956 sec): 3 clusters Score: Raw -283204.748314 + Penalty 4355.499601 = -278849.248713 nChanged 328 SP:Iteration 2F (6498.331914 sec): 3 clusters Score: Raw -283531.379378 + Penalty 4355.499601 = -279175.879777 nChanged 257 SP:Iteration 3F (6498.386679 sec): 3 clusters Score: Raw -283780.085621 + Penalty 4355.499601 = -279424.586020 nChanged 219 SP:Iteration 4F (6498.429017 sec): 3 clusters Score: Raw -284019.855869 + Penalty 4355.499601 = -279664.356268 nChanged 203 SP:Iteration 5F (6498.471228 sec): 3 clusters Score: Raw -284232.845772 + Penalty 4355.499601 = -279877.346171 nChanged 175 SP:Iteration 6Q (6498.513944 sec): 3 clusters Score: Raw -284405.808592 + Penalty 4355.499601 = -280050.308991 nChanged 157 SP:Iteration 7Q (6498.558745 sec): 3 clusters Score: Raw -284552.802143 + Penalty 4355.499601 = -280197.302542 nChanged 130 SP:Iteration 8Q (6498.607718 sec): 3 clusters Score: Raw -284654.467110 + Penalty 4355.499601 = -280298.967509 nChanged 107 SP:Iteration 9Q (6498.656866 sec): 3 clusters Score: Raw -284738.539810 + Penalty 4355.499601 = -280383.040209 nChanged 93 SP:Iteration 10Q (6498.705466 sec): 3 clusters Score: Raw -284806.873482 + Penalty 4355.499601 = -280451.373881 nChanged 76 SP:Iteration 11Q (6498.753118 sec): 3 clusters Score: Raw -284861.202133 + Penalty 4355.499601 = -280505.702532 nChanged 86 SP:Iteration 12Q (6498.800654 sec): 3 clusters Score: Raw -284926.425199 + Penalty 4355.499601 = -280570.925598 nChanged 71 SP:Iteration 13Q (6498.847975 sec): 3 clusters Score: Raw -284966.761548 + Penalty 4355.499601 = -280611.261948 nChanged 42 SP:Iteration 14Q (6498.988680 sec): 3 clusters Score: Raw -284988.222324 + Penalty 4355.499601 = -280632.722723 nChanged 36 SP:Iteration 15Q (6499.075388 sec): 3 clusters Score: Raw -285004.832459 + Penalty 4355.499601 = -280649.332858 nChanged 35 SP:Iteration 16Q (6499.203194 sec): 3 clusters Score: Raw -285023.085907 + Penalty 4355.499601 = -280667.586306 nChanged 37 SP:Iteration 17Q (6499.327259 sec): 3 clusters Score: Raw -285040.055183 + Penalty 4355.499601 = -280684.555583 nChanged 35 SP:Iteration 18Q (6499.458608 sec): 3 clusters Score: Raw -285055.624054 + Penalty 4355.499601 = -280700.124453 nChanged 23 SP:Iteration 19Q (6499.592621 sec): 3 clusters Score: Raw -285067.899836 + Penalty 4355.499601 = -280712.400236 nChanged 18 SP:Iteration 20F (6499.731799 sec): 3 clusters Score: Raw -285078.028547 + Penalty 4355.499601 = -280722.528946 nChanged 22 SP:Iteration 21Q (6499.871606 sec): 3 clusters Score: Raw -285089.247163 + Penalty 4355.499601 = -280733.747562 nChanged 21 SP:Iteration 22Q (6500.009311 sec): 3 clusters Score: Raw -285099.873308 + Penalty 4355.499601 = -280744.373707 nChanged 26 SP:Iteration 23Q (6500.141335 sec): 3 clusters Score: Raw -285108.845001 + Penalty 4355.499601 = -280753.345400 nChanged 15 SP:Iteration 24Q (6500.220259 sec): 3 clusters Score: Raw -285114.516245 + Penalty 4355.499601 = -280759.016644 nChanged 17 SP:Iteration 25Q (6500.268663 sec): 3 clusters Score: Raw -285122.351058 + Penalty 4355.499601 = -280766.851457 nChanged 14 SP:Iteration 26Q (6500.317265 sec): 3 clusters Score: Raw -285128.144330 + Penalty 4355.499601 = -280772.644730 nChanged 11 SP:Iteration 27Q (6500.444602 sec): 3 clusters Score: Raw -285132.200353 + Penalty 4355.499601 = -280776.700752 nChanged 10 SP:Iteration 28Q (6500.525102 sec): 3 clusters Score: Raw -285135.871442 + Penalty 4355.499601 = -280780.371841 nChanged 10 SP:Iteration 29Q (6500.595760 sec): 3 clusters Score: Raw -285139.347065 + Penalty 4355.499601 = -280783.847464 nChanged 5 SP:Iteration 30Q (6500.651495 sec): 3 clusters Score: Raw -285141.042811 + Penalty 4355.499601 = -280785.543210 nChanged 3 SP:Iteration 31Q (6500.703951 sec): 3 clusters Score: Raw -285142.680310 + Penalty 4355.499601 = -280787.180709 nChanged 7 SP:Iteration 32Q (6500.753177 sec): 3 clusters Score: Raw -285145.301532 + Penalty 4355.499601 = -280789.801931 nChanged 10 SP:Iteration 33Q (6500.802076 sec): 3 clusters Score: Raw -285150.118861 + Penalty 4355.499601 = -280794.619260 nChanged 14 SP:Iteration 34Q (6500.851278 sec): 3 clusters Score: Raw -285155.607391 + Penalty 4355.499601 = -280800.107790 nChanged 10 SP:Iteration 35Q (6500.899648 sec): 3 clusters Score: Raw -285159.982789 + Penalty 4355.499601 = -280804.483188 nChanged 7 SP:Iteration 36Q (6500.946898 sec): 3 clusters Score: Raw -285162.896919 + Penalty 4355.499601 = -280807.397318 nChanged 10 SP:Iteration 37Q (6500.993989 sec): 3 clusters Score: Raw -285165.687177 + Penalty 4355.499601 = -280810.187577 nChanged 7 SP:Iteration 38Q (6501.040748 sec): 3 clusters Score: Raw -285167.666182 + Penalty 4355.499601 = -280812.166581 nChanged 10 SP:Iteration 39Q (6501.086374 sec): 3 clusters Score: Raw -285172.015015 + Penalty 4355.499601 = -280816.515414 nChanged 12 SP:Iteration 40F (6501.134999 sec): 3 clusters Score: Raw -285176.525876 + Penalty 4355.499601 = -280821.026276 nChanged 12 SP:Iteration 41Q (6501.182421 sec): 3 clusters Score: Raw -285179.465884 + Penalty 4355.499601 = -280823.966283 nChanged 7 SP:Iteration 42Q (6501.229170 sec): 3 clusters Score: Raw -285181.520721 + Penalty 4355.499601 = -280826.021121 nChanged 8 SP:Iteration 43Q (6501.275151 sec): 3 clusters Score: Raw -285185.271578 + Penalty 4355.499601 = -280829.771977 nChanged 10 SP:Iteration 44Q (6501.321013 sec): 3 clusters Score: Raw -285188.604098 + Penalty 4355.499601 = -280833.104497 nChanged 6 SP:Iteration 45Q (6501.451215 sec): 3 clusters Score: Raw -285191.196591 + Penalty 4355.499601 = -280835.696991 nChanged 5 SP:Iteration 46Q (6501.583377 sec): 3 clusters Score: Raw -285192.689333 + Penalty 4355.499601 = -280837.189732 nChanged 3 SP:Iteration 47Q (6501.707040 sec): 3 clusters Score: Raw -285193.280505 + Penalty 4355.499601 = -280837.780904 nChanged 1 SP:Iteration 48Q (6501.829240 sec): 3 clusters Score: Raw -285193.512360 + Penalty 4355.499601 = -280838.012759 nChanged 2 SP:Iteration 49Q (6501.958411 sec): 3 clusters Score: Raw -285193.842616 + Penalty 4355.499601 = -280838.343015 nChanged 2 SP:Iteration 50Q (6502.083728 sec): 3 clusters Score: Raw -285194.413489 + Penalty 4355.499601 = -280838.913888 nChanged 0 SP:Iteration 51F (6502.211477 sec): 3 clusters Score: Raw -285194.413489 + Penalty 4355.499601 = -280838.913888 nChanged 0 Trying to split cluster 12 (10964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6502.309077 sec): 2 clusters Score: Raw -949570.611547 + Penalty 2455.826329 = -947114.785219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6502.420663 sec): 3 clusters Score: Raw -943595.663012 + Penalty 4911.652658 = -938684.010354 nChanged 4652 SP:Iteration 1F (6502.498864 sec): 3 clusters Score: Raw -946109.348264 + Penalty 4911.652658 = -941197.695607 nChanged 784 SP:Iteration 2F (6502.582758 sec): 3 clusters Score: Raw -946565.227586 + Penalty 4911.652658 = -941653.574929 nChanged 692 SP:Iteration 3F (6502.667058 sec): 3 clusters Score: Raw -947029.794095 + Penalty 4911.652658 = -942118.141437 nChanged 651 SP:Iteration 4F (6502.750390 sec): 3 clusters Score: Raw -947549.401324 + Penalty 4911.652658 = -942637.748666 nChanged 702 SP:Iteration 5F (6502.833490 sec): 3 clusters Score: Raw -948186.426306 + Penalty 4911.652658 = -943274.773649 nChanged 709 SP:Iteration 6F (6502.919688 sec): 3 clusters Score: Raw -948806.851250 + Penalty 4911.652658 = -943895.198593 nChanged 635 SP:Iteration 7F (6503.014633 sec): 3 clusters Score: Raw -949289.873338 + Penalty 4911.652658 = -944378.220680 nChanged 525 SP:Iteration 8Q (6503.098552 sec): 3 clusters Score: Raw -949632.470158 + Penalty 4911.652658 = -944720.817500 nChanged 409 SP:Iteration 9Q (6503.177664 sec): 3 clusters Score: Raw -949848.245615 + Penalty 4911.652658 = -944936.592957 nChanged 298 SP:Iteration 10Q (6503.275231 sec): 3 clusters Score: Raw -949981.571513 + Penalty 4911.652658 = -945069.918856 nChanged 227 SP:Iteration 11Q (6503.361545 sec): 3 clusters Score: Raw -950064.038225 + Penalty 4911.652658 = -945152.385567 nChanged 185 SP:Iteration 12Q (6503.437566 sec): 3 clusters Score: Raw -950118.734539 + Penalty 4911.652658 = -945207.081882 nChanged 112 SP:Iteration 13Q (6503.533678 sec): 3 clusters Score: Raw -950147.320731 + Penalty 4911.652658 = -945235.668073 nChanged 76 SP:Iteration 14Q (6503.623015 sec): 3 clusters Score: Raw -950163.530897 + Penalty 4911.652658 = -945251.878240 nChanged 49 SP:Iteration 15Q (6503.697166 sec): 3 clusters Score: Raw -950175.041412 + Penalty 4911.652658 = -945263.388754 nChanged 53 SP:Iteration 16Q (6503.786259 sec): 3 clusters Score: Raw -950185.851086 + Penalty 4911.652658 = -945274.198428 nChanged 36 SP:Iteration 17Q (6503.878272 sec): 3 clusters Score: Raw -950191.142212 + Penalty 4911.652658 = -945279.489554 nChanged 21 SP:Iteration 18Q (6503.961037 sec): 3 clusters Score: Raw -950194.320466 + Penalty 4911.652658 = -945282.667808 nChanged 14 SP:Iteration 19Q (6504.043853 sec): 3 clusters Score: Raw -950196.612005 + Penalty 4911.652658 = -945284.959348 nChanged 17 SP:Iteration 20F (6504.130601 sec): 3 clusters Score: Raw -950198.605337 + Penalty 4911.652658 = -945286.952679 nChanged 11 SP:Iteration 21Q (6504.226185 sec): 3 clusters Score: Raw -950200.192683 + Penalty 4911.652658 = -945288.540025 nChanged 11 SP:Iteration 22Q (6504.308782 sec): 3 clusters Score: Raw -950201.845198 + Penalty 4911.652658 = -945290.192540 nChanged 12 SP:Iteration 23Q (6504.495871 sec): 3 clusters Score: Raw -950203.240272 + Penalty 4911.652658 = -945291.587615 nChanged 5 SP:Iteration 24Q (6504.647439 sec): 3 clusters Score: Raw -950203.979986 + Penalty 4911.652658 = -945292.327329 nChanged 7 SP:Iteration 25Q (6504.844208 sec): 3 clusters Score: Raw -950205.011125 + Penalty 4911.652658 = -945293.358468 nChanged 6 SP:Iteration 26Q (6505.059792 sec): 3 clusters Score: Raw -950205.688681 + Penalty 4911.652658 = -945294.036024 nChanged 2 SP:Iteration 27Q (6505.215464 sec): 3 clusters Score: Raw -950205.954835 + Penalty 4911.652658 = -945294.302178 nChanged 2 SP:Iteration 28Q (6505.368449 sec): 3 clusters Score: Raw -950206.303990 + Penalty 4911.652658 = -945294.651332 nChanged 1 SP:Iteration 29Q (6505.461226 sec): 3 clusters Score: Raw -950206.405201 + Penalty 4911.652658 = -945294.752543 nChanged 1 SP:Iteration 30Q (6505.536169 sec): 3 clusters Score: Raw -950206.469014 + Penalty 4911.652658 = -945294.816356 nChanged 1 SP:Iteration 31Q (6505.625341 sec): 3 clusters Score: Raw -950206.538357 + Penalty 4911.652658 = -945294.885699 nChanged 0 SP:Iteration 32F (6505.715661 sec): 3 clusters Score: Raw -950206.538357 + Penalty 4911.652658 = -945294.885699 nChanged 0 Time taken for this iteration:351.181910 seconds. 11->13 Clusters: Score -11780711.547887, best is -11780765.031220 Starting from 12 clusters... ------ Clustering full data set of 145910 points ------ SP: Assigned 12 initial classes randomly. Deleting Class 3 (7657 points): Lose 1079.088384 but Gain 3139.156752 Iteration 0F (6508.073475 sec): 11 clusters Score: Raw -11148121.272046 + Penalty 31391.567519 = -11116729.704528 nChanged 129830 Iteration 1F (6510.266685 sec): 11 clusters Score: Raw -11501833.233964 + Penalty 31391.567519 = -11470441.666446 nChanged 59059 Iteration 2F (6512.271104 sec): 11 clusters Score: Raw -11646194.989916 + Penalty 31391.567519 = -11614803.422398 nChanged 35272 Iteration 3F (6514.211215 sec): 11 clusters Score: Raw -11695975.192480 + Penalty 31391.567519 = -11664583.624962 nChanged 23127 Iteration 4F (6516.150293 sec): 11 clusters Score: Raw -11727442.651063 + Penalty 31391.567519 = -11696051.083544 nChanged 17082 Iteration 5F (6518.064847 sec): 11 clusters Score: Raw -11747818.916833 + Penalty 31391.567519 = -11716427.349314 nChanged 12754 Iteration 6F (6519.861377 sec): 11 clusters Score: Raw -11760753.236894 + Penalty 31391.567519 = -11729361.669375 nChanged 9673 Iteration 7F (6521.537625 sec): 11 clusters Score: Raw -11769135.969594 + Penalty 31391.567519 = -11737744.402075 nChanged 7584 Iteration 8F (6523.210597 sec): 11 clusters Score: Raw -11774902.487983 + Penalty 31391.567519 = -11743510.920464 nChanged 6148 Iteration 9Q (6524.533969 sec): 11 clusters Score: Raw -11778896.587371 + Penalty 31391.567519 = -11747505.019852 nChanged 5026 Iteration 10Q (6525.876107 sec): 11 clusters Score: Raw -11782015.826372 + Penalty 31391.567519 = -11750624.258853 nChanged 4409 Iteration 11Q (6527.236644 sec): 11 clusters Score: Raw -11784720.570295 + Penalty 31391.567519 = -11753329.002777 nChanged 3874 Iteration 12Q (6528.494549 sec): 11 clusters Score: Raw -11786964.786878 + Penalty 31391.567519 = -11755573.219359 nChanged 3444 Iteration 13Q (6529.801207 sec): 11 clusters Score: Raw -11788766.857657 + Penalty 31391.567519 = -11757375.290138 nChanged 3107 Iteration 14Q (6531.046954 sec): 11 clusters Score: Raw -11790283.716184 + Penalty 31391.567519 = -11758892.148665 nChanged 2778 Iteration 15Q (6532.343580 sec): 11 clusters Score: Raw -11791499.229738 + Penalty 31391.567519 = -11760107.662220 nChanged 2514 Iteration 16Q (6533.602992 sec): 11 clusters Score: Raw -11792535.482063 + Penalty 31391.567519 = -11761143.914545 nChanged 2194 Iteration 17Q (6534.826727 sec): 11 clusters Score: Raw -11793351.530964 + Penalty 31391.567519 = -11761959.963445 nChanged 2025 Iteration 18Q (6536.204210 sec): 11 clusters Score: Raw -11794053.534604 + Penalty 31391.567519 = -11762661.967085 nChanged 1802 Iteration 19Q (6537.486663 sec): 11 clusters Score: Raw -11794655.550866 + Penalty 31391.567519 = -11763263.983347 nChanged 1738 Writing temp clu file Because OldScore, -11762661.967085, is greater than current (better) Score,-11763263.983347 Compute initial score before splitting: Score: Raw -11794655.550866 + Penalty 31391.567519 = -11763263.983347 Trying to split cluster 1 (8698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6537.655953 sec): 2 clusters Score: Raw -669100.299888 + Penalty 2394.703976 = -666705.595912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6537.829946 sec): 3 clusters Score: Raw -664525.170766 + Penalty 4789.407952 = -659735.762814 nChanged 3565 SP:Iteration 1F (6537.936756 sec): 3 clusters Score: Raw -666640.362197 + Penalty 4789.407952 = -661850.954245 nChanged 751 SP:Iteration 2F (6537.999945 sec): 3 clusters Score: Raw -667158.500271 + Penalty 4789.407952 = -662369.092320 nChanged 600 SP:Iteration 3F (6538.063174 sec): 3 clusters Score: Raw -667576.495908 + Penalty 4789.407952 = -662787.087956 nChanged 477 SP:Iteration 4F (6538.123830 sec): 3 clusters Score: Raw -667917.322264 + Penalty 4789.407952 = -663127.914313 nChanged 435 SP:Iteration 5F (6538.184132 sec): 3 clusters Score: Raw -668202.076674 + Penalty 4789.407952 = -663412.668722 nChanged 369 SP:Iteration 6Q (6538.244664 sec): 3 clusters Score: Raw -668400.195552 + Penalty 4789.407952 = -663610.787601 nChanged 300 SP:Iteration 7Q (6538.306842 sec): 3 clusters Score: Raw -668560.384863 + Penalty 4789.407952 = -663770.976912 nChanged 241 SP:Iteration 8Q (6538.370563 sec): 3 clusters Score: Raw -668671.696249 + Penalty 4789.407952 = -663882.288297 nChanged 205 SP:Iteration 9Q (6538.438575 sec): 3 clusters Score: Raw -668767.765425 + Penalty 4789.407952 = -663978.357473 nChanged 177 SP:Iteration 10Q (6538.506233 sec): 3 clusters Score: Raw -668836.984917 + Penalty 4789.407952 = -664047.576966 nChanged 157 SP:Iteration 11Q (6538.569836 sec): 3 clusters Score: Raw -668899.237580 + Penalty 4789.407952 = -664109.829629 nChanged 140 SP:Iteration 12Q (6538.629201 sec): 3 clusters Score: Raw -668954.143796 + Penalty 4789.407952 = -664164.735844 nChanged 138 SP:Iteration 13Q (6538.690491 sec): 3 clusters Score: Raw -669004.541542 + Penalty 4789.407952 = -664215.133590 nChanged 104 SP:Iteration 14Q (6538.756706 sec): 3 clusters Score: Raw -669037.522094 + Penalty 4789.407952 = -664248.114142 nChanged 67 SP:Iteration 15Q (6538.823090 sec): 3 clusters Score: Raw -669055.170574 + Penalty 4789.407952 = -664265.762622 nChanged 52 SP:Iteration 16Q (6538.884582 sec): 3 clusters Score: Raw -669069.790216 + Penalty 4789.407952 = -664280.382264 nChanged 52 SP:Iteration 17Q (6538.944493 sec): 3 clusters Score: Raw -669082.601410 + Penalty 4789.407952 = -664293.193459 nChanged 41 SP:Iteration 18Q (6539.004006 sec): 3 clusters Score: Raw -669091.687284 + Penalty 4789.407952 = -664302.279333 nChanged 29 SP:Iteration 19Q (6539.065291 sec): 3 clusters Score: Raw -669097.094151 + Penalty 4789.407952 = -664307.686199 nChanged 29 SP:Iteration 20F (6539.127180 sec): 3 clusters Score: Raw -669105.456126 + Penalty 4789.407952 = -664316.048174 nChanged 28 SP:Iteration 21Q (6539.194563 sec): 3 clusters Score: Raw -669113.545049 + Penalty 4789.407952 = -664324.137098 nChanged 32 SP:Iteration 22Q (6539.261928 sec): 3 clusters Score: Raw -669122.716352 + Penalty 4789.407952 = -664333.308401 nChanged 36 SP:Iteration 23Q (6539.325320 sec): 3 clusters Score: Raw -669132.397714 + Penalty 4789.407952 = -664342.989762 nChanged 36 SP:Iteration 24Q (6539.383773 sec): 3 clusters Score: Raw -669141.371810 + Penalty 4789.407952 = -664351.963858 nChanged 29 SP:Iteration 25Q (6539.444117 sec): 3 clusters Score: Raw -669149.002139 + Penalty 4789.407952 = -664359.594187 nChanged 29 SP:Iteration 26Q (6539.588647 sec): 3 clusters Score: Raw -669155.709218 + Penalty 4789.407952 = -664366.301266 nChanged 25 SP:Iteration 27Q (6539.723676 sec): 3 clusters Score: Raw -669164.001476 + Penalty 4789.407952 = -664374.593524 nChanged 33 SP:Iteration 28Q (6539.835271 sec): 3 clusters Score: Raw -669174.545748 + Penalty 4789.407952 = -664385.137797 nChanged 39 SP:Iteration 29Q (6539.962718 sec): 3 clusters Score: Raw -669185.652152 + Penalty 4789.407952 = -664396.244200 nChanged 38 SP:Iteration 30Q (6540.089717 sec): 3 clusters Score: Raw -669197.096425 + Penalty 4789.407952 = -664407.688473 nChanged 39 SP:Iteration 31Q (6540.216575 sec): 3 clusters Score: Raw -669207.897077 + Penalty 4789.407952 = -664418.489125 nChanged 27 SP:Iteration 32Q (6540.290225 sec): 3 clusters Score: Raw -669214.733125 + Penalty 4789.407952 = -664425.325173 nChanged 26 SP:Iteration 33Q (6540.395513 sec): 3 clusters Score: Raw -669222.873935 + Penalty 4789.407952 = -664433.465983 nChanged 25 SP:Iteration 34Q (6540.477731 sec): 3 clusters Score: Raw -669229.290768 + Penalty 4789.407952 = -664439.882817 nChanged 31 SP:Iteration 35Q (6540.536685 sec): 3 clusters Score: Raw -669236.618477 + Penalty 4789.407952 = -664447.210526 nChanged 26 SP:Iteration 36Q (6540.594771 sec): 3 clusters Score: Raw -669242.968453 + Penalty 4789.407952 = -664453.560502 nChanged 30 SP:Iteration 37Q (6540.661770 sec): 3 clusters Score: Raw -669251.332245 + Penalty 4789.407952 = -664461.924294 nChanged 34 SP:Iteration 38Q (6540.734795 sec): 3 clusters Score: Raw -669261.984913 + Penalty 4789.407952 = -664472.576961 nChanged 25 SP:Iteration 39Q (6540.803666 sec): 3 clusters Score: Raw -669268.147919 + Penalty 4789.407952 = -664478.739967 nChanged 25 SP:Iteration 40F (6540.871590 sec): 3 clusters Score: Raw -669275.576639 + Penalty 4789.407952 = -664486.168688 nChanged 26 SP:Iteration 41Q (6540.942890 sec): 3 clusters Score: Raw -669282.373158 + Penalty 4789.407952 = -664492.965207 nChanged 20 SP:Iteration 42Q (6541.013154 sec): 3 clusters Score: Raw -669287.501890 + Penalty 4789.407952 = -664498.093939 nChanged 16 SP:Iteration 43Q (6541.080890 sec): 3 clusters Score: Raw -669290.164426 + Penalty 4789.407952 = -664500.756475 nChanged 12 SP:Iteration 44Q (6541.149317 sec): 3 clusters Score: Raw -669292.453174 + Penalty 4789.407952 = -664503.045223 nChanged 10 SP:Iteration 45Q (6541.219433 sec): 3 clusters Score: Raw -669294.424878 + Penalty 4789.407952 = -664505.016926 nChanged 8 SP:Iteration 46Q (6541.289385 sec): 3 clusters Score: Raw -669295.704177 + Penalty 4789.407952 = -664506.296226 nChanged 6 SP:Iteration 47Q (6541.359352 sec): 3 clusters Score: Raw -669297.536891 + Penalty 4789.407952 = -664508.128939 nChanged 9 SP:Iteration 48Q (6541.429320 sec): 3 clusters Score: Raw -669299.819107 + Penalty 4789.407952 = -664510.411155 nChanged 13 SP:Iteration 49Q (6541.499581 sec): 3 clusters Score: Raw -669302.310570 + Penalty 4789.407952 = -664512.902618 nChanged 12 SP:Iteration 50Q (6541.569801 sec): 3 clusters Score: Raw -669304.975085 + Penalty 4789.407952 = -664515.567133 nChanged 12 SP:Iteration 51Q (6541.639705 sec): 3 clusters Score: Raw -669307.382287 + Penalty 4789.407952 = -664517.974335 nChanged 4 SP:Iteration 52Q (6541.710263 sec): 3 clusters Score: Raw -669308.036289 + Penalty 4789.407952 = -664518.628338 nChanged 4 SP:Iteration 53Q (6541.781144 sec): 3 clusters Score: Raw -669308.647942 + Penalty 4789.407952 = -664519.239991 nChanged 3 SP:Iteration 54Q (6541.851211 sec): 3 clusters Score: Raw -669309.105207 + Penalty 4789.407952 = -664519.697256 nChanged 1 SP:Iteration 55Q (6541.931317 sec): 3 clusters Score: Raw -669309.222065 + Penalty 4789.407952 = -664519.814113 nChanged 1 SP:Iteration 56Q (6542.011402 sec): 3 clusters Score: Raw -669309.390765 + Penalty 4789.407952 = -664519.982814 nChanged 3 SP:Iteration 57Q (6542.081670 sec): 3 clusters Score: Raw -669309.955821 + Penalty 4789.407952 = -664520.547870 nChanged 2 SP:Iteration 58Q (6542.296399 sec): 3 clusters Score: Raw -669310.271969 + Penalty 4789.407952 = -664520.864017 nChanged 3 SP:Iteration 59Q (6542.408132 sec): 3 clusters Score: Raw -669310.755784 + Penalty 4789.407952 = -664521.347832 nChanged 3 SP:Iteration 60F (6542.516975 sec): 3 clusters Score: Raw -669311.124217 + Penalty 4789.407952 = -664521.716265 nChanged 0 Trying to split cluster 2 (4773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6542.588540 sec): 2 clusters Score: Raw -372868.992067 + Penalty 2236.272804 = -370632.719263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6542.712458 sec): 3 clusters Score: Raw -370710.421422 + Penalty 4472.545607 = -366237.875814 nChanged 1826 SP:Iteration 1F (6542.840390 sec): 3 clusters Score: Raw -371909.814934 + Penalty 4472.545607 = -367437.269327 nChanged 434 SP:Iteration 2F (6542.908069 sec): 3 clusters Score: Raw -372294.819378 + Penalty 4472.545607 = -367822.273771 nChanged 311 SP:Iteration 3F (6543.036404 sec): 3 clusters Score: Raw -372598.233816 + Penalty 4472.545607 = -368125.688208 nChanged 270 SP:Iteration 4F (6543.099270 sec): 3 clusters Score: Raw -372833.663852 + Penalty 4472.545607 = -368361.118245 nChanged 216 SP:Iteration 5Q (6543.149967 sec): 3 clusters Score: Raw -372999.276487 + Penalty 4472.545607 = -368526.730879 nChanged 187 SP:Iteration 6Q (6543.200581 sec): 3 clusters Score: Raw -373138.312138 + Penalty 4472.545607 = -368665.766530 nChanged 160 SP:Iteration 7Q (6543.250943 sec): 3 clusters Score: Raw -373266.868692 + Penalty 4472.545607 = -368794.323085 nChanged 143 SP:Iteration 8Q (6543.301095 sec): 3 clusters Score: Raw -373354.928807 + Penalty 4472.545607 = -368882.383200 nChanged 116 SP:Iteration 9Q (6543.350645 sec): 3 clusters Score: Raw -373420.058838 + Penalty 4472.545607 = -368947.513231 nChanged 73 SP:Iteration 10Q (6543.399522 sec): 3 clusters Score: Raw -373455.908877 + Penalty 4472.545607 = -368983.363270 nChanged 59 SP:Iteration 11Q (6543.448768 sec): 3 clusters Score: Raw -373482.788983 + Penalty 4472.545607 = -369010.243375 nChanged 37 SP:Iteration 12Q (6543.497542 sec): 3 clusters Score: Raw -373497.776491 + Penalty 4472.545607 = -369025.230884 nChanged 38 SP:Iteration 13Q (6543.547223 sec): 3 clusters Score: Raw -373513.024870 + Penalty 4472.545607 = -369040.479263 nChanged 26 SP:Iteration 14Q (6543.599816 sec): 3 clusters Score: Raw -373522.833568 + Penalty 4472.545607 = -369050.287961 nChanged 25 SP:Iteration 15Q (6543.648098 sec): 3 clusters Score: Raw -373532.348900 + Penalty 4472.545607 = -369059.803293 nChanged 18 SP:Iteration 16Q (6543.696646 sec): 3 clusters Score: Raw -373538.434517 + Penalty 4472.545607 = -369065.888909 nChanged 18 SP:Iteration 17Q (6543.745032 sec): 3 clusters Score: Raw -373544.438370 + Penalty 4472.545607 = -369071.892763 nChanged 14 SP:Iteration 18Q (6543.795618 sec): 3 clusters Score: Raw -373549.636332 + Penalty 4472.545607 = -369077.090725 nChanged 5 SP:Iteration 19Q (6543.846712 sec): 3 clusters Score: Raw -373551.871312 + Penalty 4472.545607 = -369079.325704 nChanged 7 SP:Iteration 20F (6543.897148 sec): 3 clusters Score: Raw -373553.615401 + Penalty 4472.545607 = -369081.069793 nChanged 3 SP:Iteration 21Q (6543.947933 sec): 3 clusters Score: Raw -373554.881481 + Penalty 4472.545607 = -369082.335874 nChanged 8 SP:Iteration 22Q (6543.998273 sec): 3 clusters Score: Raw -373557.344035 + Penalty 4472.545607 = -369084.798428 nChanged 3 SP:Iteration 23Q (6544.048478 sec): 3 clusters Score: Raw -373558.613193 + Penalty 4472.545607 = -369086.067586 nChanged 4 SP:Iteration 24Q (6544.098747 sec): 3 clusters Score: Raw -373560.169135 + Penalty 4472.545607 = -369087.623527 nChanged 6 SP:Iteration 25Q (6544.261763 sec): 3 clusters Score: Raw -373561.528739 + Penalty 4472.545607 = -369088.983131 nChanged 4 SP:Iteration 26Q (6544.367660 sec): 3 clusters Score: Raw -373563.691928 + Penalty 4472.545607 = -369091.146321 nChanged 4 SP:Iteration 27Q (6544.499331 sec): 3 clusters Score: Raw -373564.819785 + Penalty 4472.545607 = -369092.274178 nChanged 1 SP:Iteration 28Q (6544.620003 sec): 3 clusters Score: Raw -373565.147942 + Penalty 4472.545607 = -369092.602334 nChanged 2 SP:Iteration 29Q (6544.753365 sec): 3 clusters Score: Raw -373565.603386 + Penalty 4472.545607 = -369093.057779 nChanged 1 SP:Iteration 30Q (6544.884513 sec): 3 clusters Score: Raw -373565.866896 + Penalty 4472.545607 = -369093.321289 nChanged 0 SP:Iteration 31F (6545.012561 sec): 3 clusters Score: Raw -373565.866896 + Penalty 4472.545607 = -369093.321289 nChanged 0 Trying to split cluster 4 (5892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6545.066909 sec): 2 clusters Score: Raw -455679.567063 + Penalty 2291.876605 = -453387.690457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6545.235541 sec): 3 clusters Score: Raw -452771.953504 + Penalty 4583.753211 = -448188.200293 nChanged 2280 SP:Iteration 1F (6545.374612 sec): 3 clusters Score: Raw -454267.012173 + Penalty 4583.753211 = -449683.258962 nChanged 538 SP:Iteration 2F (6545.426175 sec): 3 clusters Score: Raw -454729.723939 + Penalty 4583.753211 = -450145.970728 nChanged 434 SP:Iteration 3F (6545.481990 sec): 3 clusters Score: Raw -455153.262882 + Penalty 4583.753211 = -450569.509671 nChanged 375 SP:Iteration 4F (6545.538958 sec): 3 clusters Score: Raw -455516.709170 + Penalty 4583.753211 = -450932.955960 nChanged 334 SP:Iteration 5F (6545.602187 sec): 3 clusters Score: Raw -455844.681769 + Penalty 4583.753211 = -451260.928558 nChanged 282 SP:Iteration 6Q (6545.666143 sec): 3 clusters Score: Raw -456107.533280 + Penalty 4583.753211 = -451523.780069 nChanged 265 SP:Iteration 7Q (6545.726171 sec): 3 clusters Score: Raw -456367.327759 + Penalty 4583.753211 = -451783.574548 nChanged 224 SP:Iteration 8Q (6545.779885 sec): 3 clusters Score: Raw -456557.242210 + Penalty 4583.753211 = -451973.488999 nChanged 195 SP:Iteration 9Q (6545.833436 sec): 3 clusters Score: Raw -456692.921159 + Penalty 4583.753211 = -452109.167948 nChanged 142 SP:Iteration 10Q (6545.893060 sec): 3 clusters Score: Raw -456772.317925 + Penalty 4583.753211 = -452188.564715 nChanged 102 SP:Iteration 11Q (6545.954985 sec): 3 clusters Score: Raw -456823.932137 + Penalty 4583.753211 = -452240.178926 nChanged 68 SP:Iteration 12Q (6546.016804 sec): 3 clusters Score: Raw -456854.345413 + Penalty 4583.753211 = -452270.592202 nChanged 48 SP:Iteration 13Q (6546.077161 sec): 3 clusters Score: Raw -456875.589175 + Penalty 4583.753211 = -452291.835965 nChanged 41 SP:Iteration 14Q (6546.132877 sec): 3 clusters Score: Raw -456889.998741 + Penalty 4583.753211 = -452306.245530 nChanged 31 SP:Iteration 15Q (6546.189781 sec): 3 clusters Score: Raw -456903.431211 + Penalty 4583.753211 = -452319.678001 nChanged 37 SP:Iteration 16Q (6546.247718 sec): 3 clusters Score: Raw -456917.706773 + Penalty 4583.753211 = -452333.953563 nChanged 29 SP:Iteration 17Q (6546.306107 sec): 3 clusters Score: Raw -456929.221813 + Penalty 4583.753211 = -452345.468603 nChanged 23 SP:Iteration 18Q (6546.366598 sec): 3 clusters Score: Raw -456936.820167 + Penalty 4583.753211 = -452353.066956 nChanged 24 SP:Iteration 19Q (6546.427109 sec): 3 clusters Score: Raw -456943.861351 + Penalty 4583.753211 = -452360.108141 nChanged 12 SP:Iteration 20F (6546.487004 sec): 3 clusters Score: Raw -456948.403918 + Penalty 4583.753211 = -452364.650707 nChanged 18 SP:Iteration 21Q (6546.541921 sec): 3 clusters Score: Raw -456955.647002 + Penalty 4583.753211 = -452371.893791 nChanged 16 SP:Iteration 22Q (6546.596426 sec): 3 clusters Score: Raw -456959.920366 + Penalty 4583.753211 = -452376.167156 nChanged 9 SP:Iteration 23Q (6546.656514 sec): 3 clusters Score: Raw -456962.684414 + Penalty 4583.753211 = -452378.931204 nChanged 14 SP:Iteration 24Q (6546.813087 sec): 3 clusters Score: Raw -456966.262545 + Penalty 4583.753211 = -452382.509334 nChanged 14 SP:Iteration 25Q (6546.970202 sec): 3 clusters Score: Raw -456971.668636 + Penalty 4583.753211 = -452387.915425 nChanged 14 SP:Iteration 26Q (6547.085679 sec): 3 clusters Score: Raw -456977.448758 + Penalty 4583.753211 = -452393.695548 nChanged 13 SP:Iteration 27Q (6547.253966 sec): 3 clusters Score: Raw -456981.629947 + Penalty 4583.753211 = -452397.876736 nChanged 13 SP:Iteration 28Q (6547.378116 sec): 3 clusters Score: Raw -456984.796718 + Penalty 4583.753211 = -452401.043508 nChanged 11 SP:Iteration 29Q (6547.490352 sec): 3 clusters Score: Raw -456988.619798 + Penalty 4583.753211 = -452404.866587 nChanged 10 SP:Iteration 30Q (6547.620835 sec): 3 clusters Score: Raw -456991.410715 + Penalty 4583.753211 = -452407.657505 nChanged 10 SP:Iteration 31Q (6547.756399 sec): 3 clusters Score: Raw -456994.801896 + Penalty 4583.753211 = -452411.048685 nChanged 8 SP:Iteration 32Q (6547.835687 sec): 3 clusters Score: Raw -456996.682152 + Penalty 4583.753211 = -452412.928941 nChanged 6 SP:Iteration 33Q (6547.890913 sec): 3 clusters Score: Raw -456998.974328 + Penalty 4583.753211 = -452415.221118 nChanged 8 SP:Iteration 34Q (6547.946547 sec): 3 clusters Score: Raw -457000.956329 + Penalty 4583.753211 = -452417.203119 nChanged 5 SP:Iteration 35Q (6548.004210 sec): 3 clusters Score: Raw -457002.052175 + Penalty 4583.753211 = -452418.298964 nChanged 2 SP:Iteration 36Q (6548.061652 sec): 3 clusters Score: Raw -457002.391155 + Penalty 4583.753211 = -452418.637945 nChanged 0 SP:Iteration 37F (6548.122225 sec): 3 clusters Score: Raw -457002.391155 + Penalty 4583.753211 = -452418.637945 nChanged 0 Trying to split cluster 5 (7539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6548.185414 sec): 2 clusters Score: Raw -594800.972211 + Penalty 2356.951034 = -592444.021177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6548.305347 sec): 3 clusters Score: Raw -590912.555395 + Penalty 4713.902068 = -586198.653326 nChanged 3007 SP:Iteration 1F (6548.369130 sec): 3 clusters Score: Raw -592650.361560 + Penalty 4713.902068 = -587936.459492 nChanged 585 SP:Iteration 2F (6548.432691 sec): 3 clusters Score: Raw -592975.425514 + Penalty 4713.902068 = -588261.523445 nChanged 415 SP:Iteration 3F (6548.498175 sec): 3 clusters Score: Raw -593216.403192 + Penalty 4713.902068 = -588502.501124 nChanged 335 SP:Iteration 4Q (6548.565808 sec): 3 clusters Score: Raw -593404.842667 + Penalty 4713.902068 = -588690.940599 nChanged 301 SP:Iteration 5Q (6548.634274 sec): 3 clusters Score: Raw -593572.938692 + Penalty 4713.902068 = -588859.036623 nChanged 292 SP:Iteration 6Q (6548.703306 sec): 3 clusters Score: Raw -593724.891659 + Penalty 4713.902068 = -589010.989591 nChanged 246 SP:Iteration 7Q (6548.770713 sec): 3 clusters Score: Raw -593834.969519 + Penalty 4713.902068 = -589121.067451 nChanged 196 SP:Iteration 8Q (6548.837642 sec): 3 clusters Score: Raw -593922.115053 + Penalty 4713.902068 = -589208.212985 nChanged 186 SP:Iteration 9Q (6548.911094 sec): 3 clusters Score: Raw -594012.942411 + Penalty 4713.902068 = -589299.040343 nChanged 186 SP:Iteration 10Q (6548.983460 sec): 3 clusters Score: Raw -594092.054937 + Penalty 4713.902068 = -589378.152869 nChanged 154 SP:Iteration 11Q (6549.045951 sec): 3 clusters Score: Raw -594151.813612 + Penalty 4713.902068 = -589437.911544 nChanged 135 SP:Iteration 12Q (6549.109066 sec): 3 clusters Score: Raw -594201.311133 + Penalty 4713.902068 = -589487.409065 nChanged 116 SP:Iteration 13Q (6549.176977 sec): 3 clusters Score: Raw -594250.482356 + Penalty 4713.902068 = -589536.580288 nChanged 127 SP:Iteration 14Q (6549.245572 sec): 3 clusters Score: Raw -594300.896501 + Penalty 4713.902068 = -589586.994433 nChanged 99 SP:Iteration 15Q (6549.429179 sec): 3 clusters Score: Raw -594340.685706 + Penalty 4713.902068 = -589626.783638 nChanged 103 SP:Iteration 16Q (6549.595572 sec): 3 clusters Score: Raw -594385.393670 + Penalty 4713.902068 = -589671.491601 nChanged 110 SP:Iteration 17Q (6549.756559 sec): 3 clusters Score: Raw -594433.955503 + Penalty 4713.902068 = -589720.053435 nChanged 130 SP:Iteration 18Q (6549.869940 sec): 3 clusters Score: Raw -594494.084742 + Penalty 4713.902068 = -589780.182674 nChanged 121 SP:Iteration 19Q (6550.040948 sec): 3 clusters Score: Raw -594546.672902 + Penalty 4713.902068 = -589832.770833 nChanged 115 SP:Iteration 20F (6550.191982 sec): 3 clusters Score: Raw -594606.697015 + Penalty 4713.902068 = -589892.794947 nChanged 111 SP:Iteration 21Q (6550.378306 sec): 3 clusters Score: Raw -594677.024199 + Penalty 4713.902068 = -589963.122131 nChanged 119 SP:Iteration 22Q (6550.439795 sec): 3 clusters Score: Raw -594749.928411 + Penalty 4713.902068 = -590036.026342 nChanged 134 SP:Iteration 23Q (6550.507978 sec): 3 clusters Score: Raw -594815.621682 + Penalty 4713.902068 = -590101.719614 nChanged 104 SP:Iteration 24Q (6550.575911 sec): 3 clusters Score: Raw -594857.095804 + Penalty 4713.902068 = -590143.193736 nChanged 80 SP:Iteration 25Q (6550.642486 sec): 3 clusters Score: Raw -594895.675162 + Penalty 4713.902068 = -590181.773094 nChanged 83 SP:Iteration 26Q (6550.707091 sec): 3 clusters Score: Raw -594929.425995 + Penalty 4713.902068 = -590215.523926 nChanged 68 SP:Iteration 27Q (6550.772064 sec): 3 clusters Score: Raw -594957.614689 + Penalty 4713.902068 = -590243.712621 nChanged 59 SP:Iteration 28Q (6550.839375 sec): 3 clusters Score: Raw -594984.961810 + Penalty 4713.902068 = -590271.059742 nChanged 65 SP:Iteration 29Q (6550.913490 sec): 3 clusters Score: Raw -595010.520378 + Penalty 4713.902068 = -590296.618310 nChanged 52 SP:Iteration 30Q (6550.986717 sec): 3 clusters Score: Raw -595031.016453 + Penalty 4713.902068 = -590317.114385 nChanged 48 SP:Iteration 31Q (6551.047922 sec): 3 clusters Score: Raw -595050.044174 + Penalty 4713.902068 = -590336.142105 nChanged 49 SP:Iteration 32Q (6551.108929 sec): 3 clusters Score: Raw -595071.240178 + Penalty 4713.902068 = -590357.338110 nChanged 48 SP:Iteration 33Q (6551.175056 sec): 3 clusters Score: Raw -595094.333409 + Penalty 4713.902068 = -590380.431341 nChanged 50 SP:Iteration 34Q (6551.242156 sec): 3 clusters Score: Raw -595114.430922 + Penalty 4713.902068 = -590400.528854 nChanged 36 SP:Iteration 35Q (6551.309803 sec): 3 clusters Score: Raw -595126.635509 + Penalty 4713.902068 = -590412.733440 nChanged 21 SP:Iteration 36Q (6551.380821 sec): 3 clusters Score: Raw -595132.391854 + Penalty 4713.902068 = -590418.489786 nChanged 24 SP:Iteration 37Q (6551.483787 sec): 3 clusters Score: Raw -595141.138120 + Penalty 4713.902068 = -590427.236052 nChanged 30 SP:Iteration 38Q (6551.586498 sec): 3 clusters Score: Raw -595152.203179 + Penalty 4713.902068 = -590438.301111 nChanged 17 SP:Iteration 39Q (6551.676800 sec): 3 clusters Score: Raw -595159.572839 + Penalty 4713.902068 = -590445.670770 nChanged 18 SP:Iteration 40F (6551.733158 sec): 3 clusters Score: Raw -595167.818911 + Penalty 4713.902068 = -590453.916843 nChanged 20 SP:Iteration 41Q (6551.788903 sec): 3 clusters Score: Raw -595175.586499 + Penalty 4713.902068 = -590461.684431 nChanged 18 SP:Iteration 42Q (6551.864180 sec): 3 clusters Score: Raw -595182.038008 + Penalty 4713.902068 = -590468.135939 nChanged 12 SP:Iteration 43Q (6551.936881 sec): 3 clusters Score: Raw -595186.812300 + Penalty 4713.902068 = -590472.910232 nChanged 11 SP:Iteration 44Q (6551.999634 sec): 3 clusters Score: Raw -595190.988391 + Penalty 4713.902068 = -590477.086323 nChanged 11 SP:Iteration 45Q (6552.137379 sec): 3 clusters Score: Raw -595195.090218 + Penalty 4713.902068 = -590481.188149 nChanged 15 SP:Iteration 46Q (6552.202861 sec): 3 clusters Score: Raw -595200.280185 + Penalty 4713.902068 = -590486.378117 nChanged 12 SP:Iteration 47Q (6552.355676 sec): 3 clusters Score: Raw -595203.406717 + Penalty 4713.902068 = -590489.504649 nChanged 11 SP:Iteration 48Q (6552.504205 sec): 3 clusters Score: Raw -595206.355898 + Penalty 4713.902068 = -590492.453830 nChanged 15 SP:Iteration 49Q (6552.647684 sec): 3 clusters Score: Raw -595209.584530 + Penalty 4713.902068 = -590495.682462 nChanged 12 SP:Iteration 50Q (6552.792337 sec): 3 clusters Score: Raw -595212.007738 + Penalty 4713.902068 = -590498.105669 nChanged 2 SP:Iteration 51Q (6552.937721 sec): 3 clusters Score: Raw -595212.833037 + Penalty 4713.902068 = -590498.930969 nChanged 5 SP:Iteration 52Q (6553.083410 sec): 3 clusters Score: Raw -595214.568796 + Penalty 4713.902068 = -590500.666728 nChanged 7 SP:Iteration 53Q (6553.231731 sec): 3 clusters Score: Raw -595217.726551 + Penalty 4713.902068 = -590503.824483 nChanged 12 SP:Iteration 54Q (6553.347013 sec): 3 clusters Score: Raw -595222.928745 + Penalty 4713.902068 = -590509.026677 nChanged 12 SP:Iteration 55Q (6553.405368 sec): 3 clusters Score: Raw -595227.145774 + Penalty 4713.902068 = -590513.243706 nChanged 9 SP:Iteration 56Q (6553.469155 sec): 3 clusters Score: Raw -595229.697633 + Penalty 4713.902068 = -590515.795565 nChanged 10 SP:Iteration 57Q (6553.535139 sec): 3 clusters Score: Raw -595232.940198 + Penalty 4713.902068 = -590519.038130 nChanged 10 SP:Iteration 58Q (6553.600253 sec): 3 clusters Score: Raw -595236.427500 + Penalty 4713.902068 = -590522.525432 nChanged 11 SP:Iteration 59Q (6553.665584 sec): 3 clusters Score: Raw -595239.763372 + Penalty 4713.902068 = -590525.861304 nChanged 7 SP:Iteration 60F (6553.737976 sec): 3 clusters Score: Raw -595241.746325 + Penalty 4713.902068 = -590527.844256 nChanged 7 SP:Iteration 61Q (6553.808858 sec): 3 clusters Score: Raw -595244.086171 + Penalty 4713.902068 = -590530.184103 nChanged 9 SP:Iteration 62Q (6553.869676 sec): 3 clusters Score: Raw -595245.768823 + Penalty 4713.902068 = -590531.866755 nChanged 4 SP:Iteration 63Q (6553.930669 sec): 3 clusters Score: Raw -595246.937873 + Penalty 4713.902068 = -590533.035805 nChanged 3 SP:Iteration 64Q (6553.996138 sec): 3 clusters Score: Raw -595247.310913 + Penalty 4713.902068 = -590533.408845 nChanged 0 SP:Iteration 65F (6554.064058 sec): 3 clusters Score: Raw -595247.310913 + Penalty 4713.902068 = -590533.408845 nChanged 0 Trying to split cluster 6 (7417 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6554.125951 sec): 2 clusters Score: Raw -562572.084298 + Penalty 2352.643905 = -560219.440393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6554.217141 sec): 3 clusters Score: Raw -558805.275911 + Penalty 4705.287809 = -554099.988102 nChanged 2991 SP:Iteration 1F (6554.315513 sec): 3 clusters Score: Raw -560571.521848 + Penalty 4705.287809 = -555866.234039 nChanged 568 SP:Iteration 2F (6554.378339 sec): 3 clusters Score: Raw -561009.785744 + Penalty 4705.287809 = -556304.497935 nChanged 489 SP:Iteration 3F (6554.434687 sec): 3 clusters Score: Raw -561583.508620 + Penalty 4705.287809 = -556878.220810 nChanged 539 SP:Iteration 4F (6554.493675 sec): 3 clusters Score: Raw -562444.119555 + Penalty 4705.287809 = -557738.831746 nChanged 598 SP:Iteration 5F (6554.561734 sec): 3 clusters Score: Raw -563314.002690 + Penalty 4705.287809 = -558608.714880 nChanged 617 SP:Iteration 6F (6554.629131 sec): 3 clusters Score: Raw -564058.559688 + Penalty 4705.287809 = -559353.271879 nChanged 508 SP:Iteration 7F (6554.696721 sec): 3 clusters Score: Raw -564643.229144 + Penalty 4705.287809 = -559937.941335 nChanged 384 SP:Iteration 8F (6554.764311 sec): 3 clusters Score: Raw -565043.564042 + Penalty 4705.287809 = -560338.276233 nChanged 273 SP:Iteration 9Q (6554.829608 sec): 3 clusters Score: Raw -565291.495806 + Penalty 4705.287809 = -560586.207997 nChanged 189 SP:Iteration 10Q (6554.893474 sec): 3 clusters Score: Raw -565436.236144 + Penalty 4705.287809 = -560730.948334 nChanged 141 SP:Iteration 11Q (6555.041898 sec): 3 clusters Score: Raw -565519.192967 + Penalty 4705.287809 = -560813.905158 nChanged 84 SP:Iteration 12Q (6555.182318 sec): 3 clusters Score: Raw -565567.054867 + Penalty 4705.287809 = -560861.767058 nChanged 63 SP:Iteration 13Q (6555.334803 sec): 3 clusters Score: Raw -565603.974075 + Penalty 4705.287809 = -560898.686266 nChanged 59 SP:Iteration 14Q (6555.470123 sec): 3 clusters Score: Raw -565642.318827 + Penalty 4705.287809 = -560937.031018 nChanged 57 SP:Iteration 15Q (6555.615252 sec): 3 clusters Score: Raw -565685.534095 + Penalty 4705.287809 = -560980.246286 nChanged 62 SP:Iteration 16Q (6555.741765 sec): 3 clusters Score: Raw -565727.879928 + Penalty 4705.287809 = -561022.592119 nChanged 56 SP:Iteration 17Q (6555.890643 sec): 3 clusters Score: Raw -565766.259069 + Penalty 4705.287809 = -561060.971260 nChanged 49 SP:Iteration 18Q (6556.061291 sec): 3 clusters Score: Raw -565791.332991 + Penalty 4705.287809 = -561086.045182 nChanged 33 SP:Iteration 19Q (6556.098147 sec): 3 clusters Score: Raw -565809.102255 + Penalty 4705.287809 = -561103.814446 nChanged 27 SP:Iteration 20F (6556.155325 sec): 3 clusters Score: Raw -565819.695244 + Penalty 4705.287809 = -561114.407434 nChanged 13 SP:Iteration 21Q (6556.211867 sec): 3 clusters Score: Raw -565824.354472 + Penalty 4705.287809 = -561119.066663 nChanged 6 SP:Iteration 22Q (6556.277189 sec): 3 clusters Score: Raw -565826.532117 + Penalty 4705.287809 = -561121.244308 nChanged 6 SP:Iteration 23Q (6556.350182 sec): 3 clusters Score: Raw -565829.073738 + Penalty 4705.287809 = -561123.785929 nChanged 10 SP:Iteration 24Q (6556.423843 sec): 3 clusters Score: Raw -565834.587800 + Penalty 4705.287809 = -561129.299991 nChanged 11 SP:Iteration 25Q (6556.483585 sec): 3 clusters Score: Raw -565839.341677 + Penalty 4705.287809 = -561134.053868 nChanged 10 SP:Iteration 26Q (6556.540986 sec): 3 clusters Score: Raw -565843.551747 + Penalty 4705.287809 = -561138.263937 nChanged 7 SP:Iteration 27Q (6556.600746 sec): 3 clusters Score: Raw -565845.557682 + Penalty 4705.287809 = -561140.269872 nChanged 4 SP:Iteration 28Q (6556.666087 sec): 3 clusters Score: Raw -565847.604129 + Penalty 4705.287809 = -561142.316320 nChanged 7 SP:Iteration 29Q (6556.730955 sec): 3 clusters Score: Raw -565851.407665 + Penalty 4705.287809 = -561146.119856 nChanged 9 SP:Iteration 30Q (6556.796060 sec): 3 clusters Score: Raw -565854.091880 + Penalty 4705.287809 = -561148.804071 nChanged 5 SP:Iteration 31Q (6556.861614 sec): 3 clusters Score: Raw -565855.210407 + Penalty 4705.287809 = -561149.922598 nChanged 5 SP:Iteration 32Q (6556.930052 sec): 3 clusters Score: Raw -565857.419505 + Penalty 4705.287809 = -561152.131696 nChanged 6 SP:Iteration 33Q (6556.998657 sec): 3 clusters Score: Raw -565858.756647 + Penalty 4705.287809 = -561153.468838 nChanged 4 SP:Iteration 34Q (6557.058637 sec): 3 clusters Score: Raw -565859.671093 + Penalty 4705.287809 = -561154.383284 nChanged 1 SP:Iteration 35Q (6557.117835 sec): 3 clusters Score: Raw -565860.138749 + Penalty 4705.287809 = -561154.850940 nChanged 3 SP:Iteration 36Q (6557.179252 sec): 3 clusters Score: Raw -565860.752893 + Penalty 4705.287809 = -561155.465084 nChanged 2 SP:Iteration 37Q (6557.244145 sec): 3 clusters Score: Raw -565861.244791 + Penalty 4705.287809 = -561155.956982 nChanged 2 SP:Iteration 38Q (6557.308750 sec): 3 clusters Score: Raw -565861.608651 + Penalty 4705.287809 = -561156.320842 nChanged 0 SP:Iteration 39F (6557.376614 sec): 3 clusters Score: Raw -565861.608651 + Penalty 4705.287809 = -561156.320842 nChanged 0 Score: Raw -11798231.818193 + Penalty 34530.724271 = -11763701.093922 Splitting cluster 6 changes total score from -11763263.983347 to -11763701.093922 So it's getting split into cluster 3. Trying to split cluster 7 (67776 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6560.083418 sec): 2 clusters Score: Raw -5823538.863893 + Penalty 2936.726345 = -5820602.137547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6560.492502 sec): 3 clusters Score: Raw -5780654.058769 + Penalty 5873.452690 = -5774780.606079 nChanged 31777 SP:Iteration 1F (6560.845918 sec): 3 clusters Score: Raw -5799099.503112 + Penalty 5873.452690 = -5793226.050421 nChanged 3318 SP:Iteration 2Q (6561.138271 sec): 3 clusters Score: Raw -5800448.846777 + Penalty 5873.452690 = -5794575.394087 nChanged 3815 SP:Iteration 3F (6561.446051 sec): 3 clusters Score: Raw -5802361.602060 + Penalty 5873.452690 = -5796488.149370 nChanged 4458 SP:Iteration 4F (6561.775680 sec): 3 clusters Score: Raw -5805088.499055 + Penalty 5873.452690 = -5799215.046364 nChanged 4847 SP:Iteration 5F (6562.111743 sec): 3 clusters Score: Raw -5808434.689974 + Penalty 5873.452690 = -5802561.237284 nChanged 4713 SP:Iteration 6F (6562.393277 sec): 3 clusters Score: Raw -5812002.229471 + Penalty 5873.452690 = -5806128.776780 nChanged 4125 SP:Iteration 7F (6562.702410 sec): 3 clusters Score: Raw -5815338.837140 + Penalty 5873.452690 = -5809465.384450 nChanged 3252 SP:Iteration 8Q (6563.045571 sec): 3 clusters Score: Raw -5818016.363333 + Penalty 5873.452690 = -5812142.910643 nChanged 2448 SP:Iteration 9Q (6563.413681 sec): 3 clusters Score: Raw -5820031.792011 + Penalty 5873.452690 = -5814158.339321 nChanged 1744 SP:Iteration 10Q (6563.742284 sec): 3 clusters Score: Raw -5821452.268634 + Penalty 5873.452690 = -5815578.815943 nChanged 1203 SP:Iteration 11Q (6564.033962 sec): 3 clusters Score: Raw -5822337.531467 + Penalty 5873.452690 = -5816464.078776 nChanged 834 SP:Iteration 12Q (6564.285183 sec): 3 clusters Score: Raw -5822934.978377 + Penalty 5873.452690 = -5817061.525687 nChanged 610 SP:Iteration 13Q (6564.530654 sec): 3 clusters Score: Raw -5823356.703467 + Penalty 5873.452690 = -5817483.250776 nChanged 468 SP:Iteration 14Q (6564.786052 sec): 3 clusters Score: Raw -5823650.842006 + Penalty 5873.452690 = -5817777.389315 nChanged 336 SP:Iteration 15Q (6565.031084 sec): 3 clusters Score: Raw -5823844.539652 + Penalty 5873.452690 = -5817971.086961 nChanged 251 SP:Iteration 16Q (6565.269516 sec): 3 clusters Score: Raw -5824002.046248 + Penalty 5873.452690 = -5818128.593558 nChanged 218 SP:Iteration 17Q (6565.499340 sec): 3 clusters Score: Raw -5824140.826545 + Penalty 5873.452690 = -5818267.373855 nChanged 200 SP:Iteration 18Q (6565.751882 sec): 3 clusters Score: Raw -5824251.251262 + Penalty 5873.452690 = -5818377.798571 nChanged 162 SP:Iteration 19Q (6565.993646 sec): 3 clusters Score: Raw -5824345.502648 + Penalty 5873.452690 = -5818472.049958 nChanged 142 SP:Iteration 20F (6566.261713 sec): 3 clusters Score: Raw -5824425.607579 + Penalty 5873.452690 = -5818552.154888 nChanged 137 SP:Iteration 21Q (6566.462463 sec): 3 clusters Score: Raw -5824499.434694 + Penalty 5873.452690 = -5818625.982003 nChanged 121 SP:Iteration 22Q (6566.688856 sec): 3 clusters Score: Raw -5824566.070986 + Penalty 5873.452690 = -5818692.618295 nChanged 99 SP:Iteration 23Q (6566.930968 sec): 3 clusters Score: Raw -5824619.629265 + Penalty 5873.452690 = -5818746.176575 nChanged 97 SP:Iteration 24Q (6567.146600 sec): 3 clusters Score: Raw -5824681.349582 + Penalty 5873.452690 = -5818807.896892 nChanged 96 SP:Iteration 25Q (6567.373965 sec): 3 clusters Score: Raw -5824744.154389 + Penalty 5873.452690 = -5818870.701699 nChanged 111 SP:Iteration 26Q (6567.587167 sec): 3 clusters Score: Raw -5824803.604059 + Penalty 5873.452690 = -5818930.151368 nChanged 97 SP:Iteration 27Q (6567.812098 sec): 3 clusters Score: Raw -5824859.692681 + Penalty 5873.452690 = -5818986.239990 nChanged 99 SP:Iteration 28Q (6568.069020 sec): 3 clusters Score: Raw -5824914.229728 + Penalty 5873.452690 = -5819040.777037 nChanged 89 SP:Iteration 29Q (6568.291508 sec): 3 clusters Score: Raw -5824958.230337 + Penalty 5873.452690 = -5819084.777646 nChanged 76 SP:Iteration 30Q (6568.558019 sec): 3 clusters Score: Raw -5824995.064102 + Penalty 5873.452690 = -5819121.611412 nChanged 70 SP:Iteration 31Q (6568.778488 sec): 3 clusters Score: Raw -5825024.928093 + Penalty 5873.452690 = -5819151.475402 nChanged 48 SP:Iteration 32Q (6568.994341 sec): 3 clusters Score: Raw -5825047.807172 + Penalty 5873.452690 = -5819174.354482 nChanged 58 SP:Iteration 33Q (6569.218619 sec): 3 clusters Score: Raw -5825071.582764 + Penalty 5873.452690 = -5819198.130074 nChanged 55 SP:Iteration 34Q (6569.452932 sec): 3 clusters Score: Raw -5825092.133005 + Penalty 5873.452690 = -5819218.680314 nChanged 39 SP:Iteration 35Q (6569.665016 sec): 3 clusters Score: Raw -5825106.547359 + Penalty 5873.452690 = -5819233.094669 nChanged 38 SP:Iteration 36Q (6569.888433 sec): 3 clusters Score: Raw -5825120.867911 + Penalty 5873.452690 = -5819247.415220 nChanged 38 SP:Iteration 37Q (6570.143136 sec): 3 clusters Score: Raw -5825130.408670 + Penalty 5873.452690 = -5819256.955980 nChanged 21 SP:Iteration 38Q (6570.412329 sec): 3 clusters Score: Raw -5825134.605031 + Penalty 5873.452690 = -5819261.152340 nChanged 15 SP:Iteration 39Q (6570.606879 sec): 3 clusters Score: Raw -5825138.799449 + Penalty 5873.452690 = -5819265.346759 nChanged 14 SP:Iteration 40F (6570.908138 sec): 3 clusters Score: Raw -5825148.283557 + Penalty 5873.452690 = -5819274.830866 nChanged 20 SP:Iteration 41Q (6571.134709 sec): 3 clusters Score: Raw -5825154.728988 + Penalty 5873.452690 = -5819281.276298 nChanged 21 SP:Iteration 42Q (6571.374757 sec): 3 clusters Score: Raw -5825161.856123 + Penalty 5873.452690 = -5819288.403432 nChanged 27 SP:Iteration 43Q (6571.598489 sec): 3 clusters Score: Raw -5825171.514744 + Penalty 5873.452690 = -5819298.062053 nChanged 31 SP:Iteration 44Q (6571.822710 sec): 3 clusters Score: Raw -5825180.938666 + Penalty 5873.452690 = -5819307.485976 nChanged 29 SP:Iteration 45Q (6572.067986 sec): 3 clusters Score: Raw -5825189.300081 + Penalty 5873.452690 = -5819315.847391 nChanged 23 SP:Iteration 46Q (6572.308223 sec): 3 clusters Score: Raw -5825194.438769 + Penalty 5873.452690 = -5819320.986079 nChanged 15 SP:Iteration 47Q (6572.526565 sec): 3 clusters Score: Raw -5825198.420730 + Penalty 5873.452690 = -5819324.968040 nChanged 12 SP:Iteration 48Q (6572.752113 sec): 3 clusters Score: Raw -5825201.948345 + Penalty 5873.452690 = -5819328.495654 nChanged 11 SP:Iteration 49Q (6572.966555 sec): 3 clusters Score: Raw -5825205.212378 + Penalty 5873.452690 = -5819331.759687 nChanged 13 SP:Iteration 50Q (6573.197072 sec): 3 clusters Score: Raw -5825209.634966 + Penalty 5873.452690 = -5819336.182276 nChanged 18 SP:Iteration 51Q (6573.455758 sec): 3 clusters Score: Raw -5825215.885951 + Penalty 5873.452690 = -5819342.433261 nChanged 26 SP:Iteration 52Q (6573.680778 sec): 3 clusters Score: Raw -5825224.429344 + Penalty 5873.452690 = -5819350.976653 nChanged 24 SP:Iteration 53Q (6573.915523 sec): 3 clusters Score: Raw -5825231.196918 + Penalty 5873.452690 = -5819357.744227 nChanged 20 SP:Iteration 54Q (6574.140396 sec): 3 clusters Score: Raw -5825236.957238 + Penalty 5873.452690 = -5819363.504548 nChanged 28 SP:Iteration 55Q (6574.364987 sec): 3 clusters Score: Raw -5825243.966250 + Penalty 5873.452690 = -5819370.513559 nChanged 15 SP:Iteration 56Q (6574.613486 sec): 3 clusters Score: Raw -5825247.690213 + Penalty 5873.452690 = -5819374.237523 nChanged 16 SP:Iteration 57Q (6574.848025 sec): 3 clusters Score: Raw -5825251.961463 + Penalty 5873.452690 = -5819378.508773 nChanged 19 SP:Iteration 58Q (6575.095927 sec): 3 clusters Score: Raw -5825257.646829 + Penalty 5873.452690 = -5819384.194139 nChanged 20 SP:Iteration 59Q (6575.322443 sec): 3 clusters Score: Raw -5825262.330511 + Penalty 5873.452690 = -5819388.877821 nChanged 16 SP:Iteration 60F (6575.605049 sec): 3 clusters Score: Raw -5825266.366889 + Penalty 5873.452690 = -5819392.914199 nChanged 15 SP:Iteration 61Q (6575.888788 sec): 3 clusters Score: Raw -5825270.194210 + Penalty 5873.452690 = -5819396.741520 nChanged 10 SP:Iteration 62Q (6576.116894 sec): 3 clusters Score: Raw -5825272.466066 + Penalty 5873.452690 = -5819399.013375 nChanged 10 SP:Iteration 63Q (6576.362078 sec): 3 clusters Score: Raw -5825274.758443 + Penalty 5873.452690 = -5819401.305752 nChanged 15 SP:Iteration 64Q (6576.572485 sec): 3 clusters Score: Raw -5825278.040634 + Penalty 5873.452690 = -5819404.587943 nChanged 17 SP:Iteration 65Q (6576.915994 sec): 3 clusters Score: Raw -5825283.498088 + Penalty 5873.452690 = -5819410.045398 nChanged 25 SP:Iteration 66Q (6577.213337 sec): 3 clusters Score: Raw -5825291.163207 + Penalty 5873.452690 = -5819417.710517 nChanged 36 SP:Iteration 67Q (6577.431292 sec): 3 clusters Score: Raw -5825300.939687 + Penalty 5873.452690 = -5819427.486997 nChanged 30 SP:Iteration 68Q (6577.707625 sec): 3 clusters Score: Raw -5825308.560995 + Penalty 5873.452690 = -5819435.108305 nChanged 22 SP:Iteration 69Q (6577.957769 sec): 3 clusters Score: Raw -5825314.385678 + Penalty 5873.452690 = -5819440.932987 nChanged 17 SP:Iteration 70Q (6578.212660 sec): 3 clusters Score: Raw -5825317.947051 + Penalty 5873.452690 = -5819444.494361 nChanged 15 SP:Iteration 71Q (6578.500320 sec): 3 clusters Score: Raw -5825321.286866 + Penalty 5873.452690 = -5819447.834175 nChanged 17 SP:Iteration 72Q (6578.722909 sec): 3 clusters Score: Raw -5825325.435569 + Penalty 5873.452690 = -5819451.982878 nChanged 13 SP:Iteration 73Q (6579.006997 sec): 3 clusters Score: Raw -5825328.573715 + Penalty 5873.452690 = -5819455.121024 nChanged 21 SP:Iteration 74Q (6579.271430 sec): 3 clusters Score: Raw -5825332.801917 + Penalty 5873.452690 = -5819459.349227 nChanged 12 SP:Iteration 75Q (6579.562157 sec): 3 clusters Score: Raw -5825335.348123 + Penalty 5873.452690 = -5819461.895433 nChanged 5 SP:Iteration 76Q (6579.783394 sec): 3 clusters Score: Raw -5825336.162681 + Penalty 5873.452690 = -5819462.709991 nChanged 3 SP:Iteration 77Q (6580.017169 sec): 3 clusters Score: Raw -5825336.634976 + Penalty 5873.452690 = -5819463.182286 nChanged 1 SP:Iteration 78Q (6580.292270 sec): 3 clusters Score: Raw -5825336.711084 + Penalty 5873.452690 = -5819463.258393 nChanged 1 SP:Iteration 79Q (6580.513960 sec): 3 clusters Score: Raw -5825336.843705 + Penalty 5873.452690 = -5819463.391014 nChanged 0 SP:Iteration 80F (6580.790221 sec): 3 clusters Score: Raw -5825336.843705 + Penalty 5873.452690 = -5819463.391014 nChanged 0 Trying to split cluster 8 (6849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6580.878035 sec): 2 clusters Score: Raw -438398.501372 + Penalty 2331.610495 = -436066.890878 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6580.939477 sec): 3 clusters Score: Raw -435141.976982 + Penalty 4663.220990 = -430478.755992 nChanged 2822 SP:Iteration 1F (6581.016595 sec): 3 clusters Score: Raw -438245.068916 + Penalty 4663.220990 = -433581.847926 nChanged 1037 SP:Iteration 2F (6581.074331 sec): 3 clusters Score: Raw -440562.388046 + Penalty 4663.220990 = -435899.167056 nChanged 763 SP:Iteration 3F (6581.132408 sec): 3 clusters Score: Raw -441887.328043 + Penalty 4663.220990 = -437224.107053 nChanged 454 SP:Iteration 4F (6581.194249 sec): 3 clusters Score: Raw -442465.619765 + Penalty 4663.220990 = -437802.398775 nChanged 260 SP:Iteration 5Q (6581.257369 sec): 3 clusters Score: Raw -442851.230642 + Penalty 4663.220990 = -438188.009652 nChanged 216 SP:Iteration 6Q (6581.319851 sec): 3 clusters Score: Raw -443308.077521 + Penalty 4663.220990 = -438644.856532 nChanged 210 SP:Iteration 7Q (6581.379883 sec): 3 clusters Score: Raw -443709.421799 + Penalty 4663.220990 = -439046.200809 nChanged 168 SP:Iteration 8Q (6581.440383 sec): 3 clusters Score: Raw -443915.660795 + Penalty 4663.220990 = -439252.439805 nChanged 127 SP:Iteration 9Q (6581.602636 sec): 3 clusters Score: Raw -444057.625287 + Penalty 4663.220990 = -439394.404298 nChanged 123 SP:Iteration 10Q (6581.721804 sec): 3 clusters Score: Raw -444185.000462 + Penalty 4663.220990 = -439521.779473 nChanged 104 SP:Iteration 11Q (6581.862895 sec): 3 clusters Score: Raw -444260.656164 + Penalty 4663.220990 = -439597.435174 nChanged 101 SP:Iteration 12Q (6582.011190 sec): 3 clusters Score: Raw -444319.127141 + Penalty 4663.220990 = -439655.906151 nChanged 77 SP:Iteration 13Q (6582.153386 sec): 3 clusters Score: Raw -444356.806299 + Penalty 4663.220990 = -439693.585309 nChanged 61 SP:Iteration 14Q (6582.294499 sec): 3 clusters Score: Raw -444380.450819 + Penalty 4663.220990 = -439717.229830 nChanged 44 SP:Iteration 15Q (6582.483863 sec): 3 clusters Score: Raw -444397.240377 + Penalty 4663.220990 = -439734.019388 nChanged 37 SP:Iteration 16Q (6582.551217 sec): 3 clusters Score: Raw -444410.341291 + Penalty 4663.220990 = -439747.120301 nChanged 38 SP:Iteration 17Q (6582.613853 sec): 3 clusters Score: Raw -444424.396790 + Penalty 4663.220990 = -439761.175801 nChanged 34 SP:Iteration 18Q (6582.673038 sec): 3 clusters Score: Raw -444435.546861 + Penalty 4663.220990 = -439772.325872 nChanged 28 SP:Iteration 19Q (6582.732289 sec): 3 clusters Score: Raw -444445.241900 + Penalty 4663.220990 = -439782.020911 nChanged 22 SP:Iteration 20F (6582.793942 sec): 3 clusters Score: Raw -444463.787772 + Penalty 4663.220990 = -439800.566782 nChanged 28 SP:Iteration 21Q (6582.861263 sec): 3 clusters Score: Raw -444497.216826 + Penalty 4663.220990 = -439833.995836 nChanged 44 SP:Iteration 22Q (6582.928978 sec): 3 clusters Score: Raw -444536.437997 + Penalty 4663.220990 = -439873.217008 nChanged 49 SP:Iteration 23Q (6582.992025 sec): 3 clusters Score: Raw -444571.200812 + Penalty 4663.220990 = -439907.979822 nChanged 52 SP:Iteration 24Q (6583.048001 sec): 3 clusters Score: Raw -444605.072481 + Penalty 4663.220990 = -439941.851491 nChanged 44 SP:Iteration 25Q (6583.105465 sec): 3 clusters Score: Raw -444640.466205 + Penalty 4663.220990 = -439977.245215 nChanged 58 SP:Iteration 26Q (6583.173185 sec): 3 clusters Score: Raw -444696.670604 + Penalty 4663.220990 = -440033.449614 nChanged 62 SP:Iteration 27Q (6583.240578 sec): 3 clusters Score: Raw -444743.070000 + Penalty 4663.220990 = -440079.849010 nChanged 65 SP:Iteration 28Q (6583.299696 sec): 3 clusters Score: Raw -444788.859687 + Penalty 4663.220990 = -440125.638698 nChanged 62 SP:Iteration 29Q (6583.355370 sec): 3 clusters Score: Raw -444830.872221 + Penalty 4663.220990 = -440167.651232 nChanged 66 SP:Iteration 30Q (6583.410745 sec): 3 clusters Score: Raw -444880.847208 + Penalty 4663.220990 = -440217.626218 nChanged 58 SP:Iteration 31Q (6583.467899 sec): 3 clusters Score: Raw -444915.729090 + Penalty 4663.220990 = -440252.508100 nChanged 49 SP:Iteration 32Q (6583.530383 sec): 3 clusters Score: Raw -444940.714173 + Penalty 4663.220990 = -440277.493183 nChanged 39 SP:Iteration 33Q (6583.596944 sec): 3 clusters Score: Raw -444957.503714 + Penalty 4663.220990 = -440294.282724 nChanged 31 SP:Iteration 34Q (6583.663470 sec): 3 clusters Score: Raw -444967.059571 + Penalty 4663.220990 = -440303.838581 nChanged 21 SP:Iteration 35Q (6583.723142 sec): 3 clusters Score: Raw -444974.005618 + Penalty 4663.220990 = -440310.784628 nChanged 17 SP:Iteration 36Q (6583.776407 sec): 3 clusters Score: Raw -444980.295895 + Penalty 4663.220990 = -440317.074905 nChanged 23 SP:Iteration 37Q (6583.829435 sec): 3 clusters Score: Raw -444988.147888 + Penalty 4663.220990 = -440324.926898 nChanged 19 SP:Iteration 38Q (6583.882382 sec): 3 clusters Score: Raw -444995.819341 + Penalty 4663.220990 = -440332.598351 nChanged 22 SP:Iteration 39Q (6583.935337 sec): 3 clusters Score: Raw -445003.368781 + Penalty 4663.220990 = -440340.147791 nChanged 17 SP:Iteration 40F (6584.060598 sec): 3 clusters Score: Raw -445009.046331 + Penalty 4663.220990 = -440345.825341 nChanged 13 SP:Iteration 41Q (6584.198263 sec): 3 clusters Score: Raw -445013.493590 + Penalty 4663.220990 = -440350.272600 nChanged 8 SP:Iteration 42Q (6584.327413 sec): 3 clusters Score: Raw -445015.794628 + Penalty 4663.220990 = -440352.573638 nChanged 6 SP:Iteration 43Q (6584.445773 sec): 3 clusters Score: Raw -445017.243944 + Penalty 4663.220990 = -440354.022955 nChanged 2 SP:Iteration 44Q (6584.539030 sec): 3 clusters Score: Raw -445017.934951 + Penalty 4663.220990 = -440354.713961 nChanged 4 SP:Iteration 45Q (6584.639040 sec): 3 clusters Score: Raw -445018.826942 + Penalty 4663.220990 = -440355.605952 nChanged 1 SP:Iteration 46Q (6584.756234 sec): 3 clusters Score: Raw -445019.014905 + Penalty 4663.220990 = -440355.793915 nChanged 0 SP:Iteration 47F (6584.815386 sec): 3 clusters Score: Raw -445019.014905 + Penalty 4663.220990 = -440355.793915 nChanged 0 Score: Raw -11804852.331725 + Penalty 37669.881023 = -11767182.450703 Splitting cluster 8 changes total score from -11763263.983347 to -11767182.450703 So it's getting split into cluster 12. Trying to split cluster 9 (6261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6587.236422 sec): 2 clusters Score: Raw -519921.783076 + Penalty 2307.913132 = -517613.869945 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6587.311183 sec): 3 clusters Score: Raw -516805.426375 + Penalty 4615.826263 = -512189.600112 nChanged 2428 SP:Iteration 1F (6587.392136 sec): 3 clusters Score: Raw -518171.251381 + Penalty 4615.826263 = -513555.425117 nChanged 474 SP:Iteration 2F (6587.453137 sec): 3 clusters Score: Raw -518456.170226 + Penalty 4615.826263 = -513840.343962 nChanged 318 SP:Iteration 3F (6587.500590 sec): 3 clusters Score: Raw -518645.958375 + Penalty 4615.826263 = -514030.132111 nChanged 305 SP:Iteration 4Q (6587.548967 sec): 3 clusters Score: Raw -518826.791236 + Penalty 4615.826263 = -514210.964973 nChanged 261 SP:Iteration 5Q (6587.611233 sec): 3 clusters Score: Raw -518996.202759 + Penalty 4615.826263 = -514380.376495 nChanged 243 SP:Iteration 6Q (6587.676962 sec): 3 clusters Score: Raw -519164.857704 + Penalty 4615.826263 = -514549.031441 nChanged 267 SP:Iteration 7Q (6587.739970 sec): 3 clusters Score: Raw -519355.815810 + Penalty 4615.826263 = -514739.989546 nChanged 256 SP:Iteration 8Q (6587.794614 sec): 3 clusters Score: Raw -519536.263436 + Penalty 4615.826263 = -514920.437173 nChanged 244 SP:Iteration 9Q (6587.849246 sec): 3 clusters Score: Raw -519704.230569 + Penalty 4615.826263 = -515088.404306 nChanged 207 SP:Iteration 10Q (6587.910199 sec): 3 clusters Score: Raw -519848.971223 + Penalty 4615.826263 = -515233.144960 nChanged 201 SP:Iteration 11Q (6587.972684 sec): 3 clusters Score: Raw -519974.652552 + Penalty 4615.826263 = -515358.826289 nChanged 174 SP:Iteration 12Q (6588.034359 sec): 3 clusters Score: Raw -520081.249040 + Penalty 4615.826263 = -515465.422777 nChanged 137 SP:Iteration 13Q (6588.094154 sec): 3 clusters Score: Raw -520157.262417 + Penalty 4615.826263 = -515541.436154 nChanged 145 SP:Iteration 14Q (6588.150627 sec): 3 clusters Score: Raw -520223.397124 + Penalty 4615.826263 = -515607.570861 nChanged 104 SP:Iteration 15Q (6588.210432 sec): 3 clusters Score: Raw -520272.484902 + Penalty 4615.826263 = -515656.658639 nChanged 82 SP:Iteration 16Q (6588.271704 sec): 3 clusters Score: Raw -520312.620176 + Penalty 4615.826263 = -515696.793913 nChanged 78 SP:Iteration 17Q (6588.332636 sec): 3 clusters Score: Raw -520349.696303 + Penalty 4615.826263 = -515733.870040 nChanged 72 SP:Iteration 18Q (6588.392222 sec): 3 clusters Score: Raw -520378.301584 + Penalty 4615.826263 = -515762.475321 nChanged 62 SP:Iteration 19Q (6588.448254 sec): 3 clusters Score: Raw -520403.973031 + Penalty 4615.826263 = -515788.146768 nChanged 61 SP:Iteration 20F (6588.615145 sec): 3 clusters Score: Raw -520423.405616 + Penalty 4615.826263 = -515807.579353 nChanged 37 SP:Iteration 21Q (6588.769466 sec): 3 clusters Score: Raw -520435.099999 + Penalty 4615.826263 = -515819.273735 nChanged 31 SP:Iteration 22Q (6588.935285 sec): 3 clusters Score: Raw -520444.754622 + Penalty 4615.826263 = -515828.928359 nChanged 27 SP:Iteration 23Q (6589.105645 sec): 3 clusters Score: Raw -520451.561635 + Penalty 4615.826263 = -515835.735372 nChanged 17 SP:Iteration 24Q (6589.237181 sec): 3 clusters Score: Raw -520455.859229 + Penalty 4615.826263 = -515840.032966 nChanged 13 SP:Iteration 25Q (6589.349104 sec): 3 clusters Score: Raw -520459.264942 + Penalty 4615.826263 = -515843.438679 nChanged 10 SP:Iteration 26Q (6589.504857 sec): 3 clusters Score: Raw -520461.030150 + Penalty 4615.826263 = -515845.203886 nChanged 4 SP:Iteration 27Q (6589.604338 sec): 3 clusters Score: Raw -520461.998612 + Penalty 4615.826263 = -515846.172348 nChanged 6 SP:Iteration 28Q (6589.662187 sec): 3 clusters Score: Raw -520463.335094 + Penalty 4615.826263 = -515847.508830 nChanged 4 SP:Iteration 29Q (6589.723424 sec): 3 clusters Score: Raw -520464.718380 + Penalty 4615.826263 = -515848.892117 nChanged 5 SP:Iteration 30Q (6589.785599 sec): 3 clusters Score: Raw -520465.873282 + Penalty 4615.826263 = -515850.047018 nChanged 2 SP:Iteration 31Q (6589.843607 sec): 3 clusters Score: Raw -520466.094500 + Penalty 4615.826263 = -515850.268236 nChanged 1 SP:Iteration 32Q (6589.901193 sec): 3 clusters Score: Raw -520466.189102 + Penalty 4615.826263 = -515850.362839 nChanged 0 SP:Iteration 33F (6589.958366 sec): 3 clusters Score: Raw -520466.189102 + Penalty 4615.826263 = -515850.362839 nChanged 0 Trying to split cluster 10 (16637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6590.061172 sec): 2 clusters Score: Raw -1425575.226707 + Penalty 2565.917484 = -1423009.309223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6590.163663 sec): 3 clusters Score: Raw -1416150.045330 + Penalty 5131.834968 = -1411018.210362 nChanged 7186 SP:Iteration 1F (6590.269846 sec): 3 clusters Score: Raw -1420416.146741 + Penalty 5131.834968 = -1415284.311773 nChanged 1275 SP:Iteration 2F (6590.379651 sec): 3 clusters Score: Raw -1421272.745706 + Penalty 5131.834968 = -1416140.910738 nChanged 1275 SP:Iteration 3F (6590.463607 sec): 3 clusters Score: Raw -1422325.524112 + Penalty 5131.834968 = -1417193.689143 nChanged 1313 SP:Iteration 4F (6590.600965 sec): 3 clusters Score: Raw -1423434.354622 + Penalty 5131.834968 = -1418302.519653 nChanged 1179 SP:Iteration 5F (6590.695719 sec): 3 clusters Score: Raw -1424356.687668 + Penalty 5131.834968 = -1419224.852700 nChanged 953 SP:Iteration 6F (6590.811258 sec): 3 clusters Score: Raw -1424961.351327 + Penalty 5131.834968 = -1419829.516358 nChanged 704 SP:Iteration 7Q (6590.938650 sec): 3 clusters Score: Raw -1425311.954401 + Penalty 5131.834968 = -1420180.119433 nChanged 488 SP:Iteration 8Q (6591.040311 sec): 3 clusters Score: Raw -1425518.072302 + Penalty 5131.834968 = -1420386.237334 nChanged 366 SP:Iteration 9Q (6591.152436 sec): 3 clusters Score: Raw -1425686.222254 + Penalty 5131.834968 = -1420554.387286 nChanged 338 SP:Iteration 10Q (6591.264018 sec): 3 clusters Score: Raw -1425847.154058 + Penalty 5131.834968 = -1420715.319090 nChanged 346 SP:Iteration 11Q (6591.420132 sec): 3 clusters Score: Raw -1426005.826934 + Penalty 5131.834968 = -1420873.991965 nChanged 337 SP:Iteration 12Q (6591.546481 sec): 3 clusters Score: Raw -1426152.843246 + Penalty 5131.834968 = -1421021.008277 nChanged 322 SP:Iteration 13Q (6591.643104 sec): 3 clusters Score: Raw -1426282.074042 + Penalty 5131.834968 = -1421150.239074 nChanged 299 SP:Iteration 14Q (6591.773415 sec): 3 clusters Score: Raw -1426405.707500 + Penalty 5131.834968 = -1421273.872532 nChanged 275 SP:Iteration 15Q (6591.882460 sec): 3 clusters Score: Raw -1426520.669245 + Penalty 5131.834968 = -1421388.834277 nChanged 280 SP:Iteration 16Q (6592.089829 sec): 3 clusters Score: Raw -1426630.437517 + Penalty 5131.834968 = -1421498.602549 nChanged 271 SP:Iteration 17Q (6592.279146 sec): 3 clusters Score: Raw -1426722.473031 + Penalty 5131.834968 = -1421590.638062 nChanged 267 SP:Iteration 18Q (6592.478874 sec): 3 clusters Score: Raw -1426820.341704 + Penalty 5131.834968 = -1421688.506735 nChanged 289 SP:Iteration 19Q (6592.659071 sec): 3 clusters Score: Raw -1426916.063379 + Penalty 5131.834968 = -1421784.228411 nChanged 258 SP:Iteration 20F (6592.851425 sec): 3 clusters Score: Raw -1427008.922788 + Penalty 5131.834968 = -1421877.087820 nChanged 265 SP:Iteration 21Q (6592.975586 sec): 3 clusters Score: Raw -1427091.256536 + Penalty 5131.834968 = -1421959.421567 nChanged 250 SP:Iteration 22Q (6593.084790 sec): 3 clusters Score: Raw -1427164.852122 + Penalty 5131.834968 = -1422033.017154 nChanged 255 SP:Iteration 23Q (6593.203886 sec): 3 clusters Score: Raw -1427239.654555 + Penalty 5131.834968 = -1422107.819587 nChanged 254 SP:Iteration 24Q (6593.314331 sec): 3 clusters Score: Raw -1427316.680759 + Penalty 5131.834968 = -1422184.845791 nChanged 261 SP:Iteration 25Q (6593.424472 sec): 3 clusters Score: Raw -1427397.449014 + Penalty 5131.834968 = -1422265.614045 nChanged 273 SP:Iteration 26Q (6593.534554 sec): 3 clusters Score: Raw -1427482.020856 + Penalty 5131.834968 = -1422350.185888 nChanged 233 SP:Iteration 27Q (6593.662221 sec): 3 clusters Score: Raw -1427553.261408 + Penalty 5131.834968 = -1422421.426440 nChanged 235 SP:Iteration 28Q (6593.806651 sec): 3 clusters Score: Raw -1427627.861187 + Penalty 5131.834968 = -1422496.026218 nChanged 210 SP:Iteration 29Q (6593.903619 sec): 3 clusters Score: Raw -1427682.969976 + Penalty 5131.834968 = -1422551.135008 nChanged 198 SP:Iteration 30Q (6594.114009 sec): 3 clusters Score: Raw -1427739.915682 + Penalty 5131.834968 = -1422608.080714 nChanged 194 SP:Iteration 31Q (6594.216256 sec): 3 clusters Score: Raw -1427791.068076 + Penalty 5131.834968 = -1422659.233108 nChanged 179 SP:Iteration 32Q (6594.304646 sec): 3 clusters Score: Raw -1427837.692159 + Penalty 5131.834968 = -1422705.857191 nChanged 176 SP:Iteration 33Q (6594.415976 sec): 3 clusters Score: Raw -1427883.485500 + Penalty 5131.834968 = -1422751.650531 nChanged 151 SP:Iteration 34Q (6594.519643 sec): 3 clusters Score: Raw -1427918.803397 + Penalty 5131.834968 = -1422786.968428 nChanged 136 SP:Iteration 35Q (6594.652460 sec): 3 clusters Score: Raw -1427950.617973 + Penalty 5131.834968 = -1422818.783005 nChanged 113 SP:Iteration 36Q (6594.756249 sec): 3 clusters Score: Raw -1427974.121064 + Penalty 5131.834968 = -1422842.286096 nChanged 104 SP:Iteration 37Q (6594.871537 sec): 3 clusters Score: Raw -1427994.666174 + Penalty 5131.834968 = -1422862.831206 nChanged 88 SP:Iteration 38Q (6594.979123 sec): 3 clusters Score: Raw -1428013.668166 + Penalty 5131.834968 = -1422881.833198 nChanged 90 SP:Iteration 39Q (6595.101554 sec): 3 clusters Score: Raw -1428031.976118 + Penalty 5131.834968 = -1422900.141150 nChanged 76 SP:Iteration 40F (6595.230014 sec): 3 clusters Score: Raw -1428048.036130 + Penalty 5131.834968 = -1422916.201162 nChanged 86 SP:Iteration 41Q (6595.335754 sec): 3 clusters Score: Raw -1428066.674031 + Penalty 5131.834968 = -1422934.839063 nChanged 83 SP:Iteration 42Q (6595.448703 sec): 3 clusters Score: Raw -1428085.215251 + Penalty 5131.834968 = -1422953.380283 nChanged 86 SP:Iteration 43Q (6595.556700 sec): 3 clusters Score: Raw -1428104.086855 + Penalty 5131.834968 = -1422972.251887 nChanged 81 SP:Iteration 44Q (6595.664544 sec): 3 clusters Score: Raw -1428120.107313 + Penalty 5131.834968 = -1422988.272345 nChanged 66 SP:Iteration 45Q (6595.772352 sec): 3 clusters Score: Raw -1428132.747338 + Penalty 5131.834968 = -1423000.912369 nChanged 64 SP:Iteration 46Q (6595.879994 sec): 3 clusters Score: Raw -1428146.981850 + Penalty 5131.834968 = -1423015.146882 nChanged 67 SP:Iteration 47Q (6596.100738 sec): 3 clusters Score: Raw -1428159.101440 + Penalty 5131.834968 = -1423027.266472 nChanged 55 SP:Iteration 48Q (6596.313040 sec): 3 clusters Score: Raw -1428167.714409 + Penalty 5131.834968 = -1423035.879440 nChanged 51 SP:Iteration 49Q (6596.467062 sec): 3 clusters Score: Raw -1428175.479944 + Penalty 5131.834968 = -1423043.644976 nChanged 45 SP:Iteration 50Q (6596.677709 sec): 3 clusters Score: Raw -1428182.623454 + Penalty 5131.834968 = -1423050.788486 nChanged 38 SP:Iteration 51Q (6596.865143 sec): 3 clusters Score: Raw -1428189.186621 + Penalty 5131.834968 = -1423057.351653 nChanged 37 SP:Iteration 52Q (6596.978613 sec): 3 clusters Score: Raw -1428195.304835 + Penalty 5131.834968 = -1423063.469867 nChanged 29 SP:Iteration 53Q (6597.139926 sec): 3 clusters Score: Raw -1428199.289017 + Penalty 5131.834968 = -1423067.454049 nChanged 29 SP:Iteration 54Q (6597.322112 sec): 3 clusters Score: Raw -1428203.226580 + Penalty 5131.834968 = -1423071.391612 nChanged 22 SP:Iteration 55Q (6597.492941 sec): 3 clusters Score: Raw -1428205.594788 + Penalty 5131.834968 = -1423073.759819 nChanged 19 SP:Iteration 56Q (6597.617953 sec): 3 clusters Score: Raw -1428208.049230 + Penalty 5131.834968 = -1423076.214261 nChanged 16 SP:Iteration 57Q (6597.754691 sec): 3 clusters Score: Raw -1428209.510215 + Penalty 5131.834968 = -1423077.675246 nChanged 16 SP:Iteration 58Q (6597.919409 sec): 3 clusters Score: Raw -1428211.336272 + Penalty 5131.834968 = -1423079.501304 nChanged 14 SP:Iteration 59Q (6598.095997 sec): 3 clusters Score: Raw -1428212.788814 + Penalty 5131.834968 = -1423080.953845 nChanged 12 SP:Iteration 60F (6598.293889 sec): 3 clusters Score: Raw -1428214.283416 + Penalty 5131.834968 = -1423082.448448 nChanged 11 SP:Iteration 61Q (6598.518838 sec): 3 clusters Score: Raw -1428215.481796 + Penalty 5131.834968 = -1423083.646827 nChanged 8 SP:Iteration 62Q (6598.732137 sec): 3 clusters Score: Raw -1428217.156127 + Penalty 5131.834968 = -1423085.321159 nChanged 12 SP:Iteration 63Q (6598.869326 sec): 3 clusters Score: Raw -1428218.681088 + Penalty 5131.834968 = -1423086.846120 nChanged 15 SP:Iteration 64Q (6599.052410 sec): 3 clusters Score: Raw -1428220.805116 + Penalty 5131.834968 = -1423088.970148 nChanged 13 SP:Iteration 65Q (6599.202513 sec): 3 clusters Score: Raw -1428223.511067 + Penalty 5131.834968 = -1423091.676099 nChanged 12 SP:Iteration 66Q (6599.403739 sec): 3 clusters Score: Raw -1428225.552347 + Penalty 5131.834968 = -1423093.717379 nChanged 15 SP:Iteration 67Q (6599.492159 sec): 3 clusters Score: Raw -1428227.471531 + Penalty 5131.834968 = -1423095.636563 nChanged 13 SP:Iteration 68Q (6599.598053 sec): 3 clusters Score: Raw -1428229.004573 + Penalty 5131.834968 = -1423097.169604 nChanged 12 SP:Iteration 69Q (6599.712057 sec): 3 clusters Score: Raw -1428231.018080 + Penalty 5131.834968 = -1423099.183112 nChanged 15 SP:Iteration 70Q (6599.817433 sec): 3 clusters Score: Raw -1428233.179936 + Penalty 5131.834968 = -1423101.344968 nChanged 18 SP:Iteration 71Q (6599.919860 sec): 3 clusters Score: Raw -1428236.145547 + Penalty 5131.834968 = -1423104.310579 nChanged 17 SP:Iteration 72Q (6600.059487 sec): 3 clusters Score: Raw -1428239.839367 + Penalty 5131.834968 = -1423108.004399 nChanged 23 SP:Iteration 73Q (6600.276643 sec): 3 clusters Score: Raw -1428244.031913 + Penalty 5131.834968 = -1423112.196945 nChanged 28 SP:Iteration 74Q (6600.462672 sec): 3 clusters Score: Raw -1428248.909561 + Penalty 5131.834968 = -1423117.074592 nChanged 31 SP:Iteration 75Q (6600.644647 sec): 3 clusters Score: Raw -1428254.333769 + Penalty 5131.834968 = -1423122.498801 nChanged 25 SP:Iteration 76Q (6600.845580 sec): 3 clusters Score: Raw -1428258.347194 + Penalty 5131.834968 = -1423126.512226 nChanged 22 SP:Iteration 77Q (6601.027148 sec): 3 clusters Score: Raw -1428261.490645 + Penalty 5131.834968 = -1423129.655676 nChanged 17 SP:Iteration 78Q (6601.220564 sec): 3 clusters Score: Raw -1428264.377232 + Penalty 5131.834968 = -1423132.542264 nChanged 18 SP:Iteration 79Q (6601.451230 sec): 3 clusters Score: Raw -1428266.769509 + Penalty 5131.834968 = -1423134.934541 nChanged 13 SP:Iteration 80F (6601.688892 sec): 3 clusters Score: Raw -1428269.043281 + Penalty 5131.834968 = -1423137.208313 nChanged 16 SP:Iteration 81Q (6601.887996 sec): 3 clusters Score: Raw -1428270.664504 + Penalty 5131.834968 = -1423138.829536 nChanged 10 SP:Iteration 82Q (6602.119188 sec): 3 clusters Score: Raw -1428271.890971 + Penalty 5131.834968 = -1423140.056002 nChanged 18 SP:Iteration 83Q (6602.203885 sec): 3 clusters Score: Raw -1428274.652534 + Penalty 5131.834968 = -1423142.817566 nChanged 16 SP:Iteration 84Q (6602.309912 sec): 3 clusters Score: Raw -1428276.736513 + Penalty 5131.834968 = -1423144.901545 nChanged 8 SP:Iteration 85Q (6602.430936 sec): 3 clusters Score: Raw -1428277.553376 + Penalty 5131.834968 = -1423145.718407 nChanged 7 SP:Iteration 86Q (6602.540653 sec): 3 clusters Score: Raw -1428278.447460 + Penalty 5131.834968 = -1423146.612492 nChanged 6 SP:Iteration 87Q (6602.645603 sec): 3 clusters Score: Raw -1428279.261664 + Penalty 5131.834968 = -1423147.426696 nChanged 7 SP:Iteration 88Q (6602.765767 sec): 3 clusters Score: Raw -1428280.052397 + Penalty 5131.834968 = -1423148.217428 nChanged 6 SP:Iteration 89Q (6602.884837 sec): 3 clusters Score: Raw -1428281.064817 + Penalty 5131.834968 = -1423149.229849 nChanged 8 SP:Iteration 90Q (6602.989482 sec): 3 clusters Score: Raw -1428282.603942 + Penalty 5131.834968 = -1423150.768974 nChanged 9 SP:Iteration 91Q (6603.096078 sec): 3 clusters Score: Raw -1428284.381489 + Penalty 5131.834968 = -1423152.546521 nChanged 12 SP:Iteration 92Q (6603.202275 sec): 3 clusters Score: Raw -1428285.717823 + Penalty 5131.834968 = -1423153.882855 nChanged 7 SP:Iteration 93Q (6603.373872 sec): 3 clusters Score: Raw -1428286.466486 + Penalty 5131.834968 = -1423154.631517 nChanged 6 SP:Iteration 94Q (6603.557809 sec): 3 clusters Score: Raw -1428287.509845 + Penalty 5131.834968 = -1423155.674876 nChanged 9 SP:Iteration 95Q (6603.716611 sec): 3 clusters Score: Raw -1428288.820215 + Penalty 5131.834968 = -1423156.985246 nChanged 7 SP:Iteration 96Q (6603.828652 sec): 3 clusters Score: Raw -1428289.941988 + Penalty 5131.834968 = -1423158.107020 nChanged 8 SP:Iteration 97Q (6603.939803 sec): 3 clusters Score: Raw -1428291.038916 + Penalty 5131.834968 = -1423159.203947 nChanged 5 SP:Iteration 98Q (6604.049729 sec): 3 clusters Score: Raw -1428291.606597 + Penalty 5131.834968 = -1423159.771628 nChanged 6 SP:Iteration 99Q (6604.154653 sec): 3 clusters Score: Raw -1428292.876870 + Penalty 5131.834968 = -1423161.041901 nChanged 9 SP:Iteration 100F (6604.263625 sec): 3 clusters Score: Raw -1428294.198661 + Penalty 5131.834968 = -1423162.363692 nChanged 11 SP:Iteration 101Q (6604.370216 sec): 3 clusters Score: Raw -1428295.575739 + Penalty 5131.834968 = -1423163.740771 nChanged 8 SP:Iteration 102Q (6604.475982 sec): 3 clusters Score: Raw -1428296.466884 + Penalty 5131.834968 = -1423164.631916 nChanged 4 SP:Iteration 103Q (6604.581394 sec): 3 clusters Score: Raw -1428297.166771 + Penalty 5131.834968 = -1423165.331802 nChanged 5 SP:Iteration 104Q (6604.686660 sec): 3 clusters Score: Raw -1428297.651743 + Penalty 5131.834968 = -1423165.816774 nChanged 3 SP:Iteration 105Q (6604.806293 sec): 3 clusters Score: Raw -1428298.188180 + Penalty 5131.834968 = -1423166.353212 nChanged 6 SP:Iteration 106Q (6604.919161 sec): 3 clusters Score: Raw -1428299.507312 + Penalty 5131.834968 = -1423167.672343 nChanged 4 SP:Iteration 107Q (6605.006586 sec): 3 clusters Score: Raw -1428300.566147 + Penalty 5131.834968 = -1423168.731179 nChanged 7 SP:Iteration 108Q (6605.134270 sec): 3 clusters Score: Raw -1428301.937964 + Penalty 5131.834968 = -1423170.102996 nChanged 11 SP:Iteration 109Q (6605.326914 sec): 3 clusters Score: Raw -1428304.131880 + Penalty 5131.834968 = -1423172.296912 nChanged 10 SP:Iteration 110Q (6605.502433 sec): 3 clusters Score: Raw -1428306.144466 + Penalty 5131.834968 = -1423174.309498 nChanged 7 SP:Iteration 111Q (6605.724743 sec): 3 clusters Score: Raw -1428307.447831 + Penalty 5131.834968 = -1423175.612863 nChanged 8 SP:Iteration 112Q (6605.886952 sec): 3 clusters Score: Raw -1428308.273135 + Penalty 5131.834968 = -1423176.438167 nChanged 8 SP:Iteration 113Q (6606.071490 sec): 3 clusters Score: Raw -1428309.520892 + Penalty 5131.834968 = -1423177.685924 nChanged 5 SP:Iteration 114Q (6606.180420 sec): 3 clusters Score: Raw -1428310.343299 + Penalty 5131.834968 = -1423178.508330 nChanged 3 SP:Iteration 115Q (6606.288188 sec): 3 clusters Score: Raw -1428310.748984 + Penalty 5131.834968 = -1423178.914016 nChanged 1 SP:Iteration 116Q (6606.393395 sec): 3 clusters Score: Raw -1428310.799546 + Penalty 5131.834968 = -1423178.964578 nChanged 2 SP:Iteration 117Q (6606.499286 sec): 3 clusters Score: Raw -1428310.977261 + Penalty 5131.834968 = -1423179.142293 nChanged 3 SP:Iteration 118Q (6606.602270 sec): 3 clusters Score: Raw -1428311.255836 + Penalty 5131.834968 = -1423179.420868 nChanged 2 SP:Iteration 119Q (6606.705137 sec): 3 clusters Score: Raw -1428311.500093 + Penalty 5131.834968 = -1423179.665124 nChanged 2 SP:Iteration 120F (6606.829773 sec): 3 clusters Score: Raw -1428311.837870 + Penalty 5131.834968 = -1423180.002901 nChanged 3 SP:Iteration 121Q (6606.942718 sec): 3 clusters Score: Raw -1428312.192604 + Penalty 5131.834968 = -1423180.357636 nChanged 3 SP:Iteration 122Q (6607.039480 sec): 3 clusters Score: Raw -1428312.660885 + Penalty 5131.834968 = -1423180.825916 nChanged 2 SP:Iteration 123Q (6607.173146 sec): 3 clusters Score: Raw -1428312.856801 + Penalty 5131.834968 = -1423181.021833 nChanged 0 SP:Iteration 124F (6607.275792 sec): 3 clusters Score: Raw -1428312.856801 + Penalty 5131.834968 = -1423181.021833 nChanged 0 Score: Raw -11807589.961820 + Penalty 40809.037774 = -11766780.924045 Splitting cluster 10 changes total score from -11763263.983347 to -11766780.924045 So it's getting split into cluster 13. Trying to split cluster 11 (14060 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6610.127676 sec): 2 clusters Score: Raw -1198403.564644 + Penalty 2521.487540 = -1195882.077104 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6610.227823 sec): 3 clusters Score: Raw -1190619.337605 + Penalty 5042.975079 = -1185576.362526 nChanged 5967 SP:Iteration 1F (6610.312145 sec): 3 clusters Score: Raw -1193920.734019 + Penalty 5042.975079 = -1188877.758940 nChanged 992 SP:Iteration 2F (6610.454851 sec): 3 clusters Score: Raw -1194424.646512 + Penalty 5042.975079 = -1189381.671433 nChanged 880 SP:Iteration 3F (6610.591914 sec): 3 clusters Score: Raw -1194966.851857 + Penalty 5042.975079 = -1189923.876777 nChanged 909 SP:Iteration 4F (6610.685927 sec): 3 clusters Score: Raw -1195626.058933 + Penalty 5042.975079 = -1190583.083854 nChanged 977 SP:Iteration 5F (6610.785413 sec): 3 clusters Score: Raw -1196432.384346 + Penalty 5042.975079 = -1191389.409267 nChanged 933 SP:Iteration 6F (6610.899532 sec): 3 clusters Score: Raw -1197277.935234 + Penalty 5042.975079 = -1192234.960155 nChanged 852 SP:Iteration 7F (6611.001074 sec): 3 clusters Score: Raw -1198021.316853 + Penalty 5042.975079 = -1192978.341774 nChanged 709 SP:Iteration 8F (6611.113611 sec): 3 clusters Score: Raw -1198608.392791 + Penalty 5042.975079 = -1193565.417711 nChanged 535 SP:Iteration 9Q (6611.203156 sec): 3 clusters Score: Raw -1198984.552545 + Penalty 5042.975079 = -1193941.577466 nChanged 391 SP:Iteration 10Q (6611.297868 sec): 3 clusters Score: Raw -1199241.484877 + Penalty 5042.975079 = -1194198.509798 nChanged 280 SP:Iteration 11Q (6611.488197 sec): 3 clusters Score: Raw -1199428.866015 + Penalty 5042.975079 = -1194385.890936 nChanged 235 SP:Iteration 12Q (6611.699571 sec): 3 clusters Score: Raw -1199565.497394 + Penalty 5042.975079 = -1194522.522315 nChanged 188 SP:Iteration 13Q (6611.866202 sec): 3 clusters Score: Raw -1199671.309247 + Penalty 5042.975079 = -1194628.334167 nChanged 165 SP:Iteration 14Q (6612.080597 sec): 3 clusters Score: Raw -1199756.718400 + Penalty 5042.975079 = -1194713.743320 nChanged 116 SP:Iteration 15Q (6612.166958 sec): 3 clusters Score: Raw -1199827.757461 + Penalty 5042.975079 = -1194784.782382 nChanged 116 SP:Iteration 16Q (6612.269114 sec): 3 clusters Score: Raw -1199903.058373 + Penalty 5042.975079 = -1194860.083294 nChanged 120 SP:Iteration 17Q (6612.368995 sec): 3 clusters Score: Raw -1199972.081397 + Penalty 5042.975079 = -1194929.106318 nChanged 91 SP:Iteration 18Q (6612.464505 sec): 3 clusters Score: Raw -1200021.027300 + Penalty 5042.975079 = -1194978.052221 nChanged 78 SP:Iteration 19Q (6612.567414 sec): 3 clusters Score: Raw -1200056.451849 + Penalty 5042.975079 = -1195013.476770 nChanged 50 SP:Iteration 20F (6612.670933 sec): 3 clusters Score: Raw -1200076.392008 + Penalty 5042.975079 = -1195033.416928 nChanged 41 SP:Iteration 21Q (6612.760623 sec): 3 clusters Score: Raw -1200091.116625 + Penalty 5042.975079 = -1195048.141546 nChanged 31 SP:Iteration 22Q (6612.854991 sec): 3 clusters Score: Raw -1200102.351988 + Penalty 5042.975079 = -1195059.376908 nChanged 24 SP:Iteration 23Q (6612.964443 sec): 3 clusters Score: Raw -1200111.046214 + Penalty 5042.975079 = -1195068.071134 nChanged 23 SP:Iteration 24Q (6613.139305 sec): 3 clusters Score: Raw -1200119.509430 + Penalty 5042.975079 = -1195076.534351 nChanged 19 SP:Iteration 25Q (6613.243140 sec): 3 clusters Score: Raw -1200124.868635 + Penalty 5042.975079 = -1195081.893556 nChanged 15 SP:Iteration 26Q (6613.329046 sec): 3 clusters Score: Raw -1200130.469398 + Penalty 5042.975079 = -1195087.494319 nChanged 10 SP:Iteration 27Q (6613.428918 sec): 3 clusters Score: Raw -1200134.588907 + Penalty 5042.975079 = -1195091.613827 nChanged 10 SP:Iteration 28Q (6613.528526 sec): 3 clusters Score: Raw -1200137.123764 + Penalty 5042.975079 = -1195094.148684 nChanged 6 SP:Iteration 29Q (6613.618559 sec): 3 clusters Score: Raw -1200138.935803 + Penalty 5042.975079 = -1195095.960723 nChanged 9 SP:Iteration 30Q (6613.714652 sec): 3 clusters Score: Raw -1200143.020964 + Penalty 5042.975079 = -1195100.045885 nChanged 9 SP:Iteration 31Q (6613.821617 sec): 3 clusters Score: Raw -1200145.217448 + Penalty 5042.975079 = -1195102.242369 nChanged 9 SP:Iteration 32Q (6613.908529 sec): 3 clusters Score: Raw -1200147.036050 + Penalty 5042.975079 = -1195104.060970 nChanged 10 SP:Iteration 33Q (6614.013742 sec): 3 clusters Score: Raw -1200149.640390 + Penalty 5042.975079 = -1195106.665311 nChanged 6 SP:Iteration 34Q (6614.107925 sec): 3 clusters Score: Raw -1200151.157940 + Penalty 5042.975079 = -1195108.182861 nChanged 9 SP:Iteration 35Q (6614.190571 sec): 3 clusters Score: Raw -1200152.513009 + Penalty 5042.975079 = -1195109.537929 nChanged 2 SP:Iteration 36Q (6614.291109 sec): 3 clusters Score: Raw -1200152.756242 + Penalty 5042.975079 = -1195109.781162 nChanged 0 SP:Iteration 37F (6614.393450 sec): 3 clusters Score: Raw -1200152.756242 + Penalty 5042.975079 = -1195109.781162 nChanged 0 Iteration 20F (6617.144210 sec): 14 clusters Score: Raw -11811502.828802 + Penalty 40809.037774 = -11770693.791028 nChanged 5089 Iteration 21Q (6619.100012 sec): 14 clusters Score: Raw -11814130.264247 + Penalty 40809.037774 = -11773321.226473 nChanged 3063 Iteration 22Q (6620.740751 sec): 14 clusters Score: Raw -11815378.540138 + Penalty 40809.037774 = -11774569.502363 nChanged 2335 Iteration 23Q (6622.422229 sec): 14 clusters Score: Raw -11816177.638843 + Penalty 40809.037774 = -11775368.601069 nChanged 1895 Iteration 24Q (6624.350586 sec): 14 clusters Score: Raw -11816759.136070 + Penalty 40809.037774 = -11775950.098295 nChanged 1574 Iteration 25Q (6626.030533 sec): 14 clusters Score: Raw -11817187.001568 + Penalty 40809.037774 = -11776377.963793 nChanged 1342 Iteration 26Q (6627.666567 sec): 14 clusters Score: Raw -11817525.054627 + Penalty 40809.037774 = -11776716.016853 nChanged 1252 Iteration 27Q (6629.306274 sec): 14 clusters Score: Raw -11817826.127310 + Penalty 40809.037774 = -11777017.089536 nChanged 1075 Iteration 28Q (6630.802611 sec): 14 clusters Score: Raw -11818067.065658 + Penalty 40809.037774 = -11777258.027883 nChanged 928 Iteration 29Q (6632.341166 sec): 14 clusters Score: Raw -11818271.362666 + Penalty 40809.037774 = -11777462.324891 nChanged 802 Iteration 30Q (6633.820152 sec): 14 clusters Score: Raw -11818431.453085 + Penalty 40809.037774 = -11777622.415310 nChanged 740 Iteration 31Q (6635.267351 sec): 14 clusters Score: Raw -11818567.134280 + Penalty 40809.037774 = -11777758.096505 nChanged 634 Iteration 32Q (6636.696702 sec): 14 clusters Score: Raw -11818683.430010 + Penalty 40809.037774 = -11777874.392235 nChanged 594 Iteration 33Q (6638.170844 sec): 14 clusters Score: Raw -11818779.229510 + Penalty 40809.037774 = -11777970.191736 nChanged 511 Iteration 34Q (6639.598500 sec): 14 clusters Score: Raw -11818862.496982 + Penalty 40809.037774 = -11778053.459207 nChanged 491 Iteration 35Q (6641.010699 sec): 14 clusters Score: Raw -11818940.417911 + Penalty 40809.037774 = -11778131.380137 nChanged 463 Iteration 36Q (6642.502421 sec): 14 clusters Score: Raw -11819014.764399 + Penalty 40809.037774 = -11778205.726625 nChanged 451 Iteration 37Q (6644.050722 sec): 14 clusters Score: Raw -11819089.968880 + Penalty 40809.037774 = -11778280.931106 nChanged 427 Iteration 38Q (6645.493792 sec): 14 clusters Score: Raw -11819157.532453 + Penalty 40809.037774 = -11778348.494678 nChanged 388 Iteration 39Q (6646.926363 sec): 14 clusters Score: Raw -11819218.372640 + Penalty 40809.037774 = -11778409.334865 nChanged 368 Iteration 40F (6648.987369 sec): 14 clusters Score: Raw -11819292.090210 + Penalty 40809.037774 = -11778483.052435 nChanged 408 Iteration 41Q (6650.491717 sec): 14 clusters Score: Raw -11819363.370138 + Penalty 40809.037774 = -11778554.332363 nChanged 419 Iteration 42Q (6651.949196 sec): 14 clusters Score: Raw -11819435.909408 + Penalty 40809.037774 = -11778626.871634 nChanged 419 Iteration 43Q (6653.458776 sec): 14 clusters Score: Raw -11819509.686605 + Penalty 40809.037774 = -11778700.648831 nChanged 390 Iteration 44Q (6654.946364 sec): 14 clusters Score: Raw -11819574.618835 + Penalty 40809.037774 = -11778765.581061 nChanged 354 Iteration 45Q (6656.453107 sec): 14 clusters Score: Raw -11819627.780209 + Penalty 40809.037774 = -11778818.742435 nChanged 347 Iteration 46Q (6657.912459 sec): 14 clusters Score: Raw -11819679.360639 + Penalty 40809.037774 = -11778870.322865 nChanged 320 Iteration 47Q (6659.409417 sec): 14 clusters Score: Raw -11819723.259622 + Penalty 40809.037774 = -11778914.221848 nChanged 325 Iteration 48Q (6661.229327 sec): 14 clusters Score: Raw -11819769.680300 + Penalty 40809.037774 = -11778960.642525 nChanged 310 Iteration 49Q (6662.782017 sec): 14 clusters Score: Raw -11819817.175800 + Penalty 40809.037774 = -11779008.138025 nChanged 266 Iteration 50Q (6664.256183 sec): 14 clusters Score: Raw -11819858.729403 + Penalty 40809.037774 = -11779049.691629 nChanged 286 Iteration 51Q (6665.706823 sec): 14 clusters Score: Raw -11819899.272194 + Penalty 40809.037774 = -11779090.234420 nChanged 271 Iteration 52Q (6667.188548 sec): 14 clusters Score: Raw -11819937.030028 + Penalty 40809.037774 = -11779127.992254 nChanged 249 Iteration 53Q (6668.738714 sec): 14 clusters Score: Raw -11819971.574995 + Penalty 40809.037774 = -11779162.537220 nChanged 229 Iteration 54Q (6670.246029 sec): 14 clusters Score: Raw -11820005.052018 + Penalty 40809.037774 = -11779196.014244 nChanged 211 Iteration 55Q (6671.763939 sec): 14 clusters Score: Raw -11820037.683300 + Penalty 40809.037774 = -11779228.645526 nChanged 214 Iteration 56Q (6673.209498 sec): 14 clusters Score: Raw -11820069.493758 + Penalty 40809.037774 = -11779260.455983 nChanged 215 Iteration 57Q (6674.695600 sec): 14 clusters Score: Raw -11820103.292676 + Penalty 40809.037774 = -11779294.254902 nChanged 212 Iteration 58Q (6676.142357 sec): 14 clusters Score: Raw -11820134.618872 + Penalty 40809.037774 = -11779325.581097 nChanged 190 Writing temp clu file Because OldScore, -11779294.254902, is greater than current (better) Score,-11779325.581097 Compute initial score before splitting: Score: Raw -11820134.618872 + Penalty 40809.037774 = -11779325.581097 Trying to split cluster 1 (8072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6676.303920 sec): 2 clusters Score: Raw -624870.673974 + Penalty 2374.985332 = -622495.688642 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6676.472921 sec): 3 clusters Score: Raw -620628.454050 + Penalty 4749.970665 = -615878.483386 nChanged 3282 SP:Iteration 1F (6676.561022 sec): 3 clusters Score: Raw -622485.441909 + Penalty 4749.970665 = -617735.471244 nChanged 533 SP:Iteration 2F (6676.609454 sec): 3 clusters Score: Raw -622782.053992 + Penalty 4749.970665 = -618032.083327 nChanged 439 SP:Iteration 3F (6676.673035 sec): 3 clusters Score: Raw -623056.067677 + Penalty 4749.970665 = -618306.097012 nChanged 415 SP:Iteration 4F (6676.732731 sec): 3 clusters Score: Raw -623325.798434 + Penalty 4749.970665 = -618575.827769 nChanged 384 SP:Iteration 5Q (6676.794940 sec): 3 clusters Score: Raw -623569.398348 + Penalty 4749.970665 = -618819.427683 nChanged 357 SP:Iteration 6Q (6676.856886 sec): 3 clusters Score: Raw -623797.889978 + Penalty 4749.970665 = -619047.919313 nChanged 325 SP:Iteration 7Q (6676.917760 sec): 3 clusters Score: Raw -624014.889109 + Penalty 4749.970665 = -619264.918444 nChanged 347 SP:Iteration 8Q (6676.976475 sec): 3 clusters Score: Raw -624256.001279 + Penalty 4749.970665 = -619506.030614 nChanged 321 SP:Iteration 9Q (6677.037320 sec): 3 clusters Score: Raw -624489.505860 + Penalty 4749.970665 = -619739.535195 nChanged 331 SP:Iteration 10Q (6677.147662 sec): 3 clusters Score: Raw -624723.250012 + Penalty 4749.970665 = -619973.279347 nChanged 303 SP:Iteration 11Q (6677.205071 sec): 3 clusters Score: Raw -624915.777437 + Penalty 4749.970665 = -620165.806772 nChanged 261 SP:Iteration 12Q (6677.261870 sec): 3 clusters Score: Raw -625088.244812 + Penalty 4749.970665 = -620338.274147 nChanged 246 SP:Iteration 13Q (6677.319268 sec): 3 clusters Score: Raw -625240.253682 + Penalty 4749.970665 = -620490.283017 nChanged 206 SP:Iteration 14Q (6677.376839 sec): 3 clusters Score: Raw -625363.058230 + Penalty 4749.970665 = -620613.087565 nChanged 183 SP:Iteration 15Q (6677.435476 sec): 3 clusters Score: Raw -625453.012354 + Penalty 4749.970665 = -620703.041689 nChanged 145 SP:Iteration 16Q (6677.495708 sec): 3 clusters Score: Raw -625525.708729 + Penalty 4749.970665 = -620775.738065 nChanged 124 SP:Iteration 17Q (6677.557387 sec): 3 clusters Score: Raw -625587.937372 + Penalty 4749.970665 = -620837.966707 nChanged 111 SP:Iteration 18Q (6677.618777 sec): 3 clusters Score: Raw -625648.602524 + Penalty 4749.970665 = -620898.631859 nChanged 108 SP:Iteration 19Q (6677.679140 sec): 3 clusters Score: Raw -625708.331956 + Penalty 4749.970665 = -620958.361291 nChanged 112 SP:Iteration 20F (6677.739204 sec): 3 clusters Score: Raw -625779.704484 + Penalty 4749.970665 = -621029.733819 nChanged 113 SP:Iteration 21Q (6677.886823 sec): 3 clusters Score: Raw -625847.106190 + Penalty 4749.970665 = -621097.135525 nChanged 116 SP:Iteration 22Q (6677.997506 sec): 3 clusters Score: Raw -625907.411903 + Penalty 4749.970665 = -621157.441238 nChanged 92 SP:Iteration 23Q (6678.057106 sec): 3 clusters Score: Raw -625945.422593 + Penalty 4749.970665 = -621195.451928 nChanged 62 SP:Iteration 24Q (6678.189810 sec): 3 clusters Score: Raw -625970.051288 + Penalty 4749.970665 = -621220.080624 nChanged 61 SP:Iteration 25Q (6678.339644 sec): 3 clusters Score: Raw -625991.313351 + Penalty 4749.970665 = -621241.342686 nChanged 50 SP:Iteration 26Q (6678.460619 sec): 3 clusters Score: Raw -626006.000562 + Penalty 4749.970665 = -621256.029897 nChanged 44 SP:Iteration 27Q (6678.584193 sec): 3 clusters Score: Raw -626018.958276 + Penalty 4749.970665 = -621268.987611 nChanged 44 SP:Iteration 28Q (6678.707674 sec): 3 clusters Score: Raw -626031.659102 + Penalty 4749.970665 = -621281.688438 nChanged 37 SP:Iteration 29Q (6678.831581 sec): 3 clusters Score: Raw -626042.839534 + Penalty 4749.970665 = -621292.868870 nChanged 34 SP:Iteration 30Q (6678.946809 sec): 3 clusters Score: Raw -626053.973061 + Penalty 4749.970665 = -621304.002396 nChanged 38 SP:Iteration 31Q (6679.086487 sec): 3 clusters Score: Raw -626069.242978 + Penalty 4749.970665 = -621319.272314 nChanged 54 SP:Iteration 32Q (6679.142529 sec): 3 clusters Score: Raw -626088.074822 + Penalty 4749.970665 = -621338.104157 nChanged 43 SP:Iteration 33Q (6679.230531 sec): 3 clusters Score: Raw -626099.178957 + Penalty 4749.970665 = -621349.208292 nChanged 30 SP:Iteration 34Q (6679.335502 sec): 3 clusters Score: Raw -626108.408148 + Penalty 4749.970665 = -621358.437483 nChanged 35 SP:Iteration 35Q (6679.399006 sec): 3 clusters Score: Raw -626120.376111 + Penalty 4749.970665 = -621370.405446 nChanged 42 SP:Iteration 36Q (6679.462183 sec): 3 clusters Score: Raw -626131.692685 + Penalty 4749.970665 = -621381.722020 nChanged 27 SP:Iteration 37Q (6679.532772 sec): 3 clusters Score: Raw -626138.938182 + Penalty 4749.970665 = -621388.967517 nChanged 28 SP:Iteration 38Q (6679.603652 sec): 3 clusters Score: Raw -626147.726773 + Penalty 4749.970665 = -621397.756108 nChanged 24 SP:Iteration 39Q (6679.666709 sec): 3 clusters Score: Raw -626152.890259 + Penalty 4749.970665 = -621402.919595 nChanged 15 SP:Iteration 40F (6679.728916 sec): 3 clusters Score: Raw -626157.185854 + Penalty 4749.970665 = -621407.215189 nChanged 14 SP:Iteration 41Q (6679.793810 sec): 3 clusters Score: Raw -626161.373922 + Penalty 4749.970665 = -621411.403257 nChanged 7 SP:Iteration 42Q (6679.859666 sec): 3 clusters Score: Raw -626162.788445 + Penalty 4749.970665 = -621412.817781 nChanged 3 SP:Iteration 43Q (6679.926080 sec): 3 clusters Score: Raw -626163.281863 + Penalty 4749.970665 = -621413.311199 nChanged 1 SP:Iteration 44Q (6679.992196 sec): 3 clusters Score: Raw -626163.362374 + Penalty 4749.970665 = -621413.391709 nChanged 2 SP:Iteration 45Q (6680.057674 sec): 3 clusters Score: Raw -626163.691998 + Penalty 4749.970665 = -621413.721334 nChanged 5 SP:Iteration 46Q (6680.122554 sec): 3 clusters Score: Raw -626164.548542 + Penalty 4749.970665 = -621414.577877 nChanged 2 SP:Iteration 47Q (6680.187490 sec): 3 clusters Score: Raw -626164.734998 + Penalty 4749.970665 = -621414.764333 nChanged 2 SP:Iteration 48Q (6680.254024 sec): 3 clusters Score: Raw -626165.064311 + Penalty 4749.970665 = -621415.093647 nChanged 3 SP:Iteration 49Q (6680.322609 sec): 3 clusters Score: Raw -626165.605236 + Penalty 4749.970665 = -621415.634572 nChanged 2 SP:Iteration 50Q (6680.389475 sec): 3 clusters Score: Raw -626165.868407 + Penalty 4749.970665 = -621415.897742 nChanged 1 SP:Iteration 51Q (6680.455657 sec): 3 clusters Score: Raw -626166.009771 + Penalty 4749.970665 = -621416.039106 nChanged 1 SP:Iteration 52Q (6680.530586 sec): 3 clusters Score: Raw -626166.145171 + Penalty 4749.970665 = -621416.174506 nChanged 0 SP:Iteration 53F (6680.604682 sec): 3 clusters Score: Raw -626166.145171 + Penalty 4749.970665 = -621416.174506 nChanged 0 Trying to split cluster 2 (5739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6680.657112 sec): 2 clusters Score: Raw -445960.277696 + Penalty 2284.930628 = -443675.347068 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6680.888338 sec): 3 clusters Score: Raw -443199.012596 + Penalty 4569.861256 = -438629.151339 nChanged 2229 SP:Iteration 1F (6681.013956 sec): 3 clusters Score: Raw -444782.441236 + Penalty 4569.861256 = -440212.579980 nChanged 526 SP:Iteration 2F (6681.174420 sec): 3 clusters Score: Raw -445369.575323 + Penalty 4569.861256 = -440799.714067 nChanged 487 SP:Iteration 3F (6681.314795 sec): 3 clusters Score: Raw -445903.779083 + Penalty 4569.861256 = -441333.917826 nChanged 445 SP:Iteration 4F (6681.406515 sec): 3 clusters Score: Raw -446411.981592 + Penalty 4569.861256 = -441842.120336 nChanged 354 SP:Iteration 5F (6681.457714 sec): 3 clusters Score: Raw -446821.496974 + Penalty 4569.861256 = -442251.635718 nChanged 246 SP:Iteration 6Q (6681.519766 sec): 3 clusters Score: Raw -447098.116620 + Penalty 4569.861256 = -442528.255364 nChanged 203 SP:Iteration 7Q (6681.581005 sec): 3 clusters Score: Raw -447260.988716 + Penalty 4569.861256 = -442691.127460 nChanged 151 SP:Iteration 8Q (6681.639642 sec): 3 clusters Score: Raw -447358.900688 + Penalty 4569.861256 = -442789.039432 nChanged 86 SP:Iteration 9Q (6681.699047 sec): 3 clusters Score: Raw -447399.868351 + Penalty 4569.861256 = -442830.007095 nChanged 65 SP:Iteration 10Q (6681.758829 sec): 3 clusters Score: Raw -447427.923883 + Penalty 4569.861256 = -442858.062626 nChanged 50 SP:Iteration 11Q (6681.815680 sec): 3 clusters Score: Raw -447444.901219 + Penalty 4569.861256 = -442875.039962 nChanged 29 SP:Iteration 12Q (6681.872355 sec): 3 clusters Score: Raw -447455.096846 + Penalty 4569.861256 = -442885.235590 nChanged 23 SP:Iteration 13Q (6681.930008 sec): 3 clusters Score: Raw -447462.685917 + Penalty 4569.861256 = -442892.824661 nChanged 17 SP:Iteration 14Q (6681.987282 sec): 3 clusters Score: Raw -447467.440144 + Penalty 4569.861256 = -442897.578887 nChanged 13 SP:Iteration 15Q (6682.044942 sec): 3 clusters Score: Raw -447471.077249 + Penalty 4569.861256 = -442901.215993 nChanged 8 SP:Iteration 16Q (6682.102246 sec): 3 clusters Score: Raw -447473.877705 + Penalty 4569.861256 = -442904.016449 nChanged 7 SP:Iteration 17Q (6682.159403 sec): 3 clusters Score: Raw -447475.349624 + Penalty 4569.861256 = -442905.488367 nChanged 6 SP:Iteration 18Q (6682.216757 sec): 3 clusters Score: Raw -447476.555324 + Penalty 4569.861256 = -442906.694068 nChanged 2 SP:Iteration 19Q (6682.274970 sec): 3 clusters Score: Raw -447476.892438 + Penalty 4569.861256 = -442907.031182 nChanged 1 SP:Iteration 20F (6682.333118 sec): 3 clusters Score: Raw -447477.138926 + Penalty 4569.861256 = -442907.277669 nChanged 0 Trying to split cluster 3 (2337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6682.378652 sec): 2 clusters Score: Raw -178122.141675 + Penalty 2047.748560 = -176074.393114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6682.420118 sec): 3 clusters Score: Raw -177220.209821 + Penalty 4095.497121 = -173124.712700 nChanged 778 SP:Iteration 1F (6682.461792 sec): 3 clusters Score: Raw -177803.430688 + Penalty 4095.497121 = -173707.933568 nChanged 168 SP:Iteration 2F (6682.503725 sec): 3 clusters Score: Raw -177961.708586 + Penalty 4095.497121 = -173866.211465 nChanged 119 SP:Iteration 3F (6682.545479 sec): 3 clusters Score: Raw -178076.914794 + Penalty 4095.497121 = -173981.417674 nChanged 93 SP:Iteration 4Q (6682.587865 sec): 3 clusters Score: Raw -178169.987202 + Penalty 4095.497121 = -174074.490082 nChanged 66 SP:Iteration 5Q (6682.629711 sec): 3 clusters Score: Raw -178224.993561 + Penalty 4095.497121 = -174129.496440 nChanged 65 SP:Iteration 6Q (6682.669101 sec): 3 clusters Score: Raw -178279.947491 + Penalty 4095.497121 = -174184.450370 nChanged 45 SP:Iteration 7Q (6682.706986 sec): 3 clusters Score: Raw -178315.449712 + Penalty 4095.497121 = -174219.952592 nChanged 39 SP:Iteration 8Q (6682.836851 sec): 3 clusters Score: Raw -178348.502501 + Penalty 4095.497121 = -174253.005380 nChanged 31 SP:Iteration 9Q (6682.965473 sec): 3 clusters Score: Raw -178380.722598 + Penalty 4095.497121 = -174285.225477 nChanged 37 SP:Iteration 10Q (6683.091250 sec): 3 clusters Score: Raw -178409.135324 + Penalty 4095.497121 = -174313.638203 nChanged 26 SP:Iteration 11Q (6683.212965 sec): 3 clusters Score: Raw -178435.073692 + Penalty 4095.497121 = -174339.576572 nChanged 33 SP:Iteration 12Q (6683.313282 sec): 3 clusters Score: Raw -178465.811273 + Penalty 4095.497121 = -174370.314153 nChanged 38 SP:Iteration 13Q (6683.432848 sec): 3 clusters Score: Raw -178496.182125 + Penalty 4095.497121 = -174400.685004 nChanged 32 SP:Iteration 14Q (6683.552149 sec): 3 clusters Score: Raw -178517.989060 + Penalty 4095.497121 = -174422.491939 nChanged 28 SP:Iteration 15Q (6683.680412 sec): 3 clusters Score: Raw -178539.155934 + Penalty 4095.497121 = -174443.658814 nChanged 26 SP:Iteration 16Q (6683.837132 sec): 3 clusters Score: Raw -178561.867500 + Penalty 4095.497121 = -174466.370379 nChanged 26 SP:Iteration 17Q (6683.932871 sec): 3 clusters Score: Raw -178581.733888 + Penalty 4095.497121 = -174486.236768 nChanged 16 SP:Iteration 18Q (6684.050401 sec): 3 clusters Score: Raw -178595.415353 + Penalty 4095.497121 = -174499.918233 nChanged 16 SP:Iteration 19Q (6684.091711 sec): 3 clusters Score: Raw -178607.679014 + Penalty 4095.497121 = -174512.181893 nChanged 18 SP:Iteration 20F (6684.131692 sec): 3 clusters Score: Raw -178622.054807 + Penalty 4095.497121 = -174526.557686 nChanged 12 SP:Iteration 21Q (6684.169529 sec): 3 clusters Score: Raw -178629.763729 + Penalty 4095.497121 = -174534.266608 nChanged 8 SP:Iteration 22Q (6684.207625 sec): 3 clusters Score: Raw -178633.526521 + Penalty 4095.497121 = -174538.029400 nChanged 4 SP:Iteration 23Q (6684.245426 sec): 3 clusters Score: Raw -178636.910024 + Penalty 4095.497121 = -174541.412903 nChanged 3 SP:Iteration 24Q (6684.283190 sec): 3 clusters Score: Raw -178638.437355 + Penalty 4095.497121 = -174542.940235 nChanged 3 SP:Iteration 25Q (6684.321476 sec): 3 clusters Score: Raw -178640.091955 + Penalty 4095.497121 = -174544.594835 nChanged 2 SP:Iteration 26Q (6684.359854 sec): 3 clusters Score: Raw -178641.390822 + Penalty 4095.497121 = -174545.893702 nChanged 3 SP:Iteration 27Q (6684.398379 sec): 3 clusters Score: Raw -178644.263668 + Penalty 4095.497121 = -174548.766548 nChanged 6 SP:Iteration 28Q (6684.436798 sec): 3 clusters Score: Raw -178647.551079 + Penalty 4095.497121 = -174552.053958 nChanged 3 SP:Iteration 29Q (6684.475069 sec): 3 clusters Score: Raw -178649.441222 + Penalty 4095.497121 = -174553.944101 nChanged 5 SP:Iteration 30Q (6684.513471 sec): 3 clusters Score: Raw -178652.477413 + Penalty 4095.497121 = -174556.980293 nChanged 2 SP:Iteration 31Q (6684.551381 sec): 3 clusters Score: Raw -178653.142093 + Penalty 4095.497121 = -174557.644973 nChanged 1 SP:Iteration 32Q (6684.589365 sec): 3 clusters Score: Raw -178653.302314 + Penalty 4095.497121 = -174557.805193 nChanged 0 SP:Iteration 33F (6684.627371 sec): 3 clusters Score: Raw -178653.302314 + Penalty 4095.497121 = -174557.805193 nChanged 0 Trying to split cluster 4 (3251 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6684.667999 sec): 2 clusters Score: Raw -245290.956671 + Penalty 2134.893531 = -243156.063140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6684.720834 sec): 3 clusters Score: Raw -243906.873975 + Penalty 4269.787062 = -239637.086913 nChanged 1138 SP:Iteration 1F (6684.768129 sec): 3 clusters Score: Raw -244758.559227 + Penalty 4269.787062 = -240488.772165 nChanged 317 SP:Iteration 2F (6684.811820 sec): 3 clusters Score: Raw -245048.710342 + Penalty 4269.787062 = -240778.923280 nChanged 203 SP:Iteration 3F (6684.852968 sec): 3 clusters Score: Raw -245231.059954 + Penalty 4269.787062 = -240961.272892 nChanged 151 SP:Iteration 4Q (6684.978249 sec): 3 clusters Score: Raw -245379.834073 + Penalty 4269.787062 = -241110.047011 nChanged 125 SP:Iteration 5Q (6685.132748 sec): 3 clusters Score: Raw -245502.708469 + Penalty 4269.787062 = -241232.921407 nChanged 114 SP:Iteration 6Q (6685.229400 sec): 3 clusters Score: Raw -245611.159669 + Penalty 4269.787062 = -241341.372607 nChanged 102 SP:Iteration 7Q (6685.359377 sec): 3 clusters Score: Raw -245699.142627 + Penalty 4269.787062 = -241429.355566 nChanged 74 SP:Iteration 8Q (6685.468685 sec): 3 clusters Score: Raw -245778.062772 + Penalty 4269.787062 = -241508.275710 nChanged 83 SP:Iteration 9Q (6685.592100 sec): 3 clusters Score: Raw -245873.858611 + Penalty 4269.787062 = -241604.071549 nChanged 82 SP:Iteration 10Q (6685.718119 sec): 3 clusters Score: Raw -245961.349076 + Penalty 4269.787062 = -241691.562014 nChanged 77 SP:Iteration 11Q (6685.829533 sec): 3 clusters Score: Raw -246040.224993 + Penalty 4269.787062 = -241770.437931 nChanged 58 SP:Iteration 12Q (6685.934845 sec): 3 clusters Score: Raw -246092.556985 + Penalty 4269.787062 = -241822.769923 nChanged 47 SP:Iteration 13Q (6686.059683 sec): 3 clusters Score: Raw -246130.584710 + Penalty 4269.787062 = -241860.797648 nChanged 39 SP:Iteration 14Q (6686.161436 sec): 3 clusters Score: Raw -246174.837522 + Penalty 4269.787062 = -241905.050461 nChanged 39 SP:Iteration 15Q (6686.299487 sec): 3 clusters Score: Raw -246206.952197 + Penalty 4269.787062 = -241937.165135 nChanged 28 SP:Iteration 16Q (6686.312784 sec): 3 clusters Score: Raw -246226.743852 + Penalty 4269.787062 = -241956.956790 nChanged 15 SP:Iteration 17Q (6686.353693 sec): 3 clusters Score: Raw -246236.707354 + Penalty 4269.787062 = -241966.920292 nChanged 12 SP:Iteration 18Q (6686.394641 sec): 3 clusters Score: Raw -246243.956839 + Penalty 4269.787062 = -241974.169777 nChanged 11 SP:Iteration 19Q (6686.436869 sec): 3 clusters Score: Raw -246249.007444 + Penalty 4269.787062 = -241979.220382 nChanged 8 SP:Iteration 20F (6686.484874 sec): 3 clusters Score: Raw -246253.118162 + Penalty 4269.787062 = -241983.331100 nChanged 4 SP:Iteration 21Q (6686.531890 sec): 3 clusters Score: Raw -246255.382576 + Penalty 4269.787062 = -241985.595514 nChanged 2 SP:Iteration 22Q (6686.579038 sec): 3 clusters Score: Raw -246256.296386 + Penalty 4269.787062 = -241986.509324 nChanged 3 SP:Iteration 23Q (6686.624930 sec): 3 clusters Score: Raw -246257.236012 + Penalty 4269.787062 = -241987.448950 nChanged 3 SP:Iteration 24Q (6686.666605 sec): 3 clusters Score: Raw -246258.351901 + Penalty 4269.787062 = -241988.564840 nChanged 2 SP:Iteration 25Q (6686.708297 sec): 3 clusters Score: Raw -246260.542627 + Penalty 4269.787062 = -241990.755566 nChanged 3 SP:Iteration 26Q (6686.749916 sec): 3 clusters Score: Raw -246262.315700 + Penalty 4269.787062 = -241992.528638 nChanged 3 SP:Iteration 27Q (6686.792118 sec): 3 clusters Score: Raw -246264.295674 + Penalty 4269.787062 = -241994.508612 nChanged 7 SP:Iteration 28Q (6686.835103 sec): 3 clusters Score: Raw -246268.424564 + Penalty 4269.787062 = -241998.637502 nChanged 2 SP:Iteration 29Q (6686.878580 sec): 3 clusters Score: Raw -246269.428933 + Penalty 4269.787062 = -241999.641871 nChanged 1 SP:Iteration 30Q (6686.922214 sec): 3 clusters Score: Raw -246270.004863 + Penalty 4269.787062 = -242000.217801 nChanged 1 SP:Iteration 31Q (6686.965821 sec): 3 clusters Score: Raw -246270.432166 + Penalty 4269.787062 = -242000.645104 nChanged 1 SP:Iteration 32Q (6687.009009 sec): 3 clusters Score: Raw -246270.691564 + Penalty 4269.787062 = -242000.904502 nChanged 0 SP:Iteration 33F (6687.052878 sec): 3 clusters Score: Raw -246270.691564 + Penalty 4269.787062 = -242000.904502 nChanged 0 Trying to split cluster 5 (9050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6687.118821 sec): 2 clusters Score: Raw -728743.554093 + Penalty 2405.177290 = -726338.376804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6687.289432 sec): 3 clusters Score: Raw -723984.748460 + Penalty 4810.354579 = -719174.393881 nChanged 3672 SP:Iteration 1F (6687.473822 sec): 3 clusters Score: Raw -726005.044954 + Penalty 4810.354579 = -721194.690374 nChanged 672 SP:Iteration 2F (6687.647008 sec): 3 clusters Score: Raw -726390.175401 + Penalty 4810.354579 = -721579.820822 nChanged 525 SP:Iteration 3F (6687.779357 sec): 3 clusters Score: Raw -726684.248592 + Penalty 4810.354579 = -721873.894013 nChanged 432 SP:Iteration 4Q (6687.926305 sec): 3 clusters Score: Raw -726955.388907 + Penalty 4810.354579 = -722145.034328 nChanged 415 SP:Iteration 5Q (6688.075860 sec): 3 clusters Score: Raw -727232.181781 + Penalty 4810.354579 = -722421.827201 nChanged 425 SP:Iteration 6Q (6688.209689 sec): 3 clusters Score: Raw -727506.589795 + Penalty 4810.354579 = -722696.235216 nChanged 414 SP:Iteration 7Q (6688.303993 sec): 3 clusters Score: Raw -727785.766934 + Penalty 4810.354579 = -722975.412355 nChanged 369 SP:Iteration 8Q (6688.376505 sec): 3 clusters Score: Raw -728033.297080 + Penalty 4810.354579 = -723222.942501 nChanged 344 SP:Iteration 9Q (6688.452419 sec): 3 clusters Score: Raw -728286.797465 + Penalty 4810.354579 = -723476.442886 nChanged 325 SP:Iteration 10Q (6688.526207 sec): 3 clusters Score: Raw -728514.997454 + Penalty 4810.354579 = -723704.642875 nChanged 252 SP:Iteration 11Q (6688.596648 sec): 3 clusters Score: Raw -728668.183245 + Penalty 4810.354579 = -723857.828665 nChanged 193 SP:Iteration 12Q (6688.671608 sec): 3 clusters Score: Raw -728776.983808 + Penalty 4810.354579 = -723966.629229 nChanged 140 SP:Iteration 13Q (6688.748603 sec): 3 clusters Score: Raw -728859.960927 + Penalty 4810.354579 = -724049.606347 nChanged 129 SP:Iteration 14Q (6688.823317 sec): 3 clusters Score: Raw -728929.708204 + Penalty 4810.354579 = -724119.353624 nChanged 97 SP:Iteration 15Q (6688.897343 sec): 3 clusters Score: Raw -728979.555584 + Penalty 4810.354579 = -724169.201005 nChanged 83 SP:Iteration 16Q (6688.972700 sec): 3 clusters Score: Raw -729023.900194 + Penalty 4810.354579 = -724213.545615 nChanged 61 SP:Iteration 17Q (6689.045929 sec): 3 clusters Score: Raw -729054.095401 + Penalty 4810.354579 = -724243.740821 nChanged 61 SP:Iteration 18Q (6689.116293 sec): 3 clusters Score: Raw -729082.293653 + Penalty 4810.354579 = -724271.939074 nChanged 38 SP:Iteration 19Q (6689.182901 sec): 3 clusters Score: Raw -729101.020233 + Penalty 4810.354579 = -724290.665653 nChanged 36 SP:Iteration 20F (6689.256690 sec): 3 clusters Score: Raw -729123.158267 + Penalty 4810.354579 = -724312.803688 nChanged 38 SP:Iteration 21Q (6689.331033 sec): 3 clusters Score: Raw -729140.353042 + Penalty 4810.354579 = -724329.998462 nChanged 40 SP:Iteration 22Q (6689.401129 sec): 3 clusters Score: Raw -729160.211451 + Penalty 4810.354579 = -724349.856872 nChanged 27 SP:Iteration 23Q (6689.472301 sec): 3 clusters Score: Raw -729174.153630 + Penalty 4810.354579 = -724363.799051 nChanged 20 SP:Iteration 24Q (6689.544693 sec): 3 clusters Score: Raw -729184.454169 + Penalty 4810.354579 = -724374.099590 nChanged 18 SP:Iteration 25Q (6689.617018 sec): 3 clusters Score: Raw -729192.732224 + Penalty 4810.354579 = -724382.377645 nChanged 17 SP:Iteration 26Q (6689.689133 sec): 3 clusters Score: Raw -729200.392526 + Penalty 4810.354579 = -724390.037946 nChanged 17 SP:Iteration 27Q (6689.761246 sec): 3 clusters Score: Raw -729207.843294 + Penalty 4810.354579 = -724397.488715 nChanged 9 SP:Iteration 28Q (6689.833256 sec): 3 clusters Score: Raw -729213.341923 + Penalty 4810.354579 = -724402.987344 nChanged 13 SP:Iteration 29Q (6689.907151 sec): 3 clusters Score: Raw -729220.440102 + Penalty 4810.354579 = -724410.085523 nChanged 10 SP:Iteration 30Q (6689.978988 sec): 3 clusters Score: Raw -729224.085242 + Penalty 4810.354579 = -724413.730662 nChanged 6 SP:Iteration 31Q (6690.123607 sec): 3 clusters Score: Raw -729225.912603 + Penalty 4810.354579 = -724415.558024 nChanged 6 SP:Iteration 32Q (6690.258806 sec): 3 clusters Score: Raw -729227.672628 + Penalty 4810.354579 = -724417.318049 nChanged 8 SP:Iteration 33Q (6690.425080 sec): 3 clusters Score: Raw -729230.245408 + Penalty 4810.354579 = -724419.890829 nChanged 4 SP:Iteration 34Q (6690.574984 sec): 3 clusters Score: Raw -729231.980996 + Penalty 4810.354579 = -724421.626416 nChanged 3 SP:Iteration 35Q (6690.715157 sec): 3 clusters Score: Raw -729233.981582 + Penalty 4810.354579 = -724423.627003 nChanged 4 SP:Iteration 36Q (6690.853149 sec): 3 clusters Score: Raw -729235.040505 + Penalty 4810.354579 = -724424.685925 nChanged 3 SP:Iteration 37Q (6690.963609 sec): 3 clusters Score: Raw -729235.933873 + Penalty 4810.354579 = -724425.579294 nChanged 2 SP:Iteration 38Q (6691.088310 sec): 3 clusters Score: Raw -729236.477038 + Penalty 4810.354579 = -724426.122459 nChanged 3 SP:Iteration 39Q (6691.175552 sec): 3 clusters Score: Raw -729237.457399 + Penalty 4810.354579 = -724427.102820 nChanged 4 SP:Iteration 40F (6691.244401 sec): 3 clusters Score: Raw -729238.825540 + Penalty 4810.354579 = -724428.470960 nChanged 4 SP:Iteration 41Q (6691.315159 sec): 3 clusters Score: Raw -729240.327255 + Penalty 4810.354579 = -724429.972675 nChanged 5 SP:Iteration 42Q (6691.387129 sec): 3 clusters Score: Raw -729241.977605 + Penalty 4810.354579 = -724431.623026 nChanged 2 SP:Iteration 43Q (6691.453313 sec): 3 clusters Score: Raw -729243.275338 + Penalty 4810.354579 = -724432.920759 nChanged 2 SP:Iteration 44Q (6691.520938 sec): 3 clusters Score: Raw -729243.822509 + Penalty 4810.354579 = -724433.467930 nChanged 1 SP:Iteration 45Q (6691.594087 sec): 3 clusters Score: Raw -729244.077770 + Penalty 4810.354579 = -724433.723191 nChanged 1 SP:Iteration 46Q (6691.667240 sec): 3 clusters Score: Raw -729244.981846 + Penalty 4810.354579 = -724434.627266 nChanged 3 SP:Iteration 47Q (6691.741158 sec): 3 clusters Score: Raw -729246.073559 + Penalty 4810.354579 = -724435.718980 nChanged 1 SP:Iteration 48Q (6691.812626 sec): 3 clusters Score: Raw -729246.242165 + Penalty 4810.354579 = -724435.887586 nChanged 2 SP:Iteration 49Q (6691.883081 sec): 3 clusters Score: Raw -729247.031865 + Penalty 4810.354579 = -724436.677286 nChanged 2 SP:Iteration 50Q (6691.954537 sec): 3 clusters Score: Raw -729247.496161 + Penalty 4810.354579 = -724437.141582 nChanged 1 SP:Iteration 51Q (6692.026010 sec): 3 clusters Score: Raw -729247.846268 + Penalty 4810.354579 = -724437.491688 nChanged 2 SP:Iteration 52Q (6692.097815 sec): 3 clusters Score: Raw -729248.525461 + Penalty 4810.354579 = -724438.170881 nChanged 2 SP:Iteration 53Q (6692.169523 sec): 3 clusters Score: Raw -729249.199685 + Penalty 4810.354579 = -724438.845105 nChanged 1 SP:Iteration 54Q (6692.240764 sec): 3 clusters Score: Raw -729249.281404 + Penalty 4810.354579 = -724438.926825 nChanged 1 SP:Iteration 55Q (6692.312243 sec): 3 clusters Score: Raw -729249.372067 + Penalty 4810.354579 = -724439.017488 nChanged 0 SP:Iteration 56F (6692.468710 sec): 3 clusters Score: Raw -729249.372067 + Penalty 4810.354579 = -724439.017488 nChanged 0 Trying to split cluster 6 (9350 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6692.555004 sec): 2 clusters Score: Raw -727842.129941 + Penalty 2413.786748 = -725428.343193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6692.655422 sec): 3 clusters Score: Raw -722946.039463 + Penalty 4827.573497 = -718118.465967 nChanged 3774 SP:Iteration 1F (6692.732366 sec): 3 clusters Score: Raw -724939.038224 + Penalty 4827.573497 = -720111.464727 nChanged 611 SP:Iteration 2F (6692.800250 sec): 3 clusters Score: Raw -725291.830218 + Penalty 4827.573497 = -720464.256721 nChanged 515 SP:Iteration 3F (6692.969329 sec): 3 clusters Score: Raw -725570.445682 + Penalty 4827.573497 = -720742.872186 nChanged 474 SP:Iteration 4F (6693.160817 sec): 3 clusters Score: Raw -725826.378420 + Penalty 4827.573497 = -720998.804923 nChanged 452 SP:Iteration 5Q (6693.273225 sec): 3 clusters Score: Raw -726077.002223 + Penalty 4827.573497 = -721249.428726 nChanged 396 SP:Iteration 6Q (6693.424636 sec): 3 clusters Score: Raw -726307.965310 + Penalty 4827.573497 = -721480.391814 nChanged 385 SP:Iteration 7Q (6693.509625 sec): 3 clusters Score: Raw -726515.939442 + Penalty 4827.573497 = -721688.365945 nChanged 347 SP:Iteration 8Q (6693.570934 sec): 3 clusters Score: Raw -726703.236597 + Penalty 4827.573497 = -721875.663100 nChanged 327 SP:Iteration 9Q (6693.640749 sec): 3 clusters Score: Raw -726877.582407 + Penalty 4827.573497 = -722050.008911 nChanged 307 SP:Iteration 10Q (6693.720949 sec): 3 clusters Score: Raw -727043.635050 + Penalty 4827.573497 = -722216.061554 nChanged 278 SP:Iteration 11Q (6693.802547 sec): 3 clusters Score: Raw -727190.853848 + Penalty 4827.573497 = -722363.280352 nChanged 263 SP:Iteration 12Q (6693.882645 sec): 3 clusters Score: Raw -727330.753862 + Penalty 4827.573497 = -722503.180366 nChanged 239 SP:Iteration 13Q (6693.960375 sec): 3 clusters Score: Raw -727457.854432 + Penalty 4827.573497 = -722630.280935 nChanged 233 SP:Iteration 14Q (6694.038144 sec): 3 clusters Score: Raw -727577.409398 + Penalty 4827.573497 = -722749.835902 nChanged 212 SP:Iteration 15Q (6694.110778 sec): 3 clusters Score: Raw -727670.606740 + Penalty 4827.573497 = -722843.033243 nChanged 185 SP:Iteration 16Q (6694.183296 sec): 3 clusters Score: Raw -727761.755317 + Penalty 4827.573497 = -722934.181820 nChanged 201 SP:Iteration 17Q (6694.344792 sec): 3 clusters Score: Raw -727865.116933 + Penalty 4827.573497 = -723037.543436 nChanged 201 SP:Iteration 18Q (6694.516681 sec): 3 clusters Score: Raw -727974.570765 + Penalty 4827.573497 = -723146.997268 nChanged 179 SP:Iteration 19Q (6694.587182 sec): 3 clusters Score: Raw -728059.547375 + Penalty 4827.573497 = -723231.973879 nChanged 134 SP:Iteration 20F (6694.658612 sec): 3 clusters Score: Raw -728116.975522 + Penalty 4827.573497 = -723289.402025 nChanged 106 SP:Iteration 21Q (6694.733074 sec): 3 clusters Score: Raw -728154.023573 + Penalty 4827.573497 = -723326.450076 nChanged 89 SP:Iteration 22Q (6694.810200 sec): 3 clusters Score: Raw -728183.814439 + Penalty 4827.573497 = -723356.240942 nChanged 71 SP:Iteration 23Q (6694.889552 sec): 3 clusters Score: Raw -728203.889312 + Penalty 4827.573497 = -723376.315816 nChanged 59 SP:Iteration 24Q (6694.967858 sec): 3 clusters Score: Raw -728222.508727 + Penalty 4827.573497 = -723394.935230 nChanged 48 SP:Iteration 25Q (6695.044045 sec): 3 clusters Score: Raw -728234.936919 + Penalty 4827.573497 = -723407.363423 nChanged 42 SP:Iteration 26Q (6695.120427 sec): 3 clusters Score: Raw -728244.934192 + Penalty 4827.573497 = -723417.360696 nChanged 28 SP:Iteration 27Q (6695.192474 sec): 3 clusters Score: Raw -728251.621889 + Penalty 4827.573497 = -723424.048393 nChanged 26 SP:Iteration 28Q (6695.263260 sec): 3 clusters Score: Raw -728258.585600 + Penalty 4827.573497 = -723431.012103 nChanged 28 SP:Iteration 29Q (6695.336956 sec): 3 clusters Score: Raw -728264.213155 + Penalty 4827.573497 = -723436.639658 nChanged 17 SP:Iteration 30Q (6695.414068 sec): 3 clusters Score: Raw -728267.384133 + Penalty 4827.573497 = -723439.810636 nChanged 18 SP:Iteration 31Q (6695.492178 sec): 3 clusters Score: Raw -728270.830426 + Penalty 4827.573497 = -723443.256929 nChanged 19 SP:Iteration 32Q (6695.568601 sec): 3 clusters Score: Raw -728274.357535 + Penalty 4827.573497 = -723446.784038 nChanged 12 SP:Iteration 33Q (6695.695261 sec): 3 clusters Score: Raw -728276.248962 + Penalty 4827.573497 = -723448.675466 nChanged 10 SP:Iteration 34Q (6695.772430 sec): 3 clusters Score: Raw -728278.137462 + Penalty 4827.573497 = -723450.563966 nChanged 12 SP:Iteration 35Q (6695.956944 sec): 3 clusters Score: Raw -728279.833336 + Penalty 4827.573497 = -723452.259840 nChanged 12 SP:Iteration 36Q (6696.136609 sec): 3 clusters Score: Raw -728282.419646 + Penalty 4827.573497 = -723454.846150 nChanged 13 SP:Iteration 37Q (6696.284363 sec): 3 clusters Score: Raw -728284.379624 + Penalty 4827.573497 = -723456.806127 nChanged 9 SP:Iteration 38Q (6696.435789 sec): 3 clusters Score: Raw -728285.720436 + Penalty 4827.573497 = -723458.146940 nChanged 6 SP:Iteration 39Q (6696.580021 sec): 3 clusters Score: Raw -728286.504821 + Penalty 4827.573497 = -723458.931324 nChanged 3 SP:Iteration 40F (6696.716634 sec): 3 clusters Score: Raw -728286.977259 + Penalty 4827.573497 = -723459.403762 nChanged 2 SP:Iteration 41Q (6696.862981 sec): 3 clusters Score: Raw -728287.218686 + Penalty 4827.573497 = -723459.645190 nChanged 1 SP:Iteration 42Q (6696.930238 sec): 3 clusters Score: Raw -728287.308764 + Penalty 4827.573497 = -723459.735268 nChanged 0 SP:Iteration 43F (6697.002672 sec): 3 clusters Score: Raw -728287.308764 + Penalty 4827.573497 = -723459.735268 nChanged 0 Trying to split cluster 7 (65794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6697.348489 sec): 2 clusters Score: Raw -5649795.810742 + Penalty 2928.890957 = -5646866.919785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6697.641774 sec): 3 clusters Score: Raw -5608515.507017 + Penalty 5857.781914 = -5602657.725103 nChanged 30633 SP:Iteration 1F (6697.967111 sec): 3 clusters Score: Raw -5626188.150783 + Penalty 5857.781914 = -5620330.368869 nChanged 3283 SP:Iteration 2Q (6698.255409 sec): 3 clusters Score: Raw -5627516.971302 + Penalty 5857.781914 = -5621659.189388 nChanged 3423 SP:Iteration 3F (6698.553763 sec): 3 clusters Score: Raw -5629060.792929 + Penalty 5857.781914 = -5623203.011015 nChanged 3677 SP:Iteration 4F (6698.878284 sec): 3 clusters Score: Raw -5630950.784090 + Penalty 5857.781914 = -5625093.002176 nChanged 4002 SP:Iteration 5F (6699.150401 sec): 3 clusters Score: Raw -5633258.747154 + Penalty 5857.781914 = -5627400.965240 nChanged 4222 SP:Iteration 6F (6699.473626 sec): 3 clusters Score: Raw -5635963.323484 + Penalty 5857.781914 = -5630105.541570 nChanged 4316 SP:Iteration 7F (6699.747506 sec): 3 clusters Score: Raw -5638968.869745 + Penalty 5857.781914 = -5633111.087831 nChanged 4142 SP:Iteration 8F (6700.112889 sec): 3 clusters Score: Raw -5641964.393946 + Penalty 5857.781914 = -5636106.612032 nChanged 3490 SP:Iteration 9F (6700.481492 sec): 3 clusters Score: Raw -5644665.755900 + Penalty 5857.781914 = -5638807.973986 nChanged 2701 SP:Iteration 10Q (6700.799228 sec): 3 clusters Score: Raw -5646814.747446 + Penalty 5857.781914 = -5640956.965532 nChanged 1781 SP:Iteration 11Q (6701.111942 sec): 3 clusters Score: Raw -5648248.964346 + Penalty 5857.781914 = -5642391.182432 nChanged 1136 SP:Iteration 12Q (6701.371555 sec): 3 clusters Score: Raw -5649141.415655 + Penalty 5857.781914 = -5643283.633741 nChanged 631 SP:Iteration 13Q (6701.611250 sec): 3 clusters Score: Raw -5649648.972804 + Penalty 5857.781914 = -5643791.190890 nChanged 335 SP:Iteration 14Q (6701.835890 sec): 3 clusters Score: Raw -5649888.585703 + Penalty 5857.781914 = -5644030.803789 nChanged 182 SP:Iteration 15Q (6702.078340 sec): 3 clusters Score: Raw -5650007.283089 + Penalty 5857.781914 = -5644149.501175 nChanged 106 SP:Iteration 16Q (6702.339886 sec): 3 clusters Score: Raw -5650071.801252 + Penalty 5857.781914 = -5644214.019339 nChanged 84 SP:Iteration 17Q (6702.643490 sec): 3 clusters Score: Raw -5650120.351699 + Penalty 5857.781914 = -5644262.569785 nChanged 65 SP:Iteration 18Q (6702.893720 sec): 3 clusters Score: Raw -5650160.613268 + Penalty 5857.781914 = -5644302.831354 nChanged 52 SP:Iteration 19Q (6703.116982 sec): 3 clusters Score: Raw -5650187.434525 + Penalty 5857.781914 = -5644329.652611 nChanged 42 SP:Iteration 20F (6703.490400 sec): 3 clusters Score: Raw -5650208.152980 + Penalty 5857.781914 = -5644350.371066 nChanged 29 SP:Iteration 21Q (6703.770925 sec): 3 clusters Score: Raw -5650220.876045 + Penalty 5857.781914 = -5644363.094131 nChanged 22 SP:Iteration 22Q (6704.000235 sec): 3 clusters Score: Raw -5650232.540503 + Penalty 5857.781914 = -5644374.758589 nChanged 24 SP:Iteration 23Q (6704.280728 sec): 3 clusters Score: Raw -5650246.433205 + Penalty 5857.781914 = -5644388.651292 nChanged 13 SP:Iteration 24Q (6704.536501 sec): 3 clusters Score: Raw -5650255.679735 + Penalty 5857.781914 = -5644397.897822 nChanged 16 SP:Iteration 25Q (6704.762886 sec): 3 clusters Score: Raw -5650261.958889 + Penalty 5857.781914 = -5644404.176975 nChanged 8 SP:Iteration 26Q (6705.049200 sec): 3 clusters Score: Raw -5650266.684465 + Penalty 5857.781914 = -5644408.902551 nChanged 10 SP:Iteration 27Q (6705.280802 sec): 3 clusters Score: Raw -5650270.898064 + Penalty 5857.781914 = -5644413.116150 nChanged 10 SP:Iteration 28Q (6705.507031 sec): 3 clusters Score: Raw -5650275.877061 + Penalty 5857.781914 = -5644418.095147 nChanged 10 SP:Iteration 29Q (6705.785410 sec): 3 clusters Score: Raw -5650281.198156 + Penalty 5857.781914 = -5644423.416243 nChanged 13 SP:Iteration 30Q (6706.051132 sec): 3 clusters Score: Raw -5650288.259381 + Penalty 5857.781914 = -5644430.477467 nChanged 7 SP:Iteration 31Q (6706.281558 sec): 3 clusters Score: Raw -5650290.980136 + Penalty 5857.781914 = -5644433.198222 nChanged 5 SP:Iteration 32Q (6706.552251 sec): 3 clusters Score: Raw -5650293.340301 + Penalty 5857.781914 = -5644435.558387 nChanged 10 SP:Iteration 33Q (6706.832825 sec): 3 clusters Score: Raw -5650296.433492 + Penalty 5857.781914 = -5644438.651578 nChanged 8 SP:Iteration 34Q (6707.089572 sec): 3 clusters Score: Raw -5650300.776199 + Penalty 5857.781914 = -5644442.994286 nChanged 5 SP:Iteration 35Q (6707.341016 sec): 3 clusters Score: Raw -5650304.346599 + Penalty 5857.781914 = -5644446.564685 nChanged 7 SP:Iteration 36Q (6707.617453 sec): 3 clusters Score: Raw -5650307.713488 + Penalty 5857.781914 = -5644449.931574 nChanged 6 SP:Iteration 37Q (6707.887628 sec): 3 clusters Score: Raw -5650311.427537 + Penalty 5857.781914 = -5644453.645624 nChanged 6 SP:Iteration 38Q (6708.116630 sec): 3 clusters Score: Raw -5650314.758272 + Penalty 5857.781914 = -5644456.976358 nChanged 4 SP:Iteration 39Q (6708.383680 sec): 3 clusters Score: Raw -5650316.655459 + Penalty 5857.781914 = -5644458.873545 nChanged 1 SP:Iteration 40F (6708.700983 sec): 3 clusters Score: Raw -5650316.908997 + Penalty 5857.781914 = -5644459.127083 nChanged 0 Trying to split cluster 8 (3856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6708.779464 sec): 2 clusters Score: Raw -238635.888282 + Penalty 2179.949813 = -236455.938468 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6708.840688 sec): 3 clusters Score: Raw -237002.471143 + Penalty 4359.899626 = -232642.571517 nChanged 1437 SP:Iteration 1F (6708.901490 sec): 3 clusters Score: Raw -238569.175159 + Penalty 4359.899626 = -234209.275533 nChanged 498 SP:Iteration 2F (6708.954088 sec): 3 clusters Score: Raw -239391.660143 + Penalty 4359.899626 = -235031.760517 nChanged 369 SP:Iteration 3F (6708.996504 sec): 3 clusters Score: Raw -239935.141312 + Penalty 4359.899626 = -235575.241686 nChanged 251 SP:Iteration 4F (6709.039406 sec): 3 clusters Score: Raw -240214.510548 + Penalty 4359.899626 = -235854.610922 nChanged 151 SP:Iteration 5Q (6709.081738 sec): 3 clusters Score: Raw -240350.173916 + Penalty 4359.899626 = -235990.274290 nChanged 92 SP:Iteration 6Q (6709.130188 sec): 3 clusters Score: Raw -240420.258232 + Penalty 4359.899626 = -236060.358606 nChanged 62 SP:Iteration 7Q (6709.179143 sec): 3 clusters Score: Raw -240463.147695 + Penalty 4359.899626 = -236103.248069 nChanged 49 SP:Iteration 8Q (6709.227883 sec): 3 clusters Score: Raw -240501.751764 + Penalty 4359.899626 = -236141.852138 nChanged 44 SP:Iteration 9Q (6709.361467 sec): 3 clusters Score: Raw -240528.522347 + Penalty 4359.899626 = -236168.622721 nChanged 50 SP:Iteration 10Q (6709.481565 sec): 3 clusters Score: Raw -240562.493491 + Penalty 4359.899626 = -236202.593865 nChanged 46 SP:Iteration 11Q (6709.637982 sec): 3 clusters Score: Raw -240594.322249 + Penalty 4359.899626 = -236234.422623 nChanged 58 SP:Iteration 12Q (6709.760006 sec): 3 clusters Score: Raw -240650.666698 + Penalty 4359.899626 = -236290.767071 nChanged 58 SP:Iteration 13Q (6709.862566 sec): 3 clusters Score: Raw -240699.831619 + Penalty 4359.899626 = -236339.931993 nChanged 57 SP:Iteration 14Q (6709.992017 sec): 3 clusters Score: Raw -240745.215394 + Penalty 4359.899626 = -236385.315767 nChanged 45 SP:Iteration 15Q (6710.121489 sec): 3 clusters Score: Raw -240780.606026 + Penalty 4359.899626 = -236420.706400 nChanged 46 SP:Iteration 16Q (6710.227875 sec): 3 clusters Score: Raw -240824.783934 + Penalty 4359.899626 = -236464.884308 nChanged 44 SP:Iteration 17Q (6710.358119 sec): 3 clusters Score: Raw -240882.460526 + Penalty 4359.899626 = -236522.560900 nChanged 31 SP:Iteration 18Q (6710.484769 sec): 3 clusters Score: Raw -240916.976100 + Penalty 4359.899626 = -236557.076473 nChanged 37 SP:Iteration 19Q (6710.609686 sec): 3 clusters Score: Raw -240954.340451 + Penalty 4359.899626 = -236594.440824 nChanged 30 SP:Iteration 20F (6710.720016 sec): 3 clusters Score: Raw -240985.674766 + Penalty 4359.899626 = -236625.775140 nChanged 29 SP:Iteration 21Q (6710.763230 sec): 3 clusters Score: Raw -241007.566656 + Penalty 4359.899626 = -236647.667030 nChanged 24 SP:Iteration 22Q (6710.808274 sec): 3 clusters Score: Raw -241018.984652 + Penalty 4359.899626 = -236659.085026 nChanged 16 SP:Iteration 23Q (6710.853871 sec): 3 clusters Score: Raw -241028.754519 + Penalty 4359.899626 = -236668.854893 nChanged 18 SP:Iteration 24Q (6710.897792 sec): 3 clusters Score: Raw -241041.813291 + Penalty 4359.899626 = -236681.913664 nChanged 19 SP:Iteration 25Q (6710.941846 sec): 3 clusters Score: Raw -241053.730114 + Penalty 4359.899626 = -236693.830487 nChanged 14 SP:Iteration 26Q (6710.985454 sec): 3 clusters Score: Raw -241064.624274 + Penalty 4359.899626 = -236704.724648 nChanged 12 SP:Iteration 27Q (6711.031567 sec): 3 clusters Score: Raw -241069.217507 + Penalty 4359.899626 = -236709.317881 nChanged 11 SP:Iteration 28Q (6711.079324 sec): 3 clusters Score: Raw -241072.627197 + Penalty 4359.899626 = -236712.727570 nChanged 7 SP:Iteration 29Q (6711.126970 sec): 3 clusters Score: Raw -241075.717537 + Penalty 4359.899626 = -236715.817911 nChanged 10 SP:Iteration 30Q (6711.174344 sec): 3 clusters Score: Raw -241079.637624 + Penalty 4359.899626 = -236719.737997 nChanged 12 SP:Iteration 31Q (6711.219966 sec): 3 clusters Score: Raw -241088.441936 + Penalty 4359.899626 = -236728.542309 nChanged 11 SP:Iteration 32Q (6711.263607 sec): 3 clusters Score: Raw -241093.537301 + Penalty 4359.899626 = -236733.637674 nChanged 9 SP:Iteration 33Q (6711.307042 sec): 3 clusters Score: Raw -241098.503838 + Penalty 4359.899626 = -236738.604212 nChanged 11 SP:Iteration 34Q (6711.351639 sec): 3 clusters Score: Raw -241105.302180 + Penalty 4359.899626 = -236745.402553 nChanged 12 SP:Iteration 35Q (6711.397331 sec): 3 clusters Score: Raw -241111.804708 + Penalty 4359.899626 = -236751.905082 nChanged 7 SP:Iteration 36Q (6711.442901 sec): 3 clusters Score: Raw -241114.528525 + Penalty 4359.899626 = -236754.628899 nChanged 4 SP:Iteration 37Q (6711.488462 sec): 3 clusters Score: Raw -241115.990093 + Penalty 4359.899626 = -236756.090466 nChanged 8 SP:Iteration 38Q (6711.534680 sec): 3 clusters Score: Raw -241118.917863 + Penalty 4359.899626 = -236759.018236 nChanged 9 SP:Iteration 39Q (6711.581148 sec): 3 clusters Score: Raw -241122.097513 + Penalty 4359.899626 = -236762.197887 nChanged 10 SP:Iteration 40F (6711.744801 sec): 3 clusters Score: Raw -241125.571981 + Penalty 4359.899626 = -236765.672355 nChanged 7 SP:Iteration 41Q (6711.869413 sec): 3 clusters Score: Raw -241127.941853 + Penalty 4359.899626 = -236768.042227 nChanged 6 SP:Iteration 42Q (6712.008157 sec): 3 clusters Score: Raw -241130.211057 + Penalty 4359.899626 = -236770.311431 nChanged 2 SP:Iteration 43Q (6712.146655 sec): 3 clusters Score: Raw -241130.891777 + Penalty 4359.899626 = -236770.992151 nChanged 0 SP:Iteration 44F (6712.261380 sec): 3 clusters Score: Raw -241130.891777 + Penalty 4359.899626 = -236770.992151 nChanged 0 Score: Raw -11822649.267323 + Penalty 43948.194526 = -11778701.072796 Splitting cluster 8 changes total score from -11779325.581097 to -11778701.072796 So it's not getting split. Trying to split cluster 9 (6212 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6715.043143 sec): 2 clusters Score: Raw -509865.190132 + Penalty 2305.838881 = -507559.351251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6715.127456 sec): 3 clusters Score: Raw -506764.166870 + Penalty 4611.677761 = -502152.489108 nChanged 2405 SP:Iteration 1F (6715.196730 sec): 3 clusters Score: Raw -508170.301348 + Penalty 4611.677761 = -503558.623587 nChanged 452 SP:Iteration 2F (6715.243544 sec): 3 clusters Score: Raw -508467.075458 + Penalty 4611.677761 = -503855.397697 nChanged 343 SP:Iteration 3F (6715.312011 sec): 3 clusters Score: Raw -508683.579956 + Penalty 4611.677761 = -504071.902194 nChanged 288 SP:Iteration 4Q (6715.370747 sec): 3 clusters Score: Raw -508861.263079 + Penalty 4611.677761 = -504249.585318 nChanged 266 SP:Iteration 5Q (6715.431811 sec): 3 clusters Score: Raw -509022.502773 + Penalty 4611.677761 = -504410.825012 nChanged 249 SP:Iteration 6Q (6715.492168 sec): 3 clusters Score: Raw -509159.573816 + Penalty 4611.677761 = -504547.896055 nChanged 191 SP:Iteration 7Q (6715.550342 sec): 3 clusters Score: Raw -509271.398989 + Penalty 4611.677761 = -504659.721228 nChanged 167 SP:Iteration 8Q (6715.606101 sec): 3 clusters Score: Raw -509368.088298 + Penalty 4611.677761 = -504756.410537 nChanged 179 SP:Iteration 9Q (6715.665103 sec): 3 clusters Score: Raw -509485.151369 + Penalty 4611.677761 = -504873.473608 nChanged 184 SP:Iteration 10Q (6715.835725 sec): 3 clusters Score: Raw -509609.192808 + Penalty 4611.677761 = -504997.515047 nChanged 163 SP:Iteration 11Q (6715.894774 sec): 3 clusters Score: Raw -509727.323520 + Penalty 4611.677761 = -505115.645759 nChanged 161 SP:Iteration 12Q (6715.964934 sec): 3 clusters Score: Raw -509833.549494 + Penalty 4611.677761 = -505221.871732 nChanged 142 SP:Iteration 13Q (6716.122703 sec): 3 clusters Score: Raw -509929.083019 + Penalty 4611.677761 = -505317.405258 nChanged 131 SP:Iteration 14Q (6716.263881 sec): 3 clusters Score: Raw -510021.288244 + Penalty 4611.677761 = -505409.610482 nChanged 118 SP:Iteration 15Q (6716.403646 sec): 3 clusters Score: Raw -510100.167533 + Penalty 4611.677761 = -505488.489771 nChanged 102 SP:Iteration 16Q (6716.486743 sec): 3 clusters Score: Raw -510177.558584 + Penalty 4611.677761 = -505565.880822 nChanged 98 SP:Iteration 17Q (6716.540999 sec): 3 clusters Score: Raw -510234.169279 + Penalty 4611.677761 = -505622.491518 nChanged 76 SP:Iteration 18Q (6716.594898 sec): 3 clusters Score: Raw -510278.096586 + Penalty 4611.677761 = -505666.418824 nChanged 66 SP:Iteration 19Q (6716.650084 sec): 3 clusters Score: Raw -510320.624324 + Penalty 4611.677761 = -505708.946563 nChanged 64 SP:Iteration 20F (6716.707693 sec): 3 clusters Score: Raw -510355.970152 + Penalty 4611.677761 = -505744.292391 nChanged 46 SP:Iteration 21Q (6716.766894 sec): 3 clusters Score: Raw -510375.350010 + Penalty 4611.677761 = -505763.672249 nChanged 33 SP:Iteration 22Q (6716.842331 sec): 3 clusters Score: Raw -510392.036941 + Penalty 4611.677761 = -505780.359180 nChanged 35 SP:Iteration 23Q (6717.062322 sec): 3 clusters Score: Raw -510406.849828 + Penalty 4611.677761 = -505795.172067 nChanged 26 SP:Iteration 24Q (6717.186289 sec): 3 clusters Score: Raw -510418.723034 + Penalty 4611.677761 = -505807.045273 nChanged 26 SP:Iteration 25Q (6717.355705 sec): 3 clusters Score: Raw -510429.223406 + Penalty 4611.677761 = -505817.545645 nChanged 21 SP:Iteration 26Q (6717.451065 sec): 3 clusters Score: Raw -510439.637483 + Penalty 4611.677761 = -505827.959722 nChanged 16 SP:Iteration 27Q (6717.587541 sec): 3 clusters Score: Raw -510448.274336 + Penalty 4611.677761 = -505836.596575 nChanged 21 SP:Iteration 28Q (6717.719600 sec): 3 clusters Score: Raw -510458.835812 + Penalty 4611.677761 = -505847.158051 nChanged 24 SP:Iteration 29Q (6717.861524 sec): 3 clusters Score: Raw -510471.140622 + Penalty 4611.677761 = -505859.462860 nChanged 21 SP:Iteration 30Q (6717.979115 sec): 3 clusters Score: Raw -510480.065681 + Penalty 4611.677761 = -505868.387920 nChanged 11 SP:Iteration 31Q (6718.033309 sec): 3 clusters Score: Raw -510485.610339 + Penalty 4611.677761 = -505873.932577 nChanged 9 SP:Iteration 32Q (6718.090624 sec): 3 clusters Score: Raw -510490.730129 + Penalty 4611.677761 = -505879.052368 nChanged 10 SP:Iteration 33Q (6718.151186 sec): 3 clusters Score: Raw -510495.629185 + Penalty 4611.677761 = -505883.951423 nChanged 7 SP:Iteration 34Q (6718.209796 sec): 3 clusters Score: Raw -510498.020498 + Penalty 4611.677761 = -505886.342737 nChanged 5 SP:Iteration 35Q (6718.267873 sec): 3 clusters Score: Raw -510499.773654 + Penalty 4611.677761 = -505888.095892 nChanged 5 SP:Iteration 36Q (6718.324262 sec): 3 clusters Score: Raw -510501.462607 + Penalty 4611.677761 = -505889.784846 nChanged 9 SP:Iteration 37Q (6718.376987 sec): 3 clusters Score: Raw -510504.833577 + Penalty 4611.677761 = -505893.155816 nChanged 6 SP:Iteration 38Q (6718.430175 sec): 3 clusters Score: Raw -510506.694001 + Penalty 4611.677761 = -505895.016240 nChanged 3 SP:Iteration 39Q (6718.486741 sec): 3 clusters Score: Raw -510508.968817 + Penalty 4611.677761 = -505897.291056 nChanged 4 SP:Iteration 40F (6718.547780 sec): 3 clusters Score: Raw -510510.708152 + Penalty 4611.677761 = -505899.030391 nChanged 4 SP:Iteration 41Q (6718.606967 sec): 3 clusters Score: Raw -510512.436393 + Penalty 4611.677761 = -505900.758631 nChanged 5 SP:Iteration 42Q (6718.663726 sec): 3 clusters Score: Raw -510515.556962 + Penalty 4611.677761 = -505903.879200 nChanged 4 SP:Iteration 43Q (6718.720147 sec): 3 clusters Score: Raw -510517.407682 + Penalty 4611.677761 = -505905.729921 nChanged 3 SP:Iteration 44Q (6718.776796 sec): 3 clusters Score: Raw -510518.369055 + Penalty 4611.677761 = -505906.691293 nChanged 2 SP:Iteration 45Q (6718.831279 sec): 3 clusters Score: Raw -510519.416909 + Penalty 4611.677761 = -505907.739148 nChanged 1 SP:Iteration 46Q (6718.886370 sec): 3 clusters Score: Raw -510519.737617 + Penalty 4611.677761 = -505908.059856 nChanged 0 SP:Iteration 47F (6718.948799 sec): 3 clusters Score: Raw -510519.737617 + Penalty 4611.677761 = -505908.059856 nChanged 0 Trying to split cluster 10 (11288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6719.044477 sec): 2 clusters Score: Raw -994743.005447 + Penalty 2463.514810 = -992279.490637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6719.246202 sec): 3 clusters Score: Raw -988791.680749 + Penalty 4927.029621 = -983864.651128 nChanged 4623 SP:Iteration 1F (6719.295964 sec): 3 clusters Score: Raw -991428.148219 + Penalty 4927.029621 = -986501.118598 nChanged 748 SP:Iteration 2F (6719.382473 sec): 3 clusters Score: Raw -991836.312820 + Penalty 4927.029621 = -986909.283199 nChanged 614 SP:Iteration 3F (6719.465813 sec): 3 clusters Score: Raw -992175.081773 + Penalty 4927.029621 = -987248.052152 nChanged 596 SP:Iteration 4F (6719.548400 sec): 3 clusters Score: Raw -992536.772900 + Penalty 4927.029621 = -987609.743280 nChanged 607 SP:Iteration 5F (6719.764329 sec): 3 clusters Score: Raw -992977.009877 + Penalty 4927.029621 = -988049.980256 nChanged 592 SP:Iteration 6F (6719.911679 sec): 3 clusters Score: Raw -993458.568876 + Penalty 4927.029621 = -988531.539256 nChanged 573 SP:Iteration 7F (6720.068212 sec): 3 clusters Score: Raw -993936.948645 + Penalty 4927.029621 = -989009.919024 nChanged 490 SP:Iteration 8Q (6720.243861 sec): 3 clusters Score: Raw -994323.674170 + Penalty 4927.029621 = -989396.644549 nChanged 396 SP:Iteration 9Q (6720.397191 sec): 3 clusters Score: Raw -994588.029182 + Penalty 4927.029621 = -989660.999561 nChanged 302 SP:Iteration 10Q (6720.559697 sec): 3 clusters Score: Raw -994772.103140 + Penalty 4927.029621 = -989845.073520 nChanged 196 SP:Iteration 11Q (6720.697565 sec): 3 clusters Score: Raw -994870.579307 + Penalty 4927.029621 = -989943.549686 nChanged 157 SP:Iteration 12Q (6720.780576 sec): 3 clusters Score: Raw -994938.070702 + Penalty 4927.029621 = -990011.041082 nChanged 100 SP:Iteration 13Q (6720.858456 sec): 3 clusters Score: Raw -994976.731563 + Penalty 4927.029621 = -990049.701943 nChanged 82 SP:Iteration 14Q (6720.945903 sec): 3 clusters Score: Raw -995009.643297 + Penalty 4927.029621 = -990082.613676 nChanged 69 SP:Iteration 15Q (6721.031068 sec): 3 clusters Score: Raw -995036.312548 + Penalty 4927.029621 = -990109.282927 nChanged 51 SP:Iteration 16Q (6721.114185 sec): 3 clusters Score: Raw -995051.899880 + Penalty 4927.029621 = -990124.870259 nChanged 34 SP:Iteration 17Q (6721.196622 sec): 3 clusters Score: Raw -995062.293316 + Penalty 4927.029621 = -990135.263695 nChanged 26 SP:Iteration 18Q (6721.280812 sec): 3 clusters Score: Raw -995070.001721 + Penalty 4927.029621 = -990142.972101 nChanged 31 SP:Iteration 19Q (6721.365379 sec): 3 clusters Score: Raw -995078.897656 + Penalty 4927.029621 = -990151.868036 nChanged 32 SP:Iteration 20F (6721.452043 sec): 3 clusters Score: Raw -995086.186734 + Penalty 4927.029621 = -990159.157113 nChanged 20 SP:Iteration 21Q (6721.534797 sec): 3 clusters Score: Raw -995090.576612 + Penalty 4927.029621 = -990163.546992 nChanged 24 SP:Iteration 22Q (6721.617823 sec): 3 clusters Score: Raw -995096.221592 + Penalty 4927.029621 = -990169.191971 nChanged 20 SP:Iteration 23Q (6721.703426 sec): 3 clusters Score: Raw -995101.237357 + Penalty 4927.029621 = -990174.207736 nChanged 19 SP:Iteration 24Q (6721.798794 sec): 3 clusters Score: Raw -995106.302527 + Penalty 4927.029621 = -990179.272906 nChanged 17 SP:Iteration 25Q (6721.880878 sec): 3 clusters Score: Raw -995111.140140 + Penalty 4927.029621 = -990184.110519 nChanged 17 SP:Iteration 26Q (6721.956514 sec): 3 clusters Score: Raw -995115.362559 + Penalty 4927.029621 = -990188.332939 nChanged 6 SP:Iteration 27Q (6722.055461 sec): 3 clusters Score: Raw -995116.895288 + Penalty 4927.029621 = -990189.865667 nChanged 3 SP:Iteration 28Q (6722.143817 sec): 3 clusters Score: Raw -995117.634047 + Penalty 4927.029621 = -990190.604426 nChanged 5 SP:Iteration 29Q (6722.214572 sec): 3 clusters Score: Raw -995119.378689 + Penalty 4927.029621 = -990192.349069 nChanged 9 SP:Iteration 30Q (6722.304820 sec): 3 clusters Score: Raw -995121.623931 + Penalty 4927.029621 = -990194.594310 nChanged 6 SP:Iteration 31Q (6722.395884 sec): 3 clusters Score: Raw -995123.295915 + Penalty 4927.029621 = -990196.266295 nChanged 6 SP:Iteration 32Q (6722.476852 sec): 3 clusters Score: Raw -995125.186799 + Penalty 4927.029621 = -990198.157179 nChanged 7 SP:Iteration 33Q (6722.559096 sec): 3 clusters Score: Raw -995126.829671 + Penalty 4927.029621 = -990199.800051 nChanged 11 SP:Iteration 34Q (6722.641678 sec): 3 clusters Score: Raw -995129.807254 + Penalty 4927.029621 = -990202.777633 nChanged 10 SP:Iteration 35Q (6722.724565 sec): 3 clusters Score: Raw -995131.871328 + Penalty 4927.029621 = -990204.841707 nChanged 6 SP:Iteration 36Q (6722.911783 sec): 3 clusters Score: Raw -995132.627586 + Penalty 4927.029621 = -990205.597965 nChanged 4 SP:Iteration 37Q (6723.101275 sec): 3 clusters Score: Raw -995133.231967 + Penalty 4927.029621 = -990206.202346 nChanged 2 SP:Iteration 38Q (6723.258766 sec): 3 clusters Score: Raw -995133.444449 + Penalty 4927.029621 = -990206.414828 nChanged 1 SP:Iteration 39Q (6723.443063 sec): 3 clusters Score: Raw -995133.715012 + Penalty 4927.029621 = -990206.685392 nChanged 3 SP:Iteration 40F (6723.616792 sec): 3 clusters Score: Raw -995134.600963 + Penalty 4927.029621 = -990207.571343 nChanged 2 SP:Iteration 41Q (6723.794924 sec): 3 clusters Score: Raw -995135.563895 + Penalty 4927.029621 = -990208.534274 nChanged 2 SP:Iteration 42Q (6723.878506 sec): 3 clusters Score: Raw -995136.363765 + Penalty 4927.029621 = -990209.334144 nChanged 4 SP:Iteration 43Q (6723.943253 sec): 3 clusters Score: Raw -995137.862561 + Penalty 4927.029621 = -990210.832941 nChanged 7 SP:Iteration 44Q (6724.043890 sec): 3 clusters Score: Raw -995139.850159 + Penalty 4927.029621 = -990212.820539 nChanged 6 SP:Iteration 45Q (6724.120353 sec): 3 clusters Score: Raw -995140.827942 + Penalty 4927.029621 = -990213.798322 nChanged 6 SP:Iteration 46Q (6724.196149 sec): 3 clusters Score: Raw -995142.616388 + Penalty 4927.029621 = -990215.586768 nChanged 3 SP:Iteration 47Q (6724.280583 sec): 3 clusters Score: Raw -995142.976442 + Penalty 4927.029621 = -990215.946821 nChanged 0 SP:Iteration 48F (6724.365281 sec): 3 clusters Score: Raw -995142.976442 + Penalty 4927.029621 = -990215.946821 nChanged 0 Trying to split cluster 11 (12760 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6724.452834 sec): 2 clusters Score: Raw -1112529.472331 + Penalty 2495.874627 = -1110033.597704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6724.570808 sec): 3 clusters Score: Raw -1105511.693111 + Penalty 4991.749254 = -1100519.943857 nChanged 5405 SP:Iteration 1F (6724.650957 sec): 3 clusters Score: Raw -1108433.172047 + Penalty 4991.749254 = -1103441.422793 nChanged 814 SP:Iteration 2F (6724.737991 sec): 3 clusters Score: Raw -1108846.924065 + Penalty 4991.749254 = -1103855.174811 nChanged 730 SP:Iteration 3F (6724.827512 sec): 3 clusters Score: Raw -1109196.558156 + Penalty 4991.749254 = -1104204.808902 nChanged 606 SP:Iteration 4Q (6724.928921 sec): 3 clusters Score: Raw -1109471.809758 + Penalty 4991.749254 = -1104480.060504 nChanged 511 SP:Iteration 5Q (6725.024012 sec): 3 clusters Score: Raw -1109716.478011 + Penalty 4991.749254 = -1104724.728757 nChanged 481 SP:Iteration 6Q (6725.112900 sec): 3 clusters Score: Raw -1109966.490861 + Penalty 4991.749254 = -1104974.741607 nChanged 475 SP:Iteration 7Q (6725.197357 sec): 3 clusters Score: Raw -1110231.321543 + Penalty 4991.749254 = -1105239.572289 nChanged 501 SP:Iteration 8Q (6725.295523 sec): 3 clusters Score: Raw -1110506.380168 + Penalty 4991.749254 = -1105514.630914 nChanged 513 SP:Iteration 9Q (6725.389378 sec): 3 clusters Score: Raw -1110824.667113 + Penalty 4991.749254 = -1105832.917859 nChanged 539 SP:Iteration 10Q (6725.480762 sec): 3 clusters Score: Raw -1111189.132333 + Penalty 4991.749254 = -1106197.383079 nChanged 548 SP:Iteration 11Q (6725.566087 sec): 3 clusters Score: Raw -1111585.331354 + Penalty 4991.749254 = -1106593.582100 nChanged 517 SP:Iteration 12Q (6725.752213 sec): 3 clusters Score: Raw -1111942.987300 + Penalty 4991.749254 = -1106951.238046 nChanged 488 SP:Iteration 13Q (6725.909760 sec): 3 clusters Score: Raw -1112260.662470 + Penalty 4991.749254 = -1107268.913216 nChanged 412 SP:Iteration 14Q (6725.997767 sec): 3 clusters Score: Raw -1112518.075693 + Penalty 4991.749254 = -1107526.326439 nChanged 346 SP:Iteration 15Q (6726.090706 sec): 3 clusters Score: Raw -1112685.214146 + Penalty 4991.749254 = -1107693.464891 nChanged 279 SP:Iteration 16Q (6726.191099 sec): 3 clusters Score: Raw -1112812.583328 + Penalty 4991.749254 = -1107820.834074 nChanged 236 SP:Iteration 17Q (6726.374464 sec): 3 clusters Score: Raw -1112906.837710 + Penalty 4991.749254 = -1107915.088456 nChanged 191 SP:Iteration 18Q (6726.557511 sec): 3 clusters Score: Raw -1112982.654012 + Penalty 4991.749254 = -1107990.904758 nChanged 184 SP:Iteration 19Q (6726.720642 sec): 3 clusters Score: Raw -1113056.130954 + Penalty 4991.749254 = -1108064.381700 nChanged 167 SP:Iteration 20F (6726.821235 sec): 3 clusters Score: Raw -1113110.534639 + Penalty 4991.749254 = -1108118.785385 nChanged 128 SP:Iteration 21Q (6726.912208 sec): 3 clusters Score: Raw -1113147.862874 + Penalty 4991.749254 = -1108156.113620 nChanged 105 SP:Iteration 22Q (6726.983961 sec): 3 clusters Score: Raw -1113177.123325 + Penalty 4991.749254 = -1108185.374071 nChanged 84 SP:Iteration 23Q (6727.070857 sec): 3 clusters Score: Raw -1113199.880989 + Penalty 4991.749254 = -1108208.131735 nChanged 83 SP:Iteration 24Q (6727.178959 sec): 3 clusters Score: Raw -1113218.601398 + Penalty 4991.749254 = -1108226.852144 nChanged 68 SP:Iteration 25Q (6727.278167 sec): 3 clusters Score: Raw -1113234.078049 + Penalty 4991.749254 = -1108242.328795 nChanged 47 SP:Iteration 26Q (6727.367651 sec): 3 clusters Score: Raw -1113242.686614 + Penalty 4991.749254 = -1108250.937360 nChanged 43 SP:Iteration 27Q (6727.476273 sec): 3 clusters Score: Raw -1113250.454280 + Penalty 4991.749254 = -1108258.705026 nChanged 38 SP:Iteration 28Q (6727.562945 sec): 3 clusters Score: Raw -1113257.726650 + Penalty 4991.749254 = -1108265.977396 nChanged 43 SP:Iteration 29Q (6727.644117 sec): 3 clusters Score: Raw -1113264.663344 + Penalty 4991.749254 = -1108272.914090 nChanged 32 SP:Iteration 30Q (6727.743476 sec): 3 clusters Score: Raw -1113269.767626 + Penalty 4991.749254 = -1108278.018372 nChanged 37 SP:Iteration 31Q (6727.836079 sec): 3 clusters Score: Raw -1113275.903417 + Penalty 4991.749254 = -1108284.154163 nChanged 35 SP:Iteration 32Q (6727.924702 sec): 3 clusters Score: Raw -1113282.940044 + Penalty 4991.749254 = -1108291.190790 nChanged 41 SP:Iteration 33Q (6728.008292 sec): 3 clusters Score: Raw -1113291.183102 + Penalty 4991.749254 = -1108299.433848 nChanged 48 SP:Iteration 34Q (6728.102580 sec): 3 clusters Score: Raw -1113301.729491 + Penalty 4991.749254 = -1108309.980237 nChanged 36 SP:Iteration 35Q (6728.195374 sec): 3 clusters Score: Raw -1113309.290316 + Penalty 4991.749254 = -1108317.541062 nChanged 33 SP:Iteration 36Q (6728.287084 sec): 3 clusters Score: Raw -1113315.576456 + Penalty 4991.749254 = -1108323.827202 nChanged 29 SP:Iteration 37Q (6728.378995 sec): 3 clusters Score: Raw -1113320.923982 + Penalty 4991.749254 = -1108329.174728 nChanged 31 SP:Iteration 38Q (6728.544791 sec): 3 clusters Score: Raw -1113326.858562 + Penalty 4991.749254 = -1108335.109308 nChanged 27 SP:Iteration 39Q (6728.641384 sec): 3 clusters Score: Raw -1113333.184827 + Penalty 4991.749254 = -1108341.435573 nChanged 28 SP:Iteration 40F (6728.739578 sec): 3 clusters Score: Raw -1113337.860276 + Penalty 4991.749254 = -1108346.111022 nChanged 23 SP:Iteration 41Q (6728.834276 sec): 3 clusters Score: Raw -1113342.444163 + Penalty 4991.749254 = -1108350.694909 nChanged 19 SP:Iteration 42Q (6728.922139 sec): 3 clusters Score: Raw -1113345.709796 + Penalty 4991.749254 = -1108353.960542 nChanged 22 SP:Iteration 43Q (6729.019297 sec): 3 clusters Score: Raw -1113349.805702 + Penalty 4991.749254 = -1108358.056448 nChanged 22 SP:Iteration 44Q (6729.110709 sec): 3 clusters Score: Raw -1113353.223924 + Penalty 4991.749254 = -1108361.474670 nChanged 20 SP:Iteration 45Q (6729.196918 sec): 3 clusters Score: Raw -1113355.823757 + Penalty 4991.749254 = -1108364.074503 nChanged 14 SP:Iteration 46Q (6729.281284 sec): 3 clusters Score: Raw -1113358.693618 + Penalty 4991.749254 = -1108366.944364 nChanged 14 SP:Iteration 47Q (6729.381893 sec): 3 clusters Score: Raw -1113361.476190 + Penalty 4991.749254 = -1108369.726936 nChanged 14 SP:Iteration 48Q (6729.579444 sec): 3 clusters Score: Raw -1113363.232959 + Penalty 4991.749254 = -1108371.483705 nChanged 8 SP:Iteration 49Q (6729.739937 sec): 3 clusters Score: Raw -1113364.214562 + Penalty 4991.749254 = -1108372.465308 nChanged 13 SP:Iteration 50Q (6729.907010 sec): 3 clusters Score: Raw -1113366.254143 + Penalty 4991.749254 = -1108374.504889 nChanged 9 SP:Iteration 51Q (6730.064804 sec): 3 clusters Score: Raw -1113367.474576 + Penalty 4991.749254 = -1108375.725322 nChanged 11 SP:Iteration 52Q (6730.238532 sec): 3 clusters Score: Raw -1113369.206182 + Penalty 4991.749254 = -1108377.456928 nChanged 8 SP:Iteration 53Q (6730.368836 sec): 3 clusters Score: Raw -1113371.045064 + Penalty 4991.749254 = -1108379.295810 nChanged 11 SP:Iteration 54Q (6730.451166 sec): 3 clusters Score: Raw -1113372.682893 + Penalty 4991.749254 = -1108380.933639 nChanged 11 SP:Iteration 55Q (6730.541839 sec): 3 clusters Score: Raw -1113374.144537 + Penalty 4991.749254 = -1108382.395283 nChanged 9 SP:Iteration 56Q (6730.666552 sec): 3 clusters Score: Raw -1113375.698633 + Penalty 4991.749254 = -1108383.949379 nChanged 10 SP:Iteration 57Q (6730.742822 sec): 3 clusters Score: Raw -1113377.617474 + Penalty 4991.749254 = -1108385.868220 nChanged 11 SP:Iteration 58Q (6730.824752 sec): 3 clusters Score: Raw -1113379.340690 + Penalty 4991.749254 = -1108387.591436 nChanged 13 SP:Iteration 59Q (6730.926647 sec): 3 clusters Score: Raw -1113381.619749 + Penalty 4991.749254 = -1108389.870495 nChanged 19 SP:Iteration 60F (6731.016373 sec): 3 clusters Score: Raw -1113384.366753 + Penalty 4991.749254 = -1108392.617499 nChanged 10 SP:Iteration 61Q (6731.103457 sec): 3 clusters Score: Raw -1113385.985285 + Penalty 4991.749254 = -1108394.236031 nChanged 9 SP:Iteration 62Q (6731.190149 sec): 3 clusters Score: Raw -1113387.804885 + Penalty 4991.749254 = -1108396.055631 nChanged 10 SP:Iteration 63Q (6731.289213 sec): 3 clusters Score: Raw -1113388.767514 + Penalty 4991.749254 = -1108397.018259 nChanged 8 SP:Iteration 64Q (6731.381789 sec): 3 clusters Score: Raw -1113390.067842 + Penalty 4991.749254 = -1108398.318588 nChanged 11 SP:Iteration 65Q (6731.471146 sec): 3 clusters Score: Raw -1113391.674634 + Penalty 4991.749254 = -1108399.925380 nChanged 12 SP:Iteration 66Q (6731.556933 sec): 3 clusters Score: Raw -1113393.210491 + Penalty 4991.749254 = -1108401.461237 nChanged 9 SP:Iteration 67Q (6731.653159 sec): 3 clusters Score: Raw -1113394.693632 + Penalty 4991.749254 = -1108402.944378 nChanged 12 SP:Iteration 68Q (6731.745952 sec): 3 clusters Score: Raw -1113396.486745 + Penalty 4991.749254 = -1108404.737491 nChanged 5 SP:Iteration 69Q (6731.838553 sec): 3 clusters Score: Raw -1113397.252975 + Penalty 4991.749254 = -1108405.503721 nChanged 2 SP:Iteration 70Q (6731.930659 sec): 3 clusters Score: Raw -1113397.474998 + Penalty 4991.749254 = -1108405.725744 nChanged 3 SP:Iteration 71Q (6732.022551 sec): 3 clusters Score: Raw -1113397.797348 + Penalty 4991.749254 = -1108406.048094 nChanged 5 SP:Iteration 72Q (6732.109626 sec): 3 clusters Score: Raw -1113398.666313 + Penalty 4991.749254 = -1108406.917059 nChanged 4 SP:Iteration 73Q (6732.195069 sec): 3 clusters Score: Raw -1113399.431788 + Penalty 4991.749254 = -1108407.682534 nChanged 7 SP:Iteration 74Q (6732.294277 sec): 3 clusters Score: Raw -1113400.339996 + Penalty 4991.749254 = -1108408.590742 nChanged 6 SP:Iteration 75Q (6732.386203 sec): 3 clusters Score: Raw -1113401.135107 + Penalty 4991.749254 = -1108409.385853 nChanged 5 SP:Iteration 76Q (6732.474123 sec): 3 clusters Score: Raw -1113401.579181 + Penalty 4991.749254 = -1108409.829927 nChanged 2 SP:Iteration 77Q (6732.558884 sec): 3 clusters Score: Raw -1113401.779491 + Penalty 4991.749254 = -1108410.030236 nChanged 0 SP:Iteration 78F (6732.654484 sec): 3 clusters Score: Raw -1113401.779491 + Penalty 4991.749254 = -1108410.030236 nChanged 0 Trying to split cluster 12 (3310 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6732.798041 sec): 2 clusters Score: Raw -242009.945821 + Penalty 2139.641716 = -239870.304105 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6732.895203 sec): 3 clusters Score: Raw -240626.657509 + Penalty 4279.283431 = -236347.374077 nChanged 1157 SP:Iteration 1F (6733.045760 sec): 3 clusters Score: Raw -241489.378990 + Penalty 4279.283431 = -237210.095559 nChanged 294 SP:Iteration 2F (6733.180359 sec): 3 clusters Score: Raw -241765.546858 + Penalty 4279.283431 = -237486.263427 nChanged 191 SP:Iteration 3F (6733.314562 sec): 3 clusters Score: Raw -241942.310448 + Penalty 4279.283431 = -237663.027016 nChanged 128 SP:Iteration 4Q (6733.450595 sec): 3 clusters Score: Raw -242053.325888 + Penalty 4279.283431 = -237774.042457 nChanged 120 SP:Iteration 5Q (6733.585689 sec): 3 clusters Score: Raw -242153.839993 + Penalty 4279.283431 = -237874.556562 nChanged 95 SP:Iteration 6Q (6733.711845 sec): 3 clusters Score: Raw -242234.733815 + Penalty 4279.283431 = -237955.450384 nChanged 94 SP:Iteration 7Q (6733.840909 sec): 3 clusters Score: Raw -242309.675815 + Penalty 4279.283431 = -238030.392384 nChanged 90 SP:Iteration 8Q (6733.946193 sec): 3 clusters Score: Raw -242379.893167 + Penalty 4279.283431 = -238100.609736 nChanged 83 SP:Iteration 9Q (6734.075417 sec): 3 clusters Score: Raw -242443.951854 + Penalty 4279.283431 = -238164.668423 nChanged 66 SP:Iteration 10Q (6734.216833 sec): 3 clusters Score: Raw -242497.990695 + Penalty 4279.283431 = -238218.707263 nChanged 61 SP:Iteration 11Q (6734.232451 sec): 3 clusters Score: Raw -242551.808122 + Penalty 4279.283431 = -238272.524691 nChanged 49 SP:Iteration 12Q (6734.280126 sec): 3 clusters Score: Raw -242586.290488 + Penalty 4279.283431 = -238307.007057 nChanged 43 SP:Iteration 13Q (6734.352078 sec): 3 clusters Score: Raw -242611.764057 + Penalty 4279.283431 = -238332.480625 nChanged 35 SP:Iteration 14Q (6734.399138 sec): 3 clusters Score: Raw -242635.733951 + Penalty 4279.283431 = -238356.450520 nChanged 28 SP:Iteration 15Q (6734.441882 sec): 3 clusters Score: Raw -242655.415594 + Penalty 4279.283431 = -238376.132162 nChanged 24 SP:Iteration 16Q (6734.483146 sec): 3 clusters Score: Raw -242674.785038 + Penalty 4279.283431 = -238395.501607 nChanged 25 SP:Iteration 17Q (6734.524675 sec): 3 clusters Score: Raw -242695.324070 + Penalty 4279.283431 = -238416.040639 nChanged 25 SP:Iteration 18Q (6734.565719 sec): 3 clusters Score: Raw -242713.549017 + Penalty 4279.283431 = -238434.265585 nChanged 25 SP:Iteration 19Q (6734.610495 sec): 3 clusters Score: Raw -242729.879962 + Penalty 4279.283431 = -238450.596531 nChanged 27 SP:Iteration 20F (6734.656782 sec): 3 clusters Score: Raw -242747.464072 + Penalty 4279.283431 = -238468.180641 nChanged 21 SP:Iteration 21Q (6734.702549 sec): 3 clusters Score: Raw -242762.284140 + Penalty 4279.283431 = -238483.000709 nChanged 29 SP:Iteration 22Q (6734.748018 sec): 3 clusters Score: Raw -242782.178189 + Penalty 4279.283431 = -238502.894757 nChanged 23 SP:Iteration 23Q (6734.790171 sec): 3 clusters Score: Raw -242797.686590 + Penalty 4279.283431 = -238518.403159 nChanged 27 SP:Iteration 24Q (6734.831882 sec): 3 clusters Score: Raw -242817.998503 + Penalty 4279.283431 = -238538.715071 nChanged 37 SP:Iteration 25Q (6734.873410 sec): 3 clusters Score: Raw -242843.911029 + Penalty 4279.283431 = -238564.627598 nChanged 40 SP:Iteration 26Q (6734.915010 sec): 3 clusters Score: Raw -242871.743545 + Penalty 4279.283431 = -238592.460114 nChanged 45 SP:Iteration 27Q (6734.959648 sec): 3 clusters Score: Raw -242909.177807 + Penalty 4279.283431 = -238629.894376 nChanged 58 SP:Iteration 28Q (6735.004776 sec): 3 clusters Score: Raw -242957.721781 + Penalty 4279.283431 = -238678.438350 nChanged 51 SP:Iteration 29Q (6735.168270 sec): 3 clusters Score: Raw -242998.358446 + Penalty 4279.283431 = -238719.075014 nChanged 46 SP:Iteration 30Q (6735.277848 sec): 3 clusters Score: Raw -243035.392303 + Penalty 4279.283431 = -238756.108871 nChanged 44 SP:Iteration 31Q (6735.411945 sec): 3 clusters Score: Raw -243069.908715 + Penalty 4279.283431 = -238790.625284 nChanged 41 SP:Iteration 32Q (6735.544983 sec): 3 clusters Score: Raw -243104.882518 + Penalty 4279.283431 = -238825.599086 nChanged 40 SP:Iteration 33Q (6735.648753 sec): 3 clusters Score: Raw -243139.681239 + Penalty 4279.283431 = -238860.397808 nChanged 33 SP:Iteration 34Q (6735.774833 sec): 3 clusters Score: Raw -243162.407520 + Penalty 4279.283431 = -238883.124089 nChanged 22 SP:Iteration 35Q (6735.891434 sec): 3 clusters Score: Raw -243175.941034 + Penalty 4279.283431 = -238896.657603 nChanged 18 SP:Iteration 36Q (6736.014554 sec): 3 clusters Score: Raw -243188.278243 + Penalty 4279.283431 = -238908.994811 nChanged 15 SP:Iteration 37Q (6736.156763 sec): 3 clusters Score: Raw -243199.165489 + Penalty 4279.283431 = -238919.882058 nChanged 12 SP:Iteration 38Q (6736.246020 sec): 3 clusters Score: Raw -243209.252689 + Penalty 4279.283431 = -238929.969257 nChanged 9 SP:Iteration 39Q (6736.367851 sec): 3 clusters Score: Raw -243214.994049 + Penalty 4279.283431 = -238935.710617 nChanged 4 SP:Iteration 40F (6736.484082 sec): 3 clusters Score: Raw -243216.852371 + Penalty 4279.283431 = -238937.568940 nChanged 2 SP:Iteration 41Q (6736.582336 sec): 3 clusters Score: Raw -243217.842730 + Penalty 4279.283431 = -238938.559298 nChanged 1 SP:Iteration 42Q (6736.706680 sec): 3 clusters Score: Raw -243218.393150 + Penalty 4279.283431 = -238939.109719 nChanged 1 SP:Iteration 43Q (6736.748050 sec): 3 clusters Score: Raw -243218.758307 + Penalty 4279.283431 = -238939.474876 nChanged 1 SP:Iteration 44Q (6736.789476 sec): 3 clusters Score: Raw -243219.478587 + Penalty 4279.283431 = -238940.195156 nChanged 1 SP:Iteration 45Q (6736.831688 sec): 3 clusters Score: Raw -243219.709023 + Penalty 4279.283431 = -238940.425592 nChanged 2 SP:Iteration 46Q (6736.873677 sec): 3 clusters Score: Raw -243220.348822 + Penalty 4279.283431 = -238941.065391 nChanged 0 SP:Iteration 47F (6736.919293 sec): 3 clusters Score: Raw -243220.348822 + Penalty 4279.283431 = -238941.065391 nChanged 0 Trying to split cluster 13 (4883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6736.970908 sec): 2 clusters Score: Raw -411747.248167 + Penalty 2242.287977 = -409504.960190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6737.028899 sec): 3 clusters Score: Raw -409426.606541 + Penalty 4484.575954 = -404942.030587 nChanged 1856 SP:Iteration 1F (6737.096750 sec): 3 clusters Score: Raw -410574.586831 + Penalty 4484.575954 = -406090.010877 nChanged 379 SP:Iteration 2F (6737.158138 sec): 3 clusters Score: Raw -410826.326856 + Penalty 4484.575954 = -406341.750902 nChanged 263 SP:Iteration 3F (6737.203972 sec): 3 clusters Score: Raw -410980.036271 + Penalty 4484.575954 = -406495.460318 nChanged 184 SP:Iteration 4Q (6737.253899 sec): 3 clusters Score: Raw -411072.952102 + Penalty 4484.575954 = -406588.376148 nChanged 127 SP:Iteration 5Q (6737.326859 sec): 3 clusters Score: Raw -411134.123853 + Penalty 4484.575954 = -406649.547899 nChanged 115 SP:Iteration 6Q (6737.377328 sec): 3 clusters Score: Raw -411192.992883 + Penalty 4484.575954 = -406708.416929 nChanged 110 SP:Iteration 7Q (6737.426972 sec): 3 clusters Score: Raw -411244.774320 + Penalty 4484.575954 = -406760.198367 nChanged 89 SP:Iteration 8Q (6737.478395 sec): 3 clusters Score: Raw -411283.354190 + Penalty 4484.575954 = -406798.778236 nChanged 66 SP:Iteration 9Q (6737.538038 sec): 3 clusters Score: Raw -411311.105615 + Penalty 4484.575954 = -406826.529661 nChanged 55 SP:Iteration 10Q (6737.597745 sec): 3 clusters Score: Raw -411333.029384 + Penalty 4484.575954 = -406848.453430 nChanged 49 SP:Iteration 11Q (6737.725087 sec): 3 clusters Score: Raw -411353.688550 + Penalty 4484.575954 = -406869.112596 nChanged 46 SP:Iteration 12Q (6737.868467 sec): 3 clusters Score: Raw -411372.350151 + Penalty 4484.575954 = -406887.774197 nChanged 39 SP:Iteration 13Q (6738.010394 sec): 3 clusters Score: Raw -411392.529094 + Penalty 4484.575954 = -406907.953140 nChanged 48 SP:Iteration 14Q (6738.105314 sec): 3 clusters Score: Raw -411417.905610 + Penalty 4484.575954 = -406933.329656 nChanged 53 SP:Iteration 15Q (6738.241503 sec): 3 clusters Score: Raw -411439.245474 + Penalty 4484.575954 = -406954.669521 nChanged 41 SP:Iteration 16Q (6738.382341 sec): 3 clusters Score: Raw -411455.865947 + Penalty 4484.575954 = -406971.289994 nChanged 33 SP:Iteration 17Q (6738.488196 sec): 3 clusters Score: Raw -411471.207148 + Penalty 4484.575954 = -406986.631194 nChanged 46 SP:Iteration 18Q (6738.627525 sec): 3 clusters Score: Raw -411493.591865 + Penalty 4484.575954 = -407009.015912 nChanged 55 SP:Iteration 19Q (6738.752263 sec): 3 clusters Score: Raw -411518.871015 + Penalty 4484.575954 = -407034.295061 nChanged 66 SP:Iteration 20F (6738.857191 sec): 3 clusters Score: Raw -411553.759793 + Penalty 4484.575954 = -407069.183839 nChanged 69 SP:Iteration 21Q (6738.942198 sec): 3 clusters Score: Raw -411586.574358 + Penalty 4484.575954 = -407101.998404 nChanged 68 SP:Iteration 22Q (6738.995078 sec): 3 clusters Score: Raw -411616.673171 + Penalty 4484.575954 = -407132.097217 nChanged 74 SP:Iteration 23Q (6739.045412 sec): 3 clusters Score: Raw -411653.772406 + Penalty 4484.575954 = -407169.196452 nChanged 63 SP:Iteration 24Q (6739.095855 sec): 3 clusters Score: Raw -411682.631545 + Penalty 4484.575954 = -407198.055591 nChanged 70 SP:Iteration 25Q (6739.149056 sec): 3 clusters Score: Raw -411716.696501 + Penalty 4484.575954 = -407232.120547 nChanged 70 SP:Iteration 26Q (6739.204008 sec): 3 clusters Score: Raw -411755.298786 + Penalty 4484.575954 = -407270.722832 nChanged 73 SP:Iteration 27Q (6739.258975 sec): 3 clusters Score: Raw -411793.915816 + Penalty 4484.575954 = -407309.339863 nChanged 74 SP:Iteration 28Q (6739.312612 sec): 3 clusters Score: Raw -411833.646702 + Penalty 4484.575954 = -407349.070748 nChanged 69 SP:Iteration 29Q (6739.365663 sec): 3 clusters Score: Raw -411865.449057 + Penalty 4484.575954 = -407380.873103 nChanged 67 SP:Iteration 30Q (6739.418575 sec): 3 clusters Score: Raw -411901.379499 + Penalty 4484.575954 = -407416.803545 nChanged 59 SP:Iteration 31Q (6739.471690 sec): 3 clusters Score: Raw -411936.173849 + Penalty 4484.575954 = -407451.597895 nChanged 63 SP:Iteration 32Q (6739.524960 sec): 3 clusters Score: Raw -411974.683335 + Penalty 4484.575954 = -407490.107381 nChanged 68 SP:Iteration 33Q (6739.635711 sec): 3 clusters Score: Raw -412014.628715 + Penalty 4484.575954 = -407530.052762 nChanged 69 SP:Iteration 34Q (6739.688694 sec): 3 clusters Score: Raw -412052.813044 + Penalty 4484.575954 = -407568.237090 nChanged 56 SP:Iteration 35Q (6739.741573 sec): 3 clusters Score: Raw -412079.194467 + Penalty 4484.575954 = -407594.618513 nChanged 45 SP:Iteration 36Q (6739.793330 sec): 3 clusters Score: Raw -412100.665845 + Penalty 4484.575954 = -407616.089891 nChanged 39 SP:Iteration 37Q (6739.844599 sec): 3 clusters Score: Raw -412117.416453 + Penalty 4484.575954 = -407632.840499 nChanged 33 SP:Iteration 38Q (6739.895841 sec): 3 clusters Score: Raw -412131.722679 + Penalty 4484.575954 = -407647.146725 nChanged 33 SP:Iteration 39Q (6739.949308 sec): 3 clusters Score: Raw -412143.860937 + Penalty 4484.575954 = -407659.284983 nChanged 33 SP:Iteration 40F (6740.003957 sec): 3 clusters Score: Raw -412155.812364 + Penalty 4484.575954 = -407671.236410 nChanged 26 SP:Iteration 41Q (6740.058378 sec): 3 clusters Score: Raw -412164.151978 + Penalty 4484.575954 = -407679.576024 nChanged 15 SP:Iteration 42Q (6740.111549 sec): 3 clusters Score: Raw -412169.609435 + Penalty 4484.575954 = -407685.033481 nChanged 18 SP:Iteration 43Q (6740.236834 sec): 3 clusters Score: Raw -412175.929292 + Penalty 4484.575954 = -407691.353339 nChanged 11 SP:Iteration 44Q (6740.401744 sec): 3 clusters Score: Raw -412179.381343 + Penalty 4484.575954 = -407694.805390 nChanged 14 SP:Iteration 45Q (6740.533568 sec): 3 clusters Score: Raw -412183.604758 + Penalty 4484.575954 = -407699.028804 nChanged 16 SP:Iteration 46Q (6740.690679 sec): 3 clusters Score: Raw -412190.672342 + Penalty 4484.575954 = -407706.096388 nChanged 19 SP:Iteration 47Q (6740.795308 sec): 3 clusters Score: Raw -412197.726069 + Penalty 4484.575954 = -407713.150115 nChanged 14 SP:Iteration 48Q (6740.929654 sec): 3 clusters Score: Raw -412204.841378 + Penalty 4484.575954 = -407720.265424 nChanged 23 SP:Iteration 49Q (6741.063588 sec): 3 clusters Score: Raw -412218.104690 + Penalty 4484.575954 = -407733.528736 nChanged 27 SP:Iteration 50Q (6741.178897 sec): 3 clusters Score: Raw -412234.296296 + Penalty 4484.575954 = -407749.720342 nChanged 28 SP:Iteration 51Q (6741.346641 sec): 3 clusters Score: Raw -412248.123929 + Penalty 4484.575954 = -407763.547975 nChanged 31 SP:Iteration 52Q (6741.457137 sec): 3 clusters Score: Raw -412265.031274 + Penalty 4484.575954 = -407780.455320 nChanged 37 SP:Iteration 53Q (6741.533838 sec): 3 clusters Score: Raw -412282.125018 + Penalty 4484.575954 = -407797.549064 nChanged 31 SP:Iteration 54Q (6741.588606 sec): 3 clusters Score: Raw -412294.260527 + Penalty 4484.575954 = -407809.684573 nChanged 26 SP:Iteration 55Q (6741.637610 sec): 3 clusters Score: Raw -412304.312827 + Penalty 4484.575954 = -407819.736873 nChanged 26 SP:Iteration 56Q (6741.768597 sec): 3 clusters Score: Raw -412313.687258 + Penalty 4484.575954 = -407829.111305 nChanged 18 SP:Iteration 57Q (6741.818605 sec): 3 clusters Score: Raw -412320.219685 + Penalty 4484.575954 = -407835.643732 nChanged 17 SP:Iteration 58Q (6741.870611 sec): 3 clusters Score: Raw -412325.279247 + Penalty 4484.575954 = -407840.703294 nChanged 12 SP:Iteration 59Q (6741.922030 sec): 3 clusters Score: Raw -412331.996768 + Penalty 4484.575954 = -407847.420814 nChanged 16 SP:Iteration 60F (6741.973184 sec): 3 clusters Score: Raw -412338.511122 + Penalty 4484.575954 = -407853.935168 nChanged 13 SP:Iteration 61Q (6742.024019 sec): 3 clusters Score: Raw -412345.530417 + Penalty 4484.575954 = -407860.954463 nChanged 14 SP:Iteration 62Q (6742.075267 sec): 3 clusters Score: Raw -412352.566583 + Penalty 4484.575954 = -407867.990629 nChanged 13 SP:Iteration 63Q (6742.128935 sec): 3 clusters Score: Raw -412357.600323 + Penalty 4484.575954 = -407873.024369 nChanged 9 SP:Iteration 64Q (6742.182323 sec): 3 clusters Score: Raw -412361.493333 + Penalty 4484.575954 = -407876.917379 nChanged 4 SP:Iteration 65Q (6742.236107 sec): 3 clusters Score: Raw -412363.644871 + Penalty 4484.575954 = -407879.068917 nChanged 3 SP:Iteration 66Q (6742.288346 sec): 3 clusters Score: Raw -412364.935807 + Penalty 4484.575954 = -407880.359853 nChanged 3 SP:Iteration 67Q (6742.340362 sec): 3 clusters Score: Raw -412365.863250 + Penalty 4484.575954 = -407881.287296 nChanged 2 SP:Iteration 68Q (6742.392559 sec): 3 clusters Score: Raw -412367.029716 + Penalty 4484.575954 = -407882.453762 nChanged 2 SP:Iteration 69Q (6742.444838 sec): 3 clusters Score: Raw -412367.280801 + Penalty 4484.575954 = -407882.704847 nChanged 0 SP:Iteration 70F (6742.497955 sec): 3 clusters Score: Raw -412367.280801 + Penalty 4484.575954 = -407882.704847 nChanged 0 Iteration 59Q (6744.458563 sec): 14 clusters Score: Raw -11820159.472316 + Penalty 40809.037774 = -11779350.434542 nChanged 188 Iteration 60F (6747.235274 sec): 14 clusters Score: Raw -11820185.589945 + Penalty 40809.037774 = -11779376.552171 nChanged 184 Iteration 61Q (6749.177956 sec): 14 clusters Score: Raw -11820206.712708 + Penalty 40809.037774 = -11779397.674934 nChanged 179 Iteration 62Q (6751.301706 sec): 14 clusters Score: Raw -11820227.138252 + Penalty 40809.037774 = -11779418.100477 nChanged 165 Iteration 63Q (6753.220536 sec): 14 clusters Score: Raw -11820247.747260 + Penalty 40809.037774 = -11779438.709485 nChanged 163 Iteration 64Q (6754.842689 sec): 14 clusters Score: Raw -11820268.402097 + Penalty 40809.037774 = -11779459.364323 nChanged 171 Iteration 65Q (6756.460149 sec): 14 clusters Score: Raw -11820293.916507 + Penalty 40809.037774 = -11779484.878733 nChanged 175 Iteration 66Q (6758.174787 sec): 14 clusters Score: Raw -11820319.075822 + Penalty 40809.037774 = -11779510.038047 nChanged 155 Iteration 67Q (6759.767705 sec): 14 clusters Score: Raw -11820338.256616 + Penalty 40809.037774 = -11779529.218842 nChanged 152 Iteration 68Q (6761.252687 sec): 14 clusters Score: Raw -11820359.030244 + Penalty 40809.037774 = -11779549.992470 nChanged 152 Iteration 69Q (6762.769262 sec): 14 clusters Score: Raw -11820382.954173 + Penalty 40809.037774 = -11779573.916399 nChanged 162 Iteration 70Q (6764.205619 sec): 14 clusters Score: Raw -11820411.879744 + Penalty 40809.037774 = -11779602.841970 nChanged 144 Iteration 71Q (6765.718651 sec): 14 clusters Score: Raw -11820435.170628 + Penalty 40809.037774 = -11779626.132853 nChanged 149 Iteration 72Q (6767.215091 sec): 14 clusters Score: Raw -11820457.222164 + Penalty 40809.037774 = -11779648.184389 nChanged 119 Iteration 73Q (6768.695808 sec): 14 clusters Score: Raw -11820474.536362 + Penalty 40809.037774 = -11779665.498587 nChanged 97 Iteration 74Q (6770.192427 sec): 14 clusters Score: Raw -11820487.252573 + Penalty 40809.037774 = -11779678.214799 nChanged 93 Iteration 75Q (6771.660762 sec): 14 clusters Score: Raw -11820498.697163 + Penalty 40809.037774 = -11779689.659388 nChanged 90 Iteration 76Q (6773.151681 sec): 14 clusters Score: Raw -11820508.874079 + Penalty 40809.037774 = -11779699.836305 nChanged 91 Iteration 77Q (6774.625723 sec): 14 clusters Score: Raw -11820518.917787 + Penalty 40809.037774 = -11779709.880012 nChanged 92 Iteration 78Q (6776.087786 sec): 14 clusters Score: Raw -11820529.347498 + Penalty 40809.037774 = -11779720.309724 nChanged 91 Iteration 79Q (6777.551468 sec): 14 clusters Score: Raw -11820539.972625 + Penalty 40809.037774 = -11779730.934851 nChanged 76 Iteration 80F (6779.642738 sec): 14 clusters Score: Raw -11820548.652278 + Penalty 40809.037774 = -11779739.614504 nChanged 63 Iteration 81Q (6781.134811 sec): 14 clusters Score: Raw -11820557.423958 + Penalty 40809.037774 = -11779748.386184 nChanged 54 Iteration 82Q (6782.636547 sec): 14 clusters Score: Raw -11820564.651004 + Penalty 40809.037774 = -11779755.613230 nChanged 53 Iteration 83Q (6784.097452 sec): 14 clusters Score: Raw -11820571.038763 + Penalty 40809.037774 = -11779762.000989 nChanged 52 Iteration 84Q (6785.593410 sec): 14 clusters Score: Raw -11820577.067653 + Penalty 40809.037774 = -11779768.029878 nChanged 60 Iteration 85Q (6787.059247 sec): 14 clusters Score: Raw -11820585.785125 + Penalty 40809.037774 = -11779776.747351 nChanged 62 Iteration 86Q (6788.576946 sec): 14 clusters Score: Raw -11820595.716172 + Penalty 40809.037774 = -11779786.678398 nChanged 57 Iteration 87Q (6790.092334 sec): 14 clusters Score: Raw -11820606.575516 + Penalty 40809.037774 = -11779797.537741 nChanged 63 Iteration 88Q (6791.529873 sec): 14 clusters Score: Raw -11820615.321129 + Penalty 40809.037774 = -11779806.283354 nChanged 53 Iteration 89Q (6793.047145 sec): 14 clusters Score: Raw -11820622.037818 + Penalty 40809.037774 = -11779813.000044 nChanged 63 Iteration 90Q (6794.652159 sec): 14 clusters Score: Raw -11820628.809376 + Penalty 40809.037774 = -11779819.771601 nChanged 47 Iteration 91Q (6796.262264 sec): 14 clusters Score: Raw -11820634.217905 + Penalty 40809.037774 = -11779825.180130 nChanged 49 Iteration 92Q (6797.697998 sec): 14 clusters Score: Raw -11820639.472214 + Penalty 40809.037774 = -11779830.434439 nChanged 51 Iteration 93Q (6799.281509 sec): 14 clusters Score: Raw -11820645.954730 + Penalty 40809.037774 = -11779836.916956 nChanged 55 Iteration 94Q (6800.748496 sec): 14 clusters Score: Raw -11820652.102738 + Penalty 40809.037774 = -11779843.064964 nChanged 44 Iteration 95Q (6802.273655 sec): 14 clusters Score: Raw -11820656.393860 + Penalty 40809.037774 = -11779847.356085 nChanged 46 Iteration 96Q (6803.715449 sec): 14 clusters Score: Raw -11820662.247554 + Penalty 40809.037774 = -11779853.209779 nChanged 50 Iteration 97Q (6805.237100 sec): 14 clusters Score: Raw -11820666.667162 + Penalty 40809.037774 = -11779857.629388 nChanged 38 Iteration 98Q (6806.675507 sec): 14 clusters Score: Raw -11820669.729713 + Penalty 40809.037774 = -11779860.691938 nChanged 42 Writing temp clu file Because OldScore, -11779857.629388, is greater than current (better) Score,-11779860.691938 Compute initial score before splitting: Score: Raw -11820669.729713 + Penalty 40809.037774 = -11779860.691938 Trying to split cluster 1 (8070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6806.881693 sec): 2 clusters Score: Raw -624812.088020 + Penalty 2374.919913 = -622437.168107 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6807.040404 sec): 3 clusters Score: Raw -620604.063245 + Penalty 4749.839826 = -615854.223419 nChanged 3303 SP:Iteration 1F (6807.104562 sec): 3 clusters Score: Raw -622443.841210 + Penalty 4749.839826 = -617694.001384 nChanged 582 SP:Iteration 2F (6807.159852 sec): 3 clusters Score: Raw -622770.373052 + Penalty 4749.839826 = -618020.533226 nChanged 457 SP:Iteration 3F (6807.212844 sec): 3 clusters Score: Raw -623072.651739 + Penalty 4749.839826 = -618322.811913 nChanged 402 SP:Iteration 4Q (6807.266600 sec): 3 clusters Score: Raw -623351.632990 + Penalty 4749.839826 = -618601.793164 nChanged 405 SP:Iteration 5F (6807.319603 sec): 3 clusters Score: Raw -623654.549053 + Penalty 4749.839826 = -618904.709227 nChanged 396 SP:Iteration 6Q (6807.373756 sec): 3 clusters Score: Raw -623961.214696 + Penalty 4749.839826 = -619211.374870 nChanged 385 SP:Iteration 7Q (6807.432234 sec): 3 clusters Score: Raw -624266.072836 + Penalty 4749.839826 = -619516.233010 nChanged 366 SP:Iteration 8Q (6807.495762 sec): 3 clusters Score: Raw -624534.957442 + Penalty 4749.839826 = -619785.117616 nChanged 327 SP:Iteration 9Q (6807.560436 sec): 3 clusters Score: Raw -624794.341965 + Penalty 4749.839826 = -620044.502139 nChanged 321 SP:Iteration 10Q (6807.620601 sec): 3 clusters Score: Raw -625056.321405 + Penalty 4749.839826 = -620306.481579 nChanged 256 SP:Iteration 11Q (6807.680390 sec): 3 clusters Score: Raw -625238.084303 + Penalty 4749.839826 = -620488.244477 nChanged 228 SP:Iteration 12Q (6807.739549 sec): 3 clusters Score: Raw -625396.167274 + Penalty 4749.839826 = -620646.327448 nChanged 188 SP:Iteration 13Q (6807.797047 sec): 3 clusters Score: Raw -625512.653214 + Penalty 4749.839826 = -620762.813388 nChanged 128 SP:Iteration 14Q (6807.854628 sec): 3 clusters Score: Raw -625577.333250 + Penalty 4749.839826 = -620827.493424 nChanged 97 SP:Iteration 15Q (6807.914914 sec): 3 clusters Score: Raw -625622.601648 + Penalty 4749.839826 = -620872.761822 nChanged 71 SP:Iteration 16Q (6807.975151 sec): 3 clusters Score: Raw -625649.152697 + Penalty 4749.839826 = -620899.312871 nChanged 47 SP:Iteration 17Q (6808.035182 sec): 3 clusters Score: Raw -625669.521503 + Penalty 4749.839826 = -620919.681677 nChanged 52 SP:Iteration 18Q (6808.094505 sec): 3 clusters Score: Raw -625685.316084 + Penalty 4749.839826 = -620935.476258 nChanged 39 SP:Iteration 19Q (6808.152257 sec): 3 clusters Score: Raw -625700.631951 + Penalty 4749.839826 = -620950.792125 nChanged 30 SP:Iteration 20F (6808.211456 sec): 3 clusters Score: Raw -625714.200872 + Penalty 4749.839826 = -620964.361046 nChanged 38 SP:Iteration 21Q (6808.271107 sec): 3 clusters Score: Raw -625730.947069 + Penalty 4749.839826 = -620981.107243 nChanged 36 SP:Iteration 22Q (6808.416093 sec): 3 clusters Score: Raw -625746.759947 + Penalty 4749.839826 = -620996.920121 nChanged 25 SP:Iteration 23Q (6808.529484 sec): 3 clusters Score: Raw -625757.490930 + Penalty 4749.839826 = -621007.651104 nChanged 28 SP:Iteration 24Q (6808.644503 sec): 3 clusters Score: Raw -625768.043790 + Penalty 4749.839826 = -621018.203964 nChanged 32 SP:Iteration 25Q (6808.771773 sec): 3 clusters Score: Raw -625780.520470 + Penalty 4749.839826 = -621030.680644 nChanged 25 SP:Iteration 26Q (6808.891484 sec): 3 clusters Score: Raw -625790.057312 + Penalty 4749.839826 = -621040.217487 nChanged 23 SP:Iteration 27Q (6809.018622 sec): 3 clusters Score: Raw -625799.513475 + Penalty 4749.839826 = -621049.673649 nChanged 28 SP:Iteration 28Q (6809.073649 sec): 3 clusters Score: Raw -625809.658816 + Penalty 4749.839826 = -621059.818990 nChanged 23 SP:Iteration 29Q (6809.157656 sec): 3 clusters Score: Raw -625818.287774 + Penalty 4749.839826 = -621068.447948 nChanged 15 SP:Iteration 30Q (6809.258477 sec): 3 clusters Score: Raw -625823.218330 + Penalty 4749.839826 = -621073.378504 nChanged 18 SP:Iteration 31Q (6809.378177 sec): 3 clusters Score: Raw -625828.153204 + Penalty 4749.839826 = -621078.313378 nChanged 14 SP:Iteration 32Q (6809.445986 sec): 3 clusters Score: Raw -625831.508222 + Penalty 4749.839826 = -621081.668396 nChanged 10 SP:Iteration 33Q (6809.510910 sec): 3 clusters Score: Raw -625833.922816 + Penalty 4749.839826 = -621084.082990 nChanged 9 SP:Iteration 34Q (6809.574068 sec): 3 clusters Score: Raw -625836.093338 + Penalty 4749.839826 = -621086.253512 nChanged 11 SP:Iteration 35Q (6809.635990 sec): 3 clusters Score: Raw -625839.302267 + Penalty 4749.839826 = -621089.462441 nChanged 10 SP:Iteration 36Q (6809.697958 sec): 3 clusters Score: Raw -625841.719682 + Penalty 4749.839826 = -621091.879856 nChanged 6 SP:Iteration 37Q (6809.764973 sec): 3 clusters Score: Raw -625842.729777 + Penalty 4749.839826 = -621092.889951 nChanged 6 SP:Iteration 38Q (6809.834305 sec): 3 clusters Score: Raw -625843.920692 + Penalty 4749.839826 = -621094.080866 nChanged 7 SP:Iteration 39Q (6809.900034 sec): 3 clusters Score: Raw -625845.281720 + Penalty 4749.839826 = -621095.441894 nChanged 5 SP:Iteration 40F (6809.963497 sec): 3 clusters Score: Raw -625846.992161 + Penalty 4749.839826 = -621097.152335 nChanged 7 SP:Iteration 41Q (6810.025417 sec): 3 clusters Score: Raw -625849.793681 + Penalty 4749.839826 = -621099.953855 nChanged 8 SP:Iteration 42Q (6810.091458 sec): 3 clusters Score: Raw -625851.701805 + Penalty 4749.839826 = -621101.861979 nChanged 7 SP:Iteration 43Q (6810.167747 sec): 3 clusters Score: Raw -625854.099671 + Penalty 4749.839826 = -621104.259845 nChanged 7 SP:Iteration 44Q (6810.242752 sec): 3 clusters Score: Raw -625855.866041 + Penalty 4749.839826 = -621106.026215 nChanged 9 SP:Iteration 45Q (6810.302082 sec): 3 clusters Score: Raw -625858.205833 + Penalty 4749.839826 = -621108.366007 nChanged 9 SP:Iteration 46Q (6810.361382 sec): 3 clusters Score: Raw -625860.830927 + Penalty 4749.839826 = -621110.991101 nChanged 4 SP:Iteration 47Q (6810.426953 sec): 3 clusters Score: Raw -625862.638930 + Penalty 4749.839826 = -621112.799104 nChanged 3 SP:Iteration 48Q (6810.494637 sec): 3 clusters Score: Raw -625863.524354 + Penalty 4749.839826 = -621113.684528 nChanged 2 SP:Iteration 49Q (6810.558974 sec): 3 clusters Score: Raw -625864.016041 + Penalty 4749.839826 = -621114.176215 nChanged 1 SP:Iteration 50Q (6810.621804 sec): 3 clusters Score: Raw -625864.328669 + Penalty 4749.839826 = -621114.488843 nChanged 1 SP:Iteration 51Q (6810.684901 sec): 3 clusters Score: Raw -625864.668062 + Penalty 4749.839826 = -621114.828236 nChanged 0 SP:Iteration 52F (6810.749959 sec): 3 clusters Score: Raw -625864.668062 + Penalty 4749.839826 = -621114.828236 nChanged 0 Trying to split cluster 2 (5812 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6810.856642 sec): 2 clusters Score: Raw -452389.791673 + Penalty 2288.267527 = -450101.524147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6810.973744 sec): 3 clusters Score: Raw -449603.272160 + Penalty 4576.535053 = -445026.737107 nChanged 2289 SP:Iteration 1F (6811.086772 sec): 3 clusters Score: Raw -451092.499516 + Penalty 4576.535053 = -446515.964463 nChanged 539 SP:Iteration 2F (6811.190246 sec): 3 clusters Score: Raw -451576.084540 + Penalty 4576.535053 = -446999.549487 nChanged 419 SP:Iteration 3F (6811.306695 sec): 3 clusters Score: Raw -451949.059191 + Penalty 4576.535053 = -447372.524138 nChanged 370 SP:Iteration 4F (6811.422172 sec): 3 clusters Score: Raw -452262.222089 + Penalty 4576.535053 = -447685.687036 nChanged 286 SP:Iteration 5Q (6811.536858 sec): 3 clusters Score: Raw -452489.668729 + Penalty 4576.535053 = -447913.133676 nChanged 226 SP:Iteration 6Q (6811.657334 sec): 3 clusters Score: Raw -452653.641143 + Penalty 4576.535053 = -448077.106090 nChanged 196 SP:Iteration 7Q (6811.783227 sec): 3 clusters Score: Raw -452780.202036 + Penalty 4576.535053 = -448203.666983 nChanged 167 SP:Iteration 8Q (6811.840113 sec): 3 clusters Score: Raw -452887.934366 + Penalty 4576.535053 = -448311.399313 nChanged 149 SP:Iteration 9Q (6811.890327 sec): 3 clusters Score: Raw -452971.242272 + Penalty 4576.535053 = -448394.707219 nChanged 114 SP:Iteration 10Q (6811.940496 sec): 3 clusters Score: Raw -453029.315570 + Penalty 4576.535053 = -448452.780517 nChanged 85 SP:Iteration 11Q (6811.990796 sec): 3 clusters Score: Raw -453071.402643 + Penalty 4576.535053 = -448494.867590 nChanged 73 SP:Iteration 12Q (6812.040924 sec): 3 clusters Score: Raw -453100.389892 + Penalty 4576.535053 = -448523.854839 nChanged 49 SP:Iteration 13Q (6812.090995 sec): 3 clusters Score: Raw -453117.602234 + Penalty 4576.535053 = -448541.067181 nChanged 41 SP:Iteration 14Q (6812.142284 sec): 3 clusters Score: Raw -453135.624340 + Penalty 4576.535053 = -448559.089287 nChanged 43 SP:Iteration 15Q (6812.268533 sec): 3 clusters Score: Raw -453156.152650 + Penalty 4576.535053 = -448579.617597 nChanged 46 SP:Iteration 16Q (6812.323038 sec): 3 clusters Score: Raw -453176.930421 + Penalty 4576.535053 = -448600.395368 nChanged 40 SP:Iteration 17Q (6812.380782 sec): 3 clusters Score: Raw -453191.321736 + Penalty 4576.535053 = -448614.786683 nChanged 31 SP:Iteration 18Q (6812.431663 sec): 3 clusters Score: Raw -453205.122911 + Penalty 4576.535053 = -448628.587858 nChanged 46 SP:Iteration 19Q (6812.482620 sec): 3 clusters Score: Raw -453221.589568 + Penalty 4576.535053 = -448645.054515 nChanged 38 SP:Iteration 20F (6812.533236 sec): 3 clusters Score: Raw -453235.528296 + Penalty 4576.535053 = -448658.993243 nChanged 36 SP:Iteration 21Q (6812.584543 sec): 3 clusters Score: Raw -453245.101205 + Penalty 4576.535053 = -448668.566152 nChanged 20 SP:Iteration 22Q (6812.636785 sec): 3 clusters Score: Raw -453252.375521 + Penalty 4576.535053 = -448675.840468 nChanged 27 SP:Iteration 23Q (6812.690740 sec): 3 clusters Score: Raw -453262.146493 + Penalty 4576.535053 = -448685.611440 nChanged 35 SP:Iteration 24Q (6812.747117 sec): 3 clusters Score: Raw -453275.539989 + Penalty 4576.535053 = -448699.004936 nChanged 42 SP:Iteration 25Q (6812.805994 sec): 3 clusters Score: Raw -453292.195376 + Penalty 4576.535053 = -448715.660323 nChanged 48 SP:Iteration 26Q (6812.863310 sec): 3 clusters Score: Raw -453311.282045 + Penalty 4576.535053 = -448734.746991 nChanged 50 SP:Iteration 27Q (6812.920108 sec): 3 clusters Score: Raw -453330.575952 + Penalty 4576.535053 = -448754.040899 nChanged 49 SP:Iteration 28Q (6812.976397 sec): 3 clusters Score: Raw -453349.479487 + Penalty 4576.535053 = -448772.944434 nChanged 52 SP:Iteration 29Q (6813.031897 sec): 3 clusters Score: Raw -453367.922701 + Penalty 4576.535053 = -448791.387647 nChanged 39 SP:Iteration 30Q (6813.158522 sec): 3 clusters Score: Raw -453384.737944 + Penalty 4576.535053 = -448808.202891 nChanged 43 SP:Iteration 31Q (6813.311016 sec): 3 clusters Score: Raw -453403.825329 + Penalty 4576.535053 = -448827.290276 nChanged 40 SP:Iteration 32Q (6813.439773 sec): 3 clusters Score: Raw -453418.123783 + Penalty 4576.535053 = -448841.588730 nChanged 39 SP:Iteration 33Q (6813.583738 sec): 3 clusters Score: Raw -453431.782204 + Penalty 4576.535053 = -448855.247151 nChanged 32 SP:Iteration 34Q (6813.693130 sec): 3 clusters Score: Raw -453442.843213 + Penalty 4576.535053 = -448866.308160 nChanged 31 SP:Iteration 35Q (6813.790731 sec): 3 clusters Score: Raw -453452.590828 + Penalty 4576.535053 = -448876.055775 nChanged 25 SP:Iteration 36Q (6813.924439 sec): 3 clusters Score: Raw -453461.384447 + Penalty 4576.535053 = -448884.849394 nChanged 27 SP:Iteration 37Q (6814.039788 sec): 3 clusters Score: Raw -453472.709458 + Penalty 4576.535053 = -448896.174405 nChanged 33 SP:Iteration 38Q (6814.140450 sec): 3 clusters Score: Raw -453483.508674 + Penalty 4576.535053 = -448906.973621 nChanged 28 SP:Iteration 39Q (6814.271704 sec): 3 clusters Score: Raw -453493.496675 + Penalty 4576.535053 = -448916.961622 nChanged 35 SP:Iteration 40F (6814.322493 sec): 3 clusters Score: Raw -453506.517026 + Penalty 4576.535053 = -448929.981973 nChanged 38 SP:Iteration 41Q (6814.374655 sec): 3 clusters Score: Raw -453519.895421 + Penalty 4576.535053 = -448943.360368 nChanged 35 SP:Iteration 42Q (6814.425374 sec): 3 clusters Score: Raw -453531.910183 + Penalty 4576.535053 = -448955.375130 nChanged 33 SP:Iteration 43Q (6814.476703 sec): 3 clusters Score: Raw -453543.378220 + Penalty 4576.535053 = -448966.843167 nChanged 38 SP:Iteration 44Q (6814.532883 sec): 3 clusters Score: Raw -453555.292556 + Penalty 4576.535053 = -448978.757503 nChanged 23 SP:Iteration 45Q (6814.588664 sec): 3 clusters Score: Raw -453562.732058 + Penalty 4576.535053 = -448986.197005 nChanged 33 SP:Iteration 46Q (6814.634805 sec): 3 clusters Score: Raw -453576.227220 + Penalty 4576.535053 = -448999.692167 nChanged 43 SP:Iteration 47Q (6814.681088 sec): 3 clusters Score: Raw -453592.847209 + Penalty 4576.535053 = -449016.312156 nChanged 27 SP:Iteration 48Q (6814.727145 sec): 3 clusters Score: Raw -453601.164982 + Penalty 4576.535053 = -449024.629929 nChanged 19 SP:Iteration 49Q (6814.775556 sec): 3 clusters Score: Raw -453607.506425 + Penalty 4576.535053 = -449030.971372 nChanged 18 SP:Iteration 50Q (6814.827340 sec): 3 clusters Score: Raw -453612.210333 + Penalty 4576.535053 = -449035.675280 nChanged 24 SP:Iteration 51Q (6814.879144 sec): 3 clusters Score: Raw -453619.318345 + Penalty 4576.535053 = -449042.783292 nChanged 21 SP:Iteration 52Q (6814.930822 sec): 3 clusters Score: Raw -453624.607442 + Penalty 4576.535053 = -449048.072389 nChanged 13 SP:Iteration 53Q (6814.982148 sec): 3 clusters Score: Raw -453628.249575 + Penalty 4576.535053 = -449051.714522 nChanged 14 SP:Iteration 54Q (6815.031993 sec): 3 clusters Score: Raw -453632.198400 + Penalty 4576.535053 = -449055.663347 nChanged 19 SP:Iteration 55Q (6815.081801 sec): 3 clusters Score: Raw -453637.898731 + Penalty 4576.535053 = -449061.363678 nChanged 17 SP:Iteration 56Q (6815.131418 sec): 3 clusters Score: Raw -453642.931776 + Penalty 4576.535053 = -449066.396723 nChanged 15 SP:Iteration 57Q (6815.181005 sec): 3 clusters Score: Raw -453647.497788 + Penalty 4576.535053 = -449070.962735 nChanged 14 SP:Iteration 58Q (6815.230266 sec): 3 clusters Score: Raw -453652.028900 + Penalty 4576.535053 = -449075.493847 nChanged 18 SP:Iteration 59Q (6815.279737 sec): 3 clusters Score: Raw -453658.072930 + Penalty 4576.535053 = -449081.537877 nChanged 18 SP:Iteration 60F (6815.328712 sec): 3 clusters Score: Raw -453663.596968 + Penalty 4576.535053 = -449087.061915 nChanged 20 SP:Iteration 61Q (6815.377998 sec): 3 clusters Score: Raw -453669.132867 + Penalty 4576.535053 = -449092.597814 nChanged 20 SP:Iteration 62Q (6815.495802 sec): 3 clusters Score: Raw -453675.125028 + Penalty 4576.535053 = -449098.589975 nChanged 20 SP:Iteration 63Q (6815.618180 sec): 3 clusters Score: Raw -453680.329769 + Penalty 4576.535053 = -449103.794716 nChanged 17 SP:Iteration 64Q (6815.732186 sec): 3 clusters Score: Raw -453683.945020 + Penalty 4576.535053 = -449107.409966 nChanged 9 SP:Iteration 65Q (6815.851014 sec): 3 clusters Score: Raw -453686.014265 + Penalty 4576.535053 = -449109.479212 nChanged 12 SP:Iteration 66Q (6815.965535 sec): 3 clusters Score: Raw -453689.116898 + Penalty 4576.535053 = -449112.581845 nChanged 9 SP:Iteration 67Q (6816.079012 sec): 3 clusters Score: Raw -453691.729717 + Penalty 4576.535053 = -449115.194664 nChanged 12 SP:Iteration 68Q (6816.225050 sec): 3 clusters Score: Raw -453694.938356 + Penalty 4576.535053 = -449118.403303 nChanged 10 SP:Iteration 69Q (6816.342781 sec): 3 clusters Score: Raw -453697.687153 + Penalty 4576.535053 = -449121.152100 nChanged 12 SP:Iteration 70Q (6816.392125 sec): 3 clusters Score: Raw -453700.426441 + Penalty 4576.535053 = -449123.891388 nChanged 8 SP:Iteration 71Q (6816.446791 sec): 3 clusters Score: Raw -453702.843688 + Penalty 4576.535053 = -449126.308635 nChanged 7 SP:Iteration 72Q (6816.501610 sec): 3 clusters Score: Raw -453706.599265 + Penalty 4576.535053 = -449130.064212 nChanged 19 SP:Iteration 73Q (6816.555888 sec): 3 clusters Score: Raw -453715.073886 + Penalty 4576.535053 = -449138.538833 nChanged 18 SP:Iteration 74Q (6816.609549 sec): 3 clusters Score: Raw -453722.873326 + Penalty 4576.535053 = -449146.338273 nChanged 15 SP:Iteration 75Q (6816.662474 sec): 3 clusters Score: Raw -453729.841703 + Penalty 4576.535053 = -449153.306650 nChanged 23 SP:Iteration 76Q (6816.716869 sec): 3 clusters Score: Raw -453737.936393 + Penalty 4576.535053 = -449161.401340 nChanged 18 SP:Iteration 77Q (6816.771366 sec): 3 clusters Score: Raw -453744.159863 + Penalty 4576.535053 = -449167.624810 nChanged 17 SP:Iteration 78Q (6816.818336 sec): 3 clusters Score: Raw -453752.355059 + Penalty 4576.535053 = -449175.820006 nChanged 24 SP:Iteration 79Q (6816.864846 sec): 3 clusters Score: Raw -453760.067364 + Penalty 4576.535053 = -449183.532311 nChanged 26 SP:Iteration 80F (6816.983544 sec): 3 clusters Score: Raw -453769.826686 + Penalty 4576.535053 = -449193.291633 nChanged 23 SP:Iteration 81Q (6817.088602 sec): 3 clusters Score: Raw -453776.365274 + Penalty 4576.535053 = -449199.830221 nChanged 10 SP:Iteration 82Q (6817.140523 sec): 3 clusters Score: Raw -453778.871696 + Penalty 4576.535053 = -449202.336643 nChanged 10 SP:Iteration 83Q (6817.193445 sec): 3 clusters Score: Raw -453784.301277 + Penalty 4576.535053 = -449207.766224 nChanged 13 SP:Iteration 84Q (6817.246590 sec): 3 clusters Score: Raw -453789.866697 + Penalty 4576.535053 = -449213.331644 nChanged 17 SP:Iteration 85Q (6817.293863 sec): 3 clusters Score: Raw -453797.378863 + Penalty 4576.535053 = -449220.843810 nChanged 14 SP:Iteration 86Q (6817.340568 sec): 3 clusters Score: Raw -453802.587436 + Penalty 4576.535053 = -449226.052383 nChanged 15 SP:Iteration 87Q (6817.386916 sec): 3 clusters Score: Raw -453807.738570 + Penalty 4576.535053 = -449231.203517 nChanged 14 SP:Iteration 88Q (6817.434992 sec): 3 clusters Score: Raw -453813.948407 + Penalty 4576.535053 = -449237.413354 nChanged 19 SP:Iteration 89Q (6817.485506 sec): 3 clusters Score: Raw -453819.990977 + Penalty 4576.535053 = -449243.455924 nChanged 11 SP:Iteration 90Q (6817.536418 sec): 3 clusters Score: Raw -453825.895626 + Penalty 4576.535053 = -449249.360572 nChanged 15 SP:Iteration 91Q (6817.587236 sec): 3 clusters Score: Raw -453834.050606 + Penalty 4576.535053 = -449257.515553 nChanged 20 SP:Iteration 92Q (6817.637613 sec): 3 clusters Score: Raw -453847.232288 + Penalty 4576.535053 = -449270.697234 nChanged 26 SP:Iteration 93Q (6817.762897 sec): 3 clusters Score: Raw -453860.274428 + Penalty 4576.535053 = -449283.739375 nChanged 25 SP:Iteration 94Q (6817.913207 sec): 3 clusters Score: Raw -453873.130227 + Penalty 4576.535053 = -449296.595173 nChanged 27 SP:Iteration 95Q (6818.044429 sec): 3 clusters Score: Raw -453889.118018 + Penalty 4576.535053 = -449312.582965 nChanged 31 SP:Iteration 96Q (6818.160741 sec): 3 clusters Score: Raw -453902.939580 + Penalty 4576.535053 = -449326.404527 nChanged 27 SP:Iteration 97Q (6818.274298 sec): 3 clusters Score: Raw -453916.120309 + Penalty 4576.535053 = -449339.585256 nChanged 34 SP:Iteration 98Q (6818.405662 sec): 3 clusters Score: Raw -453930.480990 + Penalty 4576.535053 = -449353.945937 nChanged 19 SP:Iteration 99Q (6818.530780 sec): 3 clusters Score: Raw -453939.180698 + Penalty 4576.535053 = -449362.645645 nChanged 17 SP:Iteration 100F (6818.662348 sec): 3 clusters Score: Raw -453945.186587 + Penalty 4576.535053 = -449368.651534 nChanged 9 SP:Iteration 101Q (6818.739141 sec): 3 clusters Score: Raw -453949.456113 + Penalty 4576.535053 = -449372.921060 nChanged 11 SP:Iteration 102Q (6818.787950 sec): 3 clusters Score: Raw -453953.198650 + Penalty 4576.535053 = -449376.663597 nChanged 6 SP:Iteration 103Q (6818.836759 sec): 3 clusters Score: Raw -453954.959409 + Penalty 4576.535053 = -449378.424356 nChanged 4 SP:Iteration 104Q (6818.885854 sec): 3 clusters Score: Raw -453956.391454 + Penalty 4576.535053 = -449379.856401 nChanged 4 SP:Iteration 105Q (6818.934463 sec): 3 clusters Score: Raw -453957.681277 + Penalty 4576.535053 = -449381.146224 nChanged 3 SP:Iteration 106Q (6818.984102 sec): 3 clusters Score: Raw -453958.239672 + Penalty 4576.535053 = -449381.704619 nChanged 3 SP:Iteration 107Q (6819.037016 sec): 3 clusters Score: Raw -453958.981991 + Penalty 4576.535053 = -449382.446938 nChanged 3 SP:Iteration 108Q (6819.092499 sec): 3 clusters Score: Raw -453959.393332 + Penalty 4576.535053 = -449382.858278 nChanged 3 SP:Iteration 109Q (6819.152522 sec): 3 clusters Score: Raw -453959.861966 + Penalty 4576.535053 = -449383.326913 nChanged 1 SP:Iteration 110Q (6819.212438 sec): 3 clusters Score: Raw -453959.921638 + Penalty 4576.535053 = -449383.386584 nChanged 0 SP:Iteration 111F (6819.267803 sec): 3 clusters Score: Raw -453959.921638 + Penalty 4576.535053 = -449383.386584 nChanged 0 Trying to split cluster 3 (2876 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6819.312331 sec): 2 clusters Score: Raw -218017.739091 + Penalty 2102.537110 = -215915.201981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6819.360060 sec): 3 clusters Score: Raw -216847.971005 + Penalty 4205.074220 = -212642.896785 nChanged 991 SP:Iteration 1F (6819.406635 sec): 3 clusters Score: Raw -217587.403512 + Penalty 4205.074220 = -213382.329292 nChanged 236 SP:Iteration 2F (6819.453406 sec): 3 clusters Score: Raw -217803.409836 + Penalty 4205.074220 = -213598.335616 nChanged 147 SP:Iteration 3F (6819.499843 sec): 3 clusters Score: Raw -217942.821651 + Penalty 4205.074220 = -213737.747432 nChanged 136 SP:Iteration 4Q (6819.540060 sec): 3 clusters Score: Raw -218052.601471 + Penalty 4205.074220 = -213847.527251 nChanged 94 SP:Iteration 5Q (6819.577862 sec): 3 clusters Score: Raw -218141.486326 + Penalty 4205.074220 = -213936.412107 nChanged 103 SP:Iteration 6Q (6819.632914 sec): 3 clusters Score: Raw -218255.967082 + Penalty 4205.074220 = -214050.892862 nChanged 101 SP:Iteration 7Q (6819.670686 sec): 3 clusters Score: Raw -218336.526084 + Penalty 4205.074220 = -214131.451865 nChanged 71 SP:Iteration 8Q (6819.710846 sec): 3 clusters Score: Raw -218389.553449 + Penalty 4205.074220 = -214184.479229 nChanged 70 SP:Iteration 9Q (6819.751428 sec): 3 clusters Score: Raw -218438.821997 + Penalty 4205.074220 = -214233.747777 nChanged 40 SP:Iteration 10Q (6819.791773 sec): 3 clusters Score: Raw -218467.005340 + Penalty 4205.074220 = -214261.931121 nChanged 33 SP:Iteration 11Q (6819.947702 sec): 3 clusters Score: Raw -218486.983718 + Penalty 4205.074220 = -214281.909499 nChanged 32 SP:Iteration 12Q (6820.085996 sec): 3 clusters Score: Raw -218508.059525 + Penalty 4205.074220 = -214302.985306 nChanged 33 SP:Iteration 13Q (6820.184277 sec): 3 clusters Score: Raw -218528.370741 + Penalty 4205.074220 = -214323.296522 nChanged 28 SP:Iteration 14Q (6820.292809 sec): 3 clusters Score: Raw -218541.526776 + Penalty 4205.074220 = -214336.452556 nChanged 22 SP:Iteration 15Q (6820.413981 sec): 3 clusters Score: Raw -218554.609381 + Penalty 4205.074220 = -214349.535161 nChanged 22 SP:Iteration 16Q (6820.535167 sec): 3 clusters Score: Raw -218566.962880 + Penalty 4205.074220 = -214361.888660 nChanged 13 SP:Iteration 17Q (6820.613376 sec): 3 clusters Score: Raw -218573.537588 + Penalty 4205.074220 = -214368.463368 nChanged 11 SP:Iteration 18Q (6820.736239 sec): 3 clusters Score: Raw -218577.469142 + Penalty 4205.074220 = -214372.394923 nChanged 6 SP:Iteration 19Q (6820.831808 sec): 3 clusters Score: Raw -218582.563970 + Penalty 4205.074220 = -214377.489750 nChanged 12 SP:Iteration 20F (6820.942168 sec): 3 clusters Score: Raw -218590.008307 + Penalty 4205.074220 = -214384.934087 nChanged 15 SP:Iteration 21Q (6821.067238 sec): 3 clusters Score: Raw -218598.944769 + Penalty 4205.074220 = -214393.870550 nChanged 13 SP:Iteration 22Q (6821.154252 sec): 3 clusters Score: Raw -218605.051285 + Penalty 4205.074220 = -214399.977065 nChanged 7 SP:Iteration 23Q (6821.194731 sec): 3 clusters Score: Raw -218609.502030 + Penalty 4205.074220 = -214404.427810 nChanged 9 SP:Iteration 24Q (6821.235671 sec): 3 clusters Score: Raw -218613.638913 + Penalty 4205.074220 = -214408.564693 nChanged 11 SP:Iteration 25Q (6821.276014 sec): 3 clusters Score: Raw -218617.826287 + Penalty 4205.074220 = -214412.752068 nChanged 5 SP:Iteration 26Q (6821.314541 sec): 3 clusters Score: Raw -218620.192127 + Penalty 4205.074220 = -214415.117907 nChanged 4 SP:Iteration 27Q (6821.354975 sec): 3 clusters Score: Raw -218621.916021 + Penalty 4205.074220 = -214416.841801 nChanged 4 SP:Iteration 28Q (6821.396081 sec): 3 clusters Score: Raw -218623.763210 + Penalty 4205.074220 = -214418.688991 nChanged 3 SP:Iteration 29Q (6821.437326 sec): 3 clusters Score: Raw -218625.968670 + Penalty 4205.074220 = -214420.894450 nChanged 4 SP:Iteration 30Q (6821.477716 sec): 3 clusters Score: Raw -218627.995013 + Penalty 4205.074220 = -214422.920794 nChanged 4 SP:Iteration 31Q (6821.517656 sec): 3 clusters Score: Raw -218629.393693 + Penalty 4205.074220 = -214424.319474 nChanged 5 SP:Iteration 32Q (6821.557621 sec): 3 clusters Score: Raw -218631.830165 + Penalty 4205.074220 = -214426.755946 nChanged 4 SP:Iteration 33Q (6821.597826 sec): 3 clusters Score: Raw -218634.474881 + Penalty 4205.074220 = -214429.400661 nChanged 5 SP:Iteration 34Q (6821.637835 sec): 3 clusters Score: Raw -218637.505885 + Penalty 4205.074220 = -214432.431666 nChanged 2 SP:Iteration 35Q (6821.677722 sec): 3 clusters Score: Raw -218639.451289 + Penalty 4205.074220 = -214434.377069 nChanged 4 SP:Iteration 36Q (6821.717749 sec): 3 clusters Score: Raw -218641.280461 + Penalty 4205.074220 = -214436.206241 nChanged 1 SP:Iteration 37Q (6821.757380 sec): 3 clusters Score: Raw -218641.644194 + Penalty 4205.074220 = -214436.569975 nChanged 0 SP:Iteration 38F (6821.797987 sec): 3 clusters Score: Raw -218641.644194 + Penalty 4205.074220 = -214436.569975 nChanged 0 Trying to split cluster 4 (3092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6821.838013 sec): 2 clusters Score: Raw -232946.983803 + Penalty 2121.655380 = -230825.328423 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6821.880023 sec): 3 clusters Score: Raw -231652.339560 + Penalty 4243.310760 = -227409.028800 nChanged 1084 SP:Iteration 1F (6821.921172 sec): 3 clusters Score: Raw -232480.865588 + Penalty 4243.310760 = -228237.554828 nChanged 293 SP:Iteration 2F (6822.046034 sec): 3 clusters Score: Raw -232740.111762 + Penalty 4243.310760 = -228496.801002 nChanged 160 SP:Iteration 3F (6822.184637 sec): 3 clusters Score: Raw -232870.092531 + Penalty 4243.310760 = -228626.781771 nChanged 113 SP:Iteration 4Q (6822.317211 sec): 3 clusters Score: Raw -232968.742105 + Penalty 4243.310760 = -228725.431344 nChanged 98 SP:Iteration 5Q (6822.430852 sec): 3 clusters Score: Raw -233052.810661 + Penalty 4243.310760 = -228809.499901 nChanged 88 SP:Iteration 6Q (6822.553792 sec): 3 clusters Score: Raw -233127.383427 + Penalty 4243.310760 = -228884.072667 nChanged 76 SP:Iteration 7Q (6822.616100 sec): 3 clusters Score: Raw -233185.352302 + Penalty 4243.310760 = -228942.041542 nChanged 70 SP:Iteration 8Q (6822.690083 sec): 3 clusters Score: Raw -233251.476287 + Penalty 4243.310760 = -229008.165527 nChanged 68 SP:Iteration 9Q (6822.744345 sec): 3 clusters Score: Raw -233306.626881 + Penalty 4243.310760 = -229063.316120 nChanged 62 SP:Iteration 10Q (6822.785507 sec): 3 clusters Score: Raw -233352.215699 + Penalty 4243.310760 = -229108.904939 nChanged 47 SP:Iteration 11Q (6822.826570 sec): 3 clusters Score: Raw -233381.994979 + Penalty 4243.310760 = -229138.684219 nChanged 38 SP:Iteration 12Q (6822.867473 sec): 3 clusters Score: Raw -233414.873837 + Penalty 4243.310760 = -229171.563077 nChanged 51 SP:Iteration 13Q (6822.908248 sec): 3 clusters Score: Raw -233457.691789 + Penalty 4243.310760 = -229214.381029 nChanged 54 SP:Iteration 14Q (6822.953113 sec): 3 clusters Score: Raw -233491.169896 + Penalty 4243.310760 = -229247.859136 nChanged 40 SP:Iteration 15Q (6822.998385 sec): 3 clusters Score: Raw -233516.157888 + Penalty 4243.310760 = -229272.847127 nChanged 36 SP:Iteration 16Q (6823.043143 sec): 3 clusters Score: Raw -233539.131950 + Penalty 4243.310760 = -229295.821190 nChanged 28 SP:Iteration 17Q (6823.087926 sec): 3 clusters Score: Raw -233559.712361 + Penalty 4243.310760 = -229316.401601 nChanged 25 SP:Iteration 18Q (6823.130262 sec): 3 clusters Score: Raw -233577.203502 + Penalty 4243.310760 = -229333.892741 nChanged 26 SP:Iteration 19Q (6823.171546 sec): 3 clusters Score: Raw -233592.843283 + Penalty 4243.310760 = -229349.532523 nChanged 24 SP:Iteration 20F (6823.212851 sec): 3 clusters Score: Raw -233606.363133 + Penalty 4243.310760 = -229363.052373 nChanged 21 SP:Iteration 21Q (6823.254052 sec): 3 clusters Score: Raw -233619.299822 + Penalty 4243.310760 = -229375.989062 nChanged 21 SP:Iteration 22Q (6823.296975 sec): 3 clusters Score: Raw -233633.387449 + Penalty 4243.310760 = -229390.076689 nChanged 23 SP:Iteration 23Q (6823.340544 sec): 3 clusters Score: Raw -233647.262554 + Penalty 4243.310760 = -229403.951794 nChanged 21 SP:Iteration 24Q (6823.383911 sec): 3 clusters Score: Raw -233663.315418 + Penalty 4243.310760 = -229420.004658 nChanged 16 SP:Iteration 25Q (6823.427124 sec): 3 clusters Score: Raw -233673.332062 + Penalty 4243.310760 = -229430.021302 nChanged 15 SP:Iteration 26Q (6823.469420 sec): 3 clusters Score: Raw -233681.712560 + Penalty 4243.310760 = -229438.401800 nChanged 12 SP:Iteration 27Q (6823.510581 sec): 3 clusters Score: Raw -233688.360344 + Penalty 4243.310760 = -229445.049584 nChanged 11 SP:Iteration 28Q (6823.551553 sec): 3 clusters Score: Raw -233696.138265 + Penalty 4243.310760 = -229452.827505 nChanged 13 SP:Iteration 29Q (6823.592715 sec): 3 clusters Score: Raw -233703.598354 + Penalty 4243.310760 = -229460.287594 nChanged 8 SP:Iteration 30Q (6823.635172 sec): 3 clusters Score: Raw -233709.381063 + Penalty 4243.310760 = -229466.070303 nChanged 11 SP:Iteration 31Q (6823.678541 sec): 3 clusters Score: Raw -233716.879521 + Penalty 4243.310760 = -229473.568760 nChanged 8 SP:Iteration 32Q (6823.721758 sec): 3 clusters Score: Raw -233721.427321 + Penalty 4243.310760 = -229478.116560 nChanged 7 SP:Iteration 33Q (6823.874473 sec): 3 clusters Score: Raw -233724.154416 + Penalty 4243.310760 = -229480.843656 nChanged 3 SP:Iteration 34Q (6824.016799 sec): 3 clusters Score: Raw -233726.536457 + Penalty 4243.310760 = -229483.225696 nChanged 5 SP:Iteration 35Q (6824.103195 sec): 3 clusters Score: Raw -233729.878342 + Penalty 4243.310760 = -229486.567582 nChanged 7 SP:Iteration 36Q (6824.263320 sec): 3 clusters Score: Raw -233735.735238 + Penalty 4243.310760 = -229492.424478 nChanged 11 SP:Iteration 37Q (6824.349595 sec): 3 clusters Score: Raw -233742.990879 + Penalty 4243.310760 = -229499.680119 nChanged 7 SP:Iteration 38Q (6824.520958 sec): 3 clusters Score: Raw -233749.036599 + Penalty 4243.310760 = -229505.725839 nChanged 10 SP:Iteration 39Q (6824.616887 sec): 3 clusters Score: Raw -233754.600283 + Penalty 4243.310760 = -229511.289523 nChanged 9 SP:Iteration 40F (6824.777216 sec): 3 clusters Score: Raw -233758.373370 + Penalty 4243.310760 = -229515.062610 nChanged 4 SP:Iteration 41Q (6824.911394 sec): 3 clusters Score: Raw -233759.937483 + Penalty 4243.310760 = -229516.626722 nChanged 4 SP:Iteration 42Q (6825.007169 sec): 3 clusters Score: Raw -233761.783898 + Penalty 4243.310760 = -229518.473138 nChanged 7 SP:Iteration 43Q (6825.053822 sec): 3 clusters Score: Raw -233764.344733 + Penalty 4243.310760 = -229521.033973 nChanged 4 SP:Iteration 44Q (6825.100330 sec): 3 clusters Score: Raw -233767.059218 + Penalty 4243.310760 = -229523.748458 nChanged 5 SP:Iteration 45Q (6825.141206 sec): 3 clusters Score: Raw -233770.819479 + Penalty 4243.310760 = -229527.508718 nChanged 10 SP:Iteration 46Q (6825.182105 sec): 3 clusters Score: Raw -233778.162316 + Penalty 4243.310760 = -229534.851556 nChanged 11 SP:Iteration 47Q (6825.224773 sec): 3 clusters Score: Raw -233785.756119 + Penalty 4243.310760 = -229542.445359 nChanged 4 SP:Iteration 48Q (6825.265732 sec): 3 clusters Score: Raw -233787.981649 + Penalty 4243.310760 = -229544.670889 nChanged 2 SP:Iteration 49Q (6825.306282 sec): 3 clusters Score: Raw -233789.212988 + Penalty 4243.310760 = -229545.902228 nChanged 5 SP:Iteration 50Q (6825.349759 sec): 3 clusters Score: Raw -233790.943193 + Penalty 4243.310760 = -229547.632433 nChanged 5 SP:Iteration 51Q (6825.393672 sec): 3 clusters Score: Raw -233794.117331 + Penalty 4243.310760 = -229550.806570 nChanged 3 SP:Iteration 52Q (6825.437758 sec): 3 clusters Score: Raw -233795.464114 + Penalty 4243.310760 = -229552.153354 nChanged 0 SP:Iteration 53F (6825.479236 sec): 3 clusters Score: Raw -233795.464114 + Penalty 4243.310760 = -229552.153354 nChanged 0 Trying to split cluster 5 (9208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6825.551973 sec): 2 clusters Score: Raw -746006.441070 + Penalty 2409.746579 = -743596.694492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6825.683273 sec): 3 clusters Score: Raw -741128.097967 + Penalty 4819.493158 = -736308.604809 nChanged 3754 SP:Iteration 1F (6825.764693 sec): 3 clusters Score: Raw -743322.527105 + Penalty 4819.493158 = -738503.033947 nChanged 721 SP:Iteration 2F (6825.826959 sec): 3 clusters Score: Raw -743818.354432 + Penalty 4819.493158 = -738998.861275 nChanged 622 SP:Iteration 3F (6825.892859 sec): 3 clusters Score: Raw -744267.149056 + Penalty 4819.493158 = -739447.655898 nChanged 573 SP:Iteration 4F (6825.970672 sec): 3 clusters Score: Raw -744664.418214 + Penalty 4819.493158 = -739844.925056 nChanged 525 SP:Iteration 5F (6826.047045 sec): 3 clusters Score: Raw -745015.275820 + Penalty 4819.493158 = -740195.782662 nChanged 463 SP:Iteration 6F (6826.123952 sec): 3 clusters Score: Raw -745326.033707 + Penalty 4819.493158 = -740506.540549 nChanged 395 SP:Iteration 7Q (6826.202195 sec): 3 clusters Score: Raw -745592.514537 + Penalty 4819.493158 = -740773.021379 nChanged 313 SP:Iteration 8Q (6826.280589 sec): 3 clusters Score: Raw -745782.056565 + Penalty 4819.493158 = -740962.563407 nChanged 261 SP:Iteration 9Q (6826.424204 sec): 3 clusters Score: Raw -745944.162109 + Penalty 4819.493158 = -741124.668951 nChanged 229 SP:Iteration 10Q (6826.618484 sec): 3 clusters Score: Raw -746075.598648 + Penalty 4819.493158 = -741256.105490 nChanged 192 SP:Iteration 11Q (6826.772818 sec): 3 clusters Score: Raw -746194.572076 + Penalty 4819.493158 = -741375.078919 nChanged 157 SP:Iteration 12Q (6826.939129 sec): 3 clusters Score: Raw -746293.185234 + Penalty 4819.493158 = -741473.692077 nChanged 145 SP:Iteration 13Q (6827.143389 sec): 3 clusters Score: Raw -746372.461490 + Penalty 4819.493158 = -741552.968332 nChanged 102 SP:Iteration 14Q (6827.298613 sec): 3 clusters Score: Raw -746430.276625 + Penalty 4819.493158 = -741610.783468 nChanged 107 SP:Iteration 15Q (6827.441447 sec): 3 clusters Score: Raw -746482.087331 + Penalty 4819.493158 = -741662.594173 nChanged 96 SP:Iteration 16Q (6827.608150 sec): 3 clusters Score: Raw -746526.114723 + Penalty 4819.493158 = -741706.621565 nChanged 87 SP:Iteration 17Q (6827.751846 sec): 3 clusters Score: Raw -746568.509769 + Penalty 4819.493158 = -741749.016611 nChanged 77 SP:Iteration 18Q (6827.873628 sec): 3 clusters Score: Raw -746600.549182 + Penalty 4819.493158 = -741781.056024 nChanged 63 SP:Iteration 19Q (6827.945102 sec): 3 clusters Score: Raw -746627.741638 + Penalty 4819.493158 = -741808.248480 nChanged 53 SP:Iteration 20F (6828.015475 sec): 3 clusters Score: Raw -746650.323065 + Penalty 4819.493158 = -741830.829907 nChanged 51 SP:Iteration 21Q (6828.082234 sec): 3 clusters Score: Raw -746669.036030 + Penalty 4819.493158 = -741849.542872 nChanged 45 SP:Iteration 22Q (6828.158068 sec): 3 clusters Score: Raw -746685.095330 + Penalty 4819.493158 = -741865.602172 nChanged 38 SP:Iteration 23Q (6828.237032 sec): 3 clusters Score: Raw -746700.843724 + Penalty 4819.493158 = -741881.350566 nChanged 38 SP:Iteration 24Q (6828.311583 sec): 3 clusters Score: Raw -746713.418240 + Penalty 4819.493158 = -741893.925082 nChanged 26 SP:Iteration 25Q (6828.386318 sec): 3 clusters Score: Raw -746723.607458 + Penalty 4819.493158 = -741904.114300 nChanged 29 SP:Iteration 26Q (6828.461538 sec): 3 clusters Score: Raw -746734.856222 + Penalty 4819.493158 = -741915.363064 nChanged 17 SP:Iteration 27Q (6828.537057 sec): 3 clusters Score: Raw -746741.013754 + Penalty 4819.493158 = -741921.520596 nChanged 12 SP:Iteration 28Q (6828.607869 sec): 3 clusters Score: Raw -746744.440179 + Penalty 4819.493158 = -741924.947021 nChanged 11 SP:Iteration 29Q (6828.676018 sec): 3 clusters Score: Raw -746747.638583 + Penalty 4819.493158 = -741928.145425 nChanged 8 SP:Iteration 30Q (6828.752612 sec): 3 clusters Score: Raw -746749.634661 + Penalty 4819.493158 = -741930.141503 nChanged 5 SP:Iteration 31Q (6828.824930 sec): 3 clusters Score: Raw -746751.030484 + Penalty 4819.493158 = -741931.537326 nChanged 3 SP:Iteration 32Q (6828.892896 sec): 3 clusters Score: Raw -746752.063387 + Penalty 4819.493158 = -741932.570229 nChanged 1 SP:Iteration 33Q (6828.966526 sec): 3 clusters Score: Raw -746752.651820 + Penalty 4819.493158 = -741933.158662 nChanged 3 SP:Iteration 34Q (6829.043349 sec): 3 clusters Score: Raw -746753.003010 + Penalty 4819.493158 = -741933.509852 nChanged 0 SP:Iteration 35F (6829.120253 sec): 3 clusters Score: Raw -746753.003010 + Penalty 4819.493158 = -741933.509852 nChanged 0 Trying to split cluster 6 (9880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6829.192084 sec): 2 clusters Score: Raw -769718.375123 + Penalty 2428.342697 = -767290.032426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6829.310609 sec): 3 clusters Score: Raw -764428.845208 + Penalty 4856.685394 = -759572.159814 nChanged 4085 SP:Iteration 1F (6829.412478 sec): 3 clusters Score: Raw -766729.222682 + Penalty 4856.685394 = -761872.537288 nChanged 724 SP:Iteration 2F (6829.559565 sec): 3 clusters Score: Raw -767110.203592 + Penalty 4856.685394 = -762253.518198 nChanged 544 SP:Iteration 3F (6829.630875 sec): 3 clusters Score: Raw -767394.826614 + Penalty 4856.685394 = -762538.141221 nChanged 451 SP:Iteration 4Q (6829.790343 sec): 3 clusters Score: Raw -767614.740419 + Penalty 4856.685394 = -762758.055025 nChanged 392 SP:Iteration 5Q (6829.936645 sec): 3 clusters Score: Raw -767791.141062 + Penalty 4856.685394 = -762934.455669 nChanged 323 SP:Iteration 6Q (6830.098475 sec): 3 clusters Score: Raw -767922.271364 + Penalty 4856.685394 = -763065.585970 nChanged 312 SP:Iteration 7Q (6830.232403 sec): 3 clusters Score: Raw -768056.582124 + Penalty 4856.685394 = -763199.896731 nChanged 286 SP:Iteration 8Q (6830.392392 sec): 3 clusters Score: Raw -768188.566800 + Penalty 4856.685394 = -763331.881407 nChanged 294 SP:Iteration 9Q (6830.473485 sec): 3 clusters Score: Raw -768313.918510 + Penalty 4856.685394 = -763457.233116 nChanged 275 SP:Iteration 10Q (6830.547219 sec): 3 clusters Score: Raw -768443.854709 + Penalty 4856.685394 = -763587.169316 nChanged 278 SP:Iteration 11Q (6830.622545 sec): 3 clusters Score: Raw -768575.976355 + Penalty 4856.685394 = -763719.290961 nChanged 244 SP:Iteration 12Q (6830.702168 sec): 3 clusters Score: Raw -768688.172581 + Penalty 4856.685394 = -763831.487188 nChanged 243 SP:Iteration 13Q (6830.787827 sec): 3 clusters Score: Raw -768807.110269 + Penalty 4856.685394 = -763950.424876 nChanged 244 SP:Iteration 14Q (6830.873146 sec): 3 clusters Score: Raw -768938.123877 + Penalty 4856.685394 = -764081.438483 nChanged 261 SP:Iteration 15Q (6830.950531 sec): 3 clusters Score: Raw -769080.507414 + Penalty 4856.685394 = -764223.822020 nChanged 246 SP:Iteration 16Q (6831.025800 sec): 3 clusters Score: Raw -769192.535831 + Penalty 4856.685394 = -764335.850438 nChanged 208 SP:Iteration 17Q (6831.103693 sec): 3 clusters Score: Raw -769282.575961 + Penalty 4856.685394 = -764425.890568 nChanged 172 SP:Iteration 18Q (6831.190229 sec): 3 clusters Score: Raw -769355.003261 + Penalty 4856.685394 = -764498.317867 nChanged 166 SP:Iteration 19Q (6831.277227 sec): 3 clusters Score: Raw -769437.984923 + Penalty 4856.685394 = -764581.299530 nChanged 182 SP:Iteration 20F (6831.355061 sec): 3 clusters Score: Raw -769527.722309 + Penalty 4856.685394 = -764671.036915 nChanged 148 SP:Iteration 21Q (6831.431725 sec): 3 clusters Score: Raw -769606.347063 + Penalty 4856.685394 = -764749.661669 nChanged 157 SP:Iteration 22Q (6831.509701 sec): 3 clusters Score: Raw -769687.379552 + Penalty 4856.685394 = -764830.694158 nChanged 131 SP:Iteration 23Q (6831.594990 sec): 3 clusters Score: Raw -769764.106613 + Penalty 4856.685394 = -764907.421220 nChanged 138 SP:Iteration 24Q (6831.679916 sec): 3 clusters Score: Raw -769835.475803 + Penalty 4856.685394 = -764978.790410 nChanged 138 SP:Iteration 25Q (6831.758634 sec): 3 clusters Score: Raw -769904.189698 + Penalty 4856.685394 = -765047.504304 nChanged 130 SP:Iteration 26Q (6831.832272 sec): 3 clusters Score: Raw -769963.036371 + Penalty 4856.685394 = -765106.350978 nChanged 112 SP:Iteration 27Q (6831.916742 sec): 3 clusters Score: Raw -770012.934962 + Penalty 4856.685394 = -765156.249569 nChanged 92 SP:Iteration 28Q (6831.992513 sec): 3 clusters Score: Raw -770048.896435 + Penalty 4856.685394 = -765192.211042 nChanged 75 SP:Iteration 29Q (6832.068212 sec): 3 clusters Score: Raw -770074.004881 + Penalty 4856.685394 = -765217.319487 nChanged 55 SP:Iteration 30Q (6832.151453 sec): 3 clusters Score: Raw -770094.020102 + Penalty 4856.685394 = -765237.334709 nChanged 66 SP:Iteration 31Q (6832.233937 sec): 3 clusters Score: Raw -770113.018617 + Penalty 4856.685394 = -765256.333224 nChanged 48 SP:Iteration 32Q (6832.307951 sec): 3 clusters Score: Raw -770129.649803 + Penalty 4856.685394 = -765272.964409 nChanged 54 SP:Iteration 33Q (6832.382263 sec): 3 clusters Score: Raw -770150.414695 + Penalty 4856.685394 = -765293.729301 nChanged 62 SP:Iteration 34Q (6832.583934 sec): 3 clusters Score: Raw -770169.744342 + Penalty 4856.685394 = -765313.058948 nChanged 51 SP:Iteration 35Q (6832.748678 sec): 3 clusters Score: Raw -770185.544111 + Penalty 4856.685394 = -765328.858717 nChanged 50 SP:Iteration 36Q (6832.921926 sec): 3 clusters Score: Raw -770199.452230 + Penalty 4856.685394 = -765342.766837 nChanged 48 SP:Iteration 37Q (6833.114572 sec): 3 clusters Score: Raw -770213.237896 + Penalty 4856.685394 = -765356.552502 nChanged 43 SP:Iteration 38Q (6833.252058 sec): 3 clusters Score: Raw -770226.131479 + Penalty 4856.685394 = -765369.446086 nChanged 47 SP:Iteration 39Q (6833.428360 sec): 3 clusters Score: Raw -770240.064059 + Penalty 4856.685394 = -765383.378665 nChanged 38 SP:Iteration 40F (6833.517049 sec): 3 clusters Score: Raw -770251.826415 + Penalty 4856.685394 = -765395.141022 nChanged 35 SP:Iteration 41Q (6833.640369 sec): 3 clusters Score: Raw -770263.048469 + Penalty 4856.685394 = -765406.363076 nChanged 36 SP:Iteration 42Q (6833.710926 sec): 3 clusters Score: Raw -770273.673503 + Penalty 4856.685394 = -765416.988109 nChanged 37 SP:Iteration 43Q (6833.790786 sec): 3 clusters Score: Raw -770284.174692 + Penalty 4856.685394 = -765427.489298 nChanged 28 SP:Iteration 44Q (6833.873285 sec): 3 clusters Score: Raw -770291.574811 + Penalty 4856.685394 = -765434.889417 nChanged 23 SP:Iteration 45Q (6833.955795 sec): 3 clusters Score: Raw -770296.349256 + Penalty 4856.685394 = -765439.663863 nChanged 22 SP:Iteration 46Q (6834.036952 sec): 3 clusters Score: Raw -770301.263650 + Penalty 4856.685394 = -765444.578256 nChanged 28 SP:Iteration 47Q (6834.110445 sec): 3 clusters Score: Raw -770307.537938 + Penalty 4856.685394 = -765450.852545 nChanged 22 SP:Iteration 48Q (6834.186301 sec): 3 clusters Score: Raw -770312.593871 + Penalty 4856.685394 = -765455.908477 nChanged 25 SP:Iteration 49Q (6834.264074 sec): 3 clusters Score: Raw -770317.468135 + Penalty 4856.685394 = -765460.782741 nChanged 20 SP:Iteration 50Q (6834.345115 sec): 3 clusters Score: Raw -770322.386407 + Penalty 4856.685394 = -765465.701014 nChanged 19 SP:Iteration 51Q (6834.426423 sec): 3 clusters Score: Raw -770325.397797 + Penalty 4856.685394 = -765468.712404 nChanged 14 SP:Iteration 52Q (6834.501103 sec): 3 clusters Score: Raw -770328.134217 + Penalty 4856.685394 = -765471.448824 nChanged 18 SP:Iteration 53Q (6834.573929 sec): 3 clusters Score: Raw -770330.888933 + Penalty 4856.685394 = -765474.203539 nChanged 8 SP:Iteration 54Q (6834.649502 sec): 3 clusters Score: Raw -770331.959362 + Penalty 4856.685394 = -765475.273969 nChanged 3 SP:Iteration 55Q (6834.733375 sec): 3 clusters Score: Raw -770332.395061 + Penalty 4856.685394 = -765475.709667 nChanged 1 SP:Iteration 56Q (6834.816224 sec): 3 clusters Score: Raw -770332.570222 + Penalty 4856.685394 = -765475.884829 nChanged 1 SP:Iteration 57Q (6834.893223 sec): 3 clusters Score: Raw -770332.719123 + Penalty 4856.685394 = -765476.033729 nChanged 0 SP:Iteration 58F (6834.971360 sec): 3 clusters Score: Raw -770332.719123 + Penalty 4856.685394 = -765476.033729 nChanged 0 Trying to split cluster 7 (65556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6835.293220 sec): 2 clusters Score: Raw -5630630.229827 + Penalty 2927.934245 = -5627702.295583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6835.583241 sec): 3 clusters Score: Raw -5589606.334817 + Penalty 5855.868490 = -5583750.466328 nChanged 30452 SP:Iteration 1F (6835.888609 sec): 3 clusters Score: Raw -5607098.457873 + Penalty 5855.868490 = -5601242.589383 nChanged 3103 SP:Iteration 2Q (6836.178229 sec): 3 clusters Score: Raw -5608277.595584 + Penalty 5855.868490 = -5602421.727094 nChanged 3299 SP:Iteration 3F (6836.476976 sec): 3 clusters Score: Raw -5609698.725465 + Penalty 5855.868490 = -5603842.856976 nChanged 3489 SP:Iteration 4F (6836.830464 sec): 3 clusters Score: Raw -5611377.062181 + Penalty 5855.868490 = -5605521.193692 nChanged 3730 SP:Iteration 5F (6837.124813 sec): 3 clusters Score: Raw -5613208.486021 + Penalty 5855.868490 = -5607352.617532 nChanged 3768 SP:Iteration 6F (6837.450958 sec): 3 clusters Score: Raw -5614940.585698 + Penalty 5855.868490 = -5609084.717209 nChanged 3399 SP:Iteration 7F (6837.727094 sec): 3 clusters Score: Raw -5616352.951028 + Penalty 5855.868490 = -5610497.082538 nChanged 2877 SP:Iteration 8Q (6838.039573 sec): 3 clusters Score: Raw -5617414.380238 + Penalty 5855.868490 = -5611558.511749 nChanged 2480 SP:Iteration 9Q (6838.380822 sec): 3 clusters Score: Raw -5618242.537182 + Penalty 5855.868490 = -5612386.668692 nChanged 2007 SP:Iteration 10Q (6838.664161 sec): 3 clusters Score: Raw -5618832.033665 + Penalty 5855.868490 = -5612976.165175 nChanged 1672 SP:Iteration 11Q (6838.992842 sec): 3 clusters Score: Raw -5619320.579248 + Penalty 5855.868490 = -5613464.710758 nChanged 1526 SP:Iteration 12Q (6839.334547 sec): 3 clusters Score: Raw -5619812.761010 + Penalty 5855.868490 = -5613956.892521 nChanged 1492 SP:Iteration 13Q (6839.620020 sec): 3 clusters Score: Raw -5620370.243631 + Penalty 5855.868490 = -5614514.375141 nChanged 1589 SP:Iteration 14Q (6839.930999 sec): 3 clusters Score: Raw -5621086.438904 + Penalty 5855.868490 = -5615230.570415 nChanged 1728 SP:Iteration 15Q (6840.267785 sec): 3 clusters Score: Raw -5622050.139755 + Penalty 5855.868490 = -5616194.271265 nChanged 1865 SP:Iteration 16Q (6840.551766 sec): 3 clusters Score: Raw -5623306.358038 + Penalty 5855.868490 = -5617450.489549 nChanged 1950 SP:Iteration 17Q (6840.864433 sec): 3 clusters Score: Raw -5624707.814471 + Penalty 5855.868490 = -5618851.945981 nChanged 1801 SP:Iteration 18Q (6841.141530 sec): 3 clusters Score: Raw -5625965.239557 + Penalty 5855.868490 = -5620109.371068 nChanged 1587 SP:Iteration 19Q (6841.396944 sec): 3 clusters Score: Raw -5626991.917572 + Penalty 5855.868490 = -5621136.049082 nChanged 1402 SP:Iteration 20F (6841.638488 sec): 3 clusters Score: Raw -5627869.765493 + Penalty 5855.868490 = -5622013.897004 nChanged 1211 SP:Iteration 21Q (6841.893163 sec): 3 clusters Score: Raw -5628589.056038 + Penalty 5855.868490 = -5622733.187548 nChanged 1065 SP:Iteration 22Q (6842.154158 sec): 3 clusters Score: Raw -5629222.147909 + Penalty 5855.868490 = -5623366.279420 nChanged 927 SP:Iteration 23Q (6842.412003 sec): 3 clusters Score: Raw -5629812.150798 + Penalty 5855.868490 = -5623956.282309 nChanged 815 SP:Iteration 24Q (6842.665930 sec): 3 clusters Score: Raw -5630381.852346 + Penalty 5855.868490 = -5624525.983857 nChanged 718 SP:Iteration 25Q (6842.945774 sec): 3 clusters Score: Raw -5630906.388326 + Penalty 5855.868490 = -5625050.519836 nChanged 614 SP:Iteration 26Q (6843.224809 sec): 3 clusters Score: Raw -5631315.031498 + Penalty 5855.868490 = -5625459.163009 nChanged 464 SP:Iteration 27Q (6843.497938 sec): 3 clusters Score: Raw -5631596.431743 + Penalty 5855.868490 = -5625740.563253 nChanged 375 SP:Iteration 28Q (6843.765830 sec): 3 clusters Score: Raw -5631788.493885 + Penalty 5855.868490 = -5625932.625396 nChanged 283 SP:Iteration 29Q (6844.030361 sec): 3 clusters Score: Raw -5631913.594130 + Penalty 5855.868490 = -5626057.725641 nChanged 253 SP:Iteration 30Q (6844.271996 sec): 3 clusters Score: Raw -5632018.174798 + Penalty 5855.868490 = -5626162.306308 nChanged 214 SP:Iteration 31Q (6844.514946 sec): 3 clusters Score: Raw -5632098.145598 + Penalty 5855.868490 = -5626242.277108 nChanged 192 SP:Iteration 32Q (6844.785171 sec): 3 clusters Score: Raw -5632158.434103 + Penalty 5855.868490 = -5626302.565613 nChanged 141 SP:Iteration 33Q (6845.056305 sec): 3 clusters Score: Raw -5632195.074968 + Penalty 5855.868490 = -5626339.206478 nChanged 99 SP:Iteration 34Q (6845.328650 sec): 3 clusters Score: Raw -5632218.953710 + Penalty 5855.868490 = -5626363.085220 nChanged 87 SP:Iteration 35Q (6845.684336 sec): 3 clusters Score: Raw -5632236.268621 + Penalty 5855.868490 = -5626380.400131 nChanged 73 SP:Iteration 36Q (6845.959052 sec): 3 clusters Score: Raw -5632249.501839 + Penalty 5855.868490 = -5626393.633350 nChanged 61 SP:Iteration 37Q (6846.215492 sec): 3 clusters Score: Raw -5632260.888589 + Penalty 5855.868490 = -5626405.020099 nChanged 49 SP:Iteration 38Q (6846.509369 sec): 3 clusters Score: Raw -5632270.077707 + Penalty 5855.868490 = -5626414.209217 nChanged 47 SP:Iteration 39Q (6846.804853 sec): 3 clusters Score: Raw -5632277.170826 + Penalty 5855.868490 = -5626421.302336 nChanged 41 SP:Iteration 40F (6847.094176 sec): 3 clusters Score: Raw -5632284.150243 + Penalty 5855.868490 = -5626428.281753 nChanged 35 SP:Iteration 41Q (6847.357380 sec): 3 clusters Score: Raw -5632290.051659 + Penalty 5855.868490 = -5626434.183169 nChanged 29 SP:Iteration 42Q (6847.631172 sec): 3 clusters Score: Raw -5632294.062378 + Penalty 5855.868490 = -5626438.193888 nChanged 24 SP:Iteration 43Q (6847.883009 sec): 3 clusters Score: Raw -5632296.498879 + Penalty 5855.868490 = -5626440.630389 nChanged 11 SP:Iteration 44Q (6848.109879 sec): 3 clusters Score: Raw -5632298.065808 + Penalty 5855.868490 = -5626442.197318 nChanged 13 SP:Iteration 45Q (6848.340777 sec): 3 clusters Score: Raw -5632299.852363 + Penalty 5855.868490 = -5626443.983874 nChanged 14 SP:Iteration 46Q (6848.617432 sec): 3 clusters Score: Raw -5632302.106313 + Penalty 5855.868490 = -5626446.237824 nChanged 15 SP:Iteration 47Q (6848.905926 sec): 3 clusters Score: Raw -5632304.186834 + Penalty 5855.868490 = -5626448.318344 nChanged 17 SP:Iteration 48Q (6849.196849 sec): 3 clusters Score: Raw -5632307.023516 + Penalty 5855.868490 = -5626451.155026 nChanged 10 SP:Iteration 49Q (6849.437452 sec): 3 clusters Score: Raw -5632307.983805 + Penalty 5855.868490 = -5626452.115316 nChanged 6 SP:Iteration 50Q (6849.730252 sec): 3 clusters Score: Raw -5632308.533589 + Penalty 5855.868490 = -5626452.665099 nChanged 3 SP:Iteration 51Q (6850.008309 sec): 3 clusters Score: Raw -5632308.878392 + Penalty 5855.868490 = -5626453.009902 nChanged 2 SP:Iteration 52Q (6850.253602 sec): 3 clusters Score: Raw -5632309.082606 + Penalty 5855.868490 = -5626453.214116 nChanged 0 SP:Iteration 53F (6850.620108 sec): 3 clusters Score: Raw -5632309.082606 + Penalty 5855.868490 = -5626453.214116 nChanged 0 Trying to split cluster 8 (3880 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6850.697241 sec): 2 clusters Score: Raw -239996.897266 + Penalty 2181.587874 = -237815.309391 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6850.749946 sec): 3 clusters Score: Raw -238324.645108 + Penalty 4363.175748 = -233961.469360 nChanged 1435 SP:Iteration 1F (6850.803660 sec): 3 clusters Score: Raw -239660.966045 + Penalty 4363.175748 = -235297.790297 nChanged 463 SP:Iteration 2F (6850.947993 sec): 3 clusters Score: Raw -240302.264833 + Penalty 4363.175748 = -235939.089085 nChanged 367 SP:Iteration 3F (6851.044404 sec): 3 clusters Score: Raw -240886.129491 + Penalty 4363.175748 = -236522.953743 nChanged 317 SP:Iteration 4F (6851.083778 sec): 3 clusters Score: Raw -241328.582332 + Penalty 4363.175748 = -236965.406583 nChanged 222 SP:Iteration 5F (6851.123858 sec): 3 clusters Score: Raw -241574.173525 + Penalty 4363.175748 = -237210.997777 nChanged 171 SP:Iteration 6Q (6851.163446 sec): 3 clusters Score: Raw -241766.917315 + Penalty 4363.175748 = -237403.741567 nChanged 143 SP:Iteration 7Q (6851.204688 sec): 3 clusters Score: Raw -241999.929821 + Penalty 4363.175748 = -237636.754072 nChanged 150 SP:Iteration 8Q (6851.246436 sec): 3 clusters Score: Raw -242252.966252 + Penalty 4363.175748 = -237889.790503 nChanged 131 SP:Iteration 9Q (6851.287794 sec): 3 clusters Score: Raw -242434.369334 + Penalty 4363.175748 = -238071.193586 nChanged 100 SP:Iteration 10Q (6851.440589 sec): 3 clusters Score: Raw -242533.122077 + Penalty 4363.175748 = -238169.946329 nChanged 77 SP:Iteration 11Q (6851.562836 sec): 3 clusters Score: Raw -242591.124837 + Penalty 4363.175748 = -238227.949089 nChanged 69 SP:Iteration 12Q (6851.687201 sec): 3 clusters Score: Raw -242642.504098 + Penalty 4363.175748 = -238279.328349 nChanged 52 SP:Iteration 13Q (6851.802335 sec): 3 clusters Score: Raw -242668.172869 + Penalty 4363.175748 = -238304.997120 nChanged 25 SP:Iteration 14Q (6851.913358 sec): 3 clusters Score: Raw -242687.463775 + Penalty 4363.175748 = -238324.288027 nChanged 26 SP:Iteration 15Q (6852.011006 sec): 3 clusters Score: Raw -242708.606588 + Penalty 4363.175748 = -238345.430840 nChanged 23 SP:Iteration 16Q (6852.124122 sec): 3 clusters Score: Raw -242721.041939 + Penalty 4363.175748 = -238357.866190 nChanged 14 SP:Iteration 17Q (6852.235473 sec): 3 clusters Score: Raw -242725.594601 + Penalty 4363.175748 = -238362.418853 nChanged 4 SP:Iteration 18Q (6852.369281 sec): 3 clusters Score: Raw -242726.728197 + Penalty 4363.175748 = -238363.552448 nChanged 5 SP:Iteration 19Q (6852.401308 sec): 3 clusters Score: Raw -242728.428050 + Penalty 4363.175748 = -238365.252301 nChanged 1 SP:Iteration 20F (6852.444282 sec): 3 clusters Score: Raw -242728.631532 + Penalty 4363.175748 = -238365.455783 nChanged 0 Score: Raw -11823404.900879 + Penalty 43948.194526 = -11779456.706353 Splitting cluster 8 changes total score from -11779860.691938 to -11779456.706353 So it's not getting split. Trying to split cluster 9 (5980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6855.133137 sec): 2 clusters Score: Raw -492094.624564 + Penalty 2295.790424 = -489798.834141 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6855.198562 sec): 3 clusters Score: Raw -489087.998686 + Penalty 4591.580847 = -484496.417839 nChanged 2337 SP:Iteration 1F (6855.263310 sec): 3 clusters Score: Raw -490486.566334 + Penalty 4591.580847 = -485894.985486 nChanged 444 SP:Iteration 2F (6855.312107 sec): 3 clusters Score: Raw -490788.925189 + Penalty 4591.580847 = -486197.344342 nChanged 339 SP:Iteration 3F (6855.360229 sec): 3 clusters Score: Raw -491009.633862 + Penalty 4591.580847 = -486418.053014 nChanged 280 SP:Iteration 4Q (6855.442903 sec): 3 clusters Score: Raw -491191.738495 + Penalty 4591.580847 = -486600.157647 nChanged 232 SP:Iteration 5Q (6855.512803 sec): 3 clusters Score: Raw -491334.448660 + Penalty 4591.580847 = -486742.867813 nChanged 215 SP:Iteration 6Q (6855.585554 sec): 3 clusters Score: Raw -491462.613008 + Penalty 4591.580847 = -486871.032161 nChanged 205 SP:Iteration 7Q (6855.638480 sec): 3 clusters Score: Raw -491596.291964 + Penalty 4591.580847 = -487004.711116 nChanged 230 SP:Iteration 8Q (6855.689566 sec): 3 clusters Score: Raw -491765.022018 + Penalty 4591.580847 = -487173.441170 nChanged 206 SP:Iteration 9Q (6855.740047 sec): 3 clusters Score: Raw -491922.540311 + Penalty 4591.580847 = -487330.959464 nChanged 218 SP:Iteration 10Q (6855.794192 sec): 3 clusters Score: Raw -492075.395949 + Penalty 4591.580847 = -487483.815102 nChanged 177 SP:Iteration 11Q (6855.849367 sec): 3 clusters Score: Raw -492189.191730 + Penalty 4591.580847 = -487597.610883 nChanged 134 SP:Iteration 12Q (6855.904014 sec): 3 clusters Score: Raw -492264.658886 + Penalty 4591.580847 = -487673.078039 nChanged 114 SP:Iteration 13Q (6855.957766 sec): 3 clusters Score: Raw -492329.972969 + Penalty 4591.580847 = -487738.392121 nChanged 108 SP:Iteration 14Q (6856.010018 sec): 3 clusters Score: Raw -492393.994742 + Penalty 4591.580847 = -487802.413894 nChanged 106 SP:Iteration 15Q (6856.062070 sec): 3 clusters Score: Raw -492437.771985 + Penalty 4591.580847 = -487846.191138 nChanged 73 SP:Iteration 16Q (6856.114626 sec): 3 clusters Score: Raw -492470.039945 + Penalty 4591.580847 = -487878.459098 nChanged 67 SP:Iteration 17Q (6856.234618 sec): 3 clusters Score: Raw -492497.070251 + Penalty 4591.580847 = -487905.489403 nChanged 51 SP:Iteration 18Q (6856.361555 sec): 3 clusters Score: Raw -492516.098854 + Penalty 4591.580847 = -487924.518007 nChanged 37 SP:Iteration 19Q (6856.494128 sec): 3 clusters Score: Raw -492529.213099 + Penalty 4591.580847 = -487937.632252 nChanged 27 SP:Iteration 20F (6856.609449 sec): 3 clusters Score: Raw -492539.464461 + Penalty 4591.580847 = -487947.883614 nChanged 24 SP:Iteration 21Q (6856.728651 sec): 3 clusters Score: Raw -492548.551658 + Penalty 4591.580847 = -487956.970811 nChanged 18 SP:Iteration 22Q (6856.856424 sec): 3 clusters Score: Raw -492555.211785 + Penalty 4591.580847 = -487963.630938 nChanged 15 SP:Iteration 23Q (6856.972850 sec): 3 clusters Score: Raw -492560.078019 + Penalty 4591.580847 = -487968.497172 nChanged 18 SP:Iteration 24Q (6857.089020 sec): 3 clusters Score: Raw -492566.028992 + Penalty 4591.580847 = -487974.448145 nChanged 14 SP:Iteration 25Q (6857.205149 sec): 3 clusters Score: Raw -492570.308272 + Penalty 4591.580847 = -487978.727424 nChanged 14 SP:Iteration 26Q (6857.342799 sec): 3 clusters Score: Raw -492574.257682 + Penalty 4591.580847 = -487982.676834 nChanged 9 SP:Iteration 27Q (6857.408240 sec): 3 clusters Score: Raw -492576.785535 + Penalty 4591.580847 = -487985.204688 nChanged 8 SP:Iteration 28Q (6857.461383 sec): 3 clusters Score: Raw -492579.303983 + Penalty 4591.580847 = -487987.723135 nChanged 10 SP:Iteration 29Q (6857.514536 sec): 3 clusters Score: Raw -492583.128028 + Penalty 4591.580847 = -487991.547181 nChanged 11 SP:Iteration 30Q (6857.568366 sec): 3 clusters Score: Raw -492586.829147 + Penalty 4591.580847 = -487995.248300 nChanged 7 SP:Iteration 31Q (6857.626184 sec): 3 clusters Score: Raw -492589.583942 + Penalty 4591.580847 = -487998.003095 nChanged 7 SP:Iteration 32Q (6857.686967 sec): 3 clusters Score: Raw -492591.812804 + Penalty 4591.580847 = -488000.231957 nChanged 7 SP:Iteration 33Q (6857.747634 sec): 3 clusters Score: Raw -492593.829728 + Penalty 4591.580847 = -488002.248881 nChanged 6 SP:Iteration 34Q (6857.803799 sec): 3 clusters Score: Raw -492595.630822 + Penalty 4591.580847 = -488004.049975 nChanged 6 SP:Iteration 35Q (6857.859428 sec): 3 clusters Score: Raw -492597.630120 + Penalty 4591.580847 = -488006.049273 nChanged 5 SP:Iteration 36Q (6857.914854 sec): 3 clusters Score: Raw -492599.368756 + Penalty 4591.580847 = -488007.787909 nChanged 5 SP:Iteration 37Q (6857.970441 sec): 3 clusters Score: Raw -492600.353721 + Penalty 4591.580847 = -488008.772873 nChanged 2 SP:Iteration 38Q (6858.026169 sec): 3 clusters Score: Raw -492601.221974 + Penalty 4591.580847 = -488009.641126 nChanged 4 SP:Iteration 39Q (6858.082763 sec): 3 clusters Score: Raw -492602.813163 + Penalty 4591.580847 = -488011.232316 nChanged 8 SP:Iteration 40F (6858.139651 sec): 3 clusters Score: Raw -492604.989927 + Penalty 4591.580847 = -488013.409079 nChanged 9 SP:Iteration 41Q (6858.196659 sec): 3 clusters Score: Raw -492608.771605 + Penalty 4591.580847 = -488017.190758 nChanged 11 SP:Iteration 42Q (6858.252933 sec): 3 clusters Score: Raw -492611.579124 + Penalty 4591.580847 = -488019.998277 nChanged 6 SP:Iteration 43Q (6858.308940 sec): 3 clusters Score: Raw -492613.109344 + Penalty 4591.580847 = -488021.528497 nChanged 4 SP:Iteration 44Q (6858.364873 sec): 3 clusters Score: Raw -492614.357485 + Penalty 4591.580847 = -488022.776638 nChanged 9 SP:Iteration 45Q (6858.420798 sec): 3 clusters Score: Raw -492616.971903 + Penalty 4591.580847 = -488025.391056 nChanged 5 SP:Iteration 46Q (6858.476995 sec): 3 clusters Score: Raw -492618.599337 + Penalty 4591.580847 = -488027.018490 nChanged 4 SP:Iteration 47Q (6858.532967 sec): 3 clusters Score: Raw -492619.805848 + Penalty 4591.580847 = -488028.225001 nChanged 5 SP:Iteration 48Q (6858.589107 sec): 3 clusters Score: Raw -492621.097351 + Penalty 4591.580847 = -488029.516504 nChanged 5 SP:Iteration 49Q (6858.762208 sec): 3 clusters Score: Raw -492623.026723 + Penalty 4591.580847 = -488031.445876 nChanged 6 SP:Iteration 50Q (6858.880820 sec): 3 clusters Score: Raw -492624.002366 + Penalty 4591.580847 = -488032.421518 nChanged 3 SP:Iteration 51Q (6859.001053 sec): 3 clusters Score: Raw -492624.421143 + Penalty 4591.580847 = -488032.840296 nChanged 2 SP:Iteration 52Q (6859.126210 sec): 3 clusters Score: Raw -492624.736709 + Penalty 4591.580847 = -488033.155862 nChanged 0 SP:Iteration 53F (6859.274251 sec): 3 clusters Score: Raw -492624.736709 + Penalty 4591.580847 = -488033.155862 nChanged 0 Trying to split cluster 10 (11032 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6859.406541 sec): 2 clusters Score: Raw -972566.827953 + Penalty 2457.458631 = -970109.369322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6859.564215 sec): 3 clusters Score: Raw -966616.776722 + Penalty 4914.917261 = -961701.859460 nChanged 4604 SP:Iteration 1F (6859.755278 sec): 3 clusters Score: Raw -969155.218595 + Penalty 4914.917261 = -964240.301334 nChanged 759 SP:Iteration 2F (6859.825615 sec): 3 clusters Score: Raw -969555.328853 + Penalty 4914.917261 = -964640.411592 nChanged 605 SP:Iteration 3F (6859.900591 sec): 3 clusters Score: Raw -969916.238167 + Penalty 4914.917261 = -965001.320906 nChanged 539 SP:Iteration 4Q (6860.004967 sec): 3 clusters Score: Raw -970229.749853 + Penalty 4914.917261 = -965314.832591 nChanged 527 SP:Iteration 5Q (6860.094333 sec): 3 clusters Score: Raw -970537.293383 + Penalty 4914.917261 = -965622.376122 nChanged 481 SP:Iteration 6Q (6860.162543 sec): 3 clusters Score: Raw -970802.278920 + Penalty 4914.917261 = -965887.361659 nChanged 434 SP:Iteration 7Q (6860.239996 sec): 3 clusters Score: Raw -971046.012639 + Penalty 4914.917261 = -966131.095378 nChanged 376 SP:Iteration 8Q (6860.328185 sec): 3 clusters Score: Raw -971242.035602 + Penalty 4914.917261 = -966327.118340 nChanged 335 SP:Iteration 9Q (6860.424041 sec): 3 clusters Score: Raw -971415.827994 + Penalty 4914.917261 = -966500.910733 nChanged 303 SP:Iteration 10Q (6860.504732 sec): 3 clusters Score: Raw -971565.073913 + Penalty 4914.917261 = -966650.156651 nChanged 277 SP:Iteration 11Q (6860.623386 sec): 3 clusters Score: Raw -971696.022183 + Penalty 4914.917261 = -966781.104922 nChanged 283 SP:Iteration 12Q (6860.714863 sec): 3 clusters Score: Raw -971858.230265 + Penalty 4914.917261 = -966943.313003 nChanged 250 SP:Iteration 13Q (6860.788845 sec): 3 clusters Score: Raw -971992.101348 + Penalty 4914.917261 = -967077.184087 nChanged 211 SP:Iteration 14Q (6860.861792 sec): 3 clusters Score: Raw -972117.652600 + Penalty 4914.917261 = -967202.735338 nChanged 203 SP:Iteration 15Q (6860.951469 sec): 3 clusters Score: Raw -972233.335609 + Penalty 4914.917261 = -967318.418348 nChanged 177 SP:Iteration 16Q (6861.030913 sec): 3 clusters Score: Raw -972319.935264 + Penalty 4914.917261 = -967405.018002 nChanged 168 SP:Iteration 17Q (6861.108727 sec): 3 clusters Score: Raw -972397.272915 + Penalty 4914.917261 = -967482.355654 nChanged 130 SP:Iteration 18Q (6861.187728 sec): 3 clusters Score: Raw -972448.000748 + Penalty 4914.917261 = -967533.083487 nChanged 108 SP:Iteration 19Q (6861.269431 sec): 3 clusters Score: Raw -972489.851585 + Penalty 4914.917261 = -967574.934324 nChanged 98 SP:Iteration 20F (6861.352192 sec): 3 clusters Score: Raw -972526.464823 + Penalty 4914.917261 = -967611.547562 nChanged 96 SP:Iteration 21Q (6861.442334 sec): 3 clusters Score: Raw -972563.017297 + Penalty 4914.917261 = -967648.100036 nChanged 86 SP:Iteration 22Q (6861.530603 sec): 3 clusters Score: Raw -972603.804563 + Penalty 4914.917261 = -967688.887301 nChanged 101 SP:Iteration 23Q (6861.610783 sec): 3 clusters Score: Raw -972641.393515 + Penalty 4914.917261 = -967726.476254 nChanged 79 SP:Iteration 24Q (6861.808008 sec): 3 clusters Score: Raw -972670.292197 + Penalty 4914.917261 = -967755.374935 nChanged 79 SP:Iteration 25Q (6861.974880 sec): 3 clusters Score: Raw -972701.108842 + Penalty 4914.917261 = -967786.191580 nChanged 78 SP:Iteration 26Q (6862.106798 sec): 3 clusters Score: Raw -972733.864871 + Penalty 4914.917261 = -967818.947610 nChanged 81 SP:Iteration 27Q (6862.246597 sec): 3 clusters Score: Raw -972765.306235 + Penalty 4914.917261 = -967850.388974 nChanged 66 SP:Iteration 28Q (6862.403555 sec): 3 clusters Score: Raw -972788.537343 + Penalty 4914.917261 = -967873.620082 nChanged 60 SP:Iteration 29Q (6862.566872 sec): 3 clusters Score: Raw -972805.515332 + Penalty 4914.917261 = -967890.598070 nChanged 45 SP:Iteration 30Q (6862.727268 sec): 3 clusters Score: Raw -972816.821975 + Penalty 4914.917261 = -967901.904714 nChanged 35 SP:Iteration 31Q (6862.877535 sec): 3 clusters Score: Raw -972827.133397 + Penalty 4914.917261 = -967912.216135 nChanged 30 SP:Iteration 32Q (6862.950059 sec): 3 clusters Score: Raw -972836.361853 + Penalty 4914.917261 = -967921.444592 nChanged 34 SP:Iteration 33Q (6863.023148 sec): 3 clusters Score: Raw -972846.821165 + Penalty 4914.917261 = -967931.903904 nChanged 26 SP:Iteration 34Q (6863.158259 sec): 3 clusters Score: Raw -972855.065329 + Penalty 4914.917261 = -967940.148067 nChanged 21 SP:Iteration 35Q (6863.237252 sec): 3 clusters Score: Raw -972861.875727 + Penalty 4914.917261 = -967946.958465 nChanged 25 SP:Iteration 36Q (6863.312092 sec): 3 clusters Score: Raw -972870.952881 + Penalty 4914.917261 = -967956.035620 nChanged 27 SP:Iteration 37Q (6863.406991 sec): 3 clusters Score: Raw -972881.933953 + Penalty 4914.917261 = -967967.016692 nChanged 38 SP:Iteration 38Q (6863.485201 sec): 3 clusters Score: Raw -972894.810042 + Penalty 4914.917261 = -967979.892780 nChanged 32 SP:Iteration 39Q (6863.561442 sec): 3 clusters Score: Raw -972903.119757 + Penalty 4914.917261 = -967988.202496 nChanged 20 SP:Iteration 40F (6863.643956 sec): 3 clusters Score: Raw -972908.530039 + Penalty 4914.917261 = -967993.612777 nChanged 22 SP:Iteration 41Q (6863.725304 sec): 3 clusters Score: Raw -972915.059353 + Penalty 4914.917261 = -968000.142091 nChanged 23 SP:Iteration 42Q (6863.807567 sec): 3 clusters Score: Raw -972923.352971 + Penalty 4914.917261 = -968008.435710 nChanged 27 SP:Iteration 43Q (6863.895527 sec): 3 clusters Score: Raw -972933.484537 + Penalty 4914.917261 = -968018.567276 nChanged 32 SP:Iteration 44Q (6863.982886 sec): 3 clusters Score: Raw -972943.276234 + Penalty 4914.917261 = -968028.358972 nChanged 18 SP:Iteration 45Q (6864.058722 sec): 3 clusters Score: Raw -972948.959904 + Penalty 4914.917261 = -968034.042643 nChanged 18 SP:Iteration 46Q (6864.138438 sec): 3 clusters Score: Raw -972954.699796 + Penalty 4914.917261 = -968039.782534 nChanged 17 SP:Iteration 47Q (6864.218917 sec): 3 clusters Score: Raw -972962.352830 + Penalty 4914.917261 = -968047.435569 nChanged 22 SP:Iteration 48Q (6864.298379 sec): 3 clusters Score: Raw -972970.104390 + Penalty 4914.917261 = -968055.187129 nChanged 16 SP:Iteration 49Q (6864.376906 sec): 3 clusters Score: Raw -972975.404120 + Penalty 4914.917261 = -968060.486859 nChanged 13 SP:Iteration 50Q (6864.456467 sec): 3 clusters Score: Raw -972978.845749 + Penalty 4914.917261 = -968063.928488 nChanged 13 SP:Iteration 51Q (6864.547382 sec): 3 clusters Score: Raw -972982.286329 + Penalty 4914.917261 = -968067.369067 nChanged 11 SP:Iteration 52Q (6864.638320 sec): 3 clusters Score: Raw -972984.777320 + Penalty 4914.917261 = -968069.860058 nChanged 13 SP:Iteration 53Q (6864.712751 sec): 3 clusters Score: Raw -972989.937605 + Penalty 4914.917261 = -968075.020344 nChanged 16 SP:Iteration 54Q (6864.791626 sec): 3 clusters Score: Raw -972994.560454 + Penalty 4914.917261 = -968079.643192 nChanged 15 SP:Iteration 55Q (6864.872290 sec): 3 clusters Score: Raw -972998.508774 + Penalty 4914.917261 = -968083.591512 nChanged 10 SP:Iteration 56Q (6865.073817 sec): 3 clusters Score: Raw -973000.719226 + Penalty 4914.917261 = -968085.801964 nChanged 11 SP:Iteration 57Q (6865.241126 sec): 3 clusters Score: Raw -973003.752470 + Penalty 4914.917261 = -968088.835208 nChanged 9 SP:Iteration 58Q (6865.422905 sec): 3 clusters Score: Raw -973006.442483 + Penalty 4914.917261 = -968091.525222 nChanged 10 SP:Iteration 59Q (6865.571268 sec): 3 clusters Score: Raw -973008.677298 + Penalty 4914.917261 = -968093.760036 nChanged 10 SP:Iteration 60F (6865.751720 sec): 3 clusters Score: Raw -973011.502731 + Penalty 4914.917261 = -968096.585470 nChanged 6 SP:Iteration 61Q (6865.849359 sec): 3 clusters Score: Raw -973012.517868 + Penalty 4914.917261 = -968097.600607 nChanged 3 SP:Iteration 62Q (6865.913047 sec): 3 clusters Score: Raw -973013.427855 + Penalty 4914.917261 = -968098.510594 nChanged 6 SP:Iteration 63Q (6865.983732 sec): 3 clusters Score: Raw -973014.660750 + Penalty 4914.917261 = -968099.743489 nChanged 2 SP:Iteration 64Q (6866.067801 sec): 3 clusters Score: Raw -973015.047619 + Penalty 4914.917261 = -968100.130357 nChanged 1 SP:Iteration 65Q (6866.159847 sec): 3 clusters Score: Raw -973015.147447 + Penalty 4914.917261 = -968100.230185 nChanged 0 SP:Iteration 66F (6866.246616 sec): 3 clusters Score: Raw -973015.147447 + Penalty 4914.917261 = -968100.230185 nChanged 0 Trying to split cluster 11 (12327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6866.320332 sec): 2 clusters Score: Raw -1077607.510103 + Penalty 2486.760476 = -1075120.749627 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6866.418984 sec): 3 clusters Score: Raw -1070873.290001 + Penalty 4973.520952 = -1065899.769049 nChanged 5196 SP:Iteration 1F (6866.504137 sec): 3 clusters Score: Raw -1073734.795652 + Penalty 4973.520952 = -1068761.274700 nChanged 839 SP:Iteration 2F (6866.583440 sec): 3 clusters Score: Raw -1074197.897472 + Penalty 4973.520952 = -1069224.376521 nChanged 746 SP:Iteration 3F (6866.678832 sec): 3 clusters Score: Raw -1074601.494970 + Penalty 4973.520952 = -1069627.974018 nChanged 644 SP:Iteration 4F (6866.771933 sec): 3 clusters Score: Raw -1075007.266084 + Penalty 4973.520952 = -1070033.745132 nChanged 665 SP:Iteration 5F (6866.862576 sec): 3 clusters Score: Raw -1075477.651919 + Penalty 4973.520952 = -1070504.130967 nChanged 693 SP:Iteration 6F (6866.952029 sec): 3 clusters Score: Raw -1076020.993403 + Penalty 4973.520952 = -1071047.472451 nChanged 668 SP:Iteration 7F (6867.052826 sec): 3 clusters Score: Raw -1076579.041615 + Penalty 4973.520952 = -1071605.520663 nChanged 653 SP:Iteration 8F (6867.139911 sec): 3 clusters Score: Raw -1077081.634746 + Penalty 4973.520952 = -1072108.113794 nChanged 521 SP:Iteration 9Q (6867.220630 sec): 3 clusters Score: Raw -1077414.611629 + Penalty 4973.520952 = -1072441.090677 nChanged 411 SP:Iteration 10Q (6867.349483 sec): 3 clusters Score: Raw -1077623.378078 + Penalty 4973.520952 = -1072649.857126 nChanged 327 SP:Iteration 11Q (6867.542641 sec): 3 clusters Score: Raw -1077784.132132 + Penalty 4973.520952 = -1072810.611180 nChanged 249 SP:Iteration 12Q (6867.670271 sec): 3 clusters Score: Raw -1077888.539565 + Penalty 4973.520952 = -1072915.018613 nChanged 188 SP:Iteration 13Q (6867.743214 sec): 3 clusters Score: Raw -1077953.887325 + Penalty 4973.520952 = -1072980.366373 nChanged 172 SP:Iteration 14Q (6867.827232 sec): 3 clusters Score: Raw -1078010.415763 + Penalty 4973.520952 = -1073036.894811 nChanged 146 SP:Iteration 15Q (6867.939565 sec): 3 clusters Score: Raw -1078059.559042 + Penalty 4973.520952 = -1073086.038090 nChanged 137 SP:Iteration 16Q (6868.020859 sec): 3 clusters Score: Raw -1078105.131346 + Penalty 4973.520952 = -1073131.610394 nChanged 119 SP:Iteration 17Q (6868.116412 sec): 3 clusters Score: Raw -1078137.846838 + Penalty 4973.520952 = -1073164.325886 nChanged 87 SP:Iteration 18Q (6868.294847 sec): 3 clusters Score: Raw -1078162.446978 + Penalty 4973.520952 = -1073188.926026 nChanged 89 SP:Iteration 19Q (6868.433863 sec): 3 clusters Score: Raw -1078187.080594 + Penalty 4973.520952 = -1073213.559642 nChanged 84 SP:Iteration 20F (6868.604664 sec): 3 clusters Score: Raw -1078207.185974 + Penalty 4973.520952 = -1073233.665022 nChanged 70 SP:Iteration 21Q (6868.769455 sec): 3 clusters Score: Raw -1078224.893108 + Penalty 4973.520952 = -1073251.372156 nChanged 64 SP:Iteration 22Q (6868.891305 sec): 3 clusters Score: Raw -1078240.976837 + Penalty 4973.520952 = -1073267.455885 nChanged 68 SP:Iteration 23Q (6869.058932 sec): 3 clusters Score: Raw -1078255.224452 + Penalty 4973.520952 = -1073281.703500 nChanged 52 SP:Iteration 24Q (6869.204259 sec): 3 clusters Score: Raw -1078266.350799 + Penalty 4973.520952 = -1073292.829847 nChanged 44 SP:Iteration 25Q (6869.291394 sec): 3 clusters Score: Raw -1078275.437287 + Penalty 4973.520952 = -1073301.916335 nChanged 45 SP:Iteration 26Q (6869.372963 sec): 3 clusters Score: Raw -1078284.307144 + Penalty 4973.520952 = -1073310.786192 nChanged 47 SP:Iteration 27Q (6869.455909 sec): 3 clusters Score: Raw -1078293.398434 + Penalty 4973.520952 = -1073319.877482 nChanged 45 SP:Iteration 28Q (6869.551815 sec): 3 clusters Score: Raw -1078302.251726 + Penalty 4973.520952 = -1073328.730774 nChanged 32 SP:Iteration 29Q (6869.640750 sec): 3 clusters Score: Raw -1078307.243063 + Penalty 4973.520952 = -1073333.722111 nChanged 22 SP:Iteration 30Q (6869.724739 sec): 3 clusters Score: Raw -1078310.933908 + Penalty 4973.520952 = -1073337.412956 nChanged 26 SP:Iteration 31Q (6869.804482 sec): 3 clusters Score: Raw -1078316.432785 + Penalty 4973.520952 = -1073342.911833 nChanged 29 SP:Iteration 32Q (6869.894476 sec): 3 clusters Score: Raw -1078322.300897 + Penalty 4973.520952 = -1073348.779945 nChanged 32 SP:Iteration 33Q (6869.985996 sec): 3 clusters Score: Raw -1078328.273423 + Penalty 4973.520952 = -1073354.752471 nChanged 35 SP:Iteration 34Q (6870.075748 sec): 3 clusters Score: Raw -1078334.786738 + Penalty 4973.520952 = -1073361.265786 nChanged 21 SP:Iteration 35Q (6870.165870 sec): 3 clusters Score: Raw -1078338.332171 + Penalty 4973.520952 = -1073364.811219 nChanged 19 SP:Iteration 36Q (6870.255931 sec): 3 clusters Score: Raw -1078342.912420 + Penalty 4973.520952 = -1073369.391468 nChanged 24 SP:Iteration 37Q (6870.345754 sec): 3 clusters Score: Raw -1078347.342854 + Penalty 4973.520952 = -1073373.821902 nChanged 23 SP:Iteration 38Q (6870.436032 sec): 3 clusters Score: Raw -1078350.177923 + Penalty 4973.520952 = -1073376.656971 nChanged 11 SP:Iteration 39Q (6870.526058 sec): 3 clusters Score: Raw -1078351.838155 + Penalty 4973.520952 = -1073378.317203 nChanged 6 SP:Iteration 40F (6870.613188 sec): 3 clusters Score: Raw -1078352.676689 + Penalty 4973.520952 = -1073379.155737 nChanged 6 SP:Iteration 41Q (6870.692531 sec): 3 clusters Score: Raw -1078353.573631 + Penalty 4973.520952 = -1073380.052679 nChanged 5 SP:Iteration 42Q (6870.783790 sec): 3 clusters Score: Raw -1078354.381828 + Penalty 4973.520952 = -1073380.860876 nChanged 10 SP:Iteration 43Q (6870.875402 sec): 3 clusters Score: Raw -1078355.734561 + Penalty 4973.520952 = -1073382.213609 nChanged 9 SP:Iteration 44Q (6870.965208 sec): 3 clusters Score: Raw -1078357.018209 + Penalty 4973.520952 = -1073383.497257 nChanged 6 SP:Iteration 45Q (6871.055031 sec): 3 clusters Score: Raw -1078357.622493 + Penalty 4973.520952 = -1073384.101541 nChanged 7 SP:Iteration 46Q (6871.246474 sec): 3 clusters Score: Raw -1078358.485050 + Penalty 4973.520952 = -1073384.964098 nChanged 3 SP:Iteration 47Q (6871.352762 sec): 3 clusters Score: Raw -1078358.816516 + Penalty 4973.520952 = -1073385.295564 nChanged 4 SP:Iteration 48Q (6871.434134 sec): 3 clusters Score: Raw -1078359.089407 + Penalty 4973.520952 = -1073385.568455 nChanged 3 SP:Iteration 49Q (6871.648967 sec): 3 clusters Score: Raw -1078359.608382 + Penalty 4973.520952 = -1073386.087430 nChanged 1 SP:Iteration 50Q (6871.785707 sec): 3 clusters Score: Raw -1078359.650189 + Penalty 4973.520952 = -1073386.129237 nChanged 1 SP:Iteration 51Q (6871.958398 sec): 3 clusters Score: Raw -1078359.865962 + Penalty 4973.520952 = -1073386.345010 nChanged 2 SP:Iteration 52Q (6872.131302 sec): 3 clusters Score: Raw -1078359.973479 + Penalty 4973.520952 = -1073386.452527 nChanged 2 SP:Iteration 53Q (6872.270770 sec): 3 clusters Score: Raw -1078360.438322 + Penalty 4973.520952 = -1073386.917371 nChanged 2 SP:Iteration 54Q (6872.414667 sec): 3 clusters Score: Raw -1078360.592985 + Penalty 4973.520952 = -1073387.072033 nChanged 0 SP:Iteration 55F (6872.512786 sec): 3 clusters Score: Raw -1078360.592985 + Penalty 4973.520952 = -1073387.072033 nChanged 0 Trying to split cluster 12 (3288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6872.565760 sec): 2 clusters Score: Raw -241488.886493 + Penalty 2137.881176 = -239351.005317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6872.621922 sec): 3 clusters Score: Raw -240042.878450 + Penalty 4275.762351 = -235767.116099 nChanged 1177 SP:Iteration 1F (6872.676921 sec): 3 clusters Score: Raw -240872.941903 + Penalty 4275.762351 = -236597.179552 nChanged 300 SP:Iteration 2F (6872.725479 sec): 3 clusters Score: Raw -241154.928469 + Penalty 4275.762351 = -236879.166117 nChanged 217 SP:Iteration 3F (6872.766272 sec): 3 clusters Score: Raw -241377.474776 + Penalty 4275.762351 = -237101.712425 nChanged 181 SP:Iteration 4F (6872.806615 sec): 3 clusters Score: Raw -241589.593841 + Penalty 4275.762351 = -237313.831490 nChanged 164 SP:Iteration 5Q (6872.847787 sec): 3 clusters Score: Raw -241766.063523 + Penalty 4275.762351 = -237490.301172 nChanged 148 SP:Iteration 6Q (6872.889750 sec): 3 clusters Score: Raw -241922.885506 + Penalty 4275.762351 = -237647.123155 nChanged 130 SP:Iteration 7Q (6872.935187 sec): 3 clusters Score: Raw -242061.682831 + Penalty 4275.762351 = -237785.920480 nChanged 113 SP:Iteration 8Q (6872.979741 sec): 3 clusters Score: Raw -242185.699211 + Penalty 4275.762351 = -237909.936859 nChanged 88 SP:Iteration 9Q (6873.025332 sec): 3 clusters Score: Raw -242279.253026 + Penalty 4275.762351 = -238003.490674 nChanged 85 SP:Iteration 10Q (6873.069818 sec): 3 clusters Score: Raw -242369.885370 + Penalty 4275.762351 = -238094.123019 nChanged 77 SP:Iteration 11Q (6873.112974 sec): 3 clusters Score: Raw -242436.143219 + Penalty 4275.762351 = -238160.380868 nChanged 57 SP:Iteration 12Q (6873.156094 sec): 3 clusters Score: Raw -242480.399848 + Penalty 4275.762351 = -238204.637496 nChanged 45 SP:Iteration 13Q (6873.199575 sec): 3 clusters Score: Raw -242508.343230 + Penalty 4275.762351 = -238232.580879 nChanged 23 SP:Iteration 14Q (6873.243432 sec): 3 clusters Score: Raw -242525.053526 + Penalty 4275.762351 = -238249.291174 nChanged 24 SP:Iteration 15Q (6873.289172 sec): 3 clusters Score: Raw -242539.379394 + Penalty 4275.762351 = -238263.617043 nChanged 15 SP:Iteration 16Q (6873.335380 sec): 3 clusters Score: Raw -242547.254362 + Penalty 4275.762351 = -238271.492010 nChanged 10 SP:Iteration 17Q (6873.391400 sec): 3 clusters Score: Raw -242552.409888 + Penalty 4275.762351 = -238276.647537 nChanged 11 SP:Iteration 18Q (6873.434637 sec): 3 clusters Score: Raw -242558.691615 + Penalty 4275.762351 = -238282.929264 nChanged 11 SP:Iteration 19Q (6873.478449 sec): 3 clusters Score: Raw -242563.680152 + Penalty 4275.762351 = -238287.917800 nChanged 5 SP:Iteration 20F (6873.522202 sec): 3 clusters Score: Raw -242565.217232 + Penalty 4275.762351 = -238289.454880 nChanged 0 Trying to split cluster 13 (4901 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6873.571009 sec): 2 clusters Score: Raw -413487.373500 + Penalty 2243.259360 = -411244.114140 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6873.728931 sec): 3 clusters Score: Raw -411222.861550 + Penalty 4486.518720 = -406736.342830 nChanged 1820 SP:Iteration 1F (6873.864521 sec): 3 clusters Score: Raw -412313.626967 + Penalty 4486.518720 = -407827.108247 nChanged 389 SP:Iteration 2F (6874.006730 sec): 3 clusters Score: Raw -412602.907088 + Penalty 4486.518720 = -408116.388368 nChanged 313 SP:Iteration 3F (6874.113284 sec): 3 clusters Score: Raw -412833.912474 + Penalty 4486.518720 = -408347.393754 nChanged 248 SP:Iteration 4F (6874.232885 sec): 3 clusters Score: Raw -413023.511588 + Penalty 4486.518720 = -408536.992868 nChanged 210 SP:Iteration 5Q (6874.371140 sec): 3 clusters Score: Raw -413179.526926 + Penalty 4486.518720 = -408693.008206 nChanged 198 SP:Iteration 6Q (6874.506508 sec): 3 clusters Score: Raw -413341.194027 + Penalty 4486.518720 = -408854.675307 nChanged 181 SP:Iteration 7Q (6874.667548 sec): 3 clusters Score: Raw -413496.579934 + Penalty 4486.518720 = -409010.061214 nChanged 174 SP:Iteration 8Q (6874.743505 sec): 3 clusters Score: Raw -413660.744078 + Penalty 4486.518720 = -409174.225358 nChanged 204 SP:Iteration 9Q (6874.794451 sec): 3 clusters Score: Raw -413838.782126 + Penalty 4486.518720 = -409352.263406 nChanged 178 SP:Iteration 10Q (6874.845348 sec): 3 clusters Score: Raw -413972.772244 + Penalty 4486.518720 = -409486.253524 nChanged 149 SP:Iteration 11Q (6874.896506 sec): 3 clusters Score: Raw -414073.129132 + Penalty 4486.518720 = -409586.610413 nChanged 101 SP:Iteration 12Q (6874.947338 sec): 3 clusters Score: Raw -414128.299379 + Penalty 4486.518720 = -409641.780659 nChanged 82 SP:Iteration 13Q (6874.998173 sec): 3 clusters Score: Raw -414171.718546 + Penalty 4486.518720 = -409685.199826 nChanged 65 SP:Iteration 14Q (6875.049420 sec): 3 clusters Score: Raw -414201.666268 + Penalty 4486.518720 = -409715.147548 nChanged 57 SP:Iteration 15Q (6875.100440 sec): 3 clusters Score: Raw -414228.004291 + Penalty 4486.518720 = -409741.485571 nChanged 45 SP:Iteration 16Q (6875.151026 sec): 3 clusters Score: Raw -414250.058451 + Penalty 4486.518720 = -409763.539732 nChanged 33 SP:Iteration 17Q (6875.201848 sec): 3 clusters Score: Raw -414264.517130 + Penalty 4486.518720 = -409777.998410 nChanged 40 SP:Iteration 18Q (6875.252560 sec): 3 clusters Score: Raw -414280.776773 + Penalty 4486.518720 = -409794.258053 nChanged 33 SP:Iteration 19Q (6875.328107 sec): 3 clusters Score: Raw -414296.546728 + Penalty 4486.518720 = -409810.028008 nChanged 26 SP:Iteration 20F (6875.380685 sec): 3 clusters Score: Raw -414306.045711 + Penalty 4486.518720 = -409819.526991 nChanged 22 SP:Iteration 21Q (6875.434892 sec): 3 clusters Score: Raw -414311.650426 + Penalty 4486.518720 = -409825.131706 nChanged 8 SP:Iteration 22Q (6875.488074 sec): 3 clusters Score: Raw -414313.828496 + Penalty 4486.518720 = -409827.309777 nChanged 9 SP:Iteration 23Q (6875.541437 sec): 3 clusters Score: Raw -414316.707269 + Penalty 4486.518720 = -409830.188550 nChanged 6 SP:Iteration 24Q (6875.595991 sec): 3 clusters Score: Raw -414319.097992 + Penalty 4486.518720 = -409832.579272 nChanged 6 SP:Iteration 25Q (6875.683570 sec): 3 clusters Score: Raw -414321.451856 + Penalty 4486.518720 = -409834.933137 nChanged 4 SP:Iteration 26Q (6875.756977 sec): 3 clusters Score: Raw -414322.793767 + Penalty 4486.518720 = -409836.275048 nChanged 5 SP:Iteration 27Q (6875.831881 sec): 3 clusters Score: Raw -414324.202340 + Penalty 4486.518720 = -409837.683620 nChanged 4 SP:Iteration 28Q (6875.885612 sec): 3 clusters Score: Raw -414325.248241 + Penalty 4486.518720 = -409838.729522 nChanged 4 SP:Iteration 29Q (6875.936742 sec): 3 clusters Score: Raw -414326.897036 + Penalty 4486.518720 = -409840.378316 nChanged 1 SP:Iteration 30Q (6875.988052 sec): 3 clusters Score: Raw -414327.147275 + Penalty 4486.518720 = -409840.628555 nChanged 4 SP:Iteration 31Q (6876.148537 sec): 3 clusters Score: Raw -414328.188689 + Penalty 4486.518720 = -409841.669969 nChanged 4 SP:Iteration 32Q (6876.267297 sec): 3 clusters Score: Raw -414329.142250 + Penalty 4486.518720 = -409842.623531 nChanged 3 SP:Iteration 33Q (6876.402396 sec): 3 clusters Score: Raw -414330.479117 + Penalty 4486.518720 = -409843.960398 nChanged 2 SP:Iteration 34Q (6876.511686 sec): 3 clusters Score: Raw -414331.263983 + Penalty 4486.518720 = -409844.745263 nChanged 2 SP:Iteration 35Q (6876.648146 sec): 3 clusters Score: Raw -414331.851096 + Penalty 4486.518720 = -409845.332377 nChanged 3 SP:Iteration 36Q (6876.777280 sec): 3 clusters Score: Raw -414332.436037 + Penalty 4486.518720 = -409845.917318 nChanged 0 SP:Iteration 37F (6876.904717 sec): 3 clusters Score: Raw -414332.436037 + Penalty 4486.518720 = -409845.917318 nChanged 0 Iteration 99Q (6878.867761 sec): 14 clusters Score: Raw -11820673.508386 + Penalty 40809.037774 = -11779864.470612 nChanged 37 Iteration 100F (6881.652975 sec): 14 clusters Score: Raw -11820676.968332 + Penalty 40809.037774 = -11779867.930558 nChanged 37 Iteration 101Q (6883.591820 sec): 14 clusters Score: Raw -11820681.274481 + Penalty 40809.037774 = -11779872.236706 nChanged 34 Iteration 102Q (6885.554888 sec): 14 clusters Score: Raw -11820685.556856 + Penalty 40809.037774 = -11779876.519082 nChanged 32 Iteration 103Q (6887.588100 sec): 14 clusters Score: Raw -11820688.334961 + Penalty 40809.037774 = -11779879.297186 nChanged 22 Iteration 104Q (6889.231838 sec): 14 clusters Score: Raw -11820690.323424 + Penalty 40809.037774 = -11779881.285649 nChanged 25 Iteration 105Q (6890.881319 sec): 14 clusters Score: Raw -11820691.948761 + Penalty 40809.037774 = -11779882.910987 nChanged 22 Iteration 106Q (6892.531063 sec): 14 clusters Score: Raw -11820693.391155 + Penalty 40809.037774 = -11779884.353381 nChanged 19 Iteration 107Q (6894.062768 sec): 14 clusters Score: Raw -11820694.852382 + Penalty 40809.037774 = -11779885.814608 nChanged 16 Iteration 108Q (6895.518304 sec): 14 clusters Score: Raw -11820696.293063 + Penalty 40809.037774 = -11779887.255288 nChanged 11 Iteration 109Q (6897.023112 sec): 14 clusters Score: Raw -11820697.267238 + Penalty 40809.037774 = -11779888.229464 nChanged 6 Iteration 110Q (6898.481481 sec): 14 clusters Score: Raw -11820698.118562 + Penalty 40809.037774 = -11779889.080787 nChanged 5 Iteration 111Q (6899.980358 sec): 14 clusters Score: Raw -11820699.013955 + Penalty 40809.037774 = -11779889.976181 nChanged 9 Iteration 112Q (6901.458099 sec): 14 clusters Score: Raw -11820699.801847 + Penalty 40809.037774 = -11779890.764073 nChanged 8 Iteration 113Q (6902.928807 sec): 14 clusters Score: Raw -11820700.863254 + Penalty 40809.037774 = -11779891.825479 nChanged 12 Iteration 114Q (6904.409430 sec): 14 clusters Score: Raw -11820702.179645 + Penalty 40809.037774 = -11779893.141871 nChanged 14 Iteration 115Q (6905.949280 sec): 14 clusters Score: Raw -11820703.683306 + Penalty 40809.037774 = -11779894.645531 nChanged 16 Iteration 116Q (6907.519214 sec): 14 clusters Score: Raw -11820705.145385 + Penalty 40809.037774 = -11779896.107611 nChanged 12 Iteration 117Q (6909.022572 sec): 14 clusters Score: Raw -11820706.151590 + Penalty 40809.037774 = -11779897.113816 nChanged 9 Iteration 118Q (6910.480651 sec): 14 clusters Score: Raw -11820706.687748 + Penalty 40809.037774 = -11779897.649973 nChanged 7 Iteration 119Q (6911.950883 sec): 14 clusters Score: Raw -11820707.111828 + Penalty 40809.037774 = -11779898.074054 nChanged 1 Iteration 120F (6914.009609 sec): 14 clusters Score: Raw -11820707.146783 + Penalty 40809.037774 = -11779898.109008 nChanged 2 Iteration 121Q (6915.662872 sec): 14 clusters Score: Raw -11820707.241919 + Penalty 40809.037774 = -11779898.204144 nChanged 2 Iteration 122Q (6917.240346 sec): 14 clusters Score: Raw -11820707.432595 + Penalty 40809.037774 = -11779898.394821 nChanged 3 Iteration 123Q (6918.732168 sec): 14 clusters Score: Raw -11820707.770673 + Penalty 40809.037774 = -11779898.732899 nChanged 6 Iteration 124Q (6920.347730 sec): 14 clusters Score: Raw -11820708.309800 + Penalty 40809.037774 = -11779899.272025 nChanged 7 Iteration 125Q (6921.816803 sec): 14 clusters Score: Raw -11820708.761959 + Penalty 40809.037774 = -11779899.724185 nChanged 6 Iteration 126Q (6923.414565 sec): 14 clusters Score: Raw -11820709.207163 + Penalty 40809.037774 = -11779900.169388 nChanged 10 Iteration 127Q (6924.886218 sec): 14 clusters Score: Raw -11820710.002240 + Penalty 40809.037774 = -11779900.964466 nChanged 5 Iteration 128Q (6926.350758 sec): 14 clusters Score: Raw -11820710.480528 + Penalty 40809.037774 = -11779901.442754 nChanged 7 Iteration 129Q (6927.859500 sec): 14 clusters Score: Raw -11820711.731745 + Penalty 40809.037774 = -11779902.693971 nChanged 9 Iteration 130Q (6929.343534 sec): 14 clusters Score: Raw -11820712.731401 + Penalty 40809.037774 = -11779903.693627 nChanged 7 Iteration 131Q (6930.803779 sec): 14 clusters Score: Raw -11820713.508960 + Penalty 40809.037774 = -11779904.471186 nChanged 5 Iteration 132Q (6932.321591 sec): 14 clusters Score: Raw -11820713.747513 + Penalty 40809.037774 = -11779904.709739 nChanged 3 Iteration 133Q (6933.759748 sec): 14 clusters Score: Raw -11820713.915143 + Penalty 40809.037774 = -11779904.877368 nChanged 2 Iteration 134Q (6935.275548 sec): 14 clusters Score: Raw -11820713.954308 + Penalty 40809.037774 = -11779904.916533 nChanged 2 Iteration 135Q (6936.762942 sec): 14 clusters Score: Raw -11820714.103912 + Penalty 40809.037774 = -11779905.066138 nChanged 0 Iteration 136F (6938.858705 sec): 14 clusters Score: Raw -11820714.103912 + Penalty 40809.037774 = -11779905.066138 nChanged 0 Compute initial score before splitting: Score: Raw -11820714.103912 + Penalty 40809.037774 = -11779905.066138 Trying to split cluster 1 (8072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6938.990337 sec): 2 clusters Score: Raw -624964.464201 + Penalty 2374.985332 = -622589.478868 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6939.058864 sec): 3 clusters Score: Raw -620878.328112 + Penalty 4749.970665 = -616128.357447 nChanged 3226 SP:Iteration 1F (6939.129912 sec): 3 clusters Score: Raw -622932.718875 + Penalty 4749.970665 = -618182.748210 nChanged 703 SP:Iteration 2F (6939.200587 sec): 3 clusters Score: Raw -623506.539462 + Penalty 4749.970665 = -618756.568797 nChanged 559 SP:Iteration 3F (6939.261998 sec): 3 clusters Score: Raw -623975.075286 + Penalty 4749.970665 = -619225.104621 nChanged 510 SP:Iteration 4F (6939.316119 sec): 3 clusters Score: Raw -624407.992250 + Penalty 4749.970665 = -619658.021585 nChanged 472 SP:Iteration 5F (6939.369799 sec): 3 clusters Score: Raw -624785.501224 + Penalty 4749.970665 = -620035.530559 nChanged 396 SP:Iteration 6Q (6939.434881 sec): 3 clusters Score: Raw -625093.428074 + Penalty 4749.970665 = -620343.457409 nChanged 324 SP:Iteration 7Q (6939.500660 sec): 3 clusters Score: Raw -625332.482928 + Penalty 4749.970665 = -620582.512263 nChanged 268 SP:Iteration 8Q (6939.562713 sec): 3 clusters Score: Raw -625515.570863 + Penalty 4749.970665 = -620765.600199 nChanged 237 SP:Iteration 9Q (6939.618817 sec): 3 clusters Score: Raw -625650.068144 + Penalty 4749.970665 = -620900.097479 nChanged 160 SP:Iteration 10Q (6939.674344 sec): 3 clusters Score: Raw -625730.180431 + Penalty 4749.970665 = -620980.209766 nChanged 123 SP:Iteration 11Q (6939.732691 sec): 3 clusters Score: Raw -625781.695750 + Penalty 4749.970665 = -621031.725086 nChanged 102 SP:Iteration 12Q (6939.793054 sec): 3 clusters Score: Raw -625828.743116 + Penalty 4749.970665 = -621078.772451 nChanged 76 SP:Iteration 13Q (6939.853018 sec): 3 clusters Score: Raw -625857.508166 + Penalty 4749.970665 = -621107.537501 nChanged 68 SP:Iteration 14Q (6939.912822 sec): 3 clusters Score: Raw -625883.585974 + Penalty 4749.970665 = -621133.615309 nChanged 51 SP:Iteration 15Q (6940.040210 sec): 3 clusters Score: Raw -625902.749265 + Penalty 4749.970665 = -621152.778600 nChanged 41 SP:Iteration 16Q (6940.167215 sec): 3 clusters Score: Raw -625918.286187 + Penalty 4749.970665 = -621168.315522 nChanged 43 SP:Iteration 17Q (6940.320805 sec): 3 clusters Score: Raw -625932.997279 + Penalty 4749.970665 = -621183.026614 nChanged 30 SP:Iteration 18Q (6940.429385 sec): 3 clusters Score: Raw -625940.095256 + Penalty 4749.970665 = -621190.124591 nChanged 25 SP:Iteration 19Q (6940.561176 sec): 3 clusters Score: Raw -625946.569381 + Penalty 4749.970665 = -621196.598717 nChanged 21 SP:Iteration 20F (6940.675794 sec): 3 clusters Score: Raw -625952.215333 + Penalty 4749.970665 = -621202.244668 nChanged 22 SP:Iteration 21Q (6940.792480 sec): 3 clusters Score: Raw -625956.952699 + Penalty 4749.970665 = -621206.982034 nChanged 22 SP:Iteration 22Q (6940.895966 sec): 3 clusters Score: Raw -625961.690035 + Penalty 4749.970665 = -621211.719370 nChanged 14 SP:Iteration 23Q (6940.955795 sec): 3 clusters Score: Raw -625965.356273 + Penalty 4749.970665 = -621215.385608 nChanged 16 SP:Iteration 24Q (6941.020611 sec): 3 clusters Score: Raw -625969.704853 + Penalty 4749.970665 = -621219.734188 nChanged 23 SP:Iteration 25Q (6941.091086 sec): 3 clusters Score: Raw -625976.015046 + Penalty 4749.970665 = -621226.044381 nChanged 20 SP:Iteration 26Q (6941.158399 sec): 3 clusters Score: Raw -625982.860921 + Penalty 4749.970665 = -621232.890257 nChanged 25 SP:Iteration 27Q (6941.224230 sec): 3 clusters Score: Raw -625989.884775 + Penalty 4749.970665 = -621239.914110 nChanged 18 SP:Iteration 28Q (6941.288231 sec): 3 clusters Score: Raw -625992.821495 + Penalty 4749.970665 = -621242.850830 nChanged 9 SP:Iteration 29Q (6941.345524 sec): 3 clusters Score: Raw -625994.546322 + Penalty 4749.970665 = -621244.575658 nChanged 4 SP:Iteration 30Q (6941.402990 sec): 3 clusters Score: Raw -625995.080785 + Penalty 4749.970665 = -621245.110120 nChanged 3 SP:Iteration 31Q (6941.460572 sec): 3 clusters Score: Raw -625995.382275 + Penalty 4749.970665 = -621245.411610 nChanged 3 SP:Iteration 32Q (6941.519603 sec): 3 clusters Score: Raw -625995.799102 + Penalty 4749.970665 = -621245.828437 nChanged 3 SP:Iteration 33Q (6941.577430 sec): 3 clusters Score: Raw -625996.204377 + Penalty 4749.970665 = -621246.233712 nChanged 1 SP:Iteration 34Q (6941.637612 sec): 3 clusters Score: Raw -625996.451235 + Penalty 4749.970665 = -621246.480570 nChanged 1 SP:Iteration 35Q (6941.697279 sec): 3 clusters Score: Raw -625996.697192 + Penalty 4749.970665 = -621246.726527 nChanged 1 SP:Iteration 36Q (6941.757068 sec): 3 clusters Score: Raw -625996.768095 + Penalty 4749.970665 = -621246.797430 nChanged 1 SP:Iteration 37Q (6941.816647 sec): 3 clusters Score: Raw -625996.915257 + Penalty 4749.970665 = -621246.944592 nChanged 1 SP:Iteration 38Q (6941.874730 sec): 3 clusters Score: Raw -625996.964865 + Penalty 4749.970665 = -621246.994200 nChanged 0 SP:Iteration 39F (6941.934538 sec): 3 clusters Score: Raw -625996.964865 + Penalty 4749.970665 = -621246.994200 nChanged 0 Trying to split cluster 2 (5818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6941.987499 sec): 2 clusters Score: Raw -452937.372396 + Penalty 2288.539926 = -450648.832470 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6942.060020 sec): 3 clusters Score: Raw -450140.327004 + Penalty 4577.079851 = -445563.247153 nChanged 2246 SP:Iteration 1F (6942.135147 sec): 3 clusters Score: Raw -451452.748788 + Penalty 4577.079851 = -446875.668937 nChanged 445 SP:Iteration 2F (6942.183354 sec): 3 clusters Score: Raw -451744.778709 + Penalty 4577.079851 = -447167.698858 nChanged 345 SP:Iteration 3F (6942.231316 sec): 3 clusters Score: Raw -451998.324044 + Penalty 4577.079851 = -447421.244193 nChanged 306 SP:Iteration 4F (6942.279459 sec): 3 clusters Score: Raw -452212.206789 + Penalty 4577.079851 = -447635.126938 nChanged 278 SP:Iteration 5Q (6942.407314 sec): 3 clusters Score: Raw -452437.820660 + Penalty 4577.079851 = -447860.740809 nChanged 274 SP:Iteration 6Q (6942.518652 sec): 3 clusters Score: Raw -452681.909694 + Penalty 4577.079851 = -448104.829843 nChanged 253 SP:Iteration 7Q (6942.637539 sec): 3 clusters Score: Raw -452899.714530 + Penalty 4577.079851 = -448322.634679 nChanged 244 SP:Iteration 8Q (6942.772901 sec): 3 clusters Score: Raw -453109.567810 + Penalty 4577.079851 = -448532.487958 nChanged 228 SP:Iteration 9Q (6942.893197 sec): 3 clusters Score: Raw -453309.488424 + Penalty 4577.079851 = -448732.408573 nChanged 224 SP:Iteration 10Q (6943.030974 sec): 3 clusters Score: Raw -453482.526558 + Penalty 4577.079851 = -448905.446707 nChanged 205 SP:Iteration 11Q (6943.167422 sec): 3 clusters Score: Raw -453633.058591 + Penalty 4577.079851 = -449055.978740 nChanged 173 SP:Iteration 12Q (6943.313576 sec): 3 clusters Score: Raw -453752.315294 + Penalty 4577.079851 = -449175.235443 nChanged 136 SP:Iteration 13Q (6943.431650 sec): 3 clusters Score: Raw -453855.292646 + Penalty 4577.079851 = -449278.212795 nChanged 135 SP:Iteration 14Q (6943.529543 sec): 3 clusters Score: Raw -453942.608973 + Penalty 4577.079851 = -449365.529122 nChanged 106 SP:Iteration 15Q (6943.584845 sec): 3 clusters Score: Raw -454001.258319 + Penalty 4577.079851 = -449424.178468 nChanged 88 SP:Iteration 16Q (6943.641489 sec): 3 clusters Score: Raw -454044.921433 + Penalty 4577.079851 = -449467.841582 nChanged 60 SP:Iteration 17Q (6943.698522 sec): 3 clusters Score: Raw -454069.634477 + Penalty 4577.079851 = -449492.554626 nChanged 48 SP:Iteration 18Q (6943.754910 sec): 3 clusters Score: Raw -454083.966918 + Penalty 4577.079851 = -449506.887067 nChanged 36 SP:Iteration 19Q (6943.809354 sec): 3 clusters Score: Raw -454097.033008 + Penalty 4577.079851 = -449519.953157 nChanged 45 SP:Iteration 20F (6943.863451 sec): 3 clusters Score: Raw -454118.954700 + Penalty 4577.079851 = -449541.874849 nChanged 42 SP:Iteration 21Q (6943.919027 sec): 3 clusters Score: Raw -454140.031279 + Penalty 4577.079851 = -449562.951428 nChanged 45 SP:Iteration 22Q (6943.975345 sec): 3 clusters Score: Raw -454161.521894 + Penalty 4577.079851 = -449584.442043 nChanged 48 SP:Iteration 23Q (6944.031493 sec): 3 clusters Score: Raw -454181.060563 + Penalty 4577.079851 = -449603.980712 nChanged 45 SP:Iteration 24Q (6944.087354 sec): 3 clusters Score: Raw -454195.839242 + Penalty 4577.079851 = -449618.759391 nChanged 32 SP:Iteration 25Q (6944.143108 sec): 3 clusters Score: Raw -454207.622048 + Penalty 4577.079851 = -449630.542197 nChanged 29 SP:Iteration 26Q (6944.198586 sec): 3 clusters Score: Raw -454219.504558 + Penalty 4577.079851 = -449642.424707 nChanged 30 SP:Iteration 27Q (6944.253867 sec): 3 clusters Score: Raw -454229.503393 + Penalty 4577.079851 = -449652.423542 nChanged 40 SP:Iteration 28Q (6944.309142 sec): 3 clusters Score: Raw -454244.402766 + Penalty 4577.079851 = -449667.322915 nChanged 44 SP:Iteration 29Q (6944.363989 sec): 3 clusters Score: Raw -454259.410392 + Penalty 4577.079851 = -449682.330541 nChanged 39 SP:Iteration 30Q (6944.419742 sec): 3 clusters Score: Raw -454275.827148 + Penalty 4577.079851 = -449698.747297 nChanged 36 SP:Iteration 31Q (6944.475468 sec): 3 clusters Score: Raw -454290.065984 + Penalty 4577.079851 = -449712.986133 nChanged 35 SP:Iteration 32Q (6944.531102 sec): 3 clusters Score: Raw -454302.050401 + Penalty 4577.079851 = -449724.970550 nChanged 30 SP:Iteration 33Q (6944.586694 sec): 3 clusters Score: Raw -454314.617891 + Penalty 4577.079851 = -449737.538040 nChanged 29 SP:Iteration 34Q (6944.642116 sec): 3 clusters Score: Raw -454323.981039 + Penalty 4577.079851 = -449746.901188 nChanged 20 SP:Iteration 35Q (6944.697744 sec): 3 clusters Score: Raw -454330.380980 + Penalty 4577.079851 = -449753.301129 nChanged 27 SP:Iteration 36Q (6944.818126 sec): 3 clusters Score: Raw -454340.998054 + Penalty 4577.079851 = -449763.918203 nChanged 24 SP:Iteration 37Q (6944.955087 sec): 3 clusters Score: Raw -454349.122064 + Penalty 4577.079851 = -449772.042213 nChanged 20 SP:Iteration 38Q (6945.115790 sec): 3 clusters Score: Raw -454355.363097 + Penalty 4577.079851 = -449778.283246 nChanged 15 SP:Iteration 39Q (6945.251759 sec): 3 clusters Score: Raw -454358.738107 + Penalty 4577.079851 = -449781.658256 nChanged 10 SP:Iteration 40F (6945.353872 sec): 3 clusters Score: Raw -454361.642872 + Penalty 4577.079851 = -449784.563021 nChanged 10 SP:Iteration 41Q (6945.493320 sec): 3 clusters Score: Raw -454364.735934 + Penalty 4577.079851 = -449787.656083 nChanged 14 SP:Iteration 42Q (6945.635771 sec): 3 clusters Score: Raw -454369.043164 + Penalty 4577.079851 = -449791.963313 nChanged 14 SP:Iteration 43Q (6945.800402 sec): 3 clusters Score: Raw -454374.263004 + Penalty 4577.079851 = -449797.183153 nChanged 14 SP:Iteration 44Q (6945.873686 sec): 3 clusters Score: Raw -454377.135189 + Penalty 4577.079851 = -449800.055338 nChanged 9 SP:Iteration 45Q (6946.004699 sec): 3 clusters Score: Raw -454380.457564 + Penalty 4577.079851 = -449803.377713 nChanged 11 SP:Iteration 46Q (6946.115165 sec): 3 clusters Score: Raw -454383.960186 + Penalty 4577.079851 = -449806.880335 nChanged 10 SP:Iteration 47Q (6946.174034 sec): 3 clusters Score: Raw -454386.510505 + Penalty 4577.079851 = -449809.430654 nChanged 9 SP:Iteration 48Q (6946.233902 sec): 3 clusters Score: Raw -454388.690418 + Penalty 4577.079851 = -449811.610567 nChanged 6 SP:Iteration 49Q (6946.291142 sec): 3 clusters Score: Raw -454389.821818 + Penalty 4577.079851 = -449812.741967 nChanged 3 SP:Iteration 50Q (6946.347341 sec): 3 clusters Score: Raw -454390.617204 + Penalty 4577.079851 = -449813.537353 nChanged 2 SP:Iteration 51Q (6946.401189 sec): 3 clusters Score: Raw -454390.990130 + Penalty 4577.079851 = -449813.910279 nChanged 2 SP:Iteration 52Q (6946.457942 sec): 3 clusters Score: Raw -454391.587565 + Penalty 4577.079851 = -449814.507714 nChanged 3 SP:Iteration 53Q (6946.514787 sec): 3 clusters Score: Raw -454392.395003 + Penalty 4577.079851 = -449815.315152 nChanged 4 SP:Iteration 54Q (6946.575612 sec): 3 clusters Score: Raw -454393.189181 + Penalty 4577.079851 = -449816.109330 nChanged 2 SP:Iteration 55Q (6946.637159 sec): 3 clusters Score: Raw -454393.994066 + Penalty 4577.079851 = -449816.914215 nChanged 3 SP:Iteration 56Q (6946.772185 sec): 3 clusters Score: Raw -454394.740532 + Penalty 4577.079851 = -449817.660681 nChanged 4 SP:Iteration 57Q (6946.825260 sec): 3 clusters Score: Raw -454395.518424 + Penalty 4577.079851 = -449818.438573 nChanged 5 SP:Iteration 58Q (6946.879706 sec): 3 clusters Score: Raw -454396.830893 + Penalty 4577.079851 = -449819.751042 nChanged 3 SP:Iteration 59Q (6946.933974 sec): 3 clusters Score: Raw -454397.753168 + Penalty 4577.079851 = -449820.673317 nChanged 3 SP:Iteration 60F (6946.989272 sec): 3 clusters Score: Raw -454398.090062 + Penalty 4577.079851 = -449821.010211 nChanged 0 Trying to split cluster 3 (2920 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6947.033230 sec): 2 clusters Score: Raw -221195.979623 + Penalty 2106.545468 = -219089.434155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6947.079150 sec): 3 clusters Score: Raw -220015.269117 + Penalty 4213.090937 = -215802.178180 nChanged 998 SP:Iteration 1F (6947.125493 sec): 3 clusters Score: Raw -220725.697370 + Penalty 4213.090937 = -216512.606433 nChanged 214 SP:Iteration 2F (6947.173237 sec): 3 clusters Score: Raw -220900.212617 + Penalty 4213.090937 = -216687.121681 nChanged 124 SP:Iteration 3Q (6947.221194 sec): 3 clusters Score: Raw -221001.379525 + Penalty 4213.090937 = -216788.288589 nChanged 85 SP:Iteration 4Q (6947.266928 sec): 3 clusters Score: Raw -221062.648503 + Penalty 4213.090937 = -216849.557566 nChanged 73 SP:Iteration 5Q (6947.389878 sec): 3 clusters Score: Raw -221121.080442 + Penalty 4213.090937 = -216907.989505 nChanged 74 SP:Iteration 6Q (6947.522370 sec): 3 clusters Score: Raw -221183.584619 + Penalty 4213.090937 = -216970.493682 nChanged 76 SP:Iteration 7Q (6947.654163 sec): 3 clusters Score: Raw -221238.179388 + Penalty 4213.090937 = -217025.088451 nChanged 59 SP:Iteration 8Q (6947.752307 sec): 3 clusters Score: Raw -221279.399759 + Penalty 4213.090937 = -217066.308822 nChanged 54 SP:Iteration 9Q (6947.881979 sec): 3 clusters Score: Raw -221316.859652 + Penalty 4213.090937 = -217103.768716 nChanged 49 SP:Iteration 10Q (6948.005253 sec): 3 clusters Score: Raw -221348.848452 + Penalty 4213.090937 = -217135.757516 nChanged 37 SP:Iteration 11Q (6948.124427 sec): 3 clusters Score: Raw -221378.990401 + Penalty 4213.090937 = -217165.899464 nChanged 35 SP:Iteration 12Q (6948.264603 sec): 3 clusters Score: Raw -221404.882036 + Penalty 4213.090937 = -217191.791099 nChanged 32 SP:Iteration 13Q (6948.360233 sec): 3 clusters Score: Raw -221431.595012 + Penalty 4213.090937 = -217218.504075 nChanged 37 SP:Iteration 14Q (6948.486952 sec): 3 clusters Score: Raw -221459.787469 + Penalty 4213.090937 = -217246.696532 nChanged 33 SP:Iteration 15Q (6948.610833 sec): 3 clusters Score: Raw -221485.745059 + Penalty 4213.090937 = -217272.654123 nChanged 38 SP:Iteration 16Q (6948.721880 sec): 3 clusters Score: Raw -221507.735789 + Penalty 4213.090937 = -217294.644853 nChanged 27 SP:Iteration 17Q (6948.784397 sec): 3 clusters Score: Raw -221524.214186 + Penalty 4213.090937 = -217311.123249 nChanged 21 SP:Iteration 18Q (6948.824907 sec): 3 clusters Score: Raw -221536.288478 + Penalty 4213.090937 = -217323.197541 nChanged 19 SP:Iteration 19Q (6948.866390 sec): 3 clusters Score: Raw -221547.488536 + Penalty 4213.090937 = -217334.397599 nChanged 13 SP:Iteration 20F (6948.909180 sec): 3 clusters Score: Raw -221554.161824 + Penalty 4213.090937 = -217341.070887 nChanged 12 SP:Iteration 21Q (6948.953921 sec): 3 clusters Score: Raw -221561.884611 + Penalty 4213.090937 = -217348.793674 nChanged 11 SP:Iteration 22Q (6948.998504 sec): 3 clusters Score: Raw -221572.742422 + Penalty 4213.090937 = -217359.651485 nChanged 16 SP:Iteration 23Q (6949.043357 sec): 3 clusters Score: Raw -221582.885898 + Penalty 4213.090937 = -217369.794961 nChanged 12 SP:Iteration 24Q (6949.086227 sec): 3 clusters Score: Raw -221590.819615 + Penalty 4213.090937 = -217377.728678 nChanged 15 SP:Iteration 25Q (6949.127095 sec): 3 clusters Score: Raw -221602.937769 + Penalty 4213.090937 = -217389.846832 nChanged 18 SP:Iteration 26Q (6949.167856 sec): 3 clusters Score: Raw -221613.416607 + Penalty 4213.090937 = -217400.325671 nChanged 13 SP:Iteration 27Q (6949.208820 sec): 3 clusters Score: Raw -221619.374726 + Penalty 4213.090937 = -217406.283789 nChanged 9 SP:Iteration 28Q (6949.250536 sec): 3 clusters Score: Raw -221624.254334 + Penalty 4213.090937 = -217411.163398 nChanged 10 SP:Iteration 29Q (6949.293530 sec): 3 clusters Score: Raw -221630.834265 + Penalty 4213.090937 = -217417.743328 nChanged 6 SP:Iteration 30Q (6949.336419 sec): 3 clusters Score: Raw -221633.835904 + Penalty 4213.090937 = -217420.744967 nChanged 6 SP:Iteration 31Q (6949.378534 sec): 3 clusters Score: Raw -221637.105136 + Penalty 4213.090937 = -217424.014199 nChanged 8 SP:Iteration 32Q (6949.421696 sec): 3 clusters Score: Raw -221640.837040 + Penalty 4213.090937 = -217427.746104 nChanged 6 SP:Iteration 33Q (6949.464582 sec): 3 clusters Score: Raw -221645.513463 + Penalty 4213.090937 = -217432.422526 nChanged 6 SP:Iteration 34Q (6949.506623 sec): 3 clusters Score: Raw -221650.304361 + Penalty 4213.090937 = -217437.213425 nChanged 10 SP:Iteration 35Q (6949.547765 sec): 3 clusters Score: Raw -221656.080781 + Penalty 4213.090937 = -217442.989844 nChanged 12 SP:Iteration 36Q (6949.589439 sec): 3 clusters Score: Raw -221663.365226 + Penalty 4213.090937 = -217450.274289 nChanged 11 SP:Iteration 37Q (6949.722243 sec): 3 clusters Score: Raw -221669.046930 + Penalty 4213.090937 = -217455.955993 nChanged 5 SP:Iteration 38Q (6949.881821 sec): 3 clusters Score: Raw -221671.457977 + Penalty 4213.090937 = -217458.367040 nChanged 5 SP:Iteration 39Q (6950.005796 sec): 3 clusters Score: Raw -221673.950960 + Penalty 4213.090937 = -217460.860023 nChanged 3 SP:Iteration 40F (6950.130890 sec): 3 clusters Score: Raw -221675.310189 + Penalty 4213.090937 = -217462.219252 nChanged 2 SP:Iteration 41Q (6950.246009 sec): 3 clusters Score: Raw -221676.351235 + Penalty 4213.090937 = -217463.260298 nChanged 1 SP:Iteration 42Q (6950.370576 sec): 3 clusters Score: Raw -221676.837922 + Penalty 4213.090937 = -217463.746985 nChanged 4 SP:Iteration 43Q (6950.495032 sec): 3 clusters Score: Raw -221678.667913 + Penalty 4213.090937 = -217465.576976 nChanged 2 SP:Iteration 44Q (6950.610688 sec): 3 clusters Score: Raw -221679.645431 + Penalty 4213.090937 = -217466.554494 nChanged 1 SP:Iteration 45Q (6950.726300 sec): 3 clusters Score: Raw -221679.926801 + Penalty 4213.090937 = -217466.835865 nChanged 1 SP:Iteration 46Q (6950.841605 sec): 3 clusters Score: Raw -221680.142395 + Penalty 4213.090937 = -217467.051458 nChanged 0 SP:Iteration 47F (6950.956014 sec): 3 clusters Score: Raw -221680.142395 + Penalty 4213.090937 = -217467.051458 nChanged 0 Trying to split cluster 4 (3081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6951.008853 sec): 2 clusters Score: Raw -232111.320431 + Penalty 2120.714508 = -229990.605924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6951.063996 sec): 3 clusters Score: Raw -230810.714133 + Penalty 4241.429015 = -226569.285118 nChanged 1080 SP:Iteration 1F (6951.116961 sec): 3 clusters Score: Raw -231588.360109 + Penalty 4241.429015 = -227346.931094 nChanged 279 SP:Iteration 2F (6951.162856 sec): 3 clusters Score: Raw -231820.042771 + Penalty 4241.429015 = -227578.613756 nChanged 183 SP:Iteration 3F (6951.210852 sec): 3 clusters Score: Raw -231962.415107 + Penalty 4241.429015 = -227720.986092 nChanged 135 SP:Iteration 4Q (6951.258707 sec): 3 clusters Score: Raw -232059.648195 + Penalty 4241.429015 = -227818.219180 nChanged 89 SP:Iteration 5Q (6951.304263 sec): 3 clusters Score: Raw -232133.354968 + Penalty 4241.429015 = -227891.925953 nChanged 78 SP:Iteration 6Q (6951.344855 sec): 3 clusters Score: Raw -232188.144595 + Penalty 4241.429015 = -227946.715580 nChanged 73 SP:Iteration 7Q (6951.385494 sec): 3 clusters Score: Raw -232240.997483 + Penalty 4241.429015 = -227999.568468 nChanged 65 SP:Iteration 8Q (6951.440190 sec): 3 clusters Score: Raw -232282.570523 + Penalty 4241.429015 = -228041.141508 nChanged 52 SP:Iteration 9Q (6951.495573 sec): 3 clusters Score: Raw -232314.599383 + Penalty 4241.429015 = -228073.170368 nChanged 48 SP:Iteration 10Q (6951.551158 sec): 3 clusters Score: Raw -232341.800249 + Penalty 4241.429015 = -228100.371234 nChanged 36 SP:Iteration 11Q (6951.606835 sec): 3 clusters Score: Raw -232360.192607 + Penalty 4241.429015 = -228118.763592 nChanged 27 SP:Iteration 12Q (6951.655136 sec): 3 clusters Score: Raw -232374.728351 + Penalty 4241.429015 = -228133.299335 nChanged 20 SP:Iteration 13Q (6951.697032 sec): 3 clusters Score: Raw -232386.273763 + Penalty 4241.429015 = -228144.844748 nChanged 21 SP:Iteration 14Q (6951.820337 sec): 3 clusters Score: Raw -232398.884402 + Penalty 4241.429015 = -228157.455387 nChanged 24 SP:Iteration 15Q (6951.945185 sec): 3 clusters Score: Raw -232411.734312 + Penalty 4241.429015 = -228170.305296 nChanged 28 SP:Iteration 16Q (6952.067985 sec): 3 clusters Score: Raw -232428.091632 + Penalty 4241.429015 = -228186.662617 nChanged 27 SP:Iteration 17Q (6952.185729 sec): 3 clusters Score: Raw -232446.068778 + Penalty 4241.429015 = -228204.639763 nChanged 32 SP:Iteration 18Q (6952.341313 sec): 3 clusters Score: Raw -232464.468556 + Penalty 4241.429015 = -228223.039540 nChanged 27 SP:Iteration 19Q (6952.484711 sec): 3 clusters Score: Raw -232480.654105 + Penalty 4241.429015 = -228239.225090 nChanged 28 SP:Iteration 20F (6952.627285 sec): 3 clusters Score: Raw -232493.512991 + Penalty 4241.429015 = -228252.083976 nChanged 16 SP:Iteration 21Q (6952.737800 sec): 3 clusters Score: Raw -232500.230910 + Penalty 4241.429015 = -228258.801894 nChanged 13 SP:Iteration 22Q (6952.859939 sec): 3 clusters Score: Raw -232505.676005 + Penalty 4241.429015 = -228264.246990 nChanged 12 SP:Iteration 23Q (6953.020787 sec): 3 clusters Score: Raw -232513.172417 + Penalty 4241.429015 = -228271.743401 nChanged 10 SP:Iteration 24Q (6953.116393 sec): 3 clusters Score: Raw -232517.663928 + Penalty 4241.429015 = -228276.234913 nChanged 6 SP:Iteration 25Q (6953.274993 sec): 3 clusters Score: Raw -232521.088812 + Penalty 4241.429015 = -228279.659797 nChanged 6 SP:Iteration 26Q (6953.409946 sec): 3 clusters Score: Raw -232523.194972 + Penalty 4241.429015 = -228281.765957 nChanged 7 SP:Iteration 27Q (6953.514630 sec): 3 clusters Score: Raw -232525.955846 + Penalty 4241.429015 = -228284.526830 nChanged 3 SP:Iteration 28Q (6953.562495 sec): 3 clusters Score: Raw -232527.028105 + Penalty 4241.429015 = -228285.599090 nChanged 3 SP:Iteration 29Q (6953.608989 sec): 3 clusters Score: Raw -232529.188916 + Penalty 4241.429015 = -228287.759901 nChanged 5 SP:Iteration 30Q (6953.649308 sec): 3 clusters Score: Raw -232532.396298 + Penalty 4241.429015 = -228290.967283 nChanged 7 SP:Iteration 31Q (6953.689623 sec): 3 clusters Score: Raw -232536.649655 + Penalty 4241.429015 = -228295.220640 nChanged 7 SP:Iteration 32Q (6953.730012 sec): 3 clusters Score: Raw -232539.581318 + Penalty 4241.429015 = -228298.152303 nChanged 6 SP:Iteration 33Q (6953.770916 sec): 3 clusters Score: Raw -232541.383362 + Penalty 4241.429015 = -228299.954346 nChanged 1 SP:Iteration 34Q (6953.815430 sec): 3 clusters Score: Raw -232541.904633 + Penalty 4241.429015 = -228300.475618 nChanged 5 SP:Iteration 35Q (6953.860302 sec): 3 clusters Score: Raw -232543.918611 + Penalty 4241.429015 = -228302.489596 nChanged 5 SP:Iteration 36Q (6953.905013 sec): 3 clusters Score: Raw -232545.509519 + Penalty 4241.429015 = -228304.080504 nChanged 3 SP:Iteration 37Q (6953.949832 sec): 3 clusters Score: Raw -232546.878093 + Penalty 4241.429015 = -228305.449078 nChanged 0 SP:Iteration 38F (6953.990990 sec): 3 clusters Score: Raw -232546.878093 + Penalty 4241.429015 = -228305.449078 nChanged 0 Trying to split cluster 5 (9214 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6954.055861 sec): 2 clusters Score: Raw -747140.896444 + Penalty 2409.918547 = -744730.977896 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6954.157293 sec): 3 clusters Score: Raw -742213.649689 + Penalty 4819.837094 = -737393.812595 nChanged 3842 SP:Iteration 1F (6954.262863 sec): 3 clusters Score: Raw -744584.777149 + Penalty 4819.837094 = -739764.940055 nChanged 702 SP:Iteration 2F (6954.327270 sec): 3 clusters Score: Raw -744999.170394 + Penalty 4819.837094 = -740179.333299 nChanged 533 SP:Iteration 3F (6954.392007 sec): 3 clusters Score: Raw -745304.227631 + Penalty 4819.837094 = -740484.390537 nChanged 433 SP:Iteration 4Q (6954.463440 sec): 3 clusters Score: Raw -745530.195875 + Penalty 4819.837094 = -740710.358780 nChanged 376 SP:Iteration 5Q (6954.540670 sec): 3 clusters Score: Raw -745749.868593 + Penalty 4819.837094 = -740930.031498 nChanged 366 SP:Iteration 6Q (6954.621176 sec): 3 clusters Score: Raw -745938.196866 + Penalty 4819.837094 = -741118.359771 nChanged 302 SP:Iteration 7Q (6954.695229 sec): 3 clusters Score: Raw -746086.042363 + Penalty 4819.837094 = -741266.205268 nChanged 267 SP:Iteration 8Q (6954.765499 sec): 3 clusters Score: Raw -746230.591168 + Penalty 4819.837094 = -741410.754074 nChanged 256 SP:Iteration 9Q (6954.946470 sec): 3 clusters Score: Raw -746354.384626 + Penalty 4819.837094 = -741534.547532 nChanged 240 SP:Iteration 10Q (6955.127153 sec): 3 clusters Score: Raw -746480.291352 + Penalty 4819.837094 = -741660.454258 nChanged 246 SP:Iteration 11Q (6955.274447 sec): 3 clusters Score: Raw -746615.848772 + Penalty 4819.837094 = -741796.011678 nChanged 254 SP:Iteration 12Q (6955.426655 sec): 3 clusters Score: Raw -746779.824820 + Penalty 4819.837094 = -741959.987725 nChanged 269 SP:Iteration 13Q (6955.567335 sec): 3 clusters Score: Raw -746929.865386 + Penalty 4819.837094 = -742110.028291 nChanged 238 SP:Iteration 14Q (6955.737365 sec): 3 clusters Score: Raw -747043.329472 + Penalty 4819.837094 = -742223.492377 nChanged 198 SP:Iteration 15Q (6955.858732 sec): 3 clusters Score: Raw -747124.520485 + Penalty 4819.837094 = -742304.683390 nChanged 152 SP:Iteration 16Q (6955.926303 sec): 3 clusters Score: Raw -747177.681147 + Penalty 4819.837094 = -742357.844052 nChanged 132 SP:Iteration 17Q (6955.998192 sec): 3 clusters Score: Raw -747224.863250 + Penalty 4819.837094 = -742405.026155 nChanged 108 SP:Iteration 18Q (6956.085080 sec): 3 clusters Score: Raw -747265.995180 + Penalty 4819.837094 = -742446.158086 nChanged 102 SP:Iteration 19Q (6956.170785 sec): 3 clusters Score: Raw -747293.393744 + Penalty 4819.837094 = -742473.556649 nChanged 63 SP:Iteration 20F (6956.242041 sec): 3 clusters Score: Raw -747311.750113 + Penalty 4819.837094 = -742491.913019 nChanged 54 SP:Iteration 21Q (6956.311004 sec): 3 clusters Score: Raw -747325.642646 + Penalty 4819.837094 = -742505.805552 nChanged 49 SP:Iteration 22Q (6956.385247 sec): 3 clusters Score: Raw -747337.420211 + Penalty 4819.837094 = -742517.583116 nChanged 29 SP:Iteration 23Q (6956.461760 sec): 3 clusters Score: Raw -747344.091030 + Penalty 4819.837094 = -742524.253935 nChanged 29 SP:Iteration 24Q (6956.539225 sec): 3 clusters Score: Raw -747350.289228 + Penalty 4819.837094 = -742530.452134 nChanged 29 SP:Iteration 25Q (6956.616060 sec): 3 clusters Score: Raw -747355.639365 + Penalty 4819.837094 = -742535.802271 nChanged 15 SP:Iteration 26Q (6956.693025 sec): 3 clusters Score: Raw -747357.959675 + Penalty 4819.837094 = -742538.122580 nChanged 16 SP:Iteration 27Q (6956.771665 sec): 3 clusters Score: Raw -747362.086956 + Penalty 4819.837094 = -742542.249861 nChanged 19 SP:Iteration 28Q (6956.850461 sec): 3 clusters Score: Raw -747365.621853 + Penalty 4819.837094 = -742545.784758 nChanged 15 SP:Iteration 29Q (6956.922722 sec): 3 clusters Score: Raw -747367.967978 + Penalty 4819.837094 = -742548.130883 nChanged 12 SP:Iteration 30Q (6956.993199 sec): 3 clusters Score: Raw -747370.501583 + Penalty 4819.837094 = -742550.664489 nChanged 9 SP:Iteration 31Q (6957.065872 sec): 3 clusters Score: Raw -747371.862129 + Penalty 4819.837094 = -742552.025035 nChanged 7 SP:Iteration 32Q (6957.245456 sec): 3 clusters Score: Raw -747373.045762 + Penalty 4819.837094 = -742553.208668 nChanged 6 SP:Iteration 33Q (6957.324660 sec): 3 clusters Score: Raw -747373.817091 + Penalty 4819.837094 = -742553.979997 nChanged 3 SP:Iteration 34Q (6957.394855 sec): 3 clusters Score: Raw -747374.285552 + Penalty 4819.837094 = -742554.448458 nChanged 4 SP:Iteration 35Q (6957.466136 sec): 3 clusters Score: Raw -747374.745164 + Penalty 4819.837094 = -742554.908070 nChanged 1 SP:Iteration 36Q (6957.559838 sec): 3 clusters Score: Raw -747375.011247 + Penalty 4819.837094 = -742555.174153 nChanged 2 SP:Iteration 37Q (6957.724056 sec): 3 clusters Score: Raw -747375.216034 + Penalty 4819.837094 = -742555.378939 nChanged 0 SP:Iteration 38F (6957.794573 sec): 3 clusters Score: Raw -747375.216034 + Penalty 4819.837094 = -742555.378939 nChanged 0 Trying to split cluster 6 (9921 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6957.862650 sec): 2 clusters Score: Raw -772821.139773 + Penalty 2429.435976 = -770391.703797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6958.088265 sec): 3 clusters Score: Raw -767465.366260 + Penalty 4858.871953 = -762606.494307 nChanged 4108 SP:Iteration 1F (6958.278962 sec): 3 clusters Score: Raw -769748.919725 + Penalty 4858.871953 = -764890.047772 nChanged 717 SP:Iteration 2F (6958.449371 sec): 3 clusters Score: Raw -770127.978101 + Penalty 4858.871953 = -765269.106148 nChanged 520 SP:Iteration 3F (6958.641624 sec): 3 clusters Score: Raw -770388.046950 + Penalty 4858.871953 = -765529.174997 nChanged 417 SP:Iteration 4Q (6958.813521 sec): 3 clusters Score: Raw -770612.545482 + Penalty 4858.871953 = -765753.673529 nChanged 396 SP:Iteration 5Q (6959.003614 sec): 3 clusters Score: Raw -770834.384812 + Penalty 4858.871953 = -765975.512859 nChanged 368 SP:Iteration 6Q (6959.070920 sec): 3 clusters Score: Raw -771059.376098 + Penalty 4858.871953 = -766200.504145 nChanged 373 SP:Iteration 7Q (6959.135337 sec): 3 clusters Score: Raw -771293.237290 + Penalty 4858.871953 = -766434.365337 nChanged 395 SP:Iteration 8Q (6959.231898 sec): 3 clusters Score: Raw -771547.191362 + Penalty 4858.871953 = -766688.319409 nChanged 392 SP:Iteration 9Q (6959.316566 sec): 3 clusters Score: Raw -771811.038761 + Penalty 4858.871953 = -766952.166808 nChanged 417 SP:Iteration 10Q (6959.400527 sec): 3 clusters Score: Raw -772080.057912 + Penalty 4858.871953 = -767221.185960 nChanged 366 SP:Iteration 11Q (6959.478686 sec): 3 clusters Score: Raw -772314.792412 + Penalty 4858.871953 = -767455.920459 nChanged 311 SP:Iteration 12Q (6959.556029 sec): 3 clusters Score: Raw -772484.201160 + Penalty 4858.871953 = -767625.329207 nChanged 265 SP:Iteration 13Q (6959.633180 sec): 3 clusters Score: Raw -772628.002737 + Penalty 4858.871953 = -767769.130784 nChanged 231 SP:Iteration 14Q (6959.783068 sec): 3 clusters Score: Raw -772738.207563 + Penalty 4858.871953 = -767879.335611 nChanged 185 SP:Iteration 15Q (6959.854313 sec): 3 clusters Score: Raw -772821.722656 + Penalty 4858.871953 = -767962.850703 nChanged 175 SP:Iteration 16Q (6959.923728 sec): 3 clusters Score: Raw -772894.943407 + Penalty 4858.871953 = -768036.071454 nChanged 142 SP:Iteration 17Q (6960.001255 sec): 3 clusters Score: Raw -772959.737252 + Penalty 4858.871953 = -768100.865300 nChanged 131 SP:Iteration 18Q (6960.086877 sec): 3 clusters Score: Raw -773016.696381 + Penalty 4858.871953 = -768157.824428 nChanged 118 SP:Iteration 19Q (6960.165689 sec): 3 clusters Score: Raw -773061.745245 + Penalty 4858.871953 = -768202.873292 nChanged 115 SP:Iteration 20F (6960.247366 sec): 3 clusters Score: Raw -773106.854752 + Penalty 4858.871953 = -768247.982799 nChanged 98 SP:Iteration 21Q (6960.328127 sec): 3 clusters Score: Raw -773140.374420 + Penalty 4858.871953 = -768281.502467 nChanged 66 SP:Iteration 22Q (6960.403631 sec): 3 clusters Score: Raw -773163.380069 + Penalty 4858.871953 = -768304.508116 nChanged 81 SP:Iteration 23Q (6960.475875 sec): 3 clusters Score: Raw -773190.369282 + Penalty 4858.871953 = -768331.497329 nChanged 74 SP:Iteration 24Q (6960.559927 sec): 3 clusters Score: Raw -773213.301249 + Penalty 4858.871953 = -768354.429296 nChanged 65 SP:Iteration 25Q (6960.633986 sec): 3 clusters Score: Raw -773237.203473 + Penalty 4858.871953 = -768378.331520 nChanged 75 SP:Iteration 26Q (6960.709724 sec): 3 clusters Score: Raw -773265.687351 + Penalty 4858.871953 = -768406.815399 nChanged 80 SP:Iteration 27Q (6960.796316 sec): 3 clusters Score: Raw -773294.251912 + Penalty 4858.871953 = -768435.379959 nChanged 77 SP:Iteration 28Q (6960.882586 sec): 3 clusters Score: Raw -773319.824220 + Penalty 4858.871953 = -768460.952267 nChanged 74 SP:Iteration 29Q (6960.956812 sec): 3 clusters Score: Raw -773346.388438 + Penalty 4858.871953 = -768487.516485 nChanged 73 SP:Iteration 30Q (6961.030579 sec): 3 clusters Score: Raw -773374.803582 + Penalty 4858.871953 = -768515.931629 nChanged 79 SP:Iteration 31Q (6961.232877 sec): 3 clusters Score: Raw -773403.419618 + Penalty 4858.871953 = -768544.547665 nChanged 70 SP:Iteration 32Q (6961.406216 sec): 3 clusters Score: Raw -773425.583287 + Penalty 4858.871953 = -768566.711334 nChanged 65 SP:Iteration 33Q (6961.550155 sec): 3 clusters Score: Raw -773446.348020 + Penalty 4858.871953 = -768587.476067 nChanged 64 SP:Iteration 34Q (6961.747495 sec): 3 clusters Score: Raw -773470.485694 + Penalty 4858.871953 = -768611.613741 nChanged 66 SP:Iteration 35Q (6961.847317 sec): 3 clusters Score: Raw -773492.417801 + Penalty 4858.871953 = -768633.545849 nChanged 78 SP:Iteration 36Q (6961.962092 sec): 3 clusters Score: Raw -773521.604252 + Penalty 4858.871953 = -768662.732299 nChanged 74 SP:Iteration 37Q (6962.046565 sec): 3 clusters Score: Raw -773548.438726 + Penalty 4858.871953 = -768689.566773 nChanged 57 SP:Iteration 38Q (6962.110667 sec): 3 clusters Score: Raw -773567.608988 + Penalty 4858.871953 = -768708.737035 nChanged 51 SP:Iteration 39Q (6962.192893 sec): 3 clusters Score: Raw -773582.077738 + Penalty 4858.871953 = -768723.205785 nChanged 45 SP:Iteration 40F (6962.277972 sec): 3 clusters Score: Raw -773591.583215 + Penalty 4858.871953 = -768732.711262 nChanged 33 SP:Iteration 41Q (6962.356672 sec): 3 clusters Score: Raw -773599.836117 + Penalty 4858.871953 = -768740.964164 nChanged 28 SP:Iteration 42Q (6962.432113 sec): 3 clusters Score: Raw -773606.218516 + Penalty 4858.871953 = -768747.346563 nChanged 33 SP:Iteration 43Q (6962.501710 sec): 3 clusters Score: Raw -773616.936027 + Penalty 4858.871953 = -768758.064074 nChanged 43 SP:Iteration 44Q (6962.577071 sec): 3 clusters Score: Raw -773630.326649 + Penalty 4858.871953 = -768771.454696 nChanged 56 SP:Iteration 45Q (6962.655396 sec): 3 clusters Score: Raw -773649.333645 + Penalty 4858.871953 = -768790.461692 nChanged 48 SP:Iteration 46Q (6962.735019 sec): 3 clusters Score: Raw -773664.074103 + Penalty 4858.871953 = -768805.202150 nChanged 39 SP:Iteration 47Q (6962.814453 sec): 3 clusters Score: Raw -773678.207560 + Penalty 4858.871953 = -768819.335607 nChanged 39 SP:Iteration 48Q (6962.889052 sec): 3 clusters Score: Raw -773691.843389 + Penalty 4858.871953 = -768832.971436 nChanged 32 SP:Iteration 49Q (6962.959941 sec): 3 clusters Score: Raw -773700.638442 + Penalty 4858.871953 = -768841.766489 nChanged 26 SP:Iteration 50Q (6963.040619 sec): 3 clusters Score: Raw -773707.266399 + Penalty 4858.871953 = -768848.394446 nChanged 24 SP:Iteration 51Q (6963.114828 sec): 3 clusters Score: Raw -773714.531272 + Penalty 4858.871953 = -768855.659319 nChanged 28 SP:Iteration 52Q (6963.188649 sec): 3 clusters Score: Raw -773722.313908 + Penalty 4858.871953 = -768863.441956 nChanged 20 SP:Iteration 53Q (6963.270006 sec): 3 clusters Score: Raw -773726.518845 + Penalty 4858.871953 = -768867.646892 nChanged 14 SP:Iteration 54Q (6963.351547 sec): 3 clusters Score: Raw -773729.944756 + Penalty 4858.871953 = -768871.072803 nChanged 10 SP:Iteration 55Q (6963.426658 sec): 3 clusters Score: Raw -773732.652635 + Penalty 4858.871953 = -768873.780682 nChanged 8 SP:Iteration 56Q (6963.498870 sec): 3 clusters Score: Raw -773734.318232 + Penalty 4858.871953 = -768875.446279 nChanged 10 SP:Iteration 57Q (6963.572616 sec): 3 clusters Score: Raw -773736.063034 + Penalty 4858.871953 = -768877.191081 nChanged 8 SP:Iteration 58Q (6963.652361 sec): 3 clusters Score: Raw -773737.873470 + Penalty 4858.871953 = -768879.001517 nChanged 12 SP:Iteration 59Q (6963.734122 sec): 3 clusters Score: Raw -773740.730617 + Penalty 4858.871953 = -768881.858665 nChanged 10 SP:Iteration 60F (6963.814443 sec): 3 clusters Score: Raw -773742.984555 + Penalty 4858.871953 = -768884.112602 nChanged 8 SP:Iteration 61Q (6963.892698 sec): 3 clusters Score: Raw -773745.228421 + Penalty 4858.871953 = -768886.356468 nChanged 6 SP:Iteration 62Q (6964.087251 sec): 3 clusters Score: Raw -773746.572695 + Penalty 4858.871953 = -768887.700742 nChanged 7 SP:Iteration 63Q (6964.260214 sec): 3 clusters Score: Raw -773748.173967 + Penalty 4858.871953 = -768889.302014 nChanged 11 SP:Iteration 64Q (6964.442593 sec): 3 clusters Score: Raw -773750.714621 + Penalty 4858.871953 = -768891.842668 nChanged 10 SP:Iteration 65Q (6964.601742 sec): 3 clusters Score: Raw -773752.527571 + Penalty 4858.871953 = -768893.655618 nChanged 9 SP:Iteration 66Q (6964.776123 sec): 3 clusters Score: Raw -773754.914246 + Penalty 4858.871953 = -768896.042294 nChanged 5 SP:Iteration 67Q (6964.926862 sec): 3 clusters Score: Raw -773756.061150 + Penalty 4858.871953 = -768897.189197 nChanged 5 SP:Iteration 68Q (6965.042258 sec): 3 clusters Score: Raw -773757.651021 + Penalty 4858.871953 = -768898.779068 nChanged 10 SP:Iteration 69Q (6965.116967 sec): 3 clusters Score: Raw -773760.089863 + Penalty 4858.871953 = -768901.217910 nChanged 6 SP:Iteration 70Q (6965.189193 sec): 3 clusters Score: Raw -773761.713751 + Penalty 4858.871953 = -768902.841798 nChanged 7 SP:Iteration 71Q (6965.259798 sec): 3 clusters Score: Raw -773764.293701 + Penalty 4858.871953 = -768905.421748 nChanged 11 SP:Iteration 72Q (6965.337177 sec): 3 clusters Score: Raw -773767.764702 + Penalty 4858.871953 = -768908.892749 nChanged 10 SP:Iteration 73Q (6965.417783 sec): 3 clusters Score: Raw -773770.682385 + Penalty 4858.871953 = -768911.810432 nChanged 11 SP:Iteration 74Q (6965.496006 sec): 3 clusters Score: Raw -773772.955642 + Penalty 4858.871953 = -768914.083689 nChanged 7 SP:Iteration 75Q (6965.574542 sec): 3 clusters Score: Raw -773775.073543 + Penalty 4858.871953 = -768916.201590 nChanged 10 SP:Iteration 76Q (6965.649647 sec): 3 clusters Score: Raw -773777.367289 + Penalty 4858.871953 = -768918.495336 nChanged 7 SP:Iteration 77Q (6965.722752 sec): 3 clusters Score: Raw -773778.810751 + Penalty 4858.871953 = -768919.938798 nChanged 5 SP:Iteration 78Q (6965.796907 sec): 3 clusters Score: Raw -773780.022714 + Penalty 4858.871953 = -768921.150761 nChanged 4 SP:Iteration 79Q (6965.875690 sec): 3 clusters Score: Raw -773780.775243 + Penalty 4858.871953 = -768921.903290 nChanged 4 SP:Iteration 80F (6966.010072 sec): 3 clusters Score: Raw -773781.297035 + Penalty 4858.871953 = -768922.425082 nChanged 3 SP:Iteration 81Q (6966.087817 sec): 3 clusters Score: Raw -773782.144166 + Penalty 4858.871953 = -768923.272213 nChanged 2 SP:Iteration 82Q (6966.157055 sec): 3 clusters Score: Raw -773782.585001 + Penalty 4858.871953 = -768923.713048 nChanged 2 SP:Iteration 83Q (6966.226571 sec): 3 clusters Score: Raw -773783.086552 + Penalty 4858.871953 = -768924.214599 nChanged 3 SP:Iteration 84Q (6966.298590 sec): 3 clusters Score: Raw -773783.528927 + Penalty 4858.871953 = -768924.656974 nChanged 1 SP:Iteration 85Q (6966.377415 sec): 3 clusters Score: Raw -773783.849538 + Penalty 4858.871953 = -768924.977585 nChanged 3 SP:Iteration 86Q (6966.455880 sec): 3 clusters Score: Raw -773784.548296 + Penalty 4858.871953 = -768925.676343 nChanged 2 SP:Iteration 87Q (6966.529183 sec): 3 clusters Score: Raw -773785.077218 + Penalty 4858.871953 = -768926.205265 nChanged 3 SP:Iteration 88Q (6966.598722 sec): 3 clusters Score: Raw -773785.624850 + Penalty 4858.871953 = -768926.752897 nChanged 1 SP:Iteration 89Q (6966.679420 sec): 3 clusters Score: Raw -773785.944924 + Penalty 4858.871953 = -768927.072971 nChanged 1 SP:Iteration 90Q (6966.761176 sec): 3 clusters Score: Raw -773786.083297 + Penalty 4858.871953 = -768927.211344 nChanged 1 SP:Iteration 91Q (6966.838563 sec): 3 clusters Score: Raw -773786.221066 + Penalty 4858.871953 = -768927.349113 nChanged 0 SP:Iteration 92F (6966.912846 sec): 3 clusters Score: Raw -773786.221066 + Penalty 4858.871953 = -768927.349113 nChanged 0 Trying to split cluster 7 (65539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6967.255279 sec): 2 clusters Score: Raw -5629273.392221 + Penalty 2927.865775 = -5626345.526446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6967.637355 sec): 3 clusters Score: Raw -5588222.547000 + Penalty 5855.731551 = -5582366.815450 nChanged 30553 SP:Iteration 1F (6967.950371 sec): 3 clusters Score: Raw -5606712.207567 + Penalty 5855.731551 = -5600856.476016 nChanged 3705 SP:Iteration 2F (6968.216761 sec): 3 clusters Score: Raw -5608729.030744 + Penalty 5855.731551 = -5602873.299193 nChanged 4249 SP:Iteration 3F (6968.513479 sec): 3 clusters Score: Raw -5611160.561153 + Penalty 5855.731551 = -5605304.829602 nChanged 4472 SP:Iteration 4F (6968.782526 sec): 3 clusters Score: Raw -5613641.327583 + Penalty 5855.731551 = -5607785.596032 nChanged 4169 SP:Iteration 5F (6969.077775 sec): 3 clusters Score: Raw -5615827.730643 + Penalty 5855.731551 = -5609971.999092 nChanged 3565 SP:Iteration 6F (6969.344523 sec): 3 clusters Score: Raw -5617464.130436 + Penalty 5855.731551 = -5611608.398886 nChanged 2871 SP:Iteration 7Q (6969.650100 sec): 3 clusters Score: Raw -5618706.079498 + Penalty 5855.731551 = -5612850.347947 nChanged 2413 SP:Iteration 8Q (6969.950949 sec): 3 clusters Score: Raw -5619784.708337 + Penalty 5855.731551 = -5613928.976787 nChanged 2209 SP:Iteration 9Q (6970.231193 sec): 3 clusters Score: Raw -5620822.374272 + Penalty 5855.731551 = -5614966.642721 nChanged 2082 SP:Iteration 10Q (6970.537398 sec): 3 clusters Score: Raw -5621889.937028 + Penalty 5855.731551 = -5616034.205477 nChanged 2030 SP:Iteration 11Q (6970.863406 sec): 3 clusters Score: Raw -5623056.057398 + Penalty 5855.731551 = -5617200.325847 nChanged 1978 SP:Iteration 12Q (6971.170561 sec): 3 clusters Score: Raw -5624387.895733 + Penalty 5855.731551 = -5618532.164182 nChanged 1871 SP:Iteration 13Q (6971.443037 sec): 3 clusters Score: Raw -5625725.426480 + Penalty 5855.731551 = -5619869.694929 nChanged 1605 SP:Iteration 14Q (6971.709268 sec): 3 clusters Score: Raw -5626876.575686 + Penalty 5855.731551 = -5621020.844136 nChanged 1322 SP:Iteration 15Q (6971.999633 sec): 3 clusters Score: Raw -5627838.488986 + Penalty 5855.731551 = -5621982.757436 nChanged 1062 SP:Iteration 16Q (6972.283373 sec): 3 clusters Score: Raw -5628607.444644 + Penalty 5855.731551 = -5622751.713093 nChanged 827 SP:Iteration 17Q (6972.561196 sec): 3 clusters Score: Raw -5629247.276993 + Penalty 5855.731551 = -5623391.545442 nChanged 673 SP:Iteration 18Q (6972.838255 sec): 3 clusters Score: Raw -5629770.952976 + Penalty 5855.731551 = -5623915.221426 nChanged 533 SP:Iteration 19Q (6973.112387 sec): 3 clusters Score: Raw -5630172.302192 + Penalty 5855.731551 = -5624316.570641 nChanged 444 SP:Iteration 20F (6973.400637 sec): 3 clusters Score: Raw -5630441.679210 + Penalty 5855.731551 = -5624585.947659 nChanged 375 SP:Iteration 21Q (6973.688734 sec): 3 clusters Score: Raw -5630624.955076 + Penalty 5855.731551 = -5624769.223525 nChanged 251 SP:Iteration 22Q (6973.957993 sec): 3 clusters Score: Raw -5630720.470818 + Penalty 5855.731551 = -5624864.739267 nChanged 194 SP:Iteration 23Q (6974.218951 sec): 3 clusters Score: Raw -5630789.838643 + Penalty 5855.731551 = -5624934.107092 nChanged 152 SP:Iteration 24Q (6974.468031 sec): 3 clusters Score: Raw -5630834.350860 + Penalty 5855.731551 = -5624978.619310 nChanged 120 SP:Iteration 25Q (6974.709671 sec): 3 clusters Score: Raw -5630864.754604 + Penalty 5855.731551 = -5625009.023053 nChanged 87 SP:Iteration 26Q (6974.946921 sec): 3 clusters Score: Raw -5630885.586256 + Penalty 5855.731551 = -5625029.854705 nChanged 80 SP:Iteration 27Q (6975.209786 sec): 3 clusters Score: Raw -5630903.850128 + Penalty 5855.731551 = -5625048.118577 nChanged 64 SP:Iteration 28Q (6975.460844 sec): 3 clusters Score: Raw -5630914.854802 + Penalty 5855.731551 = -5625059.123251 nChanged 44 SP:Iteration 29Q (6975.741859 sec): 3 clusters Score: Raw -5630921.448784 + Penalty 5855.731551 = -5625065.717234 nChanged 33 SP:Iteration 30Q (6976.033946 sec): 3 clusters Score: Raw -5630926.702031 + Penalty 5855.731551 = -5625070.970480 nChanged 30 SP:Iteration 31Q (6976.293855 sec): 3 clusters Score: Raw -5630931.148301 + Penalty 5855.731551 = -5625075.416750 nChanged 31 SP:Iteration 32Q (6976.551367 sec): 3 clusters Score: Raw -5630935.400658 + Penalty 5855.731551 = -5625079.669108 nChanged 30 SP:Iteration 33Q (6976.773046 sec): 3 clusters Score: Raw -5630940.451612 + Penalty 5855.731551 = -5625084.720061 nChanged 24 SP:Iteration 34Q (6976.995565 sec): 3 clusters Score: Raw -5630944.121562 + Penalty 5855.731551 = -5625088.390012 nChanged 16 SP:Iteration 35Q (6977.243729 sec): 3 clusters Score: Raw -5630946.302249 + Penalty 5855.731551 = -5625090.570698 nChanged 13 SP:Iteration 36Q (6977.519991 sec): 3 clusters Score: Raw -5630948.063328 + Penalty 5855.731551 = -5625092.331777 nChanged 8 SP:Iteration 37Q (6977.792951 sec): 3 clusters Score: Raw -5630948.841252 + Penalty 5855.731551 = -5625093.109702 nChanged 6 SP:Iteration 38Q (6978.028331 sec): 3 clusters Score: Raw -5630949.674723 + Penalty 5855.731551 = -5625093.943172 nChanged 7 SP:Iteration 39Q (6978.309933 sec): 3 clusters Score: Raw -5630950.203419 + Penalty 5855.731551 = -5625094.471868 nChanged 6 SP:Iteration 40F (6978.606386 sec): 3 clusters Score: Raw -5630950.572073 + Penalty 5855.731551 = -5625094.840523 nChanged 3 SP:Iteration 41Q (6978.873702 sec): 3 clusters Score: Raw -5630950.836249 + Penalty 5855.731551 = -5625095.104698 nChanged 2 SP:Iteration 42Q (6979.152515 sec): 3 clusters Score: Raw -5630951.062738 + Penalty 5855.731551 = -5625095.331187 nChanged 2 SP:Iteration 43Q (6979.384546 sec): 3 clusters Score: Raw -5630951.243128 + Penalty 5855.731551 = -5625095.511578 nChanged 5 SP:Iteration 44Q (6979.618638 sec): 3 clusters Score: Raw -5630951.693101 + Penalty 5855.731551 = -5625095.961550 nChanged 5 SP:Iteration 45Q (6979.837369 sec): 3 clusters Score: Raw -5630952.313144 + Penalty 5855.731551 = -5625096.581593 nChanged 3 SP:Iteration 46Q (6980.076356 sec): 3 clusters Score: Raw -5630952.524010 + Penalty 5855.731551 = -5625096.792460 nChanged 0 SP:Iteration 47F (6980.380192 sec): 3 clusters Score: Raw -5630952.524010 + Penalty 5855.731551 = -5625096.792460 nChanged 0 Trying to split cluster 8 (3863 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6980.471423 sec): 2 clusters Score: Raw -238875.823329 + Penalty 2180.428632 = -236695.394697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6980.521603 sec): 3 clusters Score: Raw -237259.923771 + Penalty 4360.857263 = -232899.066508 nChanged 1418 SP:Iteration 1F (6980.562850 sec): 3 clusters Score: Raw -238778.309921 + Penalty 4360.857263 = -234417.452657 nChanged 490 SP:Iteration 2F (6980.601458 sec): 3 clusters Score: Raw -239641.637864 + Penalty 4360.857263 = -235280.780601 nChanged 397 SP:Iteration 3F (6980.640126 sec): 3 clusters Score: Raw -240229.778470 + Penalty 4360.857263 = -235868.921207 nChanged 265 SP:Iteration 4F (6980.678784 sec): 3 clusters Score: Raw -240558.623820 + Penalty 4360.857263 = -236197.766556 nChanged 164 SP:Iteration 5Q (6980.717323 sec): 3 clusters Score: Raw -240728.200018 + Penalty 4360.857263 = -236367.342755 nChanged 98 SP:Iteration 6Q (6980.758052 sec): 3 clusters Score: Raw -240810.723358 + Penalty 4360.857263 = -236449.866094 nChanged 71 SP:Iteration 7Q (6980.798255 sec): 3 clusters Score: Raw -240865.188063 + Penalty 4360.857263 = -236504.330799 nChanged 65 SP:Iteration 8Q (6980.838791 sec): 3 clusters Score: Raw -240921.771785 + Penalty 4360.857263 = -236560.914521 nChanged 58 SP:Iteration 9Q (6980.879413 sec): 3 clusters Score: Raw -240968.190396 + Penalty 4360.857263 = -236607.333133 nChanged 47 SP:Iteration 10Q (6980.919694 sec): 3 clusters Score: Raw -241019.688289 + Penalty 4360.857263 = -236658.831025 nChanged 52 SP:Iteration 11Q (6981.036065 sec): 3 clusters Score: Raw -241129.148657 + Penalty 4360.857263 = -236768.291393 nChanged 62 SP:Iteration 12Q (6981.148123 sec): 3 clusters Score: Raw -241215.851472 + Penalty 4360.857263 = -236854.994208 nChanged 63 SP:Iteration 13Q (6981.261096 sec): 3 clusters Score: Raw -241258.295645 + Penalty 4360.857263 = -236897.438382 nChanged 41 SP:Iteration 14Q (6981.396263 sec): 3 clusters Score: Raw -241284.702909 + Penalty 4360.857263 = -236923.845646 nChanged 44 SP:Iteration 15Q (6981.497312 sec): 3 clusters Score: Raw -241323.723112 + Penalty 4360.857263 = -236962.865848 nChanged 46 SP:Iteration 16Q (6981.609344 sec): 3 clusters Score: Raw -241357.023557 + Penalty 4360.857263 = -236996.166294 nChanged 25 SP:Iteration 17Q (6981.721473 sec): 3 clusters Score: Raw -241370.841860 + Penalty 4360.857263 = -237009.984597 nChanged 16 SP:Iteration 18Q (6981.824525 sec): 3 clusters Score: Raw -241380.599150 + Penalty 4360.857263 = -237019.741886 nChanged 10 SP:Iteration 19Q (6981.955455 sec): 3 clusters Score: Raw -241384.506640 + Penalty 4360.857263 = -237023.649376 nChanged 9 SP:Iteration 20F (6982.018355 sec): 3 clusters Score: Raw -241396.592961 + Penalty 4360.857263 = -237035.735697 nChanged 6 SP:Iteration 21Q (6982.057377 sec): 3 clusters Score: Raw -241404.136429 + Penalty 4360.857263 = -237043.279166 nChanged 11 SP:Iteration 22Q (6982.098018 sec): 3 clusters Score: Raw -241410.736531 + Penalty 4360.857263 = -237049.879267 nChanged 11 SP:Iteration 23Q (6982.138156 sec): 3 clusters Score: Raw -241417.095613 + Penalty 4360.857263 = -237056.238350 nChanged 9 SP:Iteration 24Q (6982.176974 sec): 3 clusters Score: Raw -241421.064770 + Penalty 4360.857263 = -237060.207507 nChanged 4 SP:Iteration 25Q (6982.218516 sec): 3 clusters Score: Raw -241422.787376 + Penalty 4360.857263 = -237061.930113 nChanged 5 SP:Iteration 26Q (6982.259873 sec): 3 clusters Score: Raw -241424.331293 + Penalty 4360.857263 = -237063.474029 nChanged 3 SP:Iteration 27Q (6982.301755 sec): 3 clusters Score: Raw -241425.054579 + Penalty 4360.857263 = -237064.197316 nChanged 1 SP:Iteration 28Q (6982.341126 sec): 3 clusters Score: Raw -241425.305035 + Penalty 4360.857263 = -237064.447771 nChanged 1 SP:Iteration 29Q (6982.379270 sec): 3 clusters Score: Raw -241425.967216 + Penalty 4360.857263 = -237065.109952 nChanged 2 SP:Iteration 30Q (6982.417286 sec): 3 clusters Score: Raw -241426.684196 + Penalty 4360.857263 = -237065.826933 nChanged 2 SP:Iteration 31Q (6982.455492 sec): 3 clusters Score: Raw -241427.366583 + Penalty 4360.857263 = -237066.509320 nChanged 1 SP:Iteration 32Q (6982.493656 sec): 3 clusters Score: Raw -241427.724572 + Penalty 4360.857263 = -237066.867309 nChanged 1 SP:Iteration 33Q (6982.532520 sec): 3 clusters Score: Raw -241428.036422 + Penalty 4360.857263 = -237067.179159 nChanged 3 SP:Iteration 34Q (6982.572386 sec): 3 clusters Score: Raw -241428.907849 + Penalty 4360.857263 = -237068.050586 nChanged 0 SP:Iteration 35F (6982.613721 sec): 3 clusters Score: Raw -241428.907849 + Penalty 4360.857263 = -237068.050586 nChanged 0 Score: Raw -11823267.188432 + Penalty 43948.194526 = -11779318.993906 Splitting cluster 8 changes total score from -11779905.066138 to -11779318.993906 So it's not getting split. Trying to split cluster 9 (6003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6985.261655 sec): 2 clusters Score: Raw -494180.322082 + Penalty 2296.803861 = -491883.518222 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6985.330355 sec): 3 clusters Score: Raw -491189.667776 + Penalty 4593.607721 = -486596.060055 nChanged 2319 SP:Iteration 1F (6985.398155 sec): 3 clusters Score: Raw -492483.795794 + Penalty 4593.607721 = -487890.188073 nChanged 502 SP:Iteration 2F (6985.458084 sec): 3 clusters Score: Raw -492839.207286 + Penalty 4593.607721 = -488245.599565 nChanged 396 SP:Iteration 3F (6985.502539 sec): 3 clusters Score: Raw -493118.432457 + Penalty 4593.607721 = -488524.824736 nChanged 306 SP:Iteration 4F (6985.616331 sec): 3 clusters Score: Raw -493339.231291 + Penalty 4593.607721 = -488745.623570 nChanged 269 SP:Iteration 5Q (6985.776953 sec): 3 clusters Score: Raw -493509.390490 + Penalty 4593.607721 = -488915.782769 nChanged 235 SP:Iteration 6Q (6985.911900 sec): 3 clusters Score: Raw -493641.750744 + Penalty 4593.607721 = -489048.143023 nChanged 174 SP:Iteration 7Q (6985.972595 sec): 3 clusters Score: Raw -493732.943704 + Penalty 4593.607721 = -489139.335983 nChanged 163 SP:Iteration 8Q (6986.054714 sec): 3 clusters Score: Raw -493832.484073 + Penalty 4593.607721 = -489238.876351 nChanged 173 SP:Iteration 9Q (6986.135208 sec): 3 clusters Score: Raw -493925.002304 + Penalty 4593.607721 = -489331.394583 nChanged 138 SP:Iteration 10Q (6986.181453 sec): 3 clusters Score: Raw -494005.033793 + Penalty 4593.607721 = -489411.426072 nChanged 129 SP:Iteration 11Q (6986.227777 sec): 3 clusters Score: Raw -494080.736324 + Penalty 4593.607721 = -489487.128603 nChanged 129 SP:Iteration 12Q (6986.274149 sec): 3 clusters Score: Raw -494158.949444 + Penalty 4593.607721 = -489565.341723 nChanged 126 SP:Iteration 13Q (6986.320659 sec): 3 clusters Score: Raw -494235.205465 + Penalty 4593.607721 = -489641.597744 nChanged 119 SP:Iteration 14Q (6986.366730 sec): 3 clusters Score: Raw -494296.296542 + Penalty 4593.607721 = -489702.688821 nChanged 101 SP:Iteration 15Q (6986.413204 sec): 3 clusters Score: Raw -494342.628569 + Penalty 4593.607721 = -489749.020848 nChanged 82 SP:Iteration 16Q (6986.464224 sec): 3 clusters Score: Raw -494376.338801 + Penalty 4593.607721 = -489782.731080 nChanged 56 SP:Iteration 17Q (6986.523273 sec): 3 clusters Score: Raw -494405.461149 + Penalty 4593.607721 = -489811.853428 nChanged 66 SP:Iteration 18Q (6986.586942 sec): 3 clusters Score: Raw -494441.252879 + Penalty 4593.607721 = -489847.645158 nChanged 73 SP:Iteration 19Q (6986.649607 sec): 3 clusters Score: Raw -494475.752161 + Penalty 4593.607721 = -489882.144439 nChanged 65 SP:Iteration 20F (6986.708161 sec): 3 clusters Score: Raw -494506.902364 + Penalty 4593.607721 = -489913.294643 nChanged 64 SP:Iteration 21Q (6986.759979 sec): 3 clusters Score: Raw -494535.698728 + Penalty 4593.607721 = -489942.091007 nChanged 44 SP:Iteration 22Q (6986.811032 sec): 3 clusters Score: Raw -494553.103455 + Penalty 4593.607721 = -489959.495734 nChanged 36 SP:Iteration 23Q (6986.862272 sec): 3 clusters Score: Raw -494568.091920 + Penalty 4593.607721 = -489974.484199 nChanged 33 SP:Iteration 24Q (6986.915906 sec): 3 clusters Score: Raw -494579.580208 + Penalty 4593.607721 = -489985.972487 nChanged 29 SP:Iteration 25Q (6986.974859 sec): 3 clusters Score: Raw -494591.641966 + Penalty 4593.607721 = -489998.034245 nChanged 33 SP:Iteration 26Q (6987.034092 sec): 3 clusters Score: Raw -494605.934185 + Penalty 4593.607721 = -490012.326464 nChanged 29 SP:Iteration 27Q (6987.093737 sec): 3 clusters Score: Raw -494616.246542 + Penalty 4593.607721 = -490022.638821 nChanged 32 SP:Iteration 28Q (6987.152782 sec): 3 clusters Score: Raw -494627.359042 + Penalty 4593.607721 = -490033.751321 nChanged 25 SP:Iteration 29Q (6987.211323 sec): 3 clusters Score: Raw -494635.581738 + Penalty 4593.607721 = -490041.974017 nChanged 17 SP:Iteration 30Q (6987.268019 sec): 3 clusters Score: Raw -494641.920148 + Penalty 4593.607721 = -490048.312426 nChanged 20 SP:Iteration 31Q (6987.323063 sec): 3 clusters Score: Raw -494649.349602 + Penalty 4593.607721 = -490055.741881 nChanged 25 SP:Iteration 32Q (6987.378733 sec): 3 clusters Score: Raw -494658.426854 + Penalty 4593.607721 = -490064.819133 nChanged 25 SP:Iteration 33Q (6987.434669 sec): 3 clusters Score: Raw -494664.040731 + Penalty 4593.607721 = -490070.433010 nChanged 7 SP:Iteration 34Q (6987.491570 sec): 3 clusters Score: Raw -494665.603779 + Penalty 4593.607721 = -490071.996058 nChanged 11 SP:Iteration 35Q (6987.676863 sec): 3 clusters Score: Raw -494669.128233 + Penalty 4593.607721 = -490075.520512 nChanged 8 SP:Iteration 36Q (6987.813490 sec): 3 clusters Score: Raw -494671.964810 + Penalty 4593.607721 = -490078.357089 nChanged 4 SP:Iteration 37Q (6987.934447 sec): 3 clusters Score: Raw -494672.982993 + Penalty 4593.607721 = -490079.375272 nChanged 1 SP:Iteration 38Q (6988.073055 sec): 3 clusters Score: Raw -494673.078120 + Penalty 4593.607721 = -490079.470399 nChanged 2 SP:Iteration 39Q (6988.207841 sec): 3 clusters Score: Raw -494673.755790 + Penalty 4593.607721 = -490080.148069 nChanged 2 SP:Iteration 40F (6988.331537 sec): 3 clusters Score: Raw -494674.361636 + Penalty 4593.607721 = -490080.753915 nChanged 4 SP:Iteration 41Q (6988.468571 sec): 3 clusters Score: Raw -494675.331943 + Penalty 4593.607721 = -490081.724222 nChanged 5 SP:Iteration 42Q (6988.599095 sec): 3 clusters Score: Raw -494677.448974 + Penalty 4593.607721 = -490083.841253 nChanged 4 SP:Iteration 43Q (6988.699195 sec): 3 clusters Score: Raw -494678.528544 + Penalty 4593.607721 = -490084.920823 nChanged 5 SP:Iteration 44Q (6988.755248 sec): 3 clusters Score: Raw -494679.704474 + Penalty 4593.607721 = -490086.096753 nChanged 2 SP:Iteration 45Q (6988.816466 sec): 3 clusters Score: Raw -494680.024519 + Penalty 4593.607721 = -490086.416798 nChanged 0 SP:Iteration 46F (6988.877690 sec): 3 clusters Score: Raw -494680.024519 + Penalty 4593.607721 = -490086.416798 nChanged 0 Trying to split cluster 10 (10964 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6988.951464 sec): 2 clusters Score: Raw -966733.602322 + Penalty 2455.826329 = -964277.775993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6989.062766 sec): 3 clusters Score: Raw -960768.423814 + Penalty 4911.652658 = -955856.771156 nChanged 4589 SP:Iteration 1F (6989.142174 sec): 3 clusters Score: Raw -963362.712386 + Penalty 4911.652658 = -958451.059729 nChanged 747 SP:Iteration 2F (6989.225293 sec): 3 clusters Score: Raw -963792.530349 + Penalty 4911.652658 = -958880.877692 nChanged 622 SP:Iteration 3F (6989.310391 sec): 3 clusters Score: Raw -964155.799799 + Penalty 4911.652658 = -959244.147142 nChanged 560 SP:Iteration 4F (6989.394424 sec): 3 clusters Score: Raw -964481.754794 + Penalty 4911.652658 = -959570.102136 nChanged 508 SP:Iteration 5Q (6989.478715 sec): 3 clusters Score: Raw -964780.649395 + Penalty 4911.652658 = -959868.996737 nChanged 473 SP:Iteration 6Q (6989.566540 sec): 3 clusters Score: Raw -965052.322926 + Penalty 4911.652658 = -960140.670269 nChanged 421 SP:Iteration 7Q (6989.663927 sec): 3 clusters Score: Raw -965284.104373 + Penalty 4911.652658 = -960372.451715 nChanged 387 SP:Iteration 8Q (6989.747854 sec): 3 clusters Score: Raw -965506.110911 + Penalty 4911.652658 = -960594.458253 nChanged 377 SP:Iteration 9Q (6989.829580 sec): 3 clusters Score: Raw -965696.730072 + Penalty 4911.652658 = -960785.077415 nChanged 306 SP:Iteration 10Q (6989.928558 sec): 3 clusters Score: Raw -965838.513253 + Penalty 4911.652658 = -960926.860595 nChanged 255 SP:Iteration 11Q (6990.015946 sec): 3 clusters Score: Raw -965950.555956 + Penalty 4911.652658 = -961038.903299 nChanged 216 SP:Iteration 12Q (6990.093721 sec): 3 clusters Score: Raw -966036.837716 + Penalty 4911.652658 = -961125.185058 nChanged 173 SP:Iteration 13Q (6990.192580 sec): 3 clusters Score: Raw -966086.947717 + Penalty 4911.652658 = -961175.295059 nChanged 121 SP:Iteration 14Q (6990.281590 sec): 3 clusters Score: Raw -966128.673118 + Penalty 4911.652658 = -961217.020460 nChanged 122 SP:Iteration 15Q (6990.357077 sec): 3 clusters Score: Raw -966163.095946 + Penalty 4911.652658 = -961251.443288 nChanged 96 SP:Iteration 16Q (6990.451074 sec): 3 clusters Score: Raw -966193.760457 + Penalty 4911.652658 = -961282.107799 nChanged 96 SP:Iteration 17Q (6990.543735 sec): 3 clusters Score: Raw -966219.218381 + Penalty 4911.652658 = -961307.565723 nChanged 74 SP:Iteration 18Q (6990.720931 sec): 3 clusters Score: Raw -966238.631534 + Penalty 4911.652658 = -961326.978876 nChanged 82 SP:Iteration 19Q (6990.870772 sec): 3 clusters Score: Raw -966262.147394 + Penalty 4911.652658 = -961350.494737 nChanged 76 SP:Iteration 20F (6991.011668 sec): 3 clusters Score: Raw -966279.386825 + Penalty 4911.652658 = -961367.734168 nChanged 53 SP:Iteration 21Q (6991.179801 sec): 3 clusters Score: Raw -966290.773809 + Penalty 4911.652658 = -961379.121152 nChanged 48 SP:Iteration 22Q (6991.335197 sec): 3 clusters Score: Raw -966300.833478 + Penalty 4911.652658 = -961389.180820 nChanged 45 SP:Iteration 23Q (6991.513685 sec): 3 clusters Score: Raw -966310.591280 + Penalty 4911.652658 = -961398.938623 nChanged 45 SP:Iteration 24Q (6991.617340 sec): 3 clusters Score: Raw -966319.726799 + Penalty 4911.652658 = -961408.074141 nChanged 41 SP:Iteration 25Q (6991.697534 sec): 3 clusters Score: Raw -966326.766380 + Penalty 4911.652658 = -961415.113722 nChanged 35 SP:Iteration 26Q (6991.768390 sec): 3 clusters Score: Raw -966333.636362 + Penalty 4911.652658 = -961421.983704 nChanged 39 SP:Iteration 27Q (6991.872065 sec): 3 clusters Score: Raw -966340.213149 + Penalty 4911.652658 = -961428.560492 nChanged 28 SP:Iteration 28Q (6991.963716 sec): 3 clusters Score: Raw -966346.455720 + Penalty 4911.652658 = -961434.803062 nChanged 31 SP:Iteration 29Q (6992.037051 sec): 3 clusters Score: Raw -966353.320401 + Penalty 4911.652658 = -961441.667743 nChanged 35 SP:Iteration 30Q (6992.121325 sec): 3 clusters Score: Raw -966361.546649 + Penalty 4911.652658 = -961449.893991 nChanged 42 SP:Iteration 31Q (6992.208871 sec): 3 clusters Score: Raw -966371.538027 + Penalty 4911.652658 = -961459.885370 nChanged 39 SP:Iteration 32Q (6992.293082 sec): 3 clusters Score: Raw -966379.519701 + Penalty 4911.652658 = -961467.867044 nChanged 38 SP:Iteration 33Q (6992.376867 sec): 3 clusters Score: Raw -966387.573845 + Penalty 4911.652658 = -961475.921187 nChanged 42 SP:Iteration 34Q (6992.464123 sec): 3 clusters Score: Raw -966395.506113 + Penalty 4911.652658 = -961483.853455 nChanged 47 SP:Iteration 35Q (6992.559671 sec): 3 clusters Score: Raw -966408.274443 + Penalty 4911.652658 = -961496.621785 nChanged 51 SP:Iteration 36Q (6992.641434 sec): 3 clusters Score: Raw -966420.077260 + Penalty 4911.652658 = -961508.424603 nChanged 43 SP:Iteration 37Q (6992.715476 sec): 3 clusters Score: Raw -966428.025898 + Penalty 4911.652658 = -961516.373241 nChanged 33 SP:Iteration 38Q (6992.795918 sec): 3 clusters Score: Raw -966434.002172 + Penalty 4911.652658 = -961522.349515 nChanged 35 SP:Iteration 39Q (6992.882275 sec): 3 clusters Score: Raw -966441.661492 + Penalty 4911.652658 = -961530.008834 nChanged 47 SP:Iteration 40F (6992.968940 sec): 3 clusters Score: Raw -966452.359404 + Penalty 4911.652658 = -961540.706746 nChanged 41 SP:Iteration 41Q (6993.059616 sec): 3 clusters Score: Raw -966461.847391 + Penalty 4911.652658 = -961550.194733 nChanged 36 SP:Iteration 42Q (6993.143329 sec): 3 clusters Score: Raw -966470.661824 + Penalty 4911.652658 = -961559.009166 nChanged 37 SP:Iteration 43Q (6993.219653 sec): 3 clusters Score: Raw -966478.103593 + Penalty 4911.652658 = -961566.450936 nChanged 38 SP:Iteration 44Q (6993.317026 sec): 3 clusters Score: Raw -966486.376823 + Penalty 4911.652658 = -961574.724166 nChanged 43 SP:Iteration 45Q (6993.413081 sec): 3 clusters Score: Raw -966495.344657 + Penalty 4911.652658 = -961583.692000 nChanged 36 SP:Iteration 46Q (6993.489417 sec): 3 clusters Score: Raw -966502.111606 + Penalty 4911.652658 = -961590.458948 nChanged 35 SP:Iteration 47Q (6993.575795 sec): 3 clusters Score: Raw -966510.772360 + Penalty 4911.652658 = -961599.119703 nChanged 37 SP:Iteration 48Q (6993.661913 sec): 3 clusters Score: Raw -966519.271704 + Penalty 4911.652658 = -961607.619047 nChanged 22 SP:Iteration 49Q (6993.845323 sec): 3 clusters Score: Raw -966522.839389 + Penalty 4911.652658 = -961611.186731 nChanged 17 SP:Iteration 50Q (6994.035995 sec): 3 clusters Score: Raw -966526.142888 + Penalty 4911.652658 = -961614.490231 nChanged 18 SP:Iteration 51Q (6994.193952 sec): 3 clusters Score: Raw -966530.218158 + Penalty 4911.652658 = -961618.565501 nChanged 27 SP:Iteration 52Q (6994.361249 sec): 3 clusters Score: Raw -966534.205464 + Penalty 4911.652658 = -961622.552806 nChanged 23 SP:Iteration 53Q (6994.498721 sec): 3 clusters Score: Raw -966538.885968 + Penalty 4911.652658 = -961627.233311 nChanged 26 SP:Iteration 54Q (6994.659376 sec): 3 clusters Score: Raw -966544.223351 + Penalty 4911.652658 = -961632.570693 nChanged 31 SP:Iteration 55Q (6994.733012 sec): 3 clusters Score: Raw -966551.632538 + Penalty 4911.652658 = -961639.979880 nChanged 25 SP:Iteration 56Q (6994.806632 sec): 3 clusters Score: Raw -966556.326221 + Penalty 4911.652658 = -961644.673563 nChanged 29 SP:Iteration 57Q (6994.894857 sec): 3 clusters Score: Raw -966562.103287 + Penalty 4911.652658 = -961650.450629 nChanged 29 SP:Iteration 58Q (6994.976916 sec): 3 clusters Score: Raw -966568.877941 + Penalty 4911.652658 = -961657.225283 nChanged 28 SP:Iteration 59Q (6995.059355 sec): 3 clusters Score: Raw -966574.201181 + Penalty 4911.652658 = -961662.548524 nChanged 28 SP:Iteration 60F (6995.143213 sec): 3 clusters Score: Raw -966580.027405 + Penalty 4911.652658 = -961668.374748 nChanged 28 SP:Iteration 61Q (6995.226270 sec): 3 clusters Score: Raw -966587.108069 + Penalty 4911.652658 = -961675.455411 nChanged 31 SP:Iteration 62Q (6995.375165 sec): 3 clusters Score: Raw -966593.273386 + Penalty 4911.652658 = -961681.620729 nChanged 27 SP:Iteration 63Q (6995.458224 sec): 3 clusters Score: Raw -966598.922706 + Penalty 4911.652658 = -961687.270049 nChanged 31 SP:Iteration 64Q (6995.536997 sec): 3 clusters Score: Raw -966607.324013 + Penalty 4911.652658 = -961695.671355 nChanged 31 SP:Iteration 65Q (6995.616680 sec): 3 clusters Score: Raw -966615.240814 + Penalty 4911.652658 = -961703.588156 nChanged 28 SP:Iteration 66Q (6995.705494 sec): 3 clusters Score: Raw -966622.629358 + Penalty 4911.652658 = -961710.976701 nChanged 30 SP:Iteration 67Q (6995.802225 sec): 3 clusters Score: Raw -966629.351802 + Penalty 4911.652658 = -961717.699144 nChanged 23 SP:Iteration 68Q (6995.886863 sec): 3 clusters Score: Raw -966634.885285 + Penalty 4911.652658 = -961723.232627 nChanged 26 SP:Iteration 69Q (6995.961644 sec): 3 clusters Score: Raw -966641.714994 + Penalty 4911.652658 = -961730.062336 nChanged 24 SP:Iteration 70Q (6996.058849 sec): 3 clusters Score: Raw -966647.500670 + Penalty 4911.652658 = -961735.848012 nChanged 25 SP:Iteration 71Q (6996.146313 sec): 3 clusters Score: Raw -966653.031178 + Penalty 4911.652658 = -961741.378521 nChanged 30 SP:Iteration 72Q (6996.219852 sec): 3 clusters Score: Raw -966660.165099 + Penalty 4911.652658 = -961748.512441 nChanged 29 SP:Iteration 73Q (6996.309754 sec): 3 clusters Score: Raw -966668.217551 + Penalty 4911.652658 = -961756.564893 nChanged 35 SP:Iteration 74Q (6996.401921 sec): 3 clusters Score: Raw -966676.375882 + Penalty 4911.652658 = -961764.723224 nChanged 38 SP:Iteration 75Q (6996.484880 sec): 3 clusters Score: Raw -966686.588127 + Penalty 4911.652658 = -961774.935470 nChanged 42 SP:Iteration 76Q (6996.566686 sec): 3 clusters Score: Raw -966697.867101 + Penalty 4911.652658 = -961786.214444 nChanged 40 SP:Iteration 77Q (6996.653028 sec): 3 clusters Score: Raw -966709.277325 + Penalty 4911.652658 = -961797.624667 nChanged 43 SP:Iteration 78Q (6996.750679 sec): 3 clusters Score: Raw -966719.888026 + Penalty 4911.652658 = -961808.235369 nChanged 46 SP:Iteration 79Q (6996.876198 sec): 3 clusters Score: Raw -966732.091053 + Penalty 4911.652658 = -961820.438396 nChanged 29 SP:Iteration 80F (6997.005489 sec): 3 clusters Score: Raw -966740.144076 + Penalty 4911.652658 = -961828.491419 nChanged 44 SP:Iteration 81Q (6997.145657 sec): 3 clusters Score: Raw -966752.267786 + Penalty 4911.652658 = -961840.615128 nChanged 41 SP:Iteration 82Q (6997.338154 sec): 3 clusters Score: Raw -966764.621380 + Penalty 4911.652658 = -961852.968723 nChanged 40 SP:Iteration 83Q (6997.494163 sec): 3 clusters Score: Raw -966778.027326 + Penalty 4911.652658 = -961866.374669 nChanged 52 SP:Iteration 84Q (6997.647801 sec): 3 clusters Score: Raw -966795.315783 + Penalty 4911.652658 = -961883.663125 nChanged 63 SP:Iteration 85Q (6997.808460 sec): 3 clusters Score: Raw -966815.008371 + Penalty 4911.652658 = -961903.355714 nChanged 47 SP:Iteration 86Q (6997.971786 sec): 3 clusters Score: Raw -966831.399788 + Penalty 4911.652658 = -961919.747130 nChanged 50 SP:Iteration 87Q (6998.050692 sec): 3 clusters Score: Raw -966843.887883 + Penalty 4911.652658 = -961932.235226 nChanged 41 SP:Iteration 88Q (6998.129449 sec): 3 clusters Score: Raw -966856.768834 + Penalty 4911.652658 = -961945.116176 nChanged 39 SP:Iteration 89Q (6998.208553 sec): 3 clusters Score: Raw -966867.349095 + Penalty 4911.652658 = -961955.696437 nChanged 35 SP:Iteration 90Q (6998.293072 sec): 3 clusters Score: Raw -966876.327863 + Penalty 4911.652658 = -961964.675206 nChanged 40 SP:Iteration 91Q (6998.373645 sec): 3 clusters Score: Raw -966885.016550 + Penalty 4911.652658 = -961973.363893 nChanged 37 SP:Iteration 92Q (6998.454206 sec): 3 clusters Score: Raw -966892.254423 + Penalty 4911.652658 = -961980.601766 nChanged 23 SP:Iteration 93Q (6998.535571 sec): 3 clusters Score: Raw -966897.911543 + Penalty 4911.652658 = -961986.258886 nChanged 28 SP:Iteration 94Q (6998.616253 sec): 3 clusters Score: Raw -966904.186923 + Penalty 4911.652658 = -961992.534265 nChanged 26 SP:Iteration 95Q (6998.700511 sec): 3 clusters Score: Raw -966913.002195 + Penalty 4911.652658 = -962001.349538 nChanged 33 SP:Iteration 96Q (6998.793779 sec): 3 clusters Score: Raw -966923.032587 + Penalty 4911.652658 = -962011.379930 nChanged 31 SP:Iteration 97Q (6998.875263 sec): 3 clusters Score: Raw -966931.163975 + Penalty 4911.652658 = -962019.511317 nChanged 30 SP:Iteration 98Q (6998.948254 sec): 3 clusters Score: Raw -966939.513817 + Penalty 4911.652658 = -962027.861159 nChanged 36 SP:Iteration 99Q (6999.042969 sec): 3 clusters Score: Raw -966949.271625 + Penalty 4911.652658 = -962037.618967 nChanged 37 SP:Iteration 100F (6999.134867 sec): 3 clusters Score: Raw -966960.044513 + Penalty 4911.652658 = -962048.391856 nChanged 35 SP:Iteration 101Q (6999.207527 sec): 3 clusters Score: Raw -966972.741699 + Penalty 4911.652658 = -962061.089041 nChanged 45 SP:Iteration 102Q (6999.290656 sec): 3 clusters Score: Raw -966989.465810 + Penalty 4911.652658 = -962077.813152 nChanged 46 SP:Iteration 103Q (6999.376788 sec): 3 clusters Score: Raw -967003.748442 + Penalty 4911.652658 = -962092.095785 nChanged 31 SP:Iteration 104Q (6999.458381 sec): 3 clusters Score: Raw -967013.234650 + Penalty 4911.652658 = -962101.581993 nChanged 30 SP:Iteration 105Q (6999.538835 sec): 3 clusters Score: Raw -967021.748707 + Penalty 4911.652658 = -962110.096050 nChanged 28 SP:Iteration 106Q (6999.622151 sec): 3 clusters Score: Raw -967030.154508 + Penalty 4911.652658 = -962118.501850 nChanged 33 SP:Iteration 107Q (6999.713374 sec): 3 clusters Score: Raw -967039.059325 + Penalty 4911.652658 = -962127.406667 nChanged 27 SP:Iteration 108Q (6999.797790 sec): 3 clusters Score: Raw -967046.486727 + Penalty 4911.652658 = -962134.834069 nChanged 25 SP:Iteration 109Q (6999.869315 sec): 3 clusters Score: Raw -967054.969615 + Penalty 4911.652658 = -962143.316958 nChanged 27 SP:Iteration 110Q (6999.956243 sec): 3 clusters Score: Raw -967065.326507 + Penalty 4911.652658 = -962153.673849 nChanged 27 SP:Iteration 111Q (7000.044827 sec): 3 clusters Score: Raw -967074.158070 + Penalty 4911.652658 = -962162.505413 nChanged 31 SP:Iteration 112Q (7000.227139 sec): 3 clusters Score: Raw -967082.601677 + Penalty 4911.652658 = -962170.949019 nChanged 22 SP:Iteration 113Q (7000.355652 sec): 3 clusters Score: Raw -967091.136544 + Penalty 4911.652658 = -962179.483886 nChanged 36 SP:Iteration 114Q (7000.548200 sec): 3 clusters Score: Raw -967101.825085 + Penalty 4911.652658 = -962190.172427 nChanged 30 SP:Iteration 115Q (7000.749428 sec): 3 clusters Score: Raw -967110.043469 + Penalty 4911.652658 = -962198.390812 nChanged 26 SP:Iteration 116Q (7000.918942 sec): 3 clusters Score: Raw -967118.886184 + Penalty 4911.652658 = -962207.233526 nChanged 33 SP:Iteration 117Q (7001.089871 sec): 3 clusters Score: Raw -967130.678529 + Penalty 4911.652658 = -962219.025871 nChanged 33 SP:Iteration 118Q (7001.286104 sec): 3 clusters Score: Raw -967142.601174 + Penalty 4911.652658 = -962230.948517 nChanged 37 SP:Iteration 119Q (7001.412747 sec): 3 clusters Score: Raw -967157.156205 + Penalty 4911.652658 = -962245.503548 nChanged 33 SP:Iteration 120F (7001.480188 sec): 3 clusters Score: Raw -967169.418633 + Penalty 4911.652658 = -962257.765975 nChanged 38 SP:Iteration 121Q (7001.551102 sec): 3 clusters Score: Raw -967180.266908 + Penalty 4911.652658 = -962268.614250 nChanged 31 SP:Iteration 122Q (7001.639436 sec): 3 clusters Score: Raw -967189.096156 + Penalty 4911.652658 = -962277.443499 nChanged 29 SP:Iteration 123Q (7001.719218 sec): 3 clusters Score: Raw -967199.868125 + Penalty 4911.652658 = -962288.215467 nChanged 31 SP:Iteration 124Q (7001.795942 sec): 3 clusters Score: Raw -967210.609607 + Penalty 4911.652658 = -962298.956950 nChanged 27 SP:Iteration 125Q (7001.872919 sec): 3 clusters Score: Raw -967221.051477 + Penalty 4911.652658 = -962309.398819 nChanged 19 SP:Iteration 126Q (7001.951724 sec): 3 clusters Score: Raw -967227.831676 + Penalty 4911.652658 = -962316.179018 nChanged 19 SP:Iteration 127Q (7002.032085 sec): 3 clusters Score: Raw -967234.117736 + Penalty 4911.652658 = -962322.465079 nChanged 16 SP:Iteration 128Q (7002.111231 sec): 3 clusters Score: Raw -967240.199191 + Penalty 4911.652658 = -962328.546534 nChanged 23 SP:Iteration 129Q (7002.189981 sec): 3 clusters Score: Raw -967247.114619 + Penalty 4911.652658 = -962335.461962 nChanged 16 SP:Iteration 130Q (7002.268554 sec): 3 clusters Score: Raw -967251.955375 + Penalty 4911.652658 = -962340.302718 nChanged 13 SP:Iteration 131Q (7002.356544 sec): 3 clusters Score: Raw -967256.428766 + Penalty 4911.652658 = -962344.776109 nChanged 16 SP:Iteration 132Q (7002.444201 sec): 3 clusters Score: Raw -967262.565755 + Penalty 4911.652658 = -962350.913098 nChanged 17 SP:Iteration 133Q (7002.521508 sec): 3 clusters Score: Raw -967268.977773 + Penalty 4911.652658 = -962357.325115 nChanged 19 SP:Iteration 134Q (7002.598843 sec): 3 clusters Score: Raw -967274.898993 + Penalty 4911.652658 = -962363.246335 nChanged 11 SP:Iteration 135Q (7002.680328 sec): 3 clusters Score: Raw -967278.375587 + Penalty 4911.652658 = -962366.722930 nChanged 11 SP:Iteration 136Q (7002.864592 sec): 3 clusters Score: Raw -967282.421088 + Penalty 4911.652658 = -962370.768430 nChanged 15 SP:Iteration 137Q (7002.921584 sec): 3 clusters Score: Raw -967286.721975 + Penalty 4911.652658 = -962375.069317 nChanged 13 SP:Iteration 138Q (7003.002442 sec): 3 clusters Score: Raw -967290.838741 + Penalty 4911.652658 = -962379.186083 nChanged 12 SP:Iteration 139Q (7003.084069 sec): 3 clusters Score: Raw -967294.034799 + Penalty 4911.652658 = -962382.382142 nChanged 12 SP:Iteration 140F (7003.168291 sec): 3 clusters Score: Raw -967298.144356 + Penalty 4911.652658 = -962386.491699 nChanged 15 SP:Iteration 141Q (7003.246331 sec): 3 clusters Score: Raw -967303.885152 + Penalty 4911.652658 = -962392.232494 nChanged 12 SP:Iteration 142Q (7003.326718 sec): 3 clusters Score: Raw -967308.442818 + Penalty 4911.652658 = -962396.790160 nChanged 14 SP:Iteration 143Q (7003.558447 sec): 3 clusters Score: Raw -967312.095602 + Penalty 4911.652658 = -962400.442944 nChanged 9 SP:Iteration 144Q (7003.729433 sec): 3 clusters Score: Raw -967315.150445 + Penalty 4911.652658 = -962403.497787 nChanged 6 SP:Iteration 145Q (7003.911773 sec): 3 clusters Score: Raw -967317.096899 + Penalty 4911.652658 = -962405.444241 nChanged 4 SP:Iteration 146Q (7004.073808 sec): 3 clusters Score: Raw -967318.010408 + Penalty 4911.652658 = -962406.357750 nChanged 3 SP:Iteration 147Q (7004.259442 sec): 3 clusters Score: Raw -967318.801564 + Penalty 4911.652658 = -962407.148907 nChanged 1 SP:Iteration 148Q (7004.421112 sec): 3 clusters Score: Raw -967319.090943 + Penalty 4911.652658 = -962407.438286 nChanged 0 SP:Iteration 149F (7004.585536 sec): 3 clusters Score: Raw -967319.090943 + Penalty 4911.652658 = -962407.438286 nChanged 0 Trying to split cluster 11 (12291 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7004.667224 sec): 2 clusters Score: Raw -1074606.778946 + Penalty 2485.988357 = -1072120.790588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7004.773944 sec): 3 clusters Score: Raw -1067978.187966 + Penalty 4971.976715 = -1063006.211251 nChanged 5110 SP:Iteration 1F (7004.870259 sec): 3 clusters Score: Raw -1070754.288500 + Penalty 4971.976715 = -1065782.311785 nChanged 843 SP:Iteration 2F (7004.959478 sec): 3 clusters Score: Raw -1071241.971216 + Penalty 4971.976715 = -1066269.994501 nChanged 780 SP:Iteration 3F (7005.048442 sec): 3 clusters Score: Raw -1071765.063415 + Penalty 4971.976715 = -1066793.086700 nChanged 753 SP:Iteration 4F (7005.138316 sec): 3 clusters Score: Raw -1072343.080484 + Penalty 4971.976715 = -1067371.103769 nChanged 827 SP:Iteration 5F (7005.226571 sec): 3 clusters Score: Raw -1073063.335420 + Penalty 4971.976715 = -1068091.358705 nChanged 821 SP:Iteration 6F (7005.311559 sec): 3 clusters Score: Raw -1073826.166946 + Penalty 4971.976715 = -1068854.190231 nChanged 724 SP:Iteration 7F (7005.392811 sec): 3 clusters Score: Raw -1074464.647890 + Penalty 4971.976715 = -1069492.671175 nChanged 528 SP:Iteration 8Q (7005.484876 sec): 3 clusters Score: Raw -1074858.597200 + Penalty 4971.976715 = -1069886.620486 nChanged 397 SP:Iteration 9Q (7005.577466 sec): 3 clusters Score: Raw -1075129.106290 + Penalty 4971.976715 = -1070157.129575 nChanged 301 SP:Iteration 10Q (7005.668887 sec): 3 clusters Score: Raw -1075304.147349 + Penalty 4971.976715 = -1070332.170634 nChanged 236 SP:Iteration 11Q (7005.759917 sec): 3 clusters Score: Raw -1075418.761510 + Penalty 4971.976715 = -1070446.784795 nChanged 160 SP:Iteration 12Q (7005.850261 sec): 3 clusters Score: Raw -1075484.554659 + Penalty 4971.976715 = -1070512.577944 nChanged 123 SP:Iteration 13Q (7005.936324 sec): 3 clusters Score: Raw -1075525.850152 + Penalty 4971.976715 = -1070553.873437 nChanged 90 SP:Iteration 14Q (7006.041612 sec): 3 clusters Score: Raw -1075550.595374 + Penalty 4971.976715 = -1070578.618659 nChanged 68 SP:Iteration 15Q (7006.151326 sec): 3 clusters Score: Raw -1075570.608060 + Penalty 4971.976715 = -1070598.631345 nChanged 64 SP:Iteration 16Q (7006.228672 sec): 3 clusters Score: Raw -1075585.201971 + Penalty 4971.976715 = -1070613.225256 nChanged 38 SP:Iteration 17Q (7006.307685 sec): 3 clusters Score: Raw -1075593.902745 + Penalty 4971.976715 = -1070621.926030 nChanged 30 SP:Iteration 18Q (7006.405765 sec): 3 clusters Score: Raw -1075600.470203 + Penalty 4971.976715 = -1070628.493488 nChanged 23 SP:Iteration 19Q (7006.492449 sec): 3 clusters Score: Raw -1075604.485144 + Penalty 4971.976715 = -1070632.508430 nChanged 11 SP:Iteration 20F (7006.622324 sec): 3 clusters Score: Raw -1075606.066594 + Penalty 4971.976715 = -1070634.089879 nChanged 6 SP:Iteration 21Q (7006.754521 sec): 3 clusters Score: Raw -1075607.211086 + Penalty 4971.976715 = -1070635.234371 nChanged 11 SP:Iteration 22Q (7006.928560 sec): 3 clusters Score: Raw -1075609.520807 + Penalty 4971.976715 = -1070637.544092 nChanged 9 SP:Iteration 23Q (7007.089568 sec): 3 clusters Score: Raw -1075611.205231 + Penalty 4971.976715 = -1070639.228516 nChanged 9 SP:Iteration 24Q (7007.272377 sec): 3 clusters Score: Raw -1075613.201974 + Penalty 4971.976715 = -1070641.225259 nChanged 14 SP:Iteration 25Q (7007.457640 sec): 3 clusters Score: Raw -1075616.594457 + Penalty 4971.976715 = -1070644.617742 nChanged 13 SP:Iteration 26Q (7007.609791 sec): 3 clusters Score: Raw -1075618.446593 + Penalty 4971.976715 = -1070646.469878 nChanged 6 SP:Iteration 27Q (7007.758804 sec): 3 clusters Score: Raw -1075620.147629 + Penalty 4971.976715 = -1070648.170914 nChanged 12 SP:Iteration 28Q (7007.842307 sec): 3 clusters Score: Raw -1075622.678924 + Penalty 4971.976715 = -1070650.702209 nChanged 9 SP:Iteration 29Q (7007.930099 sec): 3 clusters Score: Raw -1075624.907292 + Penalty 4971.976715 = -1070652.930577 nChanged 13 SP:Iteration 30Q (7008.013678 sec): 3 clusters Score: Raw -1075628.569658 + Penalty 4971.976715 = -1070656.592943 nChanged 13 SP:Iteration 31Q (7008.101858 sec): 3 clusters Score: Raw -1075631.408937 + Penalty 4971.976715 = -1070659.432222 nChanged 5 SP:Iteration 32Q (7008.211969 sec): 3 clusters Score: Raw -1075632.367593 + Penalty 4971.976715 = -1070660.390878 nChanged 2 SP:Iteration 33Q (7008.290494 sec): 3 clusters Score: Raw -1075632.763682 + Penalty 4971.976715 = -1070660.786967 nChanged 2 SP:Iteration 34Q (7008.366300 sec): 3 clusters Score: Raw -1075633.305851 + Penalty 4971.976715 = -1070661.329136 nChanged 2 SP:Iteration 35Q (7008.458739 sec): 3 clusters Score: Raw -1075633.822158 + Penalty 4971.976715 = -1070661.845443 nChanged 1 SP:Iteration 36Q (7008.548663 sec): 3 clusters Score: Raw -1075634.140710 + Penalty 4971.976715 = -1070662.163995 nChanged 1 SP:Iteration 37Q (7008.637537 sec): 3 clusters Score: Raw -1075634.337201 + Penalty 4971.976715 = -1070662.360486 nChanged 1 SP:Iteration 38Q (7008.726217 sec): 3 clusters Score: Raw -1075634.476160 + Penalty 4971.976715 = -1070662.499445 nChanged 3 SP:Iteration 39Q (7008.814676 sec): 3 clusters Score: Raw -1075634.709925 + Penalty 4971.976715 = -1070662.733210 nChanged 3 SP:Iteration 40F (7008.902067 sec): 3 clusters Score: Raw -1075635.075976 + Penalty 4971.976715 = -1070663.099261 nChanged 2 SP:Iteration 41Q (7008.988733 sec): 3 clusters Score: Raw -1075635.459176 + Penalty 4971.976715 = -1070663.482461 nChanged 1 SP:Iteration 42Q (7009.097836 sec): 3 clusters Score: Raw -1075635.673421 + Penalty 4971.976715 = -1070663.696706 nChanged 1 SP:Iteration 43Q (7009.179523 sec): 3 clusters Score: Raw -1075635.807657 + Penalty 4971.976715 = -1070663.830942 nChanged 1 SP:Iteration 44Q (7009.255859 sec): 3 clusters Score: Raw -1075636.024303 + Penalty 4971.976715 = -1070664.047588 nChanged 0 SP:Iteration 45F (7009.348427 sec): 3 clusters Score: Raw -1075636.024303 + Penalty 4971.976715 = -1070664.047588 nChanged 0 Trying to split cluster 12 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7009.407230 sec): 2 clusters Score: Raw -242555.003688 + Penalty 2139.082816 = -240415.920872 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7009.463166 sec): 3 clusters Score: Raw -241152.901164 + Penalty 4278.165633 = -236874.735531 nChanged 1155 SP:Iteration 1F (7009.517423 sec): 3 clusters Score: Raw -242084.457896 + Penalty 4278.165633 = -237806.292263 nChanged 324 SP:Iteration 2F (7009.585843 sec): 3 clusters Score: Raw -242426.890883 + Penalty 4278.165633 = -238148.725251 nChanged 209 SP:Iteration 3F (7009.626914 sec): 3 clusters Score: Raw -242641.118245 + Penalty 4278.165633 = -238362.952613 nChanged 173 SP:Iteration 4F (7009.667593 sec): 3 clusters Score: Raw -242832.227159 + Penalty 4278.165633 = -238554.061527 nChanged 142 SP:Iteration 5Q (7009.708584 sec): 3 clusters Score: Raw -242953.527477 + Penalty 4278.165633 = -238675.361844 nChanged 99 SP:Iteration 6Q (7009.865413 sec): 3 clusters Score: Raw -243043.598691 + Penalty 4278.165633 = -238765.433058 nChanged 94 SP:Iteration 7Q (7010.000636 sec): 3 clusters Score: Raw -243136.222819 + Penalty 4278.165633 = -238858.057186 nChanged 90 SP:Iteration 8Q (7010.104723 sec): 3 clusters Score: Raw -243218.754480 + Penalty 4278.165633 = -238940.588848 nChanged 75 SP:Iteration 9Q (7010.239032 sec): 3 clusters Score: Raw -243282.485363 + Penalty 4278.165633 = -239004.319730 nChanged 55 SP:Iteration 10Q (7010.363963 sec): 3 clusters Score: Raw -243325.505758 + Penalty 4278.165633 = -239047.340125 nChanged 33 SP:Iteration 11Q (7010.479476 sec): 3 clusters Score: Raw -243345.604785 + Penalty 4278.165633 = -239067.439153 nChanged 28 SP:Iteration 12Q (7010.604697 sec): 3 clusters Score: Raw -243364.243205 + Penalty 4278.165633 = -239086.077572 nChanged 28 SP:Iteration 13Q (7010.730495 sec): 3 clusters Score: Raw -243380.835502 + Penalty 4278.165633 = -239102.669870 nChanged 21 SP:Iteration 14Q (7010.876521 sec): 3 clusters Score: Raw -243394.398724 + Penalty 4278.165633 = -239116.233091 nChanged 20 SP:Iteration 15Q (7010.966584 sec): 3 clusters Score: Raw -243404.502552 + Penalty 4278.165633 = -239126.336919 nChanged 18 SP:Iteration 16Q (7011.096110 sec): 3 clusters Score: Raw -243415.099495 + Penalty 4278.165633 = -239136.933863 nChanged 12 SP:Iteration 17Q (7011.240687 sec): 3 clusters Score: Raw -243421.112309 + Penalty 4278.165633 = -239142.946676 nChanged 8 SP:Iteration 18Q (7011.276017 sec): 3 clusters Score: Raw -243425.107088 + Penalty 4278.165633 = -239146.941455 nChanged 7 SP:Iteration 19Q (7011.324732 sec): 3 clusters Score: Raw -243429.867302 + Penalty 4278.165633 = -239151.701670 nChanged 6 SP:Iteration 20F (7011.373596 sec): 3 clusters Score: Raw -243434.243236 + Penalty 4278.165633 = -239156.077604 nChanged 7 SP:Iteration 21Q (7011.422285 sec): 3 clusters Score: Raw -243438.649411 + Penalty 4278.165633 = -239160.483778 nChanged 11 SP:Iteration 22Q (7011.471213 sec): 3 clusters Score: Raw -243444.131696 + Penalty 4278.165633 = -239165.966063 nChanged 11 SP:Iteration 23Q (7011.512052 sec): 3 clusters Score: Raw -243449.434383 + Penalty 4278.165633 = -239171.268750 nChanged 5 SP:Iteration 24Q (7011.553277 sec): 3 clusters Score: Raw -243451.699736 + Penalty 4278.165633 = -239173.534104 nChanged 2 SP:Iteration 25Q (7011.594485 sec): 3 clusters Score: Raw -243452.589030 + Penalty 4278.165633 = -239174.423398 nChanged 3 SP:Iteration 26Q (7011.635462 sec): 3 clusters Score: Raw -243454.165336 + Penalty 4278.165633 = -239175.999703 nChanged 4 SP:Iteration 27Q (7011.676328 sec): 3 clusters Score: Raw -243455.839561 + Penalty 4278.165633 = -239177.673929 nChanged 2 SP:Iteration 28Q (7011.722065 sec): 3 clusters Score: Raw -243456.784771 + Penalty 4278.165633 = -239178.619139 nChanged 1 SP:Iteration 29Q (7011.768723 sec): 3 clusters Score: Raw -243457.756783 + Penalty 4278.165633 = -239179.591150 nChanged 2 SP:Iteration 30Q (7011.814612 sec): 3 clusters Score: Raw -243458.967832 + Penalty 4278.165633 = -239180.802200 nChanged 1 SP:Iteration 31Q (7011.856728 sec): 3 clusters Score: Raw -243459.602630 + Penalty 4278.165633 = -239181.436998 nChanged 1 SP:Iteration 32Q (7011.898887 sec): 3 clusters Score: Raw -243459.937638 + Penalty 4278.165633 = -239181.772005 nChanged 1 SP:Iteration 33Q (7011.940731 sec): 3 clusters Score: Raw -243460.675012 + Penalty 4278.165633 = -239182.509379 nChanged 0 SP:Iteration 34F (7011.983668 sec): 3 clusters Score: Raw -243460.675012 + Penalty 4278.165633 = -239182.509379 nChanged 0 Trying to split cluster 13 (4913 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (7012.033798 sec): 2 clusters Score: Raw -414521.514908 + Penalty 2243.904968 = -412277.609940 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (7012.223969 sec): 3 clusters Score: Raw -412205.849216 + Penalty 4487.809937 = -407718.039279 nChanged 1891 SP:Iteration 1F (7012.363334 sec): 3 clusters Score: Raw -413392.682868 + Penalty 4487.809937 = -408904.872931 nChanged 390 SP:Iteration 2F (7012.510513 sec): 3 clusters Score: Raw -413713.434847 + Penalty 4487.809937 = -409225.624910 nChanged 284 SP:Iteration 3F (7012.650327 sec): 3 clusters Score: Raw -413945.148161 + Penalty 4487.809937 = -409457.338224 nChanged 238 SP:Iteration 4Q (7012.758615 sec): 3 clusters Score: Raw -414191.713654 + Penalty 4487.809937 = -409703.903717 nChanged 256 SP:Iteration 5F (7012.929836 sec): 3 clusters Score: Raw -414395.775447 + Penalty 4487.809937 = -409907.965510 nChanged 224 SP:Iteration 6Q (7013.062508 sec): 3 clusters Score: Raw -414580.503602 + Penalty 4487.809937 = -410092.693665 nChanged 206 SP:Iteration 7Q (7013.172003 sec): 3 clusters Score: Raw -414741.819784 + Penalty 4487.809937 = -410254.009847 nChanged 171 SP:Iteration 8Q (7013.320846 sec): 3 clusters Score: Raw -414880.476521 + Penalty 4487.809937 = -410392.666584 nChanged 170 SP:Iteration 9Q (7013.417796 sec): 3 clusters Score: Raw -415001.682529 + Penalty 4487.809937 = -410513.872592 nChanged 142 SP:Iteration 10Q (7013.499878 sec): 3 clusters Score: Raw -415093.752069 + Penalty 4487.809937 = -410605.942132 nChanged 121 SP:Iteration 11Q (7013.550442 sec): 3 clusters Score: Raw -415171.072622 + Penalty 4487.809937 = -410683.262685 nChanged 99 SP:Iteration 12Q (7013.597651 sec): 3 clusters Score: Raw -415231.488222 + Penalty 4487.809937 = -410743.678285 nChanged 93 SP:Iteration 13Q (7013.644595 sec): 3 clusters Score: Raw -415275.666808 + Penalty 4487.809937 = -410787.856871 nChanged 53 SP:Iteration 14Q (7013.701192 sec): 3 clusters Score: Raw -415295.955961 + Penalty 4487.809937 = -410808.146024 nChanged 32 SP:Iteration 15Q (7013.759832 sec): 3 clusters Score: Raw -415308.464733 + Penalty 4487.809937 = -410820.654796 nChanged 23 SP:Iteration 16Q (7013.817729 sec): 3 clusters Score: Raw -415318.352054 + Penalty 4487.809937 = -410830.542117 nChanged 22 SP:Iteration 17Q (7013.868486 sec): 3 clusters Score: Raw -415328.440623 + Penalty 4487.809937 = -410840.630686 nChanged 23 SP:Iteration 18Q (7013.918904 sec): 3 clusters Score: Raw -415337.116053 + Penalty 4487.809937 = -410849.306116 nChanged 21 SP:Iteration 19Q (7013.969470 sec): 3 clusters Score: Raw -415343.205143 + Penalty 4487.809937 = -410855.395206 nChanged 12 SP:Iteration 20F (7014.023788 sec): 3 clusters Score: Raw -415347.601968 + Penalty 4487.809937 = -410859.792031 nChanged 19 SP:Iteration 21Q (7014.078903 sec): 3 clusters Score: Raw -415353.879507 + Penalty 4487.809937 = -410866.069570 nChanged 18 SP:Iteration 22Q (7014.133856 sec): 3 clusters Score: Raw -415359.552329 + Penalty 4487.809937 = -410871.742392 nChanged 15 SP:Iteration 23Q (7014.187003 sec): 3 clusters Score: Raw -415363.993839 + Penalty 4487.809937 = -410876.183902 nChanged 8 SP:Iteration 24Q (7014.240165 sec): 3 clusters Score: Raw -415365.884800 + Penalty 4487.809937 = -410878.074863 nChanged 5 SP:Iteration 25Q (7014.293512 sec): 3 clusters Score: Raw -415367.420109 + Penalty 4487.809937 = -410879.610172 nChanged 3 SP:Iteration 26Q (7014.347245 sec): 3 clusters Score: Raw -415368.014204 + Penalty 4487.809937 = -410880.204267 nChanged 1 SP:Iteration 27Q (7014.400337 sec): 3 clusters Score: Raw -415368.515518 + Penalty 4487.809937 = -410880.705582 nChanged 3 SP:Iteration 28Q (7014.453867 sec): 3 clusters Score: Raw -415369.570378 + Penalty 4487.809937 = -410881.760441 nChanged 5 SP:Iteration 29Q (7014.507245 sec): 3 clusters Score: Raw -415371.604537 + Penalty 4487.809937 = -410883.794600 nChanged 6 SP:Iteration 30Q (7014.560228 sec): 3 clusters Score: Raw -415373.851970 + Penalty 4487.809937 = -410886.042033 nChanged 10 SP:Iteration 31Q (7014.613679 sec): 3 clusters Score: Raw -415377.412086 + Penalty 4487.809937 = -410889.602149 nChanged 8 SP:Iteration 32Q (7014.752967 sec): 3 clusters Score: Raw -415379.749648 + Penalty 4487.809937 = -410891.939711 nChanged 3 SP:Iteration 33Q (7014.897946 sec): 3 clusters Score: Raw -415380.692743 + Penalty 4487.809937 = -410892.882806 nChanged 2 SP:Iteration 34Q (7015.030323 sec): 3 clusters Score: Raw -415381.045765 + Penalty 4487.809937 = -410893.235828 nChanged 1 SP:Iteration 35Q (7015.191368 sec): 3 clusters Score: Raw -415381.244058 + Penalty 4487.809937 = -410893.434121 nChanged 1 SP:Iteration 36Q (7015.333378 sec): 3 clusters Score: Raw -415381.451237 + Penalty 4487.809937 = -410893.641300 nChanged 0 SP:Iteration 37F (7015.475050 sec): 3 clusters Score: Raw -415381.451237 + Penalty 4487.809937 = -410893.641300 nChanged 0 Time taken for this iteration:509.758742 seconds. 12->14 Clusters: Score -11779905.066138, best is -11780765.031220 Main iterations: 1947 (time per iteration =480.866312 ms) Total iterations: 32415 (time per iteration =28.883132 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 824659078312.000000 (time per metric unit =1.135314ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 25564431427672.000000 (time per metric unit=36.623021ps) That took 936.246710 seconds.